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@calebrob6
Created April 9, 2023 23:15
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An example of how to download seasonal patches from the Planetary Computer
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "f9ebe9cf",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import stackstac\n",
"import pystac_client\n",
"import planetary_computer\n",
"import matplotlib.pyplot as plt\n",
"import shapely.geometry\n",
"from tqdm import tqdm\n",
"from collections import defaultdict\n",
"import fiona.transform\n",
"import rioxarray\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "71df5f64",
"metadata": {},
"outputs": [],
"source": [
"centroid_shapes = []\n",
"patch_shapes = []\n",
"with open(\"experiments/data/sampled_locations.csv\", \"r\") as f:\n",
" lines = f.read().strip().split(\"\\n\")\n",
" for line in lines:\n",
" idx, lon, lat = line.split(\",\")\n",
" lon, lat = float(lon), float(lat)\n",
"\n",
" centroid_shape = shapely.geometry.Point(lon, lat)\n",
" centroid_geom = shapely.geometry.mapping(centroid_shape)\n",
" centroid_geom_epsg3857 = fiona.transform.transform_geom(\"epsg:4326\", \"epsg:3857\", centroid_geom)\n",
"\n",
" patch_shape_epsg3857 = shapely.geometry.shape(centroid_geom_epsg3857).buffer(500).envelope\n",
" patch_geom_epsg3857 = shapely.geometry.mapping(patch_shape_epsg3857)\n",
" patch_geom = fiona.transform.transform_geom(\"epsg:3857\", \"epsg:4326\", patch_geom_epsg3857)\n",
" patch_shape = shapely.geometry.shape(patch_geom)\n",
"\n",
" centroid_shapes.append(centroid_shape)\n",
" patch_shapes.append(patch_shape)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6192528a",
"metadata": {},
"outputs": [],
"source": [
"stac = pystac_client.Client.open(\n",
" \"https://planetarycomputer.microsoft.com/api/stac/v1\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e43b9d17",
"metadata": {},
"outputs": [],
"source": [
"def check_sizes(m):\n",
" \"\"\"Given a directed graph, G, in adjacency list format, then return the indices of a\n",
" path of length 4 if such a path exists, else return None.\n",
"\n",
" Args:\n",
" m: a graph in adjacency list format\n",
" Returns:\n",
" a tuple of 4 node ids that represent a path in G or None\n",
" \"\"\"\n",
" for i in m:\n",
" for j in m[i]:\n",
" for k in m[j]:\n",
" for l in m[k]:\n",
" return i, j, k, l\n",
" return None\n",
"\n",
"\n",
"def filter_dates(datetimes, interval_in_days=90, window_in_days=15):\n",
" \"\"\"Given a list of dates, this function returns the indices of 4 of the dates that are spaced approximately 3 months apart.\n",
"\n",
" Args:\n",
" datetimes: sorted list of datetime objects\n",
" interval_in_days: the amount of time between days to check for\n",
" window_in_days: the search window around an interval\n",
"\n",
" Returns:\n",
" a tuple of 4 indices or None\n",
" \"\"\"\n",
" window_in_days = 15\n",
" interval_in_days = 90\n",
"\n",
" m = defaultdict(list)\n",
" for i in range(len(datetimes) - 1):\n",
" for j in range(i + 1, len(datetimes)):\n",
" difference_in_days = (datetimes[j] - datetimes[i]).days\n",
" if interval_in_days - window_in_days < difference_in_days < interval_in_days + window_in_days:\n",
" m[i].append(j)\n",
" elif difference_in_days > interval_in_days + window_in_days:\n",
" break\n",
"\n",
" return check_sizes(m)\n",
"\n",
"\n",
"def download_data_from_point(centroid_shape, patch_shape):\n",
" search = stac.search(\n",
" intersects=centroid_shape,\n",
" datetime=\"2020-01-01/2022-12-31\",\n",
" collections=[\"sentinel-2-l2a\"],\n",
" query={\"eo:cloud_cover\": {\"lt\": 20}},\n",
" )\n",
"\n",
" items = search.item_collection()\n",
"\n",
" # given a list of items, get a list of dates\n",
" datetimes = [pd.to_datetime(item.properties[\"datetime\"]) for item in items]\n",
"\n",
" zipped = sorted(zip(datetimes, items), key=lambda x: x[0])\n",
" datetimes, items = zip(*zipped)\n",
"\n",
" indices = filter_dates(datetimes)\n",
"\n",
" if indices is None:\n",
" print(\"No valid 4 group found\")\n",
" return\n",
"\n",
" items = [\n",
" planetary_computer.sign(items[indices[0]]),\n",
" planetary_computer.sign(items[indices[1]]),\n",
" planetary_computer.sign(items[indices[2]]),\n",
" planetary_computer.sign(items[indices[3]]),\n",
" ]\n",
"\n",
" data = stackstac.stack(\n",
" items,\n",
" bounds_latlon=patch_shape.bounds,\n",
" assets=[\"B04\", \"B03\", \"B02\"], # red, green, blue\n",
" chunksize=4096,\n",
" resolution=10,\n",
" ).compute()\n",
"\n",
" return data\n",
"\n",
"\n",
"data = download_data_from_point(centroid_shapes[1], patch_shapes[1])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "77ce5fb3",
"metadata": {},
"outputs": [],
"source": [
"data[0].rio.to_raster(\"test.tif\", dtype=\"int32\", driver=\"COG\", compress=\"lzw\", predictor=2)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "7af09a9d",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x300 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1, 4, figsize=(12, 3))\n",
"for i in range(4):\n",
" img = data[i].data.transpose(1,2,0)\n",
" axs[i].imshow(img / 2000)\n",
" axs[i].axis(\"off\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"plt.close()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "geospatiallib",
"language": "python",
"name": "python3"
},
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"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"
}
},
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}
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