From f671df70d6466ec3b45afdb409d371aea8468748 Mon Sep 17 00:00:00 2001 From: Gustavo Hidalgo Date: Wed, 7 Feb 2024 10:57:41 -0500 Subject: [PATCH] Add new IO-LULC example notebok --- README.md | 1 + .../io-lulc/io-lulc-annual-v02-example.ipynb | 1085 +++++++++++++++++ datasets/io-lulc/requirements.txt | 13 + 3 files changed, 1099 insertions(+) create mode 100755 datasets/io-lulc/io-lulc-annual-v02-example.ipynb create mode 100644 datasets/io-lulc/requirements.txt diff --git a/README.md b/README.md index ce3dddda..71d51355 100644 --- a/README.md +++ b/README.md @@ -49,6 +49,7 @@ These examples introduce specific datasets. They give some details about the dat * [HGB](datasets/hgb/hgb-example.ipynb) * [HREA](datasets/hrea/hrea-example.ipynb) * [IO LULC](datasets/io-lulc/io-lulc-example.ipynb) +* [IO LULC V2](datasets/io-lulc/io-lulc-annual-v02-example.ipynb) * [JRC Ground Surface Water](datasets/jrc-gsw/jrc-gsw-example.ipynb) * [Landsat Collection 2 Level-1 and 2](datasets/landsat-c2/landsat-c2-example.ipynb) * [MoBI](datasets/mobi/mobi-example.ipynb) diff --git a/datasets/io-lulc/io-lulc-annual-v02-example.ipynb b/datasets/io-lulc/io-lulc-annual-v02-example.ipynb new file mode 100755 index 00000000..8d0c679f --- /dev/null +++ b/datasets/io-lulc/io-lulc-annual-v02-example.ipynb @@ -0,0 +1,1085 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "657431e4-bf40-4708-8639-0b014997aaea", + "metadata": {}, + "source": [ + "## Accessing Esri 10m Land Use/Land Cover (9-class) v2 data with the Planetary Computer STAC API\n", + "\n", + "This dataset contains global estimates of 9-class land use/land cover for 2017 - 2022, derived from ESA Sentinel-2 imagery at 10m resolution. In this notebook, we'll demonstrate how to access and work with this data through the Planetary Computer." + ] + }, + { + "cell_type": "markdown", + "id": "dc99c9cc", + "metadata": {}, + "source": [ + "### Environment setup\n", + "\n", + "This notebook works with or without an API key, but you will be given more permissive access to the data with an API key.\n", + "The [Planetary Computer Hub](https://planetarycomputer.microsoft.com/compute) is pre-configured to use your API key." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "b87fbc90-35c8-42fd-92a8-b1a12e8676dd", + "metadata": {}, + "outputs": [], + "source": [ + "import dask.distributed\n", + "from matplotlib.colors import ListedColormap\n", + "import pystac_client\n", + "\n", + "import cartopy.crs as ccrs\n", + "import numpy as np\n", + "import pandas as pd\n", + "import planetary_computer\n", + "import rasterio\n", + "import rasterio.features\n", + "import stackstac\n", + "import jinja2\n", + "\n", + "# Set the environment variable PC_SDK_SUBSCRIPTION_KEY, or set it here.\n", + "# The Hub sets PC_SDK_SUBSCRIPTION_KEY automatically.\n", + "# pc.settings.set_subscription_key()" + ] + }, + { + "cell_type": "markdown", + "id": "cd3350ab-2130-4064-b8c0-6304aa1ba746", + "metadata": {}, + "source": [ + "### Data access\n", + "\n", + "The datasets hosted by the Planetary Computer are available from [Azure Blob Storage](https://docs.microsoft.com/en-us/azure/storage/blobs/). We'll use [pystac-client](https://pystac-client.readthedocs.io/) to search the Planetary Computer's [STAC API](https://planetarycomputer.microsoft.com/api/stac/v1/docs) for the subset of the data that we care about, and then we'll load the data directly from Azure Blob Storage. We'll specify a `modifier` so that we can access the data stored in the Planetary Computer's private Blob Storage Containers. See [Reading from the STAC API](https://planetarycomputer.microsoft.com/docs/quickstarts/reading-stac/) and [Using tokens for data access](https://planetarycomputer.microsoft.com/docs/concepts/sas/) for more." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8719fce6-dbd8-4daf-943b-6c358930e1c6", + "metadata": {}, + "outputs": [], + "source": [ + "catalog = pystac_client.Client.open(\n", + " \"https://planetarycomputer-test.microsoft.com/stac\",\n", + " # \"https://planetarycomputer.microsoft.com/api/stac/v1\",\n", + " modifier=planetary_computer.sign_inplace,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "901a784a-842d-4aea-bd80-54d256e3fa4f", + "metadata": {}, + "source": [ + "### Select a region and find data items\n", + "\n", + "We'll pick an area in Thailand and use the STAC API to find what data items are available." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8e81ac93-7c97-4126-a096-0334f5145c6b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Returned 6 Items\n" + ] + } + ], + "source": [ + "bbox_of_interest = [100.0868, 13.7554, 100.3354, 13.986]\n", + "search = catalog.search(collections=[\"io-lulc-annual-v02\"], bbox=bbox_of_interest)\n", + "\n", + "items = search.item_collection()\n", + "print(f\"Returned {len(items)} Items\")" + ] + }, + { + "cell_type": "markdown", + "id": "9d800526-aebb-44cf-a0df-6e93041d7f2f", + "metadata": {}, + "source": [ + "We found several items that intersect with our area of interest, one per year.\n", + "\n", + "We'll use the [stackstac](https://stackstac.readthedocs.io/en/latest/) library to read all of these into a single `xarray.DataArray`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2ca1a7a9-0229-4b0d-bb2f-599f4bd4e3c3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/gustavo/code/PlanetaryComputerExamples/.venv/lib/python3.10/site-packages/stackstac/prepare.py:408: UserWarning: The argument 'infer_datetime_format' is deprecated and will be removed in a future version. A strict version of it is now the default, see https://pandas.pydata.org/pdeps/0004-consistent-to-datetime-parsing.html. You can safely remove this argument.\n", + " times = pd.to_datetime(\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray 'stackstac-ef2ebe046af83bb81fb05d1df2cd9835' (time: 6,\n",
+       "                                                                band: 1,\n",
+       "                                                                y: 2565, x: 2701)>\n",
+       "dask.array<getitem, shape=(6, 1, 2565, 2701), dtype=uint8, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
+       "Coordinates: (12/15)\n",
+       "    id               (time) <U8 '47P-2017' '47P-2018' ... '47P-2021' '47P-2022'\n",
+       "  * band             (band) <U4 'data'\n",
+       "  * x                (x) float64 6.174e+05 6.174e+05 ... 6.444e+05 6.444e+05\n",
+       "  * y                (y) float64 1.547e+06 1.547e+06 ... 1.521e+06 1.521e+06\n",
+       "    io:supercell_id  <U3 '47P'\n",
+       "    proj:epsg        int64 32647\n",
+       "    ...               ...\n",
+       "    proj:shape       object {66148, 88695}\n",
+       "    io:tile_id       <U3 '47P'\n",
+       "    proj:transform   object {0.0, 10.0, 169260.0, 1771250.0, -10.0}\n",
+       "    raster:bands     object {'nodata': 0, 'spatial_resolution': 10}\n",
+       "    epsg             int64 32647\n",
+       "  * time             (time) datetime64[ns] 2017-01-01 2018-01-01 ... 2022-01-01\n",
+       "Attributes:\n",
+       "    spec:        RasterSpec(epsg=32647, bounds=(617370.0, 1520940.0, 644380.0...\n",
+       "    crs:         epsg:32647\n",
+       "    transform:   | 10.00, 0.00, 617370.00|\\n| 0.00,-10.00, 1546590.00|\\n| 0.0...\n",
+       "    resolution:  10.0
" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates: (12/15)\n", + " id (time) " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = merged.plot(col=\"time\")\n", + "for ax in g.axes.flat:\n", + " ax.set_axis_off()" + ] + }, + { + "cell_type": "markdown", + "id": "cc3c5100-12f2-4488-a19a-cc174efeee6e", + "metadata": {}, + "source": [ + "It looks good, but it doesn't look like a land cover map. The source GeoTIFFs contain a colormap and the STAC metadata contains the class names. We'll open one of the source files just to read this metadata and construct the right colors and names for our plot." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "94b19cb8-bfe1-47fb-bdcf-676c62057ab0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'No Data': 0,\n", + " 'Water': 1,\n", + " 'Trees': 2,\n", + " 'Flooded vegetation': 4,\n", + " 'Crops': 5,\n", + " 'Built area': 7,\n", + " 'Bare ground': 8,\n", + " 'Snow/ice': 9,\n", + " 'Clouds': 10,\n", + " 'Rangeland': 11}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pystac.extensions.item_assets import ItemAssetsExtension\n", + "\n", + "collection = catalog.get_collection(\"io-lulc-9-class\")\n", + "ia = ItemAssetsExtension.ext(collection)\n", + "\n", + "x = ia.item_assets[\"data\"]\n", + "class_names = {x[\"summary\"]: x[\"values\"][0] for x in x.properties[\"file:values\"]}\n", + "values_to_classes = {v: k for k, v in class_names.items()}\n", + "class_count = len(class_names)\n", + "class_names" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "dc1de1fd-ecd8-48d0-b378-d33abb81b154", + "metadata": {}, + "outputs": [], + "source": [ + "with rasterio.open(item.assets[\"data\"].href) as src:\n", + " colormap_def = src.colormap(1) # get metadata colormap for band 1\n", + " colormap = [\n", + " np.array(colormap_def[i]) / 255 for i in range(max(class_names.values()) + 1)\n", + " ] # transform to matplotlib color format\n", + "\n", + "cmap = ListedColormap(colormap)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b9d365ca-a063-4640-a00f-731f340f40d3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vmin = 0\n", + "vmax = max(class_names.values()) + 1\n", + "epsg = merged.epsg.item()\n", + "\n", + "p = merged.plot(\n", + " subplot_kws=dict(projection=ccrs.epsg(epsg)),\n", + " col=\"time\",\n", + " transform=ccrs.epsg(epsg),\n", + " cmap=cmap,\n", + " vmin=vmin,\n", + " vmax=vmax,\n", + " figsize=(16, 6),\n", + ")\n", + "ticks = np.linspace(0.5, vmax - 0.5, vmax - vmin)\n", + "labels = [values_to_classes.get(i, \"\") for i in range(cmap.N)]\n", + "p.cbar.set_ticks(ticks, labels=labels)\n", + "p.cbar.set_label(\"Class\")" + ] + }, + { + "cell_type": "markdown", + "id": "e742d47e-dda6-4bdf-a441-854f23b3f752", + "metadata": {}, + "source": [ + "That looks better. Let's also plot a histogram of the pixel values to see the distribution of land cover types within our area of interest. We can reuse the colormap we generated to help tie the two visualizations together." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d777c3f6-f380-40d7-b7b9-3067b8e360a6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_137485/4112736583.py:4: FutureWarning: pandas.value_counts is deprecated and will be removed in a future version. Use pd.Series(obj).value_counts() instead.\n", + " pd.value_counts(merged.data.ravel(), sort=False)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors = list(cmap.colors)\n", + "\n", + "ax = (\n", + " pd.value_counts(merged.data.ravel(), sort=False)\n", + " .sort_index()\n", + " .reindex(range(cmap.N), fill_value=0)\n", + " .rename(values_to_classes)\n", + " .plot.barh(color=colors, rot=0, width=0.9)\n", + ")\n", + "ax.set(\n", + " title=\"Distribution of Land Cover classes\",\n", + " ylabel=\"Landcover class\",\n", + " xlabel=\"Class count\",\n", + ");" + ] + }, + { + "cell_type": "markdown", + "id": "00280f61-678f-4b7c-b8d0-7729bfce409c", + "metadata": {}, + "source": [ + "We can make a similar plot per year." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "772505af-f2de-4929-b08a-d2d0c9bf3396", + "metadata": {}, + "outputs": [], + "source": [ + "df = merged.stack(pixel=(\"y\", \"x\")).T.to_pandas()\n", + "\n", + "counts = (\n", + " df.stack()\n", + " .rename(\"class\")\n", + " .reset_index()\n", + " .groupby(\"time\")[\"class\"]\n", + " .value_counts()\n", + " .nlargest(9)\n", + " .rename(\"count\")\n", + " .swaplevel()\n", + " .sort_index(ascending=False)\n", + " .rename(lambda x: x.year, level=\"time\")\n", + ")\n", + "\n", + "colors = cmap(counts.index.get_level_values(\"class\") / cmap.N)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1ee17228-67cd-494b-870b-54e7a3e26706", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = counts.rename(values_to_classes, level=\"class\").plot.barh(color=colors, width=0.9)\n", + "ax.set(xlabel=\"Class count\", title=\"Land Cover distribution per year\");" + ] + }, + { + "cell_type": "markdown", + "id": "bf1bd0df-e2f3-404d-9c7a-107026bb3f78", + "metadata": {}, + "source": [ + "Finally, we can plot the transitions between years, to show which classes are transitioning to which other classes:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "73125b84-3784-4237-8620-6cf6af74d94c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "by_year = df.groupby(\"2017-01-01\")[\"2018-01-01\"].value_counts()\n", + "\n", + "years = by_year.index.levels[0]\n", + "classes = by_year.index.levels[1]\n", + "\n", + "idx = pd.MultiIndex.from_product([years, classes])\n", + "transitions = by_year.reindex(idx, fill_value=0)\n", + "by_year[by_year.index.get_level_values(0) == by_year.index.get_level_values(1)] = np.nan\n", + "\n", + "transitions = by_year.unstack().rename(\n", + " columns=values_to_classes, index=values_to_classes\n", + ")\n", + "\n", + "sns.heatmap(transitions, cmap=\"OrRd\");" + ] + } + ], + "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" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "1ccb6f1cbf0b4464bfdc09bf9c4e425f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "VBoxModel", + "state": { + "layout": "IPY_MODEL_adc4177469144b48b249da2e1b858700" + } + }, + "adc4177469144b48b249da2e1b858700": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": {} + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/datasets/io-lulc/requirements.txt b/datasets/io-lulc/requirements.txt new file mode 100644 index 00000000..e373657a --- /dev/null +++ b/datasets/io-lulc/requirements.txt @@ -0,0 +1,13 @@ +dask +distributed +matplotlib +pystac_client +cartopy +numpy +pandas +pyarrow +planetary_computer +rasterio +stackstac +Jinja2 +seaborn \ No newline at end of file