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An example notebook for showing how to download patches of NAIP imagery around a point using the Planetary Computer.
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "healthy-sucking", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from pystac_client import Client\n", | |
"import pyproj\n", | |
"import stac_vrt\n", | |
"\n", | |
"import tqdm\n", | |
"import numpy as np\n", | |
"import rasterio\n", | |
"import rasterio.features\n", | |
"import rioxarray\n", | |
"from rasterio.enums import Resampling\n", | |
"import shapely.geometry\n", | |
"\n", | |
"import azure.storage.blob\n", | |
"import io\n", | |
"\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "corporate-stack", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"connection_string = \"REPLACE\"\n", | |
"container_client = azure.storage.blob.ContainerClient.from_connection_string(\n", | |
" connection_string, container_name=\"datasets\"\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 142, | |
"id": "liable-conservative", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"catalog = Client.open(\"https://planetarycomputer.microsoft.com/api/stac/v1\")\n", | |
"\n", | |
"def get_naip(point, date_range=\"2018-01-01/2020-01-01\", buffer=256):\n", | |
" lon, lat = point\n", | |
" \n", | |
" # 0.01 is degrees and is ~1km -- https://www.usna.edu/Users/oceano/pguth/md_help/html/approx_equivalents.htm\n", | |
" # we could be more precise here but I don't think it matters\n", | |
" geom = shapely.geometry.mapping(shapely.geometry.Point(lon, lat).buffer(0.01))\n", | |
" point_geom = shapely.geometry.mapping(shapely.geometry.Point(lon, lat))\n", | |
" \n", | |
" search = catalog.search(\n", | |
" collections=[\"naip\"],\n", | |
" intersects=geom,\n", | |
" datetime=date_range,\n", | |
" )\n", | |
"\n", | |
" items = [item.to_dict() for item in search.get_items()]\n", | |
" \n", | |
" if len(items) == 0:\n", | |
" return None\n", | |
" \n", | |
" mr_state_year = {}\n", | |
" \n", | |
" for item in items:\n", | |
" st, yr = item[\"properties\"][\"naip:state\"], item[\"properties\"][\"naip:year\"]\n", | |
" if st not in mr_state_year:\n", | |
" mr_state_year[st] = yr\n", | |
" continue\n", | |
" mr_state_year[st] = max(mr_state_year[st], yr)\n", | |
" mr_state_year = list(mr_state_year.items())\n", | |
"\n", | |
" items = [item for item in items if (item[\"properties\"][\"naip:state\"], item[\"properties\"][\"naip:year\"]) in mr_state_year]\n", | |
" utms = [item[\"properties\"][\"proj:epsg\"] for item in items]\n", | |
" if len(set(utms)) > 1:\n", | |
" print(\"This is at a UTM boundary\")\n", | |
" most_freq_utm = max(set(utms), key=utms.count)\n", | |
" items = [item for item in items if item[\"properties\"][\"proj:epsg\"] == most_freq_utm]\n", | |
" \n", | |
" # `stac_vrt.build_vrt` fails when we have a point that is at the border of two UTM zones because the CRSs of the items are different\n", | |
" # This is an example exception that is thrown, \"ValueError: STAC item wa_m_4711909_nw_11_060_20190731_20191217 (position 1) does not have the same CRS. 26911 != 26910\"\n", | |
" # QUESTION: would this be handled by stackstac (after multi-channel tiffs are supported)?\n", | |
" # TODO: catch and handle this exception correctly -- one potential solution is to just drop items in one of the UTM zones, another solution is to ignore all together\n", | |
" naip_vrt = stac_vrt.build_vrt(\n", | |
" items, block_width=256, block_height=256, data_type=\"Byte\"\n", | |
" )\n", | |
"\n", | |
" with rioxarray.open_rasterio(naip_vrt) as ds:\n", | |
" x_utm, y_utm = pyproj.Proj(ds.rio.crs)(lon, lat)\n", | |
"\n", | |
" aoi = ds.loc[..., y_utm+buffer:y_utm-buffer, x_utm-buffer:x_utm+buffer]\n", | |
" res = 4\n", | |
" aoi = aoi.rio.reproject(\n", | |
" aoi.rio.crs,\n", | |
" resolution=res,\n", | |
" resampling=Resampling.bilinear,\n", | |
" ) \n", | |
"\n", | |
" if aoi.shape[1] > buffer*2:\n", | |
" aoi = aoi[:,:buffer*2,:]\n", | |
" if aoi.shape[2] > buffer*2:\n", | |
" aoi = aoi[:,:,:buffer*2]\n", | |
" \n", | |
" data = aoi.compute()\n", | |
" # Crop to 256\n", | |
" data = data[..., :256, :256] # not centering since we know data.shape[1|2] <= 257\n", | |
" data = data.pad(x=(0, 256-data.shape[2]), y=(0, 256-data.shape[1]), constant_values=0) # pad to 256\n", | |
"\n", | |
" return data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 143, | |
"id": "foster-quest", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import utm\n", | |
"\n", | |
"def get_utm_zone_from_lat_lon(lat, lon):\n", | |
" projection_dict = {\n", | |
" 'proj': 'utm',\n", | |
" 'zone': utm.latlon_to_zone_number(lat, lon)\n", | |
" }\n", | |
" if lat < 0:\n", | |
" projection_dict[\"south\"] = True\n", | |
" return rasterio.crs.CRS.from_dict(projection_dict)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 147, | |
"id": "extraordinary-tunisia", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
" 0%| | 0/1 [00:00<?, ?it/s]" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(4, 256, 256)\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": [ | |
"100%|██████████| 1/1 [00:02<00:00, 2.90s/it]" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"=============\n", | |
"CPU times: user 597 ms, sys: 31 ms, total: 628 ms\n", | |
"Wall time: 2.9 s\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"# A large box I drew over the western US to sample randomly from within\n", | |
"large_geom = {\"type\":\"Polygon\",\"coordinates\":[[[-120.34423828125,35.746512259918504],[-97.470703125,35.746512259918504],[-97.470703125,48.268569112964336],[-120.34423828125,48.268569112964336],[-120.34423828125,35.746512259918504]]]}\n", | |
"left, bottom, right, top = rasterio.features.bounds(large_geom)\n", | |
"area_width = right - left\n", | |
"area_height = top - bottom\n", | |
"\n", | |
"date_range = \"1960-01-01/2023-01-01\"\n", | |
"buffer = 512 # this is in meters\n", | |
"\n", | |
"pics = []\n", | |
"\n", | |
"for i in tqdm.tqdm(range(1)):\n", | |
" \n", | |
" lat = np.random.random() * area_height + bottom\n", | |
" lon = np.random.random() * area_width + left\n", | |
" # print(lon, lat)\n", | |
" \n", | |
" # lon, lat = -116.3719307399533, 41.08642080758944 # non square case \n", | |
" # lon, lat = -109.07292165581521, 39.07573073261642 # NoDataInBounds 0 cols\n", | |
" # lon, lat = -110.38577498746055, 38.93013310465036 # NoDataInBounds 0 rows\n", | |
" \n", | |
" ds = get_naip((lon, lat), date_range, buffer=buffer)\n", | |
" \n", | |
" if ds is not None:\n", | |
" print(ds.shape)\n", | |
" data = np.rollaxis(ds.data, 0, 3)\n", | |
" # pics.append(data[:, :, :3])\n", | |
" plt.figure()\n", | |
" plt.imshow(data[:,:,:3])\n", | |
" plt.axis(\"off\")\n", | |
" plt.show()\n", | |
" \n", | |
" '''\n", | |
" # write the geotiff to blob storage\n", | |
" with io.BytesIO() as f:\n", | |
" ds.rio.to_raster(f, driver=\"GTiff\", windowed=True, compress=\"deflate\", predictor=2)\n", | |
" f.seek(0)\n", | |
" blob_client = container_client.get_blob_client(f\"test/sample_{i}.tif\")\n", | |
" blob_client.upload_blob(f, overwrite=True)\n", | |
" '''\n", | |
" else:\n", | |
" # TODO: record missing indices\n", | |
" pass\n", | |
" print(\"=============\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "innovative-placement", | |
"metadata": {}, | |
"source": [ | |
"## Example of failing due to query on UTM boundaries" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 148, | |
"id": "infectious-probability", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"This is at a UTM boundary\n", | |
"(4, 256, 256)\n" | |
] | |
} | |
], | |
"source": [ | |
"lon = -119.99926328659058\n", | |
"lat = 47.83925871057489\n", | |
"\n", | |
"data = get_naip((lon, lat), date_range, buffer=512)\n", | |
"print(data.shape)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "collect-crest", | |
"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": "3.7.9" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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