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Comparison of zonal statistics with and without grid cell area weighting (on the example of CASA-GFED3)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Comparison of zonal statistics with / without grid-cell area weighting"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: pystac_client in /srv/conda/envs/notebook/lib/python3.10/site-packages (0.7.2)\n",
"Requirement already satisfied: requests>=2.28.2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac_client) (2.31.0)\n",
"Requirement already satisfied: pystac[validation]>=1.7.2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac_client) (1.8.1)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac_client) (2.8.2)\n",
"Requirement already satisfied: jsonschema>=4.0.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac[validation]>=1.7.2->pystac_client) (4.17.3)\n",
"Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pystac_client) (1.16.0)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (3.1.0)\n",
"Requirement already satisfied: idna<4,>=2.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (3.4)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (1.26.15)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from requests>=2.28.2->pystac_client) (2023.5.7)\n",
"Requirement already satisfied: attrs>=17.4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from jsonschema>=4.0.1->pystac[validation]>=1.7.2->pystac_client) (23.1.0)\n",
"Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from jsonschema>=4.0.1->pystac[validation]>=1.7.2->pystac_client) (0.19.3)\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install pystac_client"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import tqdm\n",
"import requests\n",
"import rasterio\n",
"import xarray as xr\n",
"import rioxarray\n",
"import pandas as pd\n",
"import numpy as np\n",
"from pystac_client import Client\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load dataset from GHGC STAC catalog"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"STAC_API_URL = \"http://ghg.center/api/stac\"\n",
"RASTER_API_URL = \"https://ghg.center/api/raster\"\n",
"\n",
"COLLECTION_ID = \"casagfed-carbonflux-monthgrid-v3\"\n",
"ASSET_NAME = \"npp\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* https://ghg-demo.netlify.app/data-catalog/casagfed-carbonflux-monthgrid-v3/explore?projection=equirectangular%7C%7C&basemapid=light&datetime=2017-12-01T00%3A00%3A00.000Z&position=19.6041%7C-2.2691%7C4.67\n",
"* https://us-ghg-center.github.io/ghgc-docs/user_data_notebooks/casagfed-carbonflux-monthgrid-v3_User_Notebook.html"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"catalog = Client.open(STAC_API_URL)\n",
"collection = catalog.get_collection(COLLECTION_ID)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspect the first item"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"item = next(iter(collection.get_all_items()))\n",
"item_uri = item.assets[ASSET_NAME].href"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'driver': 'GTiff', 'dtype': 'float32', 'nodata': None, 'width': 720, 'height': 360, 'count': 1, 'crs': CRS.from_epsg(4326), 'transform': Affine(0.5, 0.0, -180.0,\n",
" 0.0, -0.5, 90.0), 'blockxsize': 512, 'blockysize': 512, 'tiled': True, 'compress': 'lzw', 'interleave': 'band'}\n"
]
}
],
"source": [
"with rasterio.open(item_uri) as ds:\n",
" print(ds.profile)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<xarray.Dataset>\n",
"Dimensions: (band: 1, x: 720, y: 360)\n",
"Coordinates:\n",
" * band (band) int64 1\n",
" * x (x) float64 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
" * y (y) float64 89.75 89.25 88.75 88.25 ... -88.75 -89.25 -89.75\n",
" spatial_ref int64 ...\n",
"Data variables:\n",
" band_data (band, y, x) float32 ...\n"
]
}
],
"source": [
"with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n",
" print(xds)"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"## Save a NetCDF copy of the item"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"with xr.open_dataset(item_uri, engine=\"rasterio\").rename({\"x\": \"lon\", \"y\": \"lat\"}) as xds:\n",
" xds[\"lon\"].attrs.update({\"long_name\": \"longitude\", \"units\": \"degrees_east\"})\n",
" xds[\"lat\"].attrs.update({\"long_name\": \"latitude\", \"units\": \"degrees_north\"})\n",
"\n",
" if xds[\"lat\"].values[0] > xds[\"lat\"].values[-1]:\n",
" xds = xds.isel(lat=slice(None, None, -1))\n",
" \n",
" xds.to_netcdf(\"sample.nc\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load CDO to compute grid area\n",
"\n",
"```\n",
"conda install -n notebook -c conda-forge cdo\n",
"cdo gridarea infile outfile\n",
"```\n",
"\n",
"https://code.mpimet.mpg.de/boards/1/topics/6998\n",
"\n",
"Btw, the code is here: https://github.com/AZed/cdo/blob/214cb1461beba2dba9848e393427d34f403caec4/src/Gridcell.c#L138"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#!conda install -n notebook -c conda-forge cdo"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#!cdo gridarea \"sample.nc\" \"area.nc\""
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"with xr.open_dataset(\"area.nc\") as ds:\n",
" area_cdo = ds[\"cell_area\"].values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute area with spherical coordinate formula"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def _get_unique_diff(arr):\n",
" assert np.ndim(arr) == 1\n",
" deltas = np.unique(np.diff(arr))\n",
" assert len(deltas) == 1\n",
" return deltas[0]\n",
"\n",
"\n",
"def spherical_grid_cell_area(lat):\n",
" \"\"\"\n",
" https://www.mathworks.com/matlabcentral/answers/447847-how-to-calculate-the-area-of-each-grid-cell\n",
" https://gis.stackexchange.com/a/28156\n",
" \"\"\"\n",
" dlat = _get_unique_diff(lat)\n",
" assert dlat > 0\n",
" \n",
" lat_south = lat - dlat / 2.\n",
" \n",
" R_e = 6371e3 # Radius of Earth in meters\n",
" \n",
" area_lat = R_e ** 2 * (np.sin(np.radians(lat_south + dlat)) - np.sin(np.radians(lat_south))) * np.radians(dlat)\n",
" \n",
" return area_lat"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"area_lat = spherical_grid_cell_area(xds.lat.values)\n",
"area_lat_2d = np.ones((len(xds.lat), len(xds.lon))) * area_lat[:, np.newaxis]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def get_coord_specs(arr):\n",
" assert np.ndim(arr) == 1\n",
" delta = _get_unique_diff(arr)\n",
" return ((arr[0] - delta / 2), (arr[-1] + delta / 2), len(arr))\n",
"\n",
"\n",
"def surfaceAreaGrid(lat_specs, lon_specs):\n",
" \"\"\"\n",
" Construct a 2D array (nlat, nlon) where each element is the surface area of the corresponding grid in square meters.\n",
" lat_specs is a tuple, (starting latitude, ending latitude, latitude divisions)\n",
" lon_specs is a tuple, (starting longitude, ending longitude, longitude divisions)\n",
"\n",
" Example: surfaceAreaGrid((-30,60,45), (20,80,120)) should return a (45,120) array with the surface areas of the\n",
" (2 degree lat x 0.5 degree lon) cells in square meters.\n",
" \"\"\"\n",
" lat_beg, lat_end, lat_div = lat_specs\n",
" lon_beg, lon_end, lon_div = lon_specs\n",
"\n",
" R_e = 6371000.0 # Radius of Earth in meters\n",
" dLon = (np.pi / 180.) * (lon_end - lon_beg) / lon_div\n",
"\n",
" dS = np.zeros((lat_div+1, lon_div), np.float64)\n",
"\n",
" Lats = (np.pi / 180.) * np.linspace(lat_beg, lat_end, lat_div+1)\n",
" for i, lat in enumerate(Lats):\n",
" dS[i] = R_e * R_e * dLon * np.sin(lat)\n",
"\n",
" dS = np.diff(dS, axis=0)\n",
" return dS"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"lat_specs = get_coord_specs(xds.lat.values)\n",
"lon_specs = get_coord_specs(xds.lon.values)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.5\n"
]
}
],
"source": [
"lon_beg, lon_end, lon_div = lon_specs\n",
"print((lon_end - lon_beg) / lon_div)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"area_sourish = surfaceAreaGrid(lat_specs, lon_specs)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lat = xds.lat.values\n",
"\n",
"plt.plot(lat, area_lat_2d[:, 0], \"x\", label=\"Spherical coords\")\n",
"plt.plot(lat, area_sourish[:, 0], \".-\", label=\"Sourish's subroutine\")\n",
"plt.plot(lat, area_cdo[:, 0], \"--\", label=\"CDO\")\n",
"plt.ylabel(\"Grid cell area (m²)\")\n",
"plt.xlabel(\"Latitude\")\n",
"plt.legend() ;"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"AOI_NAME = \"Democratic Republic of Congo (bbox)\"\n",
"\n",
"AOI = {\n",
" \"type\": \"FeatureCollection\",\n",
" \"features\": [\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {},\n",
" \"geometry\": {\n",
" \"coordinates\": [\n",
" [\n",
" [\n",
" 12.2105,\n",
" -13.4584\n",
" ],\n",
" [\n",
" 31.2804,\n",
" -13.4584\n",
" ],\n",
" [\n",
" 31.2804,\n",
" 5.3753\n",
" ],\n",
" [\n",
" 12.2105,\n",
" 5.3753\n",
" ],\n",
" [\n",
" 12.2105,\n",
" -13.4584\n",
" ]\n",
" ]\n",
" ],\n",
" \"type\": \"Polygon\"\n",
" }\n",
" }\n",
" ]\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"AOI_NAME = \"World North of 40N\"\n",
"\n",
"AOI = {\n",
" \"type\": \"FeatureCollection\",\n",
" \"features\": [\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {},\n",
" \"geometry\": {\n",
" \"coordinates\": [\n",
" [\n",
" [\n",
" -180,\n",
" 40\n",
" ],\n",
" [\n",
" 180,\n",
" 40\n",
" ],\n",
" [\n",
" 180,\n",
" 89\n",
" ],\n",
" [\n",
" -180,\n",
" 89\n",
" ],\n",
" [\n",
" -180,\n",
" 40\n",
" ]\n",
" ]\n",
" ],\n",
" \"type\": \"Polygon\"\n",
" }\n",
" }\n",
" ]\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute averages with Xarray"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"180it [01:20, 2.23it/s]\n"
]
}
],
"source": [
"area_northup = area_cdo[::-1, :]\n",
"\n",
"timeseries = {\n",
" \"start_datetime\": [],\n",
" \"average_weighted\": [],\n",
" \"average_simple\": []\n",
"}\n",
"\n",
"for item in tqdm.tqdm(collection.get_all_items()):\n",
" item_uri = item.assets[ASSET_NAME].href\n",
"\n",
" with xr.open_dataset(item_uri, engine=\"rasterio\") as xds:\n",
" xds[\"area\"] = xr.DataArray(area_northup, dims=(\"y\", \"x\"))\n",
" xds_clip = xds.rio.clip([AOI[\"features\"][0][\"geometry\"]])\n",
" \n",
" data = xds_clip[\"band_data\"].isel(band=0).to_masked_array()\n",
" \n",
" weights = xds_clip[\"area\"].to_masked_array()\n",
" weights.mask = data.mask\n",
" \n",
" timeseries[\"average_weighted\"].append((data * weights).sum() / weights.sum())\n",
" timeseries[\"average_simple\"].append(data.mean())\n",
" timeseries[\"start_datetime\"].append(item.properties[\"start_datetime\"])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df = pd.DataFrame(timeseries).set_index(\"start_datetime\")\n",
"df.index = pd.to_datetime(df.index)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"0.06762409412137561"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weighted = np.asarray(timeseries[\"average_weighted\"])\n",
"unweighted = np.asarray(timeseries[\"average_simple\"])\n",
"\n",
"np.sqrt(np.sum(\n",
" (weighted - unweighted) ** 2\n",
"))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"0.35420129729681904"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.median((weighted - unweighted) / weighted)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute averages using TiTiler"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def generate_stats(item, geojson, asset_name):\n",
" result = requests.post(\n",
" f\"{RASTER_API_URL}/cog/statistics\",\n",
" params={\"url\": item.assets[asset_name].href},\n",
" json=geojson,\n",
" )\n",
" result.raise_for_status()\n",
" result_data = result.json()\n",
" return {\n",
" **result_data[\"features\"][0][\"properties\"][\"statistics\"][\"b1\"],\n",
" \"start_datetime\": item.properties[\"start_datetime\"],\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"180it [01:14, 2.42it/s]\n"
]
}
],
"source": [
"timeseries_titiler = []\n",
"\n",
"for item in tqdm.tqdm(collection.get_all_items()):\n",
" timeseries_titiler.append(\n",
" generate_stats(item, AOI, ASSET_NAME)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-12-01T00:00:00+00:00\n",
"2017-12-01T00:00:00+00:00\n"
]
}
],
"source": [
"print(timeseries_titiler[0][\"start_datetime\"])\n",
"print(timeseries[\"start_datetime\"][0])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df_ti = pd.DataFrame(timeseries_titiler)\n",
"\n",
"df_ti = df_ti[[\"start_datetime\", \"mean\"]]\n",
"df_ti = df_ti.set_index(\"start_datetime\")\n",
"df_ti.index = pd.to_datetime(df_ti.index)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_ti.plot(title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Rio Tiler with reprojection to equal-area projection"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: rio-tiler in /srv/conda/envs/notebook/lib/python3.10/site-packages (6.2.4)\n",
"Requirement already satisfied: attrs in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (23.1.0)\n",
"Requirement already satisfied: cachetools in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (5.3.1)\n",
"Requirement already satisfied: color-operations in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (0.1.1)\n",
"Requirement already satisfied: httpx in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (0.24.1)\n",
"Requirement already satisfied: morecantile<6.0,>=5.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (5.0.0)\n",
"Requirement already satisfied: numexpr in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (2.8.7)\n",
"Requirement already satisfied: numpy in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.24.4)\n",
"Requirement already satisfied: pydantic~=2.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (2.4.2)\n",
"Requirement already satisfied: pystac>=0.5.4 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.8.1)\n",
"Requirement already satisfied: rasterio>=1.3.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rio-tiler) (1.3.8)\n",
"Requirement already satisfied: pyproj~=3.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from morecantile<6.0,>=5.0->rio-tiler) (3.6.0)\n",
"Requirement already satisfied: annotated-types>=0.4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (0.6.0)\n",
"Requirement already satisfied: pydantic-core==2.10.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (2.10.1)\n",
"Requirement already satisfied: typing-extensions>=4.6.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pydantic~=2.0->rio-tiler) (4.7.1)\n",
"Requirement already satisfied: python-dateutil>=2.7.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pystac>=0.5.4->rio-tiler) (2.8.2)\n",
"Requirement already satisfied: affine in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (2.4.0)\n",
"Requirement already satisfied: certifi in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (2023.5.7)\n",
"Requirement already satisfied: click>=4.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (8.1.3)\n",
"Requirement already satisfied: cligj>=0.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (0.7.2)\n",
"Requirement already satisfied: snuggs>=1.4.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (1.4.7)\n",
"Requirement already satisfied: click-plugins in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (1.1.1)\n",
"Requirement already satisfied: setuptools in /srv/conda/envs/notebook/lib/python3.10/site-packages (from rasterio>=1.3.0->rio-tiler) (68.0.0)\n",
"Requirement already satisfied: httpcore<0.18.0,>=0.15.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (0.17.3)\n",
"Requirement already satisfied: idna in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (3.4)\n",
"Requirement already satisfied: sniffio in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpx->rio-tiler) (1.3.0)\n",
"Requirement already satisfied: h11<0.15,>=0.13 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (0.14.0)\n",
"Requirement already satisfied: anyio<5.0,>=3.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (3.7.0)\n",
"Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from python-dateutil>=2.7.0->pystac>=0.5.4->rio-tiler) (1.16.0)\n",
"Requirement already satisfied: pyparsing>=2.1.6 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from snuggs>=1.4.1->rasterio>=1.3.0->rio-tiler) (3.1.0)\n",
"Requirement already satisfied: exceptiongroup in /srv/conda/envs/notebook/lib/python3.10/site-packages (from anyio<5.0,>=3.0->httpcore<0.18.0,>=0.15.0->httpx->rio-tiler) (1.1.2)\n"
]
}
],
"source": [
"!pip install rio-tiler"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from rio_tiler.io import Reader\n",
"import rasterio.enums\n",
"\n",
"def generate_stats_rio_titiler(item, geojson, asset_name, dst_crs=None):\n",
" with Reader(item.assets[asset_name].href) as src:\n",
" feature = geojson[\"features\"][0][\"geometry\"]\n",
" \n",
" if dst_crs is None:\n",
" dst_crs = src.crs\n",
" \n",
" data = src.feature(feature, dst_crs=dst_crs, vrt_options={\"resampling\": rasterio.enums.Resampling.bilinear})\n",
"\n",
" # Get the coverage % array\n",
" coverage_array = data.get_coverage_array(\n",
" feature,\n",
" )\n",
"\n",
" stats = data.statistics(\n",
" coverage=coverage_array,\n",
" ) \n",
"\n",
" return {\n",
" **stats[\"b1\"].model_dump(exclude_none=True),\n",
" \"start_datetime\": item.properties[\"start_datetime\"],\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# https://proj.org/en/9.3/operations/projections/cea.html\n",
"WORKING_CRS = rasterio.crs.CRS.from_proj4(\"+proj=cea\")\n",
"AOI_GEOM = AOI[\"features\"][0][\"geometry\"]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import rasterio.vrt\n",
"import rasterio.mask\n",
"import rasterio.warp\n",
"\n",
"with rasterio.open(item.assets[ASSET_NAME].href) as ds:\n",
" data_original = ds.read(1, masked=True)\n",
" with rasterio.vrt.WarpedVRT(ds, crs=WORKING_CRS, resampling=rasterio.enums.Resampling.bilinear) as vrt:\n",
" data_warped = vrt.read(1, masked=True)\n",
" \n",
" geom_transformed = rasterio.warp.transform_geom(src_crs=rasterio.crs.CRS.from_epsg(4326), dst_crs=WORKING_CRS, geom=AOI_GEOM)\n",
" \n",
" data_warped_masked, _ = rasterio.mask.mask(vrt, [geom_transformed], crop=True) "
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(360, 720)"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_original.shape"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(244, 767)"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_warped.shape"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"(1, 44, 767)"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_warped_masked.shape"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9892f982e0>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(data_warped_masked[0])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"180it [01:00, 2.98it/s]\n"
]
}
],
"source": [
"timeseries_rio_tiler = []\n",
"\n",
"for item in tqdm.tqdm(collection.get_all_items()):\n",
" timeseries_rio_tiler.append(\n",
" generate_stats_rio_titiler(item, AOI, ASSET_NAME, dst_crs=rasterio.crs.CRS.from_epsg(9822))\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df_rio = pd.DataFrame(timeseries_rio_tiler)\n",
"\n",
"df_rio = df_rio[[\"start_datetime\", \"mean\"]]\n",
"df_rio = df_rio.set_index(\"start_datetime\")\n",
"df_rio.index = pd.to_datetime(df_rio.index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare all methods together"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df_all = df.copy()\n",
"df_all[\"average_titiler\"] = df_ti[\"mean\"]\n",
"df_all[\"average_rio_tiler\"] = df_rio[\"mean\"]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_all.plot(figsize=(16, 8), title=f\"{ASSET_NAME} averaged over {AOI_NAME}\") ;"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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