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@rajadain
Created May 17, 2024 19:55
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More testing 10m LULC dataset for MMW
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2 Tiles Test\n",
"This experiment is an attempt to try and fetch the land use / land cover data for a given watershed via the Impact Observatory 10m LULC data stored as COGs backed by STAC on AWS."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from pystac_client import Client\n",
"from pprint import pprint\n",
"import geopandas as gpd\n",
"import json\n",
"import matplotlib.colors as mplc\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import rasterio as rio\n",
"import rasterio.features\n",
"from rasterio.io import MemoryFile\n",
"import rasterio.mask\n",
"import rasterio.merge\n",
"from rasterio.warp import transform_geom"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'{\"type\": \"FeatureCollection\", \"features\": [{\"id\": \"0\", \"type\": \"Feature\", \"properties\": {}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[-75.61035379241568, 39.97954953512942], [-75.61499361218125, 40.28071028774207], [-74.5629727252827, 40.29488103913576], [-74.61392931397279, 39.726932932508475], [-75.58719435340396, 39.74477040249437], [-75.60110505633924, 39.30503165723965], [-74.58609415584561, 39.29426172586301], [-74.60930934380714, 39.50916469790448], [-75.30912148204914, 39.49842617930352], [-75.31376284634194, 39.63420471116993], [-74.24779529198725, 39.677012374274284], [-74.28022674868822, 40.42203030959442], [-75.77711369568812, 40.46769412294469], [-75.83274917632025, 39.979550754068356], [-75.61035379241568, 39.97954953512942]]]}}]}'"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aoi = gpd.read_file('2-tiles.geojson')\n",
"\n",
"ax = aoi.plot()\n",
"# ax.set_title('Lower Schuylkill River HUC-10 (0204020310)')\n",
"ax.set_title('Simple 2 Tiles')\n",
"plt.show()\n",
"\n",
"aoi_dict = json.loads(aoi.to_json())['features'][0]['geometry']\n",
"aoi.to_json()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Helpers"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"URL = \"https://api.impactobservatory.com/stac-aws\"\n",
"COLLECTION = \"io-10m-annual-lulc\"\n",
"ASSET = \"supercell\"\n",
"\n",
"def to_year(year):\n",
" \"\"\"\n",
" Convert a year to a STAC query.\n",
" \"\"\"\n",
" return {\n",
" \"op\": \"like\",\n",
" \"args\": [{\"property\": \"id\"}, f\"%-{year}\"],\n",
" }\n",
"\n",
"def visualize(data, title, labels, cmap):\n",
" vmin = 0\n",
" vmax = cmap.N\n",
" values, counts = np.unique(data, return_counts=True)\n",
" data = {labels[v]: {'value': v, 'count': c} for (v, c) in zip(values, counts)}\n",
" data.pop(\"No Data\", None)\n",
"\n",
" fig, (aximg, axbar) = plt.subplots(1, 2, constrained_layout=True)\n",
" aximg.imshow(data, cmap=cmap, vmin=vmin, vmax=vmax)\n",
" aximg.set_title(title)\n",
"\n",
" axbar.barh(\n",
" list(data.keys()),\n",
" [v['count'] for v in data.values()],\n",
" color=[cmap.colors[v['value']] for v in data.values()],\n",
" edgecolor='black')\n",
" axbar.set_title(\"Class Distribution\")\n",
"\n",
" fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{0: 'No Data', 1: 'Water', 2: 'Trees', 4: 'Flooded vegetation', 5: 'Crops', 7: 'Built area', 8: 'Bare ground', 9: 'Snow/ice', 10: 'Clouds', 11: 'Rangeland'}\n"
]
},
{
"data": {
"image/png": "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",
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>from_list</strong> </div><div class=\"cmap\"><img alt=\"from_list colormap\" title=\"from_list\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#e3e2c3ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #e3e2c3ff;\"></div></div>"
],
"text/plain": [
"<matplotlib.colors.ListedColormap at 0x166ec9eb0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client = Client.open(URL)\n",
"\n",
"search = client.search(\n",
" collections=COLLECTION,\n",
" intersects=aoi_dict,\n",
" filter=to_year(2023),\n",
")\n",
"\n",
"assets = [item.assets[ASSET] for item in search.items()]\n",
"tiffs = [asset.href for asset in assets]\n",
"\n",
"nodata = assets[0].extra_fields[\"raster:bands\"][0][\"nodata\"]\n",
"class_names = {c[\"values\"][0]: c[\"summary\"] for c in assets[0].extra_fields[\"file:values\"]}\n",
"max_class = max(class_names.keys())\n",
"\n",
"with rio.open(tiffs[0]) as src:\n",
" colormap = src.colormap(1)\n",
" colormap = [np.array(colormap[i]) / 255 for i in range(max_class + 1)]\n",
"\n",
"cmap = mplc.ListedColormap(colormap)\n",
"print(class_names)\n",
"cmap"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_92296/4100820792.py:16: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting Helpers\n",
"vmin = 0\n",
"vmax = cmap.N\n",
"ticks = np.linspace(start=vmin + 0.5, stop=vmax - 0.5, num=vmax)\n",
"labels = [class_names.get(i, \"No Data\") for i in range(vmax)]\n",
"\n",
"fig, axs = plt.subplots(2, 1)\n",
"\n",
"for idx, tiff in enumerate(tiffs):\n",
" with rio.open(tiff) as src:\n",
" oview = src.overviews(1)[-1]\n",
" thumbnail = src.read(1, out_shape=(1, int(src.height // oview), int(src.width // oview)))\n",
" axs[idx].imshow(thumbnail, cmap=cmap)\n",
" axs[idx].axis('off')\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Bare ground': 200243,\n",
" 'Built area': 64485317,\n",
" 'Crops': 19284406,\n",
" 'Flooded vegetation': 4453357,\n",
" 'No Data': 342642,\n",
" 'Rangeland': 12228749,\n",
" 'Snow/ice': 5,\n",
" 'Trees': 64030225,\n",
" 'Water': 11878301}\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Class Distribution')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"reprojected_aoi = transform_geom(aoi.crs, src.crs, aoi.geometry[0])\n",
"\n",
"mosaic_data, mosaic_transform = rio.merge.merge(tiffs, bounds=rio.features.bounds(reprojected_aoi))\n",
"with rio.open(tiffs[0]) as src:\n",
" mosaic_meta = src.meta.copy()\n",
" mosaic_meta.update({\n",
" 'driver': 'GTiff',\n",
" 'height': mosaic_data.shape[1],\n",
" 'width': mosaic_data.shape[2],\n",
" 'transform': mosaic_transform,\n",
" })\n",
"\n",
"values, counts = np.unique(mosaic_data, return_counts=True)\n",
"labels = [class_names[i] for i in values]\n",
"colors = [cmap.colors[i] for i in values]\n",
"labels_counts = dict(zip(labels, counts))\n",
"\n",
"pprint(labels_counts)\n",
"\n",
"fig, (aximg, axbar) = plt.subplots(1, 2, constrained_layout=True)\n",
"aximg.imshow(np.squeeze(mosaic_data), cmap=cmap, vmin=vmin, vmax=vmax)\n",
"aximg.set_title(\"Cropped to AoI Extent\")\n",
"\n",
"axbar.barh(labels, counts, color=colors, edgecolor='black')\n",
"axbar.set_title(\"Class Distribution\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Bare ground': {'count': 107771, 'value': 8},\n",
" 'Built area': {'count': 19530864, 'value': 7},\n",
" 'Crops': {'count': 9771150, 'value': 5},\n",
" 'Flooded vegetation': {'count': 2329309, 'value': 4},\n",
" 'No Data': {'count': 97688426, 'value': 0},\n",
" 'Rangeland': {'count': 5910718, 'value': 11},\n",
" 'Trees': {'count': 37120190, 'value': 2},\n",
" 'Water': {'count': 4444817, 'value': 1}}\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Class Distribution')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with MemoryFile() as memfile:\n",
" with memfile.open(**mosaic_meta) as mosaic:\n",
" mosaic.write(mosaic_data)\n",
" clipped_data, clipped_transform = rasterio.mask.mask(mosaic, [reprojected_aoi], crop=True)\n",
"\n",
"values, counts = np.unique(clipped_data, return_counts=True)\n",
"data = {class_names[v]: {'value': v, 'count': c} for (v, c) in zip(values, counts)}\n",
"\n",
"pprint(data)\n",
"\n",
"data.pop(\"No Data\", None)\n",
"\n",
"fig, (aximg, axbar) = plt.subplots(1, 2, constrained_layout=True)\n",
"aximg.imshow(np.squeeze(clipped_data), cmap=cmap, vmin=vmin, vmax=vmax)\n",
"aximg.set_title(\"Cropped to AoI\")\n",
"\n",
"axbar.barh(\n",
" list(data.keys()),\n",
" [v['count'] for v in data.values()],\n",
" color=[cmap.colors[v['value']] for v in data.values()],\n",
" edgecolor='black')\n",
"axbar.set_title(\"Class Distribution\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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Testing Fetching 10m Land Use Land Classification Data

This test fetches data from the Impact Observatory 10m LULC dataset on AWS.

The first test works with a shape that spans only one tile. The second test works with a shape that spans two tiles. The third test works with a shape that spans four tiles. This one isn't working correctly just yet.

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