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882 lines
503 KiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'CLICOLOR': '1',\n",
" 'COPERNICUS_PASSWORD': 'Z9lj3uak',\n",
" 'COPERNICUS_USER': 'yutsuo',\n",
" 'GIT_PAGER': 'cat',\n",
" 'HOME': '/root',\n",
" 'HOSTNAME': 'c75793e91628',\n",
" 'JPY_PARENT_PID': '11',\n",
" 'LANG': 'C.UTF-8',\n",
" 'MPLBACKEND': 'module://ipykernel.pylab.backend_inline',\n",
" 'PAGER': 'cat',\n",
" 'PASSWORD': 'flaviostutz',\n",
" 'PATH': '/usr/local/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin',\n",
" 'PWD': '/tf',\n",
" 'SHLVL': '1',\n",
" 'SPARK_MASTER': 'spark-master',\n",
" 'SUPERVISOR_ENABLED': '1',\n",
" 'SUPERVISOR_GROUP_NAME': 'jupyter',\n",
" 'SUPERVISOR_PROCESS_NAME': 'jupyter',\n",
" 'SUPERVISOR_SERVER_URL': 'unix:///var/run/supervisor.sock',\n",
" 'TERM': 'xterm-color',\n",
" '_': '/usr/local/bin/jupyter'}"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%env"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<Response [502]>\n"
]
}
],
"source": [
"import requests\n",
"\n",
"response = requests.get('http://scihub.copernicus.eu/')\n",
"\n",
"print(response)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.patches as mpatches\n",
"from osgeo import gdal, osr\n",
"import cartopy.crs as ccrs\n",
"import numpy as np\n",
"\n",
"def showGeoTiffs(geoTiffFiles, geometries=None, labels=None, cols=4, size=6, cmap=None, cmap_min=None, cmap_max=None, interpolation=None, legendHandles=None, group_by_label=False, name='image', output_dir=None, transformData=None):\n",
" \"\"\"geometries - list of geoseries from GeoPandas\n",
" labels - list os strings\n",
" getTiffFiles - list of tiff file paths\n",
" \"\"\"\n",
" logger.info('showing ' + str(len(geoTiffFiles)) + ' images')\n",
" fig = plt.figure()\n",
" rows = int(len(geoTiffFiles)/cols)+1\n",
" t = Timer('generating image patches. rows=' + str(rows) + '; cols=' + str(cols))\n",
" fig.set_size_inches(cols*size, rows*size)\n",
"\n",
" image_indexes = range(len(geoTiffFiles))\n",
"\n",
" #order indexes by label\n",
" if(group_by_label==True and image_labels!=None):\n",
" index_label_map = []\n",
" for i,label in enumerate(image_labels):\n",
" index_label_map.append((i,label))\n",
" label_image_map = np.array(index_label_map, dtype=[('index',int),('label',int)])\n",
" label_image_map = np.sort(label_image_map, order='label')\n",
" image_indexes = []\n",
" for a in label_image_map:\n",
" image_indexes.append(a[0])\n",
"\n",
" c = 0\n",
" for i in image_indexes:\n",
" ds = gdal.Open(geoTiffFiles[i])\n",
" data = ds.ReadAsArray()\n",
" gt = ds.GetGeoTransform()\n",
" proj = ds.GetProjection()\n",
"\n",
" inproj = osr.SpatialReference()\n",
" inproj.ImportFromWkt(proj)\n",
"\n",
" projcs = inproj.GetAuthorityCode('PROJCS')\n",
" projection = ccrs.epsg(projcs)\n",
"\n",
" ax = fig.add_subplot(rows,cols,c+1, projection=projection)\n",
"\n",
" extent = (gt[0], gt[0] + ds.RasterXSize * gt[1],\n",
" gt[3] + ds.RasterYSize * gt[5], gt[3])\n",
"\n",
" \n",
" #seems like this data has multiple channels and the channels area indexed from the first position. invert it\n",
" if data.shape[0]<5:\n",
" data = data[:3, :, :].transpose((1, 2, 0))\n",
" else:\n",
" if transformData!=None:\n",
" data = transformData(data)\n",
"\n",
" if data.dtype in [np.uint8, np.uint16, np.uint32]:\n",
" if cmap_min==None:\n",
" cmap_min = np.iinfo(data.dtype).min\n",
" if cmap_max==None:\n",
" cmap_max = np.iinfo(data.dtype).max\n",
"# if(cmap==None):\n",
"# data = data.astype('uint8')\n",
" \n",
" ax.imshow(data, alpha=1.0, transform=projection, extent=extent, cmap=cmap, vmin=cmap_min, vmax=cmap_max, interpolation=interpolation, origin='upper')\n",
" if legendHandles!=None:\n",
" ax.legend(handles=legendHandles, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
"\n",
" if(geometries!=None):\n",
" df_epsg = geometries[i].to_crs(epsg=ax.projection.epsg_code)\n",
" df_epsg.plot(ax=ax, facecolor='none', edgecolor='black', linestyle='--', linewidth=2)\n",
" \n",
" if(labels!=None):\n",
" ax.text(0.5, 0, str(labels[i]), horizontalalignment='center', verticalalignment='bottom', transform=ax.transAxes, fontsize=14, style='normal', color='red')\n",
"\n",
" c = c + 1\n",
" \n",
" if(output_dir!=None):\n",
" f = output_dir + name + '.jpg'\n",
" plt.savefig(f)\n",
" plt.close(fig)\n",
" else:\n",
" plt.show()\n",
" \n",
" t.stop()\n",
"\n",
"def sclColors():\n",
" colors = ['black','red','dimgray','brown','green','yellow','blue','dimgray','darkgray','lightgray','skyblue','magenta']\n",
" return colors\n",
"\n",
"def sclLegendPatches():\n",
" colors = sclColors()\n",
" labels = ['no data','defective','dark area','cloud shadows','vegetation','not vegetated','water','unclassified','cloud medium prob','cloud high prob','thin cirrus','snow']\n",
" patches = [ mpatches.Patch(color=colors[i], label=labels[i]) for i in range(11) ]\n",
" return patches\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:sentinelloader:Getting region history for band TCI from 2019-04-15 to 2019-04-30 at 20m\n",
"DEBUG:sentinelloader:2019-04-15 00:00:00\n",
"DEBUG:sentinelloader:Getting contents. band=TCI, resolution=20m, date=2019-04-15\n",
"DEBUG:sentinelloader:Querying API for candidate tiles\n",
"DEBUG:sentinelloader:Using cached API query contents\n",
"DEBUG:sentinelloader:Found 2 products\n",
"DEBUG:sentinelloader:Tiles selected for covering the entire desired area: [1]\n",
"DEBUG:sentinelloader:Reusing cached metadata info for tile 'e23b7888-c55f-462d-9889-cb37b7fc6a30'\n",
"INFO:sentinelloader:Downloading tile uuid='e23b7888-c55f-462d-9889-cb37b7fc6a30', resolution='20m', band='TCI', date='2019-04-13'\n",
"DEBUG:sentinelloader:Downloading https://scihub.copernicus.eu/dhus/odata/v1/Products('e23b7888-c55f-462d-9889-cb37b7fc6a30')/Nodes('S2B_MSIL2A_20190413T133229_N0211_R081_T22LHH_20190413T173342.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A010975_20190413T133229')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190413T133229_TCI_20m.jp2')/$value to /notebooks/data/output/sentinelcache/tmp/018311b9d56f4bff85c4bbee4d2940f4.jp2\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): scihub.copernicus.eu:443\n",
"DEBUG:urllib3.connectionpool:https://scihub.copernicus.eu:443 \"GET /dhus/odata/v1/Products('e23b7888-c55f-462d-9889-cb37b7fc6a30')/Nodes('S2B_MSIL2A_20190413T133229_N0211_R081_T22LHH_20190413T173342.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A010975_20190413T133229')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190413T133229_TCI_20m.jp2')/$value HTTP/1.1\" 200 15235650\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[==================================================]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:sentinelloader:Removing near black compression artifacts\n",
"DEBUG:sentinelloader:Cropping polygon from 1 files\n",
"DEBUG:sentinelloader:Combining tiles into a single image. sources=/notebooks/data/output/sentinelcache/products/2019-04-13/e23b7888-c55f-462d-9889-cb37b7fc6a30/T22LHH_20190413T133229_TCI_20m.tiff tmpfile=/notebooks/data/output/sentinelcache/tmp/f34e18da97194d5cb40ca5201abe703d.tiff\n",
"DEBUG:sentinelloader:2019-04-20 00:00:00\n",
"DEBUG:sentinelloader:Getting contents. band=TCI, resolution=20m, date=2019-04-20\n",
"DEBUG:sentinelloader:Querying API for candidate tiles\n",
"DEBUG:sentinelloader:Using cached API query contents\n",
"DEBUG:sentinelloader:Found 1 products\n",
"DEBUG:sentinelloader:Tiles selected for covering the entire desired area: [0]\n",
"DEBUG:sentinelloader:Reusing cached metadata info for tile 'f7ba0308-41e2-4cee-b3ce-5199af7de222'\n",
"INFO:sentinelloader:Downloading tile uuid='f7ba0308-41e2-4cee-b3ce-5199af7de222', resolution='20m', band='TCI', date='2019-04-18'\n",
"DEBUG:sentinelloader:Downloading https://scihub.copernicus.eu/dhus/odata/v1/Products('f7ba0308-41e2-4cee-b3ce-5199af7de222')/Nodes('S2A_MSIL2A_20190418T133231_N0211_R081_T22LHH_20190418T155136.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A019955_20190418T133227')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190418T133231_TCI_20m.jp2')/$value to /notebooks/data/output/sentinelcache/tmp/85b0b80afe12479885942e9add8619e7.jp2\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): scihub.copernicus.eu:443\n",
"DEBUG:urllib3.connectionpool:https://scihub.copernicus.eu:443 \"GET /dhus/odata/v1/Products('f7ba0308-41e2-4cee-b3ce-5199af7de222')/Nodes('S2A_MSIL2A_20190418T133231_N0211_R081_T22LHH_20190418T155136.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A019955_20190418T133227')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190418T133231_TCI_20m.jp2')/$value HTTP/1.1\" 200 22797960\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[==================================================]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:sentinelloader:Removing near black compression artifacts\n",
"DEBUG:sentinelloader:Cropping polygon from 1 files\n",
"DEBUG:sentinelloader:Combining tiles into a single image. sources=/notebooks/data/output/sentinelcache/products/2019-04-18/f7ba0308-41e2-4cee-b3ce-5199af7de222/T22LHH_20190418T133231_TCI_20m.tiff tmpfile=/notebooks/data/output/sentinelcache/tmp/5394fea7367d4dbda4594e751b1ccc9d.tiff\n",
"DEBUG:sentinelloader:2019-04-25 00:00:00\n",
"DEBUG:sentinelloader:Getting contents. band=TCI, resolution=20m, date=2019-04-25\n",
"DEBUG:sentinelloader:Querying API for candidate tiles\n",
"DEBUG:sentinelloader:Using cached API query contents\n",
"DEBUG:sentinelloader:Found 2 products\n",
"DEBUG:sentinelloader:Tiles selected for covering the entire desired area: [0]\n",
"DEBUG:sentinelloader:Reusing cached metadata info for tile '72662a26-b852-4e98-bf95-09ca46b3a5f9'\n",
"INFO:sentinelloader:Downloading tile uuid='72662a26-b852-4e98-bf95-09ca46b3a5f9', resolution='20m', band='TCI', date='2019-04-23'\n",
"DEBUG:sentinelloader:Downloading https://scihub.copernicus.eu/dhus/odata/v1/Products('72662a26-b852-4e98-bf95-09ca46b3a5f9')/Nodes('S2B_MSIL2A_20190423T133229_N0211_R081_T22LHH_20190423T155216.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A011118_20190423T133231')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190423T133229_TCI_20m.jp2')/$value to /notebooks/data/output/sentinelcache/tmp/a094a5667511490cb444d207ae2a1abf.jp2\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): scihub.copernicus.eu:443\n",
"DEBUG:urllib3.connectionpool:https://scihub.copernicus.eu:443 \"GET /dhus/odata/v1/Products('72662a26-b852-4e98-bf95-09ca46b3a5f9')/Nodes('S2B_MSIL2A_20190423T133229_N0211_R081_T22LHH_20190423T155216.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A011118_20190423T133231')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190423T133229_TCI_20m.jp2')/$value HTTP/1.1\" 200 21710183\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[==================================================]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:sentinelloader:Removing near black compression artifacts\n",
"DEBUG:sentinelloader:Cropping polygon from 1 files\n",
"DEBUG:sentinelloader:Combining tiles into a single image. sources=/notebooks/data/output/sentinelcache/products/2019-04-23/72662a26-b852-4e98-bf95-09ca46b3a5f9/T22LHH_20190423T133229_TCI_20m.tiff tmpfile=/notebooks/data/output/sentinelcache/tmp/efcb440e8b674750b88dd388b2802934.tiff\n",
"DEBUG:sentinelloader:2019-04-30 00:00:00\n",
"DEBUG:sentinelloader:Getting contents. band=TCI, resolution=20m, date=2019-04-30\n",
"DEBUG:sentinelloader:Querying API for candidate tiles\n",
"DEBUG:sentinelloader:Using cached API query contents\n",
"DEBUG:sentinelloader:Found 2 products\n",
"DEBUG:sentinelloader:Tiles selected for covering the entire desired area: [1]\n",
"DEBUG:sentinelloader:Reusing cached metadata info for tile '980b3fb8-7a7c-47d7-87e2-c59b3c982423'\n",
"INFO:sentinelloader:Downloading tile uuid='980b3fb8-7a7c-47d7-87e2-c59b3c982423', resolution='20m', band='TCI', date='2019-04-28'\n",
"DEBUG:sentinelloader:Downloading https://scihub.copernicus.eu/dhus/odata/v1/Products('980b3fb8-7a7c-47d7-87e2-c59b3c982423')/Nodes('S2A_MSIL2A_20190428T133231_N0211_R081_T22LHH_20190428T155040.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A020098_20190428T133228')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190428T133231_TCI_20m.jp2')/$value to /notebooks/data/output/sentinelcache/tmp/338837036bc04b1da860e5de35475580.jp2\n",
"DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): scihub.copernicus.eu:443\n",
"DEBUG:urllib3.connectionpool:https://scihub.copernicus.eu:443 \"GET /dhus/odata/v1/Products('980b3fb8-7a7c-47d7-87e2-c59b3c982423')/Nodes('S2A_MSIL2A_20190428T133231_N0211_R081_T22LHH_20190428T155040.SAFE')/Nodes('GRANULE')/Nodes('L2A_T22LHH_A020098_20190428T133228')/Nodes('IMG_DATA')/Nodes('R20m')/Nodes('T22LHH_20190428T133231_TCI_20m.jp2')/$value HTTP/1.1\" 200 23410081\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[==================================================]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:sentinelloader:Removing near black compression artifacts\n",
"DEBUG:sentinelloader:Cropping polygon from 1 files\n",
"DEBUG:sentinelloader:Combining tiles into a single image. sources=/notebooks/data/output/sentinelcache/products/2019-04-28/980b3fb8-7a7c-47d7-87e2-c59b3c982423/T22LHH_20190428T133231_TCI_20m.tiff tmpfile=/notebooks/data/output/sentinelcache/tmp/543bfdce2ff5487ab9f89bf7dba4fd1d.tiff\n",
"DEBUG:rasterio.env:Entering env context: <rasterio.env.Env object at 0x7fb976fac048>\n",
"DEBUG:rasterio.env:Starting outermost env\n",
"DEBUG:rasterio.env:No GDAL environment exists\n",
"DEBUG:rasterio.env:New GDAL environment <rasterio._env.GDALEnv object at 0x7fb97800c898> created\n",
"DEBUG:rasterio._env:GDAL_DATA found in environment: '/usr/local/lib/python3.5/dist-packages/rasterio/gdal_data'.\n",
"DEBUG:rasterio._env:PROJ data files are available at built-in paths\n",
"DEBUG:rasterio._env:Started GDALEnv <rasterio._env.GDALEnv object at 0x7fb97800c898>.\n",
"DEBUG:rasterio.env:Got a copy of environment <rasterio._env.GDALEnv object at 0x7fb97800c898> options\n",
"DEBUG:rasterio.env:Entered env context: <rasterio.env.Env object at 0x7fb976fac048>\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Dataset <open DatasetReader name='/notebooks/data/output/sentinelcache/tmp/2019-04-15-TCI-20m-70a9cd45d5a343f3bb9da6cde5085558.tiff' mode='r'> is started.\n",
"DEBUG:rasterio.env:Exiting env context: <rasterio.env.Env object at 0x7fb976fac048>\n",
"DEBUG:rasterio.env:Cleared existing <rasterio._env.GDALEnv object at 0x7fb97800c898> options\n",
"DEBUG:rasterio._env:Stopped GDALEnv <rasterio._env.GDALEnv object at 0x7fb97800c898>.\n",
"DEBUG:rasterio.env:Exiting outermost env\n",
"DEBUG:rasterio.env:Exited env context: <rasterio.env.Env object at 0x7fb976fac048>\n",
"DEBUG:rasterio._io:Output nodata value read from file: 0.0\n",
"DEBUG:rasterio._io:Output nodata values: [0.0]\n",
"DEBUG:rasterio._io:all_valid: False\n",
"DEBUG:rasterio._io:mask_flags: ([<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>])\n",
"DEBUG:rasterio._io:Jump straight to _read()\n",
"DEBUG:rasterio._io:Window: None\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:rasterio.env:Entering env context: <rasterio.env.Env object at 0x7fb97817e518>\n",
"DEBUG:rasterio.env:Starting outermost env\n",
"DEBUG:rasterio.env:No GDAL environment exists\n",
"DEBUG:rasterio.env:New GDAL environment <rasterio._env.GDALEnv object at 0x7fb97817ef60> created\n",
"DEBUG:rasterio._env:GDAL_DATA found in environment: '/usr/local/lib/python3.5/dist-packages/rasterio/gdal_data'.\n",
"DEBUG:rasterio._env:PROJ data files are available at built-in paths\n",
"DEBUG:rasterio._env:Started GDALEnv <rasterio._env.GDALEnv object at 0x7fb97817ef60>.\n",
"DEBUG:rasterio.env:Got a copy of environment <rasterio._env.GDALEnv object at 0x7fb97817ef60> options\n",
"DEBUG:rasterio.env:Entered env context: <rasterio.env.Env object at 0x7fb97817e518>\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Dataset <open DatasetReader name='/notebooks/data/output/sentinelcache/tmp/2019-04-20-TCI-20m-44235f7a50b54603b76e377713e409e2.tiff' mode='r'> is started.\n",
"DEBUG:rasterio.env:Exiting env context: <rasterio.env.Env object at 0x7fb97817e518>\n",
"DEBUG:rasterio.env:Cleared existing <rasterio._env.GDALEnv object at 0x7fb97817ef60> options\n",
"DEBUG:rasterio._env:Stopped GDALEnv <rasterio._env.GDALEnv object at 0x7fb97817ef60>.\n",
"DEBUG:rasterio.env:Exiting outermost env\n",
"DEBUG:rasterio.env:Exited env context: <rasterio.env.Env object at 0x7fb97817e518>\n",
"DEBUG:rasterio._io:Output nodata value read from file: 0.0\n",
"DEBUG:rasterio._io:Output nodata values: [0.0]\n",
"DEBUG:rasterio._io:all_valid: False\n",
"DEBUG:rasterio._io:mask_flags: ([<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>])\n",
"DEBUG:rasterio._io:Jump straight to _read()\n",
"DEBUG:rasterio._io:Window: None\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:rasterio.env:Entering env context: <rasterio.env.Env object at 0x7fb97800c630>\n",
"DEBUG:rasterio.env:Starting outermost env\n",
"DEBUG:rasterio.env:No GDAL environment exists\n",
"DEBUG:rasterio.env:New GDAL environment <rasterio._env.GDALEnv object at 0x7fb978007160> created\n",
"DEBUG:rasterio._env:GDAL_DATA found in environment: '/usr/local/lib/python3.5/dist-packages/rasterio/gdal_data'.\n",
"DEBUG:rasterio._env:PROJ data files are available at built-in paths\n",
"DEBUG:rasterio._env:Started GDALEnv <rasterio._env.GDALEnv object at 0x7fb978007160>.\n",
"DEBUG:rasterio.env:Got a copy of environment <rasterio._env.GDALEnv object at 0x7fb978007160> options\n",
"DEBUG:rasterio.env:Entered env context: <rasterio.env.Env object at 0x7fb97800c630>\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Dataset <open DatasetReader name='/notebooks/data/output/sentinelcache/tmp/2019-04-25-TCI-20m-d5d2ffee53d74d97869bcb8a5cc8bf02.tiff' mode='r'> is started.\n",
"DEBUG:rasterio.env:Exiting env context: <rasterio.env.Env object at 0x7fb97800c630>\n",
"DEBUG:rasterio.env:Cleared existing <rasterio._env.GDALEnv object at 0x7fb978007160> options\n",
"DEBUG:rasterio._env:Stopped GDALEnv <rasterio._env.GDALEnv object at 0x7fb978007160>.\n",
"DEBUG:rasterio.env:Exiting outermost env\n",
"DEBUG:rasterio.env:Exited env context: <rasterio.env.Env object at 0x7fb97800c630>\n",
"DEBUG:rasterio._io:Output nodata value read from file: 0.0\n",
"DEBUG:rasterio._io:Output nodata values: [0.0]\n",
"DEBUG:rasterio._io:all_valid: False\n",
"DEBUG:rasterio._io:mask_flags: ([<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>])\n",
"DEBUG:rasterio._io:Jump straight to _read()\n",
"DEBUG:rasterio._io:Window: None\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:rasterio.env:Entering env context: <rasterio.env.Env object at 0x7fb976ea91d0>\n",
"DEBUG:rasterio.env:Starting outermost env\n",
"DEBUG:rasterio.env:No GDAL environment exists\n",
"DEBUG:rasterio.env:New GDAL environment <rasterio._env.GDALEnv object at 0x7fb976ea3320> created\n",
"DEBUG:rasterio._env:GDAL_DATA found in environment: '/usr/local/lib/python3.5/dist-packages/rasterio/gdal_data'.\n",
"DEBUG:rasterio._env:PROJ data files are available at built-in paths\n",
"DEBUG:rasterio._env:Started GDALEnv <rasterio._env.GDALEnv object at 0x7fb976ea3320>.\n",
"DEBUG:rasterio.env:Got a copy of environment <rasterio._env.GDALEnv object at 0x7fb976ea3320> options\n",
"DEBUG:rasterio.env:Entered env context: <rasterio.env.Env object at 0x7fb976ea91d0>\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Dataset <open DatasetReader name='/notebooks/data/output/sentinelcache/tmp/2019-04-30-TCI-20m-780490237e264356bf2ef57cb1e37323.tiff' mode='r'> is started.\n",
"DEBUG:rasterio.env:Exiting env context: <rasterio.env.Env object at 0x7fb976ea91d0>\n",
"DEBUG:rasterio.env:Cleared existing <rasterio._env.GDALEnv object at 0x7fb976ea3320> options\n",
"DEBUG:rasterio._env:Stopped GDALEnv <rasterio._env.GDALEnv object at 0x7fb976ea3320>.\n",
"DEBUG:rasterio.env:Exiting outermost env\n",
"DEBUG:rasterio.env:Exited env context: <rasterio.env.Env object at 0x7fb976ea91d0>\n",
"DEBUG:rasterio._io:Output nodata value read from file: 0.0\n",
"DEBUG:rasterio._io:Output nodata values: [0.0]\n",
"DEBUG:rasterio._io:all_valid: False\n",
"DEBUG:rasterio._io:mask_flags: ([<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>])\n",
"DEBUG:rasterio._io:Jump straight to _read()\n",
"DEBUG:rasterio._io:Window: None\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=270.0 height=136.0\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"done\n"
]
}
],
"source": [
"import logging\n",
"import os\n",
"from osgeo import gdal\n",
"import matplotlib.pyplot as plt\n",
"from sentinelloader import Sentinel2Loader\n",
"from shapely.geometry import Point, Polygon\n",
"\n",
"sl = Sentinel2Loader('/notebooks/data/output/sentinelcache', \n",
" os.environ['COPERNICUS_USER'], os.environ['COPERNICUS_PASSWORD'],\n",
" apiUrl='https://scihub.copernicus.eu/apihub/', showProgressbars=True, loglevel=logging.DEBUG)\n",
"\n",
"area = [(-47.9458, -15.8841), (-47.9051, -15.8800),\n",
" (-47.9359, -15.8625), (-47.8953, -15.8597)]\n",
"\n",
"coords = Polygon(area)\n",
"\n",
"d1 = '2019-04-15'\n",
"d2 = '2019-04-30'\n",
"\n",
"geoTiffs = sl.getRegionHistory(coords, 'TCI', '20m', d1, d2, daysStep=5)\n",
"\n",
"# showGeoTiffs(geoTiffs, geometries=geometries, labels=labels, cols=10, size=10,)\n",
"\n",
"import rasterio\n",
"from rasterio.plot import show\n",
"\n",
"for tiffs in geoTiffs:\n",
" dataset = rasterio.open(tiffs)\n",
" show(dataset)\n",
"print('done')\n",
"\n",
"# for geoTiff in geoTiffs:\n",
"# print('Desired image was prepared at')\n",
"# print(geoTiff)\n",
"# os.remove(geoTiff)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"DEBUG:rasterio.env:Entering env context: <rasterio.env.Env object at 0x7fb97a8c2390>\n",
"DEBUG:rasterio.env:Starting outermost env\n",
"DEBUG:rasterio.env:No GDAL environment exists\n",
"DEBUG:rasterio.env:New GDAL environment <rasterio._env.GDALEnv object at 0x7fb97a8c2668> created\n",
"DEBUG:rasterio._env:GDAL_DATA found in environment: '/usr/local/lib/python3.5/dist-packages/rasterio/gdal_data'.\n",
"DEBUG:rasterio._env:PROJ data files are available at built-in paths\n",
"DEBUG:rasterio._env:Started GDALEnv <rasterio._env.GDALEnv object at 0x7fb97a8c2668>.\n",
"DEBUG:rasterio.env:Got a copy of environment <rasterio._env.GDALEnv object at 0x7fb97a8c2668> options\n",
"DEBUG:rasterio.env:Entered env context: <rasterio.env.Env object at 0x7fb97a8c2390>\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Nodata success: 1, Nodata value: 0.000000\n",
"DEBUG:rasterio._base:Dataset <open DatasetReader name='/notebooks/data/output/sentinelcache/tmp/2019-04-01-TCI-60m-308ade6be6e54e48aa2d3b2f11e9dc2e.tiff' mode='r'> is started.\n",
"DEBUG:rasterio.env:Exiting env context: <rasterio.env.Env object at 0x7fb97a8c2390>\n",
"DEBUG:rasterio.env:Cleared existing <rasterio._env.GDALEnv object at 0x7fb97a8c2668> options\n",
"DEBUG:rasterio._env:Stopped GDALEnv <rasterio._env.GDALEnv object at 0x7fb97a8c2668>.\n",
"DEBUG:rasterio.env:Exiting outermost env\n",
"DEBUG:rasterio.env:Exited env context: <rasterio.env.Env object at 0x7fb97a8c2390>\n",
"DEBUG:rasterio._io:Output nodata value read from file: 0.0\n",
"DEBUG:rasterio._io:Output nodata values: [0.0]\n",
"DEBUG:rasterio._io:all_valid: False\n",
"DEBUG:rasterio._io:mask_flags: ([<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>], [<MaskFlags.nodata: 8>])\n",
"DEBUG:rasterio._io:Jump straight to _read()\n",
"DEBUG:rasterio._io:Window: None\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=38.0 height=62.0\n",
"DEBUG:rasterio._io:IO window xoff=0.0 yoff=0.0 width=38.0 height=62.0\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.font_manager:findfont: Matching :family=sans-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=10.0 to DejaVu Sans ('/usr/local/lib/python3.5/dist-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans.ttf') with score of 0.050000.\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n",
"DEBUG:matplotlib.axes._base:update_title_pos\n"
]
},
{
"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": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb97a8c2be0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import rasterio\n",
"from rasterio.plot import show\n",
"path = '/notebooks/data/output/sentinelcache/tmp/2019-04-01-TCI-60m-308ade6be6e54e48aa2d3b2f11e9dc2e.tiff'\n",
"dataset = rasterio.open(path)\n",
"show(dataset)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16b83a1b91324eb2a24b74bd3d38edbd.jp2\r\n",
"2019-04-01-TCI-60m-308ade6be6e54e48aa2d3b2f11e9dc2e.tiff\r\n",
"2019-04-06-TCI-60m-7e2c7595be62410988e33d5c1935d494.tiff\r\n",
"2019-04-15-TCI-60m-ff7d0bbfe0544b8b8f4a91900f65469e.tiff\r\n",
"2019-04-20-TCI-60m-9bd9537d708b499b98e40d9e41a48b41.tiff\r\n",
"2019-04-25-TCI-60m-b06fb439b3f243dfa3d369b0eb31ec27.tiff\r\n",
"2019-04-30-TCI-60m-16a8be39a121462c88a134d967ed3ebe.tiff\r\n",
"4a4feb66495a4dc5a5509af11d6b1383.jp2\r\n",
"5a6808e4035b458da6dbe5e224f5d193.jp2\r\n",
"a142751608774d77815365e338169582.jp2\r\n",
"b77c23b80b664d81bdb0b3470a3c8582.jp2\r\n",
"df4cfbeda2174ee1916fc80b2a11faa0.jp2\r\n"
]
}
],
"source": [
"! ls /notebooks/data/output/sentinelcache/tmp"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Package Version \r\n",
"------------------------- ----------------------\r\n",
"absl-py 0.7.0 \r\n",
"affine 2.2.2 \r\n",
"altair 2.4.1 \r\n",
"ansiwrap 0.8.4 \r\n",
"astor 0.7.1 \r\n",
"atomicwrites 1.3.0 \r\n",
"attrs 19.1.0 \r\n",
"backcall 0.1.0 \r\n",
"beautifulsoup4 4.7.1 \r\n",
"bleach 3.1.0 \r\n",
"bokeh 1.1.0 \r\n",
"boto 2.49.0 \r\n",
"boto3 1.9.135 \r\n",
"botocore 1.12.135 \r\n",
"branca 0.3.1 \r\n",
"bs4 0.0.1 \r\n",
"bz2file 0.98 \r\n",
"Cartopy 0.17.0 \r\n",
"certifi 2019.3.9 \r\n",
"chardet 3.0.4 \r\n",
"Click 7.0 \r\n",
"click-plugins 1.1.1 \r\n",
"cligj 0.5.0 \r\n",
"cycler 0.10.0 \r\n",
"cytoolz 0.9.0.1 \r\n",
"deap 1.2.2 \r\n",
"decorator 4.3.2 \r\n",
"defusedxml 0.5.0 \r\n",
"descartes 1.1.0 \r\n",
"docutils 0.14 \r\n",
"entrypoints 0.3 \r\n",
"enum34 1.1.6 \r\n",
"Fiona 1.8.6 \r\n",
"folium 0.8.3 \r\n",
"future 0.17.1 \r\n",
"gast 0.2.2 \r\n",
"GDAL 2.2.2 \r\n",
"gensim 3.7.2 \r\n",
"Geohash 1.0 \r\n",
"geojson 2.4.1 \r\n",
"geomet 0.2.0.post2 \r\n",
"geopandas 0.5.0 \r\n",
"google-pasta 0.1.4 \r\n",
"greenlet 0.4.15 \r\n",
"grpcio 1.19.0 \r\n",
"h5py 2.9.0 \r\n",
"heamy 0.0.7 \r\n",
"html2text 2018.1.9 \r\n",
"idna 2.8 \r\n",
"ImageHash 4.0 \r\n",
"imageio 2.5.0 \r\n",
"ipykernel 5.1.0 \r\n",
"ipython 7.3.0 \r\n",
"ipython-genutils 0.2.0 \r\n",
"ipywidgets 7.4.2 \r\n",
"jedi 0.13.3 \r\n",
"Jinja2 2.10 \r\n",
"jmespath 0.9.4 \r\n",
"JSAnimation 0.1 \r\n",
"jsonschema 3.0.1 \r\n",
"jupyter 1.0.0 \r\n",
"jupyter-client 5.2.4 \r\n",
"jupyter-console 6.0.0 \r\n",
"jupyter-core 4.4.0 \r\n",
"jupyter-http-over-ws 0.0.4 \r\n",
"Keras-Applications 1.0.7 \r\n",
"Keras-Preprocessing 1.0.9 \r\n",
"kiwisolver 1.0.1 \r\n",
"lml 0.0.9 \r\n",
"Markdown 3.0.1 \r\n",
"MarkupSafe 1.1.1 \r\n",
"matplotlib 3.0.3 \r\n",
"mgrspy 0.2.2 \r\n",
"mistune 0.8.4 \r\n",
"more-itertools 7.0.0 \r\n",
"mplleaflet 0.0.5 \r\n",
"multiprocessing-generator 0.2 \r\n",
"munch 2.3.2 \r\n",
"nbconvert 5.4.1 \r\n",
"nbformat 4.4.0 \r\n",
"networkx 2.3 \r\n",
"nltk 3.4.1 \r\n",
"notebook 5.7.5 \r\n",
"numpy 1.16.2 \r\n",
"odfpy 1.4.0 \r\n",
"opencv-python 4.1.0.25 \r\n",
"packaging 19.0 \r\n",
"pandas 0.24.2 \r\n",
"pandas-profiling 1.4.1 \r\n",
"pandocfilters 1.4.2 \r\n",
"papermill 0.19.1 \r\n",
"parso 0.3.4 \r\n",
"pathlib2 2.3.3 \r\n",
"pdfminer3k 1.3.1 \r\n",
"pexpect 4.6.0 \r\n",
"pickleshare 0.7.5 \r\n",
"Pillow 6.0.0 \r\n",
"pip 19.1.1 \r\n",
"plotly 3.8.1 \r\n",
"pluggy 0.9.0 \r\n",
"ply 3.11 \r\n",
"prometheus-client 0.6.0 \r\n",
"prompt-toolkit 2.0.9 \r\n",
"protobuf 3.7.0 \r\n",
"ptyprocess 0.6.0 \r\n",
"py 1.8.0 \r\n",
"pycurl 7.43.0 \r\n",
"pydicom 1.2.2 \r\n",
"pyepsg 0.5.0 \r\n",
"pyexcel-io 0.5.17 \r\n",
"pyexcel-ods 0.5.6 \r\n",
"Pygments 2.3.1 \r\n",
"pygobject 3.20.0 \r\n",
"pypandoc 1.4 \r\n",
"pyparsing 2.3.1 \r\n",
"PyPDF2 1.26.0 \r\n",
"pyproj 2.1.3 \r\n",
"pyrsistent 0.14.11 \r\n",
"pyshp 2.1.0 \r\n",
"pytest 4.4.1 \r\n",
"python-apt 1.1.0b1+ubuntu0.16.4.2\r\n",
"python-dateutil 2.8.0 \r\n",
"pytz 2019.1 \r\n",
"PyWavelets 1.0.3 \r\n",
"PyYAML 5.1 \r\n",
"pyzmq 18.0.1 \r\n",
"qtconsole 4.4.3 \r\n",
"rasterio 1.0.22 \r\n",
"rasterstats 0.13.1 \r\n",
"requests 2.21.0 \r\n",
"retrying 1.3.3 \r\n",
"Rtree 0.8.3 \r\n",
"s3transfer 0.2.0 \r\n",
"scikit-image 0.15.0 \r\n",
"scikit-learn 0.20.3 \r\n",
"scipy 1.2.1 \r\n",
"scoop 0.7.1.1 \r\n",
"seaborn 0.9.0 \r\n",
"selectivesearch 0.3 \r\n",
"Send2Trash 1.5.0 \r\n",
"sentinelloader 1.0.0 \r\n",
"sentinelsat 0.13 \r\n",
"setuptools 40.8.0 \r\n",
"Shapely 1.6.4.post2 \r\n",
"SimpleITK 1.2.0 \r\n",
"simplejson 3.16.0 \r\n",
"six 1.12.0 \r\n",
"sklearn-pandas 1.8.0 \r\n",
"slate3k 0.5.3 \r\n",
"smart-open 1.8.2 \r\n",
"snuggs 1.4.3 \r\n",
"soupsieve 1.9.1 \r\n",
"stopit 1.1.2 \r\n",
"tb-nightly 1.14.0a20190301 \r\n",
"tenacity 5.0.4 \r\n",
"tensorflow 2.0.0a0 \r\n",
"termcolor 1.1.0 \r\n",
"terminado 0.8.1 \r\n",
"testpath 0.4.2 \r\n",
"textblob 0.15.3 \r\n",
"textwrap3 0.9.2 \r\n",
"tf-estimator-nightly 1.14.0.dev2019030115 \r\n",
"tflearn 0.3.2 \r\n",
"toolz 0.9.0 \r\n",
"tornado 5.1.1 \r\n",
"TPOT 0.10.1 \r\n",
"tqdm 4.31.1 \r\n",
"traitlets 4.3.2 \r\n",
"trueskill 0.4.5 \r\n",
"unattended-upgrades 0.1 \r\n",
"update-checker 0.16 \r\n",
"urllib3 1.24.2 \r\n",
"uuid 1.30 \r\n",
"wavio 0.0.4 \r\n",
"wcwidth 0.1.7 \r\n",
"webencodings 0.5.1 \r\n",
"Werkzeug 0.14.1 \r\n",
"wheel 0.29.0 \r\n",
"widgetsnbextension 3.4.2 \r\n",
"wordcloud 1.5.0.post36+gd36f526 \r\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"pip list"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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],
"text/plain": [
"<folium.folium.Map at 0x7f824787add8>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import folium\n",
"# folium_map = folium.Map([-17.175808940286416,-47.323007583618164], zoom_start=14, tiles=\"Stamen Watercolor\")\n",
"# folium_map = folium.Map([-17.175808940286416,-47.323007583618164], zoom_start=14, tiles=\"CartoDB positron\")\n",
"folium_map = folium.Map([-17.175808940286416,-47.323007583618164], zoom_start=14)\n",
"folium_map"
]
},
{
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}