From 4775c0e615517e8d407f43323145c216fd4c14cd Mon Sep 17 00:00:00 2001 From: Caitlin Adams Date: Thu, 12 Oct 2023 01:34:40 +0000 Subject: [PATCH 001/130] Update ocean filtering notebook to use raster processing --- .../1_123_GenerateWaterbodiesUsingTiles.ipynb | 224 ++----- ...erbodiesUsingTileswithOCeanFiltering.ipynb | 593 ++++++++++-------- 2 files changed, 396 insertions(+), 421 deletions(-) diff --git a/notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb b/notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb index 0c7ba96..725b05a 100644 --- a/notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb +++ b/notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "e6b0a31b-28d9-41d4-b59b-4ccb900e2528", "metadata": {}, "outputs": [], @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "39c574ee-39c4-4931-b807-5d3f97900cd2", "metadata": {}, "outputs": [], @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "2e50efa3-b5ba-44b3-b164-608d17e6413e", "metadata": {}, "outputs": [], @@ -70,19 +70,19 @@ "verbose = 1\n", "\n", "aoi_vector_file = \"data/SenegalBasin.geojson\"\n", - "tile_size_factor = 2\n", + "tile_size_factor = 4\n", "num_workers = 16\n", "\n", "primary_threshold: float = 0.1\n", "secondary_threshold: float = 0.05\n", "minimum_valid_observations: int = 128\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile3\"\n", - "overwrite = True" + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile4\"\n", + "overwrite = False" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "e2dfbcc2-fd39-4900-815c-09a11c448b8d", "metadata": {}, "outputs": [], @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "9d0742d7-6ca2-4286-9313-3efda5173f38", "metadata": {}, "outputs": [], @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "18db4ad8-7193-47e4-a4b4-44085924a793", "metadata": {}, "outputs": [], @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "95a0ca66-2695-42c8-968a-523151d514c0", "metadata": {}, "outputs": [], @@ -135,19 +135,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "ea4b4349-4d9c-4e55-aae0-b661ccde8da0", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:01:14,843] {tiling.py:113} INFO - New tile size is (192000.0, 192000.0).\n", - "[2023-10-06 21:01:17,564] {tiling.py:132} INFO - Number of wofs_ls_summary_alltime tiles: 1188\n" - ] - } - ], + "outputs": [], "source": [ "# Tile the wofs_ls_summary_alltime product.\n", "tiles, grid_workflow = tile_wofs_ls_summary_alltime(tile_size_factor)" @@ -155,27 +146,21 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "f134e90d-9c9a-47ca-86da-687846f2568c", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "1188it [00:03, 370.18it/s]\n" - ] - } - ], + "outputs": [], "source": [ "# Filter the tiles to the area of interest.\n", "filtered_tile_ids = filter_tiles(tiles, aoi_gdf, num_workers)\n", - "filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids}" + "filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids}\n", + "\n", + "print(len(filtered_tiles))" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "73816db0-7445-423a-a616-9966187a0ab6", "metadata": {}, "outputs": [], @@ -186,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "843a0c8b-9bc5-469e-8bc2-9a2a0588265b", "metadata": {}, "outputs": [], @@ -200,18 +185,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "cbe40837-f598-4d7c-a3fd-6c1deb2b0589", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:01:21,159] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n" - ] - } - ], + "outputs": [], "source": [ "# Check if the directory exists. If it does not, create it.\n", "if not check_dir_exists(polygons_from_thresholds_dir):\n", @@ -221,20 +198,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "1c85a8d3-9543-4a57-90b8-3ac5e6cae71c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:01:21,380] {3616587049.py:3} INFO - We will be running a hybrid wetness threshold. \n", - "**You have set 0.1 as the primary threshold, which will define the location of the waterbody polygons \n", - " with 0.05 set as the supplementary threshold, which will define the extent/shape of the waterbody polygons.**\n" - ] - } - ], + "outputs": [], "source": [ "# Check if the wetness thresholds have been set correctly.\n", "minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", @@ -243,40 +210,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "26f37f02-ce60-43c9-9dc4-4c5298b15a81", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:01:21,386] {make_polygons.py:502} INFO - Generating water body polygons for tile (85, 49)\n", - "[2023-10-06 21:01:26,699] {make_polygons.py:502} INFO - Generating water body polygons for tile (85, 50)\n", - "[2023-10-06 21:01:29,594] {make_polygons.py:502} INFO - Generating water body polygons for tile (85, 46)\n", - "[2023-10-06 21:01:34,605] {make_polygons.py:502} INFO - Generating water body polygons for tile (85, 48)\n", - "[2023-10-06 21:01:39,030] {make_polygons.py:502} INFO - Generating water body polygons for tile (86, 47)\n", - "[2023-10-06 21:01:44,092] {make_polygons.py:502} INFO - Generating water body polygons for tile (86, 50)\n", - "[2023-10-06 21:01:47,102] {make_polygons.py:502} INFO - Generating water body polygons for tile (86, 48)\n", - "[2023-10-06 21:01:50,953] {make_polygons.py:502} INFO - Generating water body polygons for tile (86, 49)\n", - "[2023-10-06 21:01:54,239] {make_polygons.py:502} INFO - Generating water body polygons for tile (86, 46)\n", - "[2023-10-06 21:02:02,050] {make_polygons.py:502} INFO - Generating water body polygons for tile (87, 47)\n", - "[2023-10-06 21:02:41,724] {make_polygons.py:502} INFO - Generating water body polygons for tile (82, 49)\n", - "[2023-10-06 21:03:11,508] {make_polygons.py:502} INFO - Generating water body polygons for tile (82, 48)\n", - "[2023-10-06 21:03:16,938] {make_polygons.py:502} INFO - Generating water body polygons for tile (83, 48)\n", - "[2023-10-06 21:03:23,764] {make_polygons.py:502} INFO - Generating water body polygons for tile (83, 49)\n", - "[2023-10-06 21:03:43,410] {make_polygons.py:502} INFO - Generating water body polygons for tile (83, 47)\n", - "[2023-10-06 21:03:48,462] {make_polygons.py:502} INFO - Generating water body polygons for tile (84, 47)\n", - "[2023-10-06 21:03:52,210] {make_polygons.py:502} INFO - Generating water body polygons for tile (84, 48)\n", - "[2023-10-06 21:03:59,143] {make_polygons.py:502} INFO - Generating water body polygons for tile (84, 46)\n", - "[2023-10-06 21:04:03,700] {make_polygons.py:502} INFO - Generating water body polygons for tile (84, 45)\n", - "[2023-10-06 21:04:08,939] {make_polygons.py:502} INFO - Generating water body polygons for tile (84, 50)\n", - "[2023-10-06 21:04:12,047] {make_polygons.py:502} INFO - Generating water body polygons for tile (84, 49)\n", - "[2023-10-06 21:04:16,354] {make_polygons.py:502} INFO - Generating water body polygons for tile (85, 47)\n", - "[2023-10-06 21:04:21,000] {make_polygons.py:502} INFO - Generating water body polygons for tile (87, 48)\n" - ] - } - ], + "outputs": [], "source": [ "# Generate the first set of primary and secondary threhsold polygons for each of the tiles.\n", "for tile in filtered_tiles.items():\n", @@ -311,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "27d552b8-32fd-427c-835b-92245f627d92", "metadata": {}, "outputs": [], @@ -324,18 +261,10 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "5ab0c48e-feeb-47c0-a13b-fbe3ee940ad7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:28,249] {2643269420.py:3} INFO - Found 23 parquet files for the primary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ "# Find all parquet files for the primary threshold.\n", "primary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*primary.*\")\n", @@ -344,19 +273,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "bfeb0c77-93d9-4cc6-a2d2-2542875abf71", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:28,254] {370454188.py:2} INFO - Loading the primary threshold polygons parquet files..\n", - "[2023-10-06 21:04:30,616] {370454188.py:9} INFO - Found 58371 primary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ "# Load all the primary threshold polygons into a single GeoDataFrame.\n", "_log.info(\"Loading the primary threshold polygons parquet files..\")\n", @@ -371,19 +291,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "5e3fa531-851c-47f9-a9d4-87647b130da4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:30,620] {1380469088.py:1} INFO - Merging primary threshold waterbody polygons located at tile boundaries...\n", - "[2023-10-06 21:04:35,788] {1380469088.py:5} INFO - Primary threshold polygons count 58291.\n" - ] - } - ], + "outputs": [], "source": [ "_log.info(\"Merging primary threshold waterbody polygons located at tile boundaries...\")\n", "primary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", @@ -394,19 +305,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "70430dbd-8ef5-46cb-8def-c9cf5c0dda35", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:35,792] {3770163632.py:1} INFO - Writing primary threshold polygons merged at tile boundaries to disk..\n", - "[2023-10-06 21:04:36,189] {3770163632.py:7} INFO - Polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile3/primary_threshold_polygons_merged_at_tile_boundaries.parquet\n" - ] - } - ], + "outputs": [], "source": [ "_log.info(\"Writing primary threshold polygons merged at tile boundaries to disk..\")\n", "primary_threshold_polygons_output_fp = os.path.join(\n", @@ -419,18 +321,10 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "70440491-216a-42d6-b26e-c943b918a6b1", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:36,241] {1989755468.py:3} INFO - Found 23 parquet files for the secondary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ "# Find all parquet files for the secondary threshold.\n", "secondary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*secondary.*\")\n", @@ -439,19 +333,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "096b45e5-caf9-4df4-8d36-b96cfb733d14", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:36,247] {4278796675.py:2} INFO - Loading the secondary threshold polygons parquet files...\n", - "[2023-10-06 21:04:38,997] {4278796675.py:9} INFO - Found 113853 secondary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ "# Load all the secondary threshold polygons into a single GeoDataFrame.\n", "_log.info(\"Loading the secondary threshold polygons parquet files...\")\n", @@ -466,19 +351,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "b010dca0-9357-4a94-936c-b36e3500e7f1", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:39,002] {2540286757.py:1} INFO - Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\n", - "[2023-10-06 21:04:52,572] {2540286757.py:5} INFO - Secondary threshold polygons count 113723.\n" - ] - } - ], + "outputs": [], "source": [ "_log.info(\"Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\")\n", "secondary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", @@ -489,19 +365,10 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "703dc6e4-8ce0-48a3-851b-22355daed66c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:04:52,577] {1287271369.py:1} INFO - Writing secondary threshold polygons merged at tile boundaries to disk..\n", - "[2023-10-06 21:04:53,180] {1287271369.py:8} INFO - Polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile3/secondary_threshold_polygons_merged_at_ds_boundaries.parquet\n" - ] - } - ], + "outputs": [], "source": [ "_log.info(\"Writing secondary threshold polygons merged at tile boundaries to disk..\")\n", "secondary_threshold_polygons_output_fp = os.path.join(\n", @@ -531,6 +398,13 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } } }, "nbformat": 4, diff --git a/notebooks/1_123_GenerateWaterbodiesUsingTileswithOCeanFiltering.ipynb b/notebooks/1_123_GenerateWaterbodiesUsingTileswithOCeanFiltering.ipynb index 04a654a..77f2808 100644 --- a/notebooks/1_123_GenerateWaterbodiesUsingTileswithOCeanFiltering.ipynb +++ b/notebooks/1_123_GenerateWaterbodiesUsingTileswithOCeanFiltering.ipynb @@ -2,19 +2,30 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "e6b0a31b-28d9-41d4-b59b-4ccb900e2528", "metadata": {}, "outputs": [], "source": [ "import logging\n", "import os\n", + "from pathlib import Path\n", + "from typing import Callable\n", + "from datacube.testutils.io import rio_slurp_xarray\n", "\n", "import click\n", "import datacube\n", "import fsspec\n", "import geopandas as gpd\n", "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from skimage import measure, morphology\n", + "from skimage.segmentation import watershed\n", + "import scipy.ndimage as ndi\n", + "\n", + "from deafrica_tools.spatial import xr_vectorize\n", + "\n", "from deafrica_waterbodies.cli.logs import logging_setup\n", "from deafrica_waterbodies.io import (\n", " check_dir_exists,\n", @@ -36,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "39c574ee-39c4-4931-b807-5d3f97900cd2", "metadata": {}, "outputs": [], @@ -62,28 +73,28 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "2e50efa3-b5ba-44b3-b164-608d17e6413e", "metadata": {}, "outputs": [], "source": [ "verbose = 1\n", "\n", - "aoi_vector_file = \"data/SenegalBasin.geojson\"\n", - "tile_size_factor = 2\n", + "aoi_vector_file = None\n", + "tile_size_factor = 4\n", "num_workers = 16\n", "\n", "primary_threshold: float = 0.1\n", "secondary_threshold: float = 0.05\n", "minimum_valid_observations: int = 128\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile4\"\n", - "overwrite = True\n", + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "overwrite = False\n", "land_sea_mask_fp = \"data/af_msk_3s.tif\"" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "e98a89fc-74fe-483b-89d5-b268c175d59c", "metadata": {}, "outputs": [], @@ -100,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "e2dfbcc2-fd39-4900-815c-09a11c448b8d", "metadata": {}, "outputs": [], @@ -112,19 +123,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "9d0742d7-6ca2-4286-9313-3efda5173f38", "metadata": {}, "outputs": [], "source": [ "# Support pathlib Paths.\n", - "aoi_vector_file = str(aoi_vector_file)\n", + "if aoi_vector_file is not None:\n", + " aoi_vector_file = str(aoi_vector_file)\n", "output_directory = str(output_directory)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "18db4ad8-7193-47e4-a4b4-44085924a793", "metadata": {}, "outputs": [], @@ -135,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "95a0ca66-2695-42c8-968a-523151d514c0", "metadata": {}, "outputs": [], @@ -153,19 +165,10 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "ea4b4349-4d9c-4e55-aae0-b661ccde8da0", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:08:36,060] {tiling.py:113} INFO - New tile size is (192000.0, 192000.0).\n", - "[2023-10-06 21:08:38,617] {tiling.py:132} INFO - Number of wofs_ls_summary_alltime tiles: 1188\n" - ] - } - ], + "outputs": [], "source": [ "# Tile the wofs_ls_summary_alltime product.\n", "tiles, grid_workflow = tile_wofs_ls_summary_alltime(tile_size_factor)" @@ -173,18 +176,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "f134e90d-9c9a-47ca-86da-687846f2568c", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "1188it [00:03, 390.91it/s]\n" - ] - } - ], + "outputs": [], "source": [ "# Filter the tiles to the area of interest.\n", "filtered_tile_ids = filter_tiles(tiles, aoi_gdf, num_workers)\n", @@ -193,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "73816db0-7445-423a-a616-9966187a0ab6", "metadata": {}, "outputs": [], @@ -204,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "843a0c8b-9bc5-469e-8bc2-9a2a0588265b", "metadata": {}, "outputs": [], @@ -218,19 +213,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "cbe40837-f598-4d7c-a3fd-6c1deb2b0589", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:08:41,978] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n", - "[2023-10-06 21:08:42,201] {3896921575.py:4} INFO - Created directory s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile4/polygons_from_thresholds\n" - ] - } - ], + "outputs": [], "source": [ "# Check if the directory exists. If it does not, create it.\n", "if not check_dir_exists(polygons_from_thresholds_dir):\n", @@ -240,20 +226,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "1c85a8d3-9543-4a57-90b8-3ac5e6cae71c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:08:42,205] {3616587049.py:3} INFO - We will be running a hybrid wetness threshold. \n", - "**You have set 0.1 as the primary threshold, which will define the location of the waterbody polygons \n", - " with 0.05 set as the supplementary threshold, which will define the extent/shape of the waterbody polygons.**\n" - ] - } - ], + "outputs": [], "source": [ "# Check if the wetness thresholds have been set correctly.\n", "minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", @@ -262,77 +238,229 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, + "id": "c40837a2-5fd5-42a4-9905-55d72313e5ad", + "metadata": {}, + "outputs": [], + "source": [ + "def load_wofs_frequency(\n", + " tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile],\n", + " grid_workflow: datacube.api.GridWorkflow,\n", + " dask_chunks: dict[str, int] = {\"x\": 3200, \"y\": 3200, \"time\": 1},\n", + " resolution: tuple[int, int] = (-30, 30),\n", + " output_crs: str = \"EPSG:6933\",\n", + " min_valid_observations: int = 128,\n", + " primary_threshold: float = 0.1,\n", + " secondary_threshold: float = 0.05,\n", + " land_sea_mask_fp: str | Path = \"\",\n", + " resampling_method: str = \"bilinear\",\n", + " filter_land_sea_mask: Callable = filter_hydrosheds_land_mask,\n", + "):\n", + " # Set up the primary and secondary thresholds.\n", + " minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", + " \n", + " # Get the tile id and tile object.\n", + " tile_id = tile[0]\n", + " tile_object = tile[1]\n", + " \n", + " # Generate the waterbody polygons using the primary and secondary thresholds,\n", + " # from the tile.\n", + " try:\n", + " _log.info(f\"Generating water body polygons for tile {tile_id}\")\n", + "\n", + " # Load the data for the tile.\n", + " wofs_alltime_summary = grid_workflow.load(tile_object, dask_chunks=dask_chunks).squeeze()\n", + "\n", + " # Load the land sea mask.\n", + " if land_sea_mask_fp:\n", + " land_sea_mask = rio_slurp_xarray(\n", + " fname=land_sea_mask_fp,\n", + " gbox=wofs_alltime_summary.geobox,\n", + " resampling=resampling_method,\n", + " )\n", + "\n", + " # Filter the land sea mask.\n", + " boolean_land_sea_mask = filter_land_sea_mask(land_sea_mask)\n", + "\n", + " # Mask the WOfS All-Time Summary dataset using the boolean land sea mask.\n", + " wofs_alltime_summary = wofs_alltime_summary.where(boolean_land_sea_mask)\n", + "\n", + " # Set the no-data values to nan.\n", + " # Masking here is done using the frequency measurement because for multiple\n", + " # areas NaN values are present in the frequency measurement but the\n", + " # no data value -999 is not present in the count_clear and\n", + " # count_wet measurements.\n", + " # Note: it seems some pixels with NaN values in the frequency measurement\n", + " # have a value of zero in the count_clear and/or the count_wet measurements.\n", + " wofs_alltime_summary = wofs_alltime_summary.where(~np.isnan(wofs_alltime_summary.frequency))\n", + "\n", + " # Mask pixels not observed at least min_valid_observations times.\n", + " wofs_alltime_summary_valid_clear_count = (\n", + " wofs_alltime_summary.count_clear >= min_valid_observations\n", + " )\n", + " \n", + " # Get detection and extent thresholds\n", + " detection = wofs_alltime_summary.frequency > primary_threshold\n", + " valid_detection = (detection > 0) & wofs_alltime_summary_valid_clear_count\n", + " \n", + " extent = wofs_alltime_summary.frequency > secondary_threshold\n", + " valid_extent = (extent > 0) & wofs_alltime_summary_valid_clear_count\n", + " \n", + " except Exception as error:\n", + " _log.exception(\n", + " f\"\\nDataset {str(tile_id)} did not run. \\n\"\n", + " \"This is probably because there are no waterbodies present in this scene.\"\n", + " )\n", + " _log.exception(error)\n", + "\n", + " return valid_detection, valid_extent\n", + "\n", + "def remove_small_waterbodies(waterbody_raster, min_size=6):\n", + " \n", + " waterbodies_labelled = morphology.label(waterbody_raster, background=0)\n", + " waterbodies_small_removed = morphology.remove_small_objects(waterbodies_labelled, min_size=min_size, connectivity=1)\n", + " \n", + " return waterbodies_small_removed\n", + "\n", + "# Need a step to only segment the largest objects\n", + "# only segment bigger than minsize\n", + "def select_waterbodies_for_segmentation(waterbodies_labelled, min_size=1000):\n", + " props = measure.regionprops(waterbodies_labelled)\n", + " \n", + " labels_to_keep = []\n", + " for region_prop in props:\n", + " count = region_prop.num_pixels\n", + " label = region_prop.label\n", + " \n", + " if (count > min_size):\n", + " labels_to_keep.append(label)\n", + " \n", + " segment_image = np.where(np.isin(waterbodies_labelled, labels_to_keep), 1, 0)\n", + " \n", + " return segment_image\n", + "\n", + "def generate_segmentation_markers(marker_source, erosion_radius=1, min_size=100):\n", + " \n", + " markers = morphology.erosion(marker_source, footprint=morphology.disk(radius=erosion_radius))\n", + " markers_relabelled = morphology.label(markers, background=0)\n", + " \n", + " markers_acceptable_size = morphology.remove_small_objects(markers_relabelled, min_size=min_size, connectivity=1)\n", + " \n", + " return markers_acceptable_size\n", + "\n", + "def run_watershed(waterbodies_for_segementation, segmentation_markers):\n", + " \n", + " distance = ndi.distance_transform_edt(waterbodies_for_segementation)\n", + " segmented = watershed(-distance, segmentation_markers, mask=waterbodies_for_segementation)\n", + " \n", + " return segmented\n", + "\n", + "def confirm_extent_contains_detection(extent, detection):\n", + " \n", + " def sum_intensity(regionmask, intensity_image):\n", + " return np.sum(intensity_image[regionmask])\n", + " \n", + " props = measure.regionprops(extent, intensity_image=detection, extra_properties=(sum_intensity,))\n", + " \n", + " labels_to_keep = []\n", + " for region_prop in props:\n", + " detection_count = region_prop.sum_intensity\n", + " label = region_prop.label\n", + " \n", + " if (detection_count > 0):\n", + " labels_to_keep.append(label)\n", + " \n", + " extent_keep = np.where(np.isin(extent, labels_to_keep), extent, 0)\n", + " \n", + " return extent_keep\n", + "\n", + "def process_raster_polygons(\n", + " tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile],\n", + " grid_workflow: datacube.api.GridWorkflow,\n", + " dask_chunks: dict[str, int] = {\"x\": 3200, \"y\": 3200, \"time\": 1},\n", + " resolution: tuple[int, int] = (-30, 30),\n", + " output_crs: str = \"EPSG:6933\",\n", + " min_valid_observations: int = 128,\n", + " primary_threshold: float = 0.1,\n", + " secondary_threshold: float = 0.05,\n", + " dc: datacube.Datacube | None = None,\n", + " land_sea_mask_fp: str | Path = \"\",\n", + " filter_land_sea_mask: Callable = filter_hydrosheds_land_mask,\n", + "): \n", + " \n", + " xr_detection, xr_extent = load_wofs_frequency(tile, grid_workflow, land_sea_mask_fp=land_sea_mask_fp, filter_land_sea_mask=filter_hydrosheds_land_mask)\n", + "\n", + " # Convert to numpy arrays for image processing\n", + " np_detection = xr_detection.to_numpy().astype(int)\n", + " np_extent = xr_extent.to_numpy().astype(int)\n", + "\n", + " # Remove any objects of size 5 or less, as measured by connectivity=1\n", + " np_extent_small_removed = remove_small_waterbodies(np_extent, min_size=6)\n", + "\n", + " # Identify waterbodies to apply segmentation to \n", + " np_extent_segment = select_waterbodies_for_segmentation(np_extent_small_removed, min_size=1000)\n", + " np_extent_nosegment = np.where(np_extent_segment>0, 0, np_extent_small_removed)\n", + "\n", + " # Create watershed segementation markers by taking the detection threshold pixels and eroding them by 1\n", + " # Includes removal of any markers smaller than 100 pixels\n", + " segmentation_markers = generate_segmentation_markers(np_detection, erosion_radius=1, min_size=100)\n", + "\n", + " # Run segmentation \n", + " np_segmented_extent = run_watershed(np_extent_segment, segmentation_markers)\n", + "\n", + " # Combine segmented and non segmented back together\n", + " np_combined_extent = np.where(np_segmented_extent > 0, np_segmented_extent, np_extent_nosegment)\n", + "\n", + " # Only keep extent areas that contain a detection pixel\n", + " np_combined_extent_contains_detection = confirm_extent_contains_detection(np_combined_extent, np_detection)\n", + "\n", + " # Relabel and remove small objects\n", + " np_combined_clean_label = remove_small_waterbodies(np_combined_extent_contains_detection, min_size=6)\n", + "\n", + " # Convert back to xarray\n", + " xr_combined_extent = xr.DataArray(np_combined_clean_label, coords=xr_extent.coords, dims=xr_extent.dims, attrs=xr_extent.attrs)\n", + "\n", + " # Vectorize\n", + " vector_combined_extent = xr_vectorize(xr_combined_extent, crs=output_crs, mask=xr_combined_extent.values>0)\n", + " \n", + " return vector_combined_extent" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "26f37f02-ce60-43c9-9dc4-4c5298b15a81", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:08:42,212] {make_polygons.py:627} INFO - Generating water body polygons for tile (85, 49)\n", - "[2023-10-06 21:08:51,413] {make_polygons.py:627} INFO - Generating water body polygons for tile (85, 50)\n", - "[2023-10-06 21:08:57,968] {make_polygons.py:627} INFO - Generating water body polygons for tile (85, 46)\n", - "[2023-10-06 21:09:06,354] {make_polygons.py:627} INFO - Generating water body polygons for tile (85, 48)\n", - "[2023-10-06 21:09:15,018] {make_polygons.py:627} INFO - Generating water body polygons for tile (86, 47)\n", - "[2023-10-06 21:09:24,055] {make_polygons.py:627} INFO - Generating water body polygons for tile (86, 50)\n", - "[2023-10-06 21:09:30,576] {make_polygons.py:627} INFO - Generating water body polygons for tile (86, 48)\n", - "[2023-10-06 21:09:38,003] {make_polygons.py:627} INFO - Generating water body polygons for tile (86, 49)\n", - "[2023-10-06 21:09:45,036] {make_polygons.py:627} INFO - Generating water body polygons for tile (86, 46)\n", - "[2023-10-06 21:09:56,578] {make_polygons.py:627} INFO - Generating water body polygons for tile (87, 47)\n", - "[2023-10-06 21:10:38,041] {make_polygons.py:627} INFO - Generating water body polygons for tile (82, 49)\n", - "[2023-10-06 21:11:08,888] {make_polygons.py:627} INFO - Generating water body polygons for tile (82, 48)\n", - "[2023-10-06 21:11:17,872] {make_polygons.py:627} INFO - Generating water body polygons for tile (83, 48)\n", - "[2023-10-06 21:11:28,670] {make_polygons.py:627} INFO - Generating water body polygons for tile (83, 49)\n", - "[2023-10-06 21:11:52,870] {make_polygons.py:627} INFO - Generating water body polygons for tile (83, 47)\n", - "[2023-10-06 21:12:03,693] {make_polygons.py:627} INFO - Generating water body polygons for tile (84, 47)\n", - "[2023-10-06 21:12:11,475] {make_polygons.py:627} INFO - Generating water body polygons for tile (84, 48)\n", - "[2023-10-06 21:12:23,154] {make_polygons.py:627} INFO - Generating water body polygons for tile (84, 46)\n", - "[2023-10-06 21:12:33,559] {make_polygons.py:627} INFO - Generating water body polygons for tile (84, 45)\n", - "[2023-10-06 21:12:42,260] {make_polygons.py:627} INFO - Generating water body polygons for tile (84, 50)\n", - "[2023-10-06 21:12:49,233] {make_polygons.py:627} INFO - Generating water body polygons for tile (84, 49)\n", - "[2023-10-06 21:12:57,253] {make_polygons.py:627} INFO - Generating water body polygons for tile (85, 47)\n", - "[2023-10-06 21:13:06,321] {make_polygons.py:627} INFO - Generating water body polygons for tile (87, 48)\n" - ] - } - ], + "outputs": [], "source": [ "# Generate the first set of primary and secondary threhsold polygons for each of the tiles.\n", "for tile in filtered_tiles.items():\n", " tile_id = tile[0]\n", - " primary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_primary_threshold_polygons.parquet\"\n", - " )\n", - " secondary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_secondary_threshold_polygons.parquet\"\n", - " )\n", + " \n", + " raster_polygons_fp = os.path.join(polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet\")\n", "\n", " if not overwrite:\n", - " _log.info(f\"Checking existence of {primary_threshold_polygons_fp} and {secondary_threshold_polygons_fp}\")\n", - " exists = check_file_exists(primary_threshold_polygons_fp) and check_file_exists(secondary_threshold_polygons_fp)\n", + " _log.info(f\"Checking existence of {raster_polygons_fp}\")\n", + " exists = check_file_exists(raster_polygons_fp)\n", "\n", " if overwrite or not exists:\n", - " (\n", - " primary_threshold_polygons,\n", - " secondary_threshold_polygons,\n", - " ) = get_polygons_from_tile_with_land_sea_mask_filtering(\n", - " tile=tile,\n", - " grid_workflow=grid_workflow,\n", - " dask_chunks=dask_chunks,\n", - " min_valid_observations=minimum_valid_observations,\n", - " primary_threshold=primary_threshold,\n", - " secondary_threshold=secondary_threshold,\n", - " land_sea_mask_fp=land_sea_mask_fp,\n", - " filter_land_sea_mask=filter_hydrosheds_land_mask,\n", - " )\n", - " # Write the polygons to parquet files.\n", - " primary_threshold_polygons.to_parquet(primary_threshold_polygons_fp)\n", - " secondary_threshold_polygons.to_parquet(secondary_threshold_polygons_fp)" + " \n", + " try: \n", + " raster_polgyons = process_raster_polygons(tile, grid_workflow, land_sea_mask_fp=land_sea_mask_fp, filter_land_sea_mask=filter_hydrosheds_land_mask)\n", + " \n", + " # Write the polygons to parquet files.\n", + " raster_polgyons.to_parquet(raster_polygons_fp)\n", + " \n", + " except Exception as error:\n", + " _log.exception(\n", + " f\"\\nDataset {str(tile_id)} did not run. \\n\"\n", + " )\n", + " _log.exception(error)\n" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "27d552b8-32fd-427c-835b-92245f627d92", "metadata": {}, "outputs": [], @@ -345,193 +473,159 @@ }, { "cell_type": "code", - "execution_count": 17, - "id": "5ab0c48e-feeb-47c0-a13b-fbe3ee940ad7", + "execution_count": null, + "id": "b394ffbb-bf75-4cc8-9c1c-09212772419a", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:18,301] {2643269420.py:3} INFO - Found 23 parquet files for the primary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ "# Find all parquet files for the primary threshold.\n", - "primary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*primary.*\")\n", - "_log.info(f\"Found {len(primary_threshold_polygons_paths)} parquet files for the primary threshold polygons.\")" + "raster_polygon_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*raster_polygons.*\")\n", + "_log.info(f\"Found {len(raster_polygon_paths)} parquet files for the raster polygons.\")\n", + "\n", + "# Load all the primary threshold polygons into a single GeoDataFrame.\n", + "_log.info(\"Loading the raster polygons parquet files..\")\n", + "raster_polygon_polygons_list = []\n", + "for path in raster_polygon_paths:\n", + " gdf = gpd.read_parquet(path)\n", + " raster_polygon_polygons_list.append(gdf)\n", + "\n", + "raster_polygons = pd.concat(raster_polygon_polygons_list, ignore_index=True)\n", + "_log.info(f\"Found {len(raster_polygons)} raster polygons.\")\n", + "\n", + "_log.info(\"Merging raster waterbody polygons located at tile boundaries...\")\n", + "raster_polygons_merged = merge_polygons_at_tile_boundaries(\n", + " raster_polygons, filtered_tiles_extents_gdf\n", + ")\n", + "_log.info(f\"Raster polygons count {len(raster_polygons_merged)}.\")\n", + "\n", + "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", + "raster_polygons_output_fp = os.path.join(\n", + " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", + ")\n", + "\n", + "raster_polygons_merged.to_parquet(raster_polygons_output_fp)\n", + "_log.info(f\"Polygons written to {raster_polygons_output_fp}\")" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, + "id": "5ab0c48e-feeb-47c0-a13b-fbe3ee940ad7", + "metadata": {}, + "outputs": [], + "source": [ + "# # Find all parquet files for the primary threshold.\n", + "# primary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*primary.*\")\n", + "# _log.info(f\"Found {len(primary_threshold_polygons_paths)} parquet files for the primary threshold polygons.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "bfeb0c77-93d9-4cc6-a2d2-2542875abf71", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:18,305] {370454188.py:2} INFO - Loading the primary threshold polygons parquet files..\n", - "[2023-10-06 21:13:20,706] {370454188.py:9} INFO - Found 58346 primary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ - "# Load all the primary threshold polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the primary threshold polygons parquet files..\")\n", - "primary_threshold_polygons_list = []\n", - "for path in primary_threshold_polygons_paths:\n", - " gdf = gpd.read_parquet(path)\n", - " primary_threshold_polygons_list.append(gdf)\n", + "# # Load all the primary threshold polygons into a single GeoDataFrame.\n", + "# _log.info(\"Loading the primary threshold polygons parquet files..\")\n", + "# primary_threshold_polygons_list = []\n", + "# for path in primary_threshold_polygons_paths:\n", + "# gdf = gpd.read_parquet(path)\n", + "# primary_threshold_polygons_list.append(gdf)\n", "\n", - "primary_threshold_polygons = pd.concat(primary_threshold_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(primary_threshold_polygons)} primary threshold polygons.\")" + "# primary_threshold_polygons = pd.concat(primary_threshold_polygons_list, ignore_index=True)\n", + "# _log.info(f\"Found {len(primary_threshold_polygons)} primary threshold polygons.\")" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "5e3fa531-851c-47f9-a9d4-87647b130da4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:20,710] {1380469088.py:1} INFO - Merging primary threshold waterbody polygons located at tile boundaries...\n", - "[2023-10-06 21:13:25,592] {1380469088.py:5} INFO - Primary threshold polygons count 58265.\n" - ] - } - ], + "outputs": [], "source": [ - "_log.info(\"Merging primary threshold waterbody polygons located at tile boundaries...\")\n", - "primary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", - " primary_threshold_polygons, filtered_tiles_extents_gdf\n", - ")\n", - "_log.info(f\"Primary threshold polygons count {len(primary_threshold_polygons_merged)}.\")" + "# _log.info(\"Merging primary threshold waterbody polygons located at tile boundaries...\")\n", + "# primary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", + "# primary_threshold_polygons, filtered_tiles_extents_gdf\n", + "# )\n", + "# _log.info(f\"Primary threshold polygons count {len(primary_threshold_polygons_merged)}.\")" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "70430dbd-8ef5-46cb-8def-c9cf5c0dda35", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:25,597] {3770163632.py:1} INFO - Writing primary threshold polygons merged at tile boundaries to disk..\n", - "[2023-10-06 21:13:26,024] {3770163632.py:7} INFO - Polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile4/primary_threshold_polygons_merged_at_tile_boundaries.parquet\n" - ] - } - ], + "outputs": [], "source": [ - "_log.info(\"Writing primary threshold polygons merged at tile boundaries to disk..\")\n", - "primary_threshold_polygons_output_fp = os.path.join(\n", - " output_directory, \"primary_threshold_polygons_merged_at_tile_boundaries.parquet\"\n", - ")\n", + "# _log.info(\"Writing primary threshold polygons merged at tile boundaries to disk..\")\n", + "# primary_threshold_polygons_output_fp = os.path.join(\n", + "# output_directory, \"primary_threshold_polygons_merged_at_tile_boundaries.parquet\"\n", + "# )\n", "\n", - "primary_threshold_polygons_merged.to_parquet(primary_threshold_polygons_output_fp)\n", - "_log.info(f\"Polygons written to {primary_threshold_polygons_output_fp}\")" + "# primary_threshold_polygons_merged.to_parquet(primary_threshold_polygons_output_fp)\n", + "# _log.info(f\"Polygons written to {primary_threshold_polygons_output_fp}\")" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "70440491-216a-42d6-b26e-c943b918a6b1", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:26,060] {1989755468.py:3} INFO - Found 23 parquet files for the secondary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ - "# Find all parquet files for the secondary threshold.\n", - "secondary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*secondary.*\")\n", - "_log.info(f\"Found {len(secondary_threshold_polygons_paths)} parquet files for the secondary threshold polygons.\")" + "# # Find all parquet files for the secondary threshold.\n", + "# secondary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*secondary.*\")\n", + "# _log.info(f\"Found {len(secondary_threshold_polygons_paths)} parquet files for the secondary threshold polygons.\")" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "096b45e5-caf9-4df4-8d36-b96cfb733d14", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:26,065] {4278796675.py:2} INFO - Loading the secondary threshold polygons parquet files...\n", - "[2023-10-06 21:13:28,841] {4278796675.py:9} INFO - Found 113781 secondary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ - "# Load all the secondary threshold polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the secondary threshold polygons parquet files...\")\n", - "secondary_threshold_polygons_list = []\n", - "for path in secondary_threshold_polygons_paths:\n", - " gdf = gpd.read_parquet(path)\n", - " secondary_threshold_polygons_list.append(gdf)\n", + "# # Load all the secondary threshold polygons into a single GeoDataFrame.\n", + "# _log.info(\"Loading the secondary threshold polygons parquet files...\")\n", + "# secondary_threshold_polygons_list = []\n", + "# for path in secondary_threshold_polygons_paths:\n", + "# gdf = gpd.read_parquet(path)\n", + "# secondary_threshold_polygons_list.append(gdf)\n", "\n", - "secondary_threshold_polygons = pd.concat(secondary_threshold_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(secondary_threshold_polygons)} secondary threshold polygons.\")" + "# secondary_threshold_polygons = pd.concat(secondary_threshold_polygons_list, ignore_index=True)\n", + "# _log.info(f\"Found {len(secondary_threshold_polygons)} secondary threshold polygons.\")" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "b010dca0-9357-4a94-936c-b36e3500e7f1", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:28,845] {2540286757.py:1} INFO - Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\n", - "[2023-10-06 21:13:41,709] {2540286757.py:5} INFO - Secondary threshold polygons count 113649.\n" - ] - } - ], + "outputs": [], "source": [ - "_log.info(\"Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\")\n", - "secondary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", - " secondary_threshold_polygons, filtered_tiles_extents_gdf\n", - ")\n", - "_log.info(f\"Secondary threshold polygons count {len(secondary_threshold_polygons_merged)}.\")" + "# _log.info(\"Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\")\n", + "# secondary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", + "# secondary_threshold_polygons, filtered_tiles_extents_gdf\n", + "# )\n", + "# _log.info(f\"Secondary threshold polygons count {len(secondary_threshold_polygons_merged)}.\")" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "703dc6e4-8ce0-48a3-851b-22355daed66c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 21:13:41,714] {1287271369.py:1} INFO - Writing secondary threshold polygons merged at tile boundaries to disk..\n", - "[2023-10-06 21:13:42,312] {1287271369.py:8} INFO - Polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile4/secondary_threshold_polygons_merged_at_ds_boundaries.parquet\n" - ] - } - ], + "outputs": [], "source": [ - "_log.info(\"Writing secondary threshold polygons merged at tile boundaries to disk..\")\n", - "secondary_threshold_polygons_output_fp = os.path.join(\n", - " output_directory, \"secondary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", - ")\n", + "# _log.info(\"Writing secondary threshold polygons merged at tile boundaries to disk..\")\n", + "# secondary_threshold_polygons_output_fp = os.path.join(\n", + "# output_directory, \"secondary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", + "# )\n", "\n", - "secondary_threshold_polygons_merged.to_parquet(secondary_threshold_polygons_output_fp)\n", + "# secondary_threshold_polygons_merged.to_parquet(secondary_threshold_polygons_output_fp)\n", "\n", - "_log.info(f\"Polygons written to {secondary_threshold_polygons_output_fp}\")" + "# _log.info(f\"Polygons written to {secondary_threshold_polygons_output_fp}\")" ] } ], @@ -552,6 +646,13 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } } }, "nbformat": 4, From 070ad3b1b381bee2d4b250bb4261eb920a760b9c Mon Sep 17 00:00:00 2001 From: Caitlin Adams Date: Thu, 12 Oct 2023 03:34:46 +0000 Subject: [PATCH 002/130] rename step two notebooks --- ...thOCeanFiltering.ipynb => 02_GeneratePolygonsUsingTiles.ipynb} | 0 ....ipynb => 1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb} | 0 ...rateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb} | 0 3 files changed, 0 insertions(+), 0 deletions(-) rename notebooks/{1_123_GenerateWaterbodiesUsingTileswithOCeanFiltering.ipynb => 02_GeneratePolygonsUsingTiles.ipynb} (100%) rename notebooks/{02_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb => 1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb} (100%) rename notebooks/{02_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb => 1_2_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb} (100%) diff --git a/notebooks/1_123_GenerateWaterbodiesUsingTileswithOCeanFiltering.ipynb b/notebooks/02_GeneratePolygonsUsingTiles.ipynb similarity index 100% rename from notebooks/1_123_GenerateWaterbodiesUsingTileswithOCeanFiltering.ipynb rename to notebooks/02_GeneratePolygonsUsingTiles.ipynb diff --git a/notebooks/02_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb b/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb similarity index 100% rename from notebooks/02_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb rename to notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb diff --git a/notebooks/02_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb b/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb similarity index 100% rename from notebooks/02_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb rename to notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb From 9800d2ceaffebe282dc172ba1db6d0074ff38eed Mon Sep 17 00:00:00 2001 From: Caitlin Adams Date: Thu, 12 Oct 2023 03:36:54 +0000 Subject: [PATCH 003/130] rename files in order of use --- ...lygonsUsingTiles.ipynb => 01_GeneratePolygonsUsingTiles.ipynb} | 0 ...ileBoundaries.ipynb => 02_MergePolygonsAtTileBoundaries.ipynb} | 0 notebooks/{04_ApplyFilters.ipynb => 03_ApplyFilters.ipynb} | 0 ...WriteFinalWaterbodies.ipynb => 04_WriteFinalWaterbodies.ipynb} | 0 notebooks/{01_GetDatasetIDs.ipynb => 1_1_GetDatasetIDs.ipynb} | 0 5 files changed, 0 insertions(+), 0 deletions(-) rename notebooks/{02_GeneratePolygonsUsingTiles.ipynb => 01_GeneratePolygonsUsingTiles.ipynb} (100%) rename notebooks/{03_MergePolygonsAtTileBoundaries.ipynb => 02_MergePolygonsAtTileBoundaries.ipynb} (100%) rename notebooks/{04_ApplyFilters.ipynb => 03_ApplyFilters.ipynb} (100%) rename notebooks/{05_WriteFinalWaterbodies.ipynb => 04_WriteFinalWaterbodies.ipynb} (100%) rename notebooks/{01_GetDatasetIDs.ipynb => 1_1_GetDatasetIDs.ipynb} (100%) diff --git a/notebooks/02_GeneratePolygonsUsingTiles.ipynb b/notebooks/01_GeneratePolygonsUsingTiles.ipynb similarity index 100% rename from notebooks/02_GeneratePolygonsUsingTiles.ipynb rename to notebooks/01_GeneratePolygonsUsingTiles.ipynb diff --git a/notebooks/03_MergePolygonsAtTileBoundaries.ipynb b/notebooks/02_MergePolygonsAtTileBoundaries.ipynb similarity index 100% rename from notebooks/03_MergePolygonsAtTileBoundaries.ipynb rename to notebooks/02_MergePolygonsAtTileBoundaries.ipynb diff --git a/notebooks/04_ApplyFilters.ipynb b/notebooks/03_ApplyFilters.ipynb similarity index 100% rename from notebooks/04_ApplyFilters.ipynb rename to notebooks/03_ApplyFilters.ipynb diff --git a/notebooks/05_WriteFinalWaterbodies.ipynb b/notebooks/04_WriteFinalWaterbodies.ipynb similarity index 100% rename from notebooks/05_WriteFinalWaterbodies.ipynb rename to notebooks/04_WriteFinalWaterbodies.ipynb diff --git a/notebooks/01_GetDatasetIDs.ipynb b/notebooks/1_1_GetDatasetIDs.ipynb similarity index 100% rename from notebooks/01_GetDatasetIDs.ipynb rename to notebooks/1_1_GetDatasetIDs.ipynb From c3561f6d7ef201d9feb8bb75dba29f9885d4f547 Mon Sep 17 00:00:00 2001 From: Caitlin Adams Date: Thu, 12 Oct 2023 23:41:53 +0000 Subject: [PATCH 004/130] Change notebooks to use raster processing --- notebooks/01_GeneratePolygonsUsingTiles.ipynb | 13 +- .../02_MergePolygonsAtTileBoundaries.ipynb | 215 ++++-------------- notebooks/03_ApplyFilters.ipynb | 149 +++--------- 3 files changed, 90 insertions(+), 287 deletions(-) diff --git a/notebooks/01_GeneratePolygonsUsingTiles.ipynb b/notebooks/01_GeneratePolygonsUsingTiles.ipynb index 77f2808..7473a87 100644 --- a/notebooks/01_GeneratePolygonsUsingTiles.ipynb +++ b/notebooks/01_GeneratePolygonsUsingTiles.ipynb @@ -52,8 +52,6 @@ "metadata": {}, "outputs": [], "source": [ - "import os\n", - "\n", "# These are the default AWS configurations for the Analysis Sandbox.\n", "# that are set in the environmnet variables.\n", "aws_default_config = {\n", @@ -467,8 +465,17 @@ "source": [ "# Get the extents for each tile.\n", "crs = grid_workflow.grid_spec.crs\n", + "filtered_tiles_ids = [tile[0] for tile in filtered_tiles.items()]\n", "filtered_tiles_extents_geoms = [tile[1].geobox.extent.geom for tile in filtered_tiles.items()]\n", - "filtered_tiles_extents_gdf = gpd.GeoDataFrame(geometry=filtered_tiles_extents_geoms, crs=crs)" + "filtered_tiles_extents_gdf = gpd.GeoDataFrame({\"tileid\":filtered_tiles_ids, \"geometry\":filtered_tiles_extents_geoms}, crs=crs)\n", + "\n", + "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", + "filtered_tiles_extents_fp = os.path.join(\n", + " output_directory, \"tile_boundaries.parquet\"\n", + ")\n", + "\n", + "filtered_tiles_extents_gdf.to_parquet(filtered_tiles_extents_fp)\n", + "_log.info(f\"Tile boundaries written to {filtered_tiles_extents_fp}\")" ] }, { diff --git a/notebooks/02_MergePolygonsAtTileBoundaries.ipynb b/notebooks/02_MergePolygonsAtTileBoundaries.ipynb index 2818096..b9d59e1 100644 --- a/notebooks/02_MergePolygonsAtTileBoundaries.ipynb +++ b/notebooks/02_MergePolygonsAtTileBoundaries.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "26660d9f-cd3c-4d3c-903e-4180eaec0532", "metadata": {}, "outputs": [], @@ -15,18 +15,16 @@ "import pandas as pd\n", "from deafrica_waterbodies.cli.logs import logging_setup\n", "from deafrica_waterbodies.io import find_parquet_files\n", - "from deafrica_waterbodies.make_polygons import merge_polygons_at_dataset_boundaries" + "from deafrica_waterbodies.make_polygons import merge_polygons_at_tile_boundaries" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "6b561b0c-0d09-4114-a788-f7a6813b69ed", "metadata": {}, "outputs": [], "source": [ - "import os\n", - "\n", "# These are the default AWS configurations for the Analysis Sandbox.\n", "# that are set in the environmnet variables.\n", "aws_default_config = {\n", @@ -46,18 +44,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "d8a96c75-bf14-49c5-a633-5f24cd7ec93f", "metadata": {}, "outputs": [], "source": [ "verbose = 1\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2\"" + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "a7621524-43f3-4c9f-ab47-91c109d5e96c", "metadata": {}, "outputs": [], @@ -69,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "d930428c-fa94-46d3-b829-43263dc25e72", "metadata": {}, "outputs": [], @@ -80,202 +78,78 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "b64b8f71-6a9d-495a-adb0-7d146df5a0c9", "metadata": {}, "outputs": [], "source": [ "# Directory containing the water body polygons generated from\n", "# thresholding WOfS All time summary datasets.\n", - "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")" + "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")\n", + "filtered_tiles_extents_gdf_fp = os.path.join(output_directory, \"tile_boundaries.parquet\")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "d199cc4c-5d68-4480-9490-d3d46f34fd1b", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:46:36,671] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n", - "[2023-10-06 18:46:36,869] {2643269420.py:3} INFO - Found 74 parquet files for the primary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ - "# Find all parquet files for the primary threshold.\n", - "primary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*primary.*\")\n", - "_log.info(f\"Found {len(primary_threshold_polygons_paths)} parquet files for the primary threshold polygons.\")" + "# Find all parquet files for the raster processed polygons\n", + "raster_polygon_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*raster_polygons.*\")\n", + "_log.info(f\"Found {len(raster_polygon_paths)} parquet files for the raster polygons.\")" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "4db44721-ab19-487b-9ede-cb8fb36b986d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:46:36,874] {370454188.py:2} INFO - Loading the primary threshold polygons parquet files..\n", - "[2023-10-06 18:46:43,989] {370454188.py:9} INFO - Found 42891 primary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ - "# Load all the primary threshold polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the primary threshold polygons parquet files..\")\n", - "primary_threshold_polygons_list = []\n", - "for path in primary_threshold_polygons_paths:\n", + "# Load all the polygons into a single GeoDataFrame.\n", + "_log.info(\"Loading the raster polygons parquet files..\")\n", + "raster_polygon_polygons_list = []\n", + "for path in raster_polygon_paths:\n", " gdf = gpd.read_parquet(path)\n", - " primary_threshold_polygons_list.append(gdf)\n", + " raster_polygon_polygons_list.append(gdf)\n", "\n", - "primary_threshold_polygons = pd.concat(primary_threshold_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(primary_threshold_polygons)} primary threshold polygons.\")" + "raster_polygons = pd.concat(raster_polygon_polygons_list, ignore_index=True)\n", + "_log.info(f\"Found {len(raster_polygons)} raster polygons.\")" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "700846f1-d3f3-4add-93a3-5245879a7412", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:46:43,994] {592751505.py:1} INFO - Merging primary threshold waterbody polygons located at dataset/scene boundaries...\n", - "[2023-10-06 18:46:48,837] {592751505.py:3} INFO - Primary threshold polygons count 42750.\n" - ] - } - ], - "source": [ - "_log.info(\"Merging primary threshold waterbody polygons located at dataset/scene boundaries...\")\n", - "primary_threshold_polygons_merged = merge_polygons_at_dataset_boundaries(primary_threshold_polygons)\n", - "_log.info(f\"Primary threshold polygons count {len(primary_threshold_polygons_merged)}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "80ff255c-48fd-47e9-9304-35ca88971bf7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:46:48,843] {2868347883.py:1} INFO - Writing primary threshold polygons merged at dataset boundaries to disk..\n", - "[2023-10-06 18:46:49,192] {2868347883.py:7} INFO - Polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/primary_threshold_polygons_merged_at_ds_boundaries.parquet\n" - ] - } - ], - "source": [ - "_log.info(\"Writing primary threshold polygons merged at dataset boundaries to disk..\")\n", - "primary_threshold_polygons_output_fp = os.path.join(\n", - " output_directory, \"primary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", - ")\n", - "\n", - "primary_threshold_polygons_merged.to_parquet(primary_threshold_polygons_output_fp)\n", - "_log.info(f\"Polygons written to {primary_threshold_polygons_output_fp}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "3cc50c6c-aeab-4322-8192-422e66b7999f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:46:49,257] {1989755468.py:3} INFO - Found 74 parquet files for the secondary threshold polygons.\n" - ] - } - ], - "source": [ - "# Find all parquet files for the secondary threshold.\n", - "secondary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*secondary.*\")\n", - "_log.info(f\"Found {len(secondary_threshold_polygons_paths)} parquet files for the secondary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "c36e5f38-72f4-49d0-bad8-d8ce70491ff5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:46:49,263] {4278796675.py:2} INFO - Loading the secondary threshold polygons parquet files...\n", - "[2023-10-06 18:46:56,650] {4278796675.py:9} INFO - Found 81839 secondary threshold polygons.\n" - ] - } - ], + "outputs": [], "source": [ - "# Load all the secondary threshold polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the secondary threshold polygons parquet files...\")\n", - "secondary_threshold_polygons_list = []\n", - "for path in secondary_threshold_polygons_paths:\n", - " gdf = gpd.read_parquet(path)\n", - " secondary_threshold_polygons_list.append(gdf)\n", + "_log.info(\"Loading tile boundaries....\")\n", + "filtered_tiles_extents_gdf = gpd.read_parquet(filtered_tiles_extents_gdf_fp)\n", "\n", - "secondary_threshold_polygons = pd.concat(secondary_threshold_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(secondary_threshold_polygons)} secondary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "f3586fd3-7f27-4574-8af8-2a689b7f25c7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:46:56,655] {4276071991.py:1} INFO - Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\n", - "[2023-10-06 18:47:07,515] {4276071991.py:3} INFO - Secondary threshold polygons count 81635.\n" - ] - } - ], - "source": [ - "_log.info(\"Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\")\n", - "secondary_threshold_polygons_merged = merge_polygons_at_dataset_boundaries(secondary_threshold_polygons)\n", - "_log.info(f\"Secondary threshold polygons count {len(secondary_threshold_polygons_merged)}.\")" + "_log.info(\"Merging raster waterbody polygons located at tile boundaries...\")\n", + "raster_polygons_merged = merge_polygons_at_tile_boundaries(\n", + " raster_polygons, filtered_tiles_extents_gdf\n", + ")\n", + "_log.info(f\"Raster polygons count {len(raster_polygons_merged)}.\")" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "7e0dd3b6-c6ef-42e9-aa48-857b7efe69cf", + "execution_count": null, + "id": "80ff255c-48fd-47e9-9304-35ca88971bf7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:47:07,520] {3813904110.py:1} INFO - Writing secondary threshold polygons merged at dataset boundaries to disk..\n", - "[2023-10-06 18:47:08,095] {3813904110.py:8} INFO - Polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/secondary_threshold_polygons_merged_at_ds_boundaries.parquet\n" - ] - } - ], + "outputs": [], "source": [ - "_log.info(\"Writing secondary threshold polygons merged at dataset boundaries to disk..\")\n", - "secondary_threshold_polygons_output_fp = os.path.join(\n", - " output_directory, \"secondary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", + "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", + "raster_polygons_output_fp = os.path.join(\n", + " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", ")\n", "\n", - "secondary_threshold_polygons_merged.to_parquet(secondary_threshold_polygons_output_fp)\n", - "\n", - "_log.info(f\"Polygons written to {secondary_threshold_polygons_output_fp}\")" + "raster_polygons_merged.to_parquet(raster_polygons_output_fp)\n", + "_log.info(f\"Polygons written to {raster_polygons_output_fp}\")" ] } ], @@ -296,6 +170,13 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } } }, "nbformat": 4, diff --git a/notebooks/03_ApplyFilters.ipynb b/notebooks/03_ApplyFilters.ipynb index 8c8ad44..a73b88e 100644 --- a/notebooks/03_ApplyFilters.ipynb +++ b/notebooks/03_ApplyFilters.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "cdabd764-0960-4bcd-84f5-e007852c3869", "metadata": {}, "outputs": [], @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "3af67100-ff19-440f-b6e5-fe5724244ee5", "metadata": {}, "outputs": [], @@ -52,25 +52,25 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "7acc8246-b844-4e92-bc15-204bb54702e8", "metadata": {}, "outputs": [], "source": [ "verbose = 1\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", "min_polygon_size = 4500 # 5 pixels\n", "max_polygon_size = math.inf\n", "land_sea_mask_fp = \"\"\n", "major_rivers_mask_fp = \"\"\n", "urban_mask_fp = \"\"\n", - "handle_large_polygons = \"nothing\"\n", + "handle_large_polygons = \"erode_dialate_v2\"\n", "pp_test_threshold = 0.005" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "32a30849-c86a-4b8a-947c-cc12245d618f", "metadata": {}, "outputs": [], @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "1670f7c9-b5bf-4c41-b1c7-150da3728985", "metadata": {}, "outputs": [], @@ -93,20 +93,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "e1a0e9e0-2af9-473c-bdd2-65b4d64032f2", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:47:20,768] {7015612.py:2} INFO - Loading primary and secondary threshold polygons...\n", - "[2023-10-06 18:47:21,486] {7015612.py:13} INFO - Primary threshold polygons count 42750.\n", - "[2023-10-06 18:47:21,487] {7015612.py:14} INFO - Secondary threshold polygons count 81635.\n" - ] - } - ], + "outputs": [], "source": [ "# Load the primary and secondary threshold polygons\n", "_log.info(\"Loading primary and secondary threshold polygons...\")\n", @@ -126,23 +116,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "8d08d600-b0ab-41c8-a2fa-43a6015609d5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:47:21,493] {filters.py:127} INFO - Filtering primary threshold polygons by minimum area 4500 and max area inf...\n", - "[2023-10-06 18:47:21,506] {filters.py:139} INFO - Filtered out 31040 primary threshold polygons.\n", - "[2023-10-06 18:47:21,506] {filters.py:146} INFO - Filtering secondary threshold polygons by max area inf...\n", - "[2023-10-06 18:47:21,530] {filters.py:153} INFO - Filtered out 0 secondary threshold polygons.\n", - "[2023-10-06 18:47:21,837] {87560456.py:15} INFO - Area filtered primary threshold polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/area_filtered_primary_threshold_polygons.parquet\n", - "[2023-10-06 18:47:22,393] {87560456.py:21} INFO - Area filtered secondary threshold polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/area_filtered_secondary_threshold_polygons.parquet\n" - ] - } - ], + "outputs": [], "source": [ "(\n", " area_filtered_primary_threshold_polygons,\n", @@ -169,20 +146,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "aa18c51c-3e1a-44a9-80ce-17fcce0422fe", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:47:22,399] {filters.py:225} INFO - Skipping filtering out ocean polygons step.\n", - "[2023-10-06 18:47:22,743] {2722900615.py:12} INFO - Ocean filtered primary threshold polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/inland_primary_threshold_polygons.parquet\n", - "[2023-10-06 18:47:23,347] {2722900615.py:16} INFO - Ocean filtered secondary threshold polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/inland_secondary_threshold_polygons.parquet\n" - ] - } - ], + "outputs": [], "source": [ "(\n", " inland_primary_threshold_polygons,\n", @@ -204,20 +171,10 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "3f52b2bf-5fda-4eec-bddd-9603fb3775dc", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:47:23,353] {filters.py:294} INFO - Skipping filtering out CBDs step.\n", - "[2023-10-06 18:47:23,662] {2340062003.py:15} INFO - CBDs filtered primary threshold polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/cbd_filtered_primary_threshold_polygons.parquet\n", - "[2023-10-06 18:47:24,170] {2340062003.py:21} INFO - CBDs filtered secondary threshold polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/cbd_filtered_secondary_threshold_polygons.parquet\n" - ] - } - ], + "outputs": [], "source": [ "(\n", " cbd_filtered_primary_threshold_polygons,\n", @@ -244,22 +201,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "d65e3f21-228c-4856-b065-50157421bce0", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:47:24,176] {filters.py:319} INFO - Merging the primary threshold and secondary threshold polygons...\n", - "[2023-10-06 18:49:10,808] {filters.py:340} INFO - Waterbody polygons count after merge: 7164.\n", - "[2023-10-06 18:49:11,201] {:9} INFO - Merged waterbody polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/merged_polygons.parquet\n", - "CPU times: user 1min 46s, sys: 463 ms, total: 1min 46s\n", - "Wall time: 1min 47s\n" - ] - } - ], + "outputs": [], "source": [ "%%time\n", "# Merge the primary and secondary threshold polygons.\n", @@ -275,19 +220,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "a2c4dc2a-e6d6-46f2-becf-912802d68344", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:49:11,209] {filters.py:384} INFO - Skipping filtering out major rivers polygons step.\n", - "[2023-10-06 18:49:11,615] {1532569761.py:7} INFO - Major rivers filtered polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/major_rivers_filtered_polygons.parquet\n" - ] - } - ], + "outputs": [], "source": [ "major_rivers_filtered_polygons = filter_using_major_rivers_mask(\n", " waterbody_polygons=merged_polygons, major_rivers_mask_fp=major_rivers_mask_fp\n", @@ -300,20 +236,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "c2f56b2e-b820-41cb-a8ef-5ba96291d15a", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:49:11,639] {filters.py:458} INFO - You have chosen not to split large polygons. If you meant to use this option, please select one of the following methods: ['erode-dilate-v1', 'erode-dilate-v2'].\n", - "[2023-10-06 18:49:11,640] {2125941619.py:5} INFO - Waterbody polygons count after splitting large polygons 7164.\n", - "[2023-10-06 18:49:12,032] {2125941619.py:9} INFO - Waterbodies with large polygons handled written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/large_polygons_handled_nothing.parquet\n" - ] - } - ], + "outputs": [], "source": [ "# Handle large polygons.\n", "large_polygons_handled = split_large_polygons(\n", @@ -328,20 +254,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "f08e4da4-ba78-48bb-85c6-c4e044cc5f14", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:49:12,042] {filters.py:127} INFO - Filtering primary threshold polygons by minimum area 4500 and max area inf...\n", - "[2023-10-06 18:49:12,054] {filters.py:139} INFO - Filtered out 621 primary threshold polygons.\n", - "[2023-10-06 18:49:12,466] {1618256413.py:12} INFO - Area filtered polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/area_filtered_large_polygons_handled.parquet\n" - ] - } - ], + "outputs": [], "source": [ "# Reapply the size filtering, just to check that all of the split and filtered waterbodies are\n", "# still in the size range we want.\n", @@ -359,18 +275,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "f47fd892-24d0-491b-873e-05ebefb3014d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:49:12,873] {1197084677.py:7} INFO - Filtered waterbody polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/filtered_polygons.parquet\n" - ] - } - ], + "outputs": [], "source": [ "# Return a GeoDataFrame with the geometry column only.\n", "filtered_polygons = gpd.GeoDataFrame(\n", @@ -399,6 +307,13 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } } }, "nbformat": 4, From 0843aaa06426980e3f84c802e41616cfc9430c70 Mon Sep 17 00:00:00 2001 From: Caitlin Adams Date: Fri, 13 Oct 2023 06:18:38 +0000 Subject: [PATCH 005/130] Update filter notebook with required post-processing steps --- notebooks/03_ApplyFilters.ipynb | 243 ++++++++++++++++---------------- 1 file changed, 119 insertions(+), 124 deletions(-) diff --git a/notebooks/03_ApplyFilters.ipynb b/notebooks/03_ApplyFilters.ipynb index a73b88e..ed6b924 100644 --- a/notebooks/03_ApplyFilters.ipynb +++ b/notebooks/03_ApplyFilters.ipynb @@ -13,9 +13,10 @@ "\n", "import click\n", "import geopandas as gpd\n", + "import pandas as pd\n", "from deafrica_waterbodies.cli.logs import logging_setup\n", "from deafrica_waterbodies.filters import (\n", - " filter_by_area,\n", + " #filter_by_area,\n", " filter_using_land_sea_mask,\n", " filter_using_major_rivers_mask,\n", " filter_using_urban_mask,\n", @@ -31,8 +32,6 @@ "metadata": {}, "outputs": [], "source": [ - "import os\n", - "\n", "# These are the default AWS configurations for the Analysis Sandbox.\n", "# that are set in the environmnet variables.\n", "aws_default_config = {\n", @@ -64,7 +63,7 @@ "land_sea_mask_fp = \"\"\n", "major_rivers_mask_fp = \"\"\n", "urban_mask_fp = \"\"\n", - "handle_large_polygons = \"erode_dialate_v2\"\n", + "handle_large_polygons = \"erode-dilate-v2\"\n", "pp_test_threshold = 0.005" ] }, @@ -98,196 +97,192 @@ "metadata": {}, "outputs": [], "source": [ - "# Load the primary and secondary threshold polygons\n", - "_log.info(\"Loading primary and secondary threshold polygons...\")\n", + "# Load the raster polygons\n", + "_log.info(\"Loading raster polygons...\")\n", "\n", - "primary_threshold_polygons_fp = os.path.join(\n", - " output_directory, \"primary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", + "raster_polygons_fp = os.path.join(\n", + " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", ")\n", - "secondary_threshold_polygons_fp = os.path.join(\n", - " output_directory, \"secondary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", - ")\n", - "primary_threshold_polygons = gpd.read_parquet(primary_threshold_polygons_fp)\n", - "secondary_threshold_polygons = gpd.read_parquet(secondary_threshold_polygons_fp)\n", "\n", - "_log.info(f\"Primary threshold polygons count {len(primary_threshold_polygons)}.\")\n", - "_log.info(f\"Secondary threshold polygons count {len(secondary_threshold_polygons)}.\")" + "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", + "\n", + "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "8d08d600-b0ab-41c8-a2fa-43a6015609d5", + "cell_type": "markdown", + "id": "e4356fce-0ce4-4727-9076-eaaba6d6db08", "metadata": {}, - "outputs": [], "source": [ - "(\n", - " area_filtered_primary_threshold_polygons,\n", - " area_filtered_secondary_threshold_polygons,\n", - ") = filter_by_area(\n", - " primary_threshold_polygons=primary_threshold_polygons,\n", - " secondary_threshold_polygons=secondary_threshold_polygons,\n", - " min_polygon_size=min_polygon_size,\n", - " max_polygon_size=max_polygon_size,\n", - ")\n", - "\n", - "area_filtered_primary_threshold_polygons_fp = os.path.join(\n", - " output_directory, \"area_filtered_primary_threshold_polygons.parquet\"\n", - ")\n", - "area_filtered_primary_threshold_polygons.to_parquet(area_filtered_primary_threshold_polygons_fp)\n", - "_log.info(f\"Area filtered primary threshold polygons written to {area_filtered_primary_threshold_polygons_fp}\")\n", + "## To Do\n", "\n", - "area_filtered_secondary_threshold_polygons_fp = os.path.join(\n", - " output_directory, \"area_filtered_secondary_threshold_polygons.parquet\"\n", - ")\n", - "area_filtered_secondary_threshold_polygons.to_parquet(area_filtered_secondary_threshold_polygons_fp)\n", - "_log.info(f\"Area filtered secondary threshold polygons written to {area_filtered_secondary_threshold_polygons_fp}\")" + "1. Run the existing \"erode-dilate-v2\" splitting method on polygons that are larger than 10^8 in area. The code for this is below.\n", + "2. Fix holes in large polygons -- consider isolating to the largest polygons only. You can see an example of the issue over Lake Victoria. This stack overflow page might be of use: https://stackoverflow.com/questions/63317410/how-to-fill-holes-in-multi-polygons-created-when-dissolving-geodataframe-with-ge\n", + "3. Remove polygons that don't meet the area requirements.\n", + "4. Ensure the polygons have all the required attributes (area, perimeter, timeseries csv)" + ] + }, + { + "cell_type": "markdown", + "id": "24a66e88-c7de-45e4-84ab-7f025592c6cb", + "metadata": {}, + "source": [ + "### Run split on large polygons" ] }, { "cell_type": "code", "execution_count": null, - "id": "aa18c51c-3e1a-44a9-80ce-17fcce0422fe", + "id": "55cf3ada-4911-4340-a12e-1cabd284f4c0", "metadata": {}, "outputs": [], "source": [ - "(\n", - " inland_primary_threshold_polygons,\n", - " inland_secondary_threshold_polygons,\n", - ") = filter_using_land_sea_mask(\n", - " primary_threshold_polygons=area_filtered_primary_threshold_polygons,\n", - " secondary_threshold_polygons=area_filtered_secondary_threshold_polygons,\n", - " land_sea_mask_fp=land_sea_mask_fp,\n", - ")\n", - "\n", - "inland_primary_threshold_polygons_fp = os.path.join(output_directory, \"inland_primary_threshold_polygons.parquet\")\n", - "inland_primary_threshold_polygons.to_parquet(inland_primary_threshold_polygons_fp)\n", - "_log.info(f\"Ocean filtered primary threshold polygons written to {inland_primary_threshold_polygons_fp}\")\n", - "\n", - "inland_secondary_threshold_polygons_fp = os.path.join(output_directory, \"inland_secondary_threshold_polygons.parquet\")\n", - "inland_secondary_threshold_polygons.to_parquet(inland_secondary_threshold_polygons_fp)\n", - "_log.info(f\"Ocean filtered secondary threshold polygons written to {inland_secondary_threshold_polygons_fp}\")" + "larger_10tothe8 = raster_polygons.loc[raster_polygons.area >= 10**8, :].copy()" ] }, { "cell_type": "code", "execution_count": null, - "id": "3f52b2bf-5fda-4eec-bddd-9603fb3775dc", + "id": "ea668664-51e3-4dd5-9d7c-92897361391b", "metadata": {}, "outputs": [], "source": [ - "(\n", - " cbd_filtered_primary_threshold_polygons,\n", - " cbd_filtered_secondary_threshold_polygons,\n", - ") = filter_using_urban_mask(\n", - " primary_threshold_polygons=inland_primary_threshold_polygons,\n", - " secondary_threshold_polygons=inland_secondary_threshold_polygons,\n", - " urban_mask_fp=urban_mask_fp,\n", - ")\n", - "\n", - "\n", - "cbd_filtered_primary_threshold_polygons_fp = os.path.join(\n", - " output_directory, \"cbd_filtered_primary_threshold_polygons.parquet\"\n", - ")\n", - "cbd_filtered_primary_threshold_polygons.to_parquet(cbd_filtered_primary_threshold_polygons_fp)\n", - "_log.info(f\"CBDs filtered primary threshold polygons written to {cbd_filtered_primary_threshold_polygons_fp}\")\n", - "\n", - "cbd_filtered_secondary_threshold_polygons_fp = os.path.join(\n", - " output_directory, \"cbd_filtered_secondary_threshold_polygons.parquet\"\n", - ")\n", - "cbd_filtered_secondary_threshold_polygons.to_parquet(cbd_filtered_secondary_threshold_polygons_fp)\n", - "_log.info(f\"CBDs filtered secondary threshold polygons written to {cbd_filtered_secondary_threshold_polygons_fp}\")" + "large_polygons_handled = split_large_polygons(\n", + " waterbody_polygons=larger_10tothe8, pp_thresh=0.005, method=\"erode-dilate-v2\"\n", + ")" ] }, { "cell_type": "code", "execution_count": null, - "id": "d65e3f21-228c-4856-b065-50157421bce0", + "id": "386962d9-2314-4a37-8225-dceb965632c9", "metadata": {}, "outputs": [], "source": [ - "%%time\n", - "# Merge the primary and secondary threshold polygons.\n", - "merged_polygons = merge_primary_and_secondary_threshold_polygons(\n", - " primary_threshold_polygons=cbd_filtered_primary_threshold_polygons,\n", - " secondary_threshold_polygons=cbd_filtered_secondary_threshold_polygons,\n", - ")\n", - "\n", - "merged_polygons_fp = os.path.join(output_directory, \"merged_polygons.parquet\")\n", - "merged_polygons.to_parquet(merged_polygons_fp)\n", - "_log.info(f\"Merged waterbody polygons written to {merged_polygons_fp}\")" + "# To Do: drop the selected polygons from the continental dataset \n", + "# and add back in the newly split polygons. Export to s3" + ] + }, + { + "cell_type": "markdown", + "id": "5e74ac9f-30c1-4650-8a4e-704135c97ea5", + "metadata": {}, + "source": [ + "### Fix holes in large polygons" ] }, { "cell_type": "code", "execution_count": null, - "id": "a2c4dc2a-e6d6-46f2-becf-912802d68344", + "id": "bf88bbbb-d173-4240-9f17-33b7c1503f30", "metadata": {}, "outputs": [], "source": [ - "major_rivers_filtered_polygons = filter_using_major_rivers_mask(\n", - " waterbody_polygons=merged_polygons, major_rivers_mask_fp=major_rivers_mask_fp\n", - ")\n", + "# To Do: investigate geopandas approach, otherwise, could do this in GIS" + ] + }, + { + "cell_type": "markdown", + "id": "fe252e1c-c35a-4e31-ad59-021721111460", + "metadata": {}, + "source": [ + "### Remove small polygons\n", "\n", - "major_rivers_filtered_polygons_fp = os.path.join(output_directory, \"major_rivers_filtered_polygons.parquet\")\n", - "major_rivers_filtered_polygons.to_parquet(major_rivers_filtered_polygons_fp)\n", - "_log.info(f\"Major rivers filtered polygons written to {major_rivers_filtered_polygons_fp}\")" + "Have redefined the function in this notebook to work on the combined raster polygons. The original function could be updated in the filters.py file once we know it's working as expected" ] }, { "cell_type": "code", "execution_count": null, - "id": "c2f56b2e-b820-41cb-a8ef-5ba96291d15a", + "id": "f0e22917-0bf3-475a-a975-d665ae54d54d", "metadata": {}, "outputs": [], "source": [ - "# Handle large polygons.\n", - "large_polygons_handled = split_large_polygons(\n", - " waterbody_polygons=major_rivers_filtered_polygons, pp_thresh=pp_test_threshold, method=handle_large_polygons\n", - ")\n", - "_log.info(f\"Waterbody polygons count after splitting large polygons {len(large_polygons_handled)}.\")\n", + "def filter_by_area(\n", + " raster_polygons: gpd.GeoDataFrame | None,\n", + " min_polygon_size: float = 4500,\n", + " max_polygon_size: float = math.inf,\n", + ") -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]:\n", + " \"\"\"\n", + " Filter the primary and secondary threshold polygons using the minimum and\n", + " maximum area.\n", "\n", - "large_polygons_handled_fp = os.path.join(output_directory, f\"large_polygons_handled_{handle_large_polygons}.parquet\")\n", - "large_polygons_handled.to_parquet(large_polygons_handled_fp)\n", - "_log.info(f\"Waterbodies with large polygons handled written to {large_polygons_handled_fp}\")" + " Parameters\n", + " ----------\n", + " raster_polygons : gpd.GeoDataFrame\n", + " secondary_threshold_polygons : gpd.GeoDataFrame\n", + " min_polygon_size : float, optional\n", + " Minimum area of a waterbody polygon to be included in the output polygons, by default 4500\n", + " max_polygon_size : float, optional\n", + " Maximum area of a waterbody polygon to be included in the output polygons, by default math.inf\n", + "\n", + " Returns\n", + " -------\n", + " tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]:\n", + " The area filtered primary threshold polygons and the area filtered\n", + " secondary threshold polygons.\n", + " \"\"\"\n", + "\n", + " if raster_polygons is not None:\n", + " _log.info(\n", + " f\"Filtering primary threshold polygons by minimum area {min_polygon_size} and max area {max_polygon_size}...\"\n", + " )\n", + "\n", + " raster_polygons[\"area\"] = pd.to_numeric(raster_polygons.area)\n", + " area_filtered_raster_polygons = raster_polygons.loc[\n", + " (\n", + " (raster_polygons[\"area\"] > min_polygon_size)\n", + " & (raster_polygons[\"area\"] <= max_polygon_size)\n", + " )\n", + " ]\n", + " area_filtered_raster_polygons.reset_index(drop=True, inplace=True)\n", + " _log.info(\n", + " f\"Filtered out {len(raster_polygons) - len(area_filtered_raster_polygons)} primary threshold polygons.\"\n", + " )\n", + " else:\n", + " area_filtered_raster_polygons = None\n", + "\n", + " return area_filtered_raster_polygons" ] }, { "cell_type": "code", "execution_count": null, - "id": "f08e4da4-ba78-48bb-85c6-c4e044cc5f14", + "id": "a1a79021-4379-41cf-973d-5d9a593786bb", "metadata": {}, "outputs": [], "source": [ - "# Reapply the size filtering, just to check that all of the split and filtered waterbodies are\n", - "# still in the size range we want.\n", - "area_filtered_large_polygons_handled, _ = filter_by_area(\n", - " primary_threshold_polygons=large_polygons_handled,\n", - " secondary_threshold_polygons=None,\n", + "# To Do: Filter final cleaned polygons by area and export parquet to s3\n", + "\n", + "area_filtered_raster_polygons = filter_by_area(\n", + " raster_polygons, \n", " min_polygon_size=min_polygon_size,\n", " max_polygon_size=max_polygon_size,\n", ")\n", "\n", - "area_filtered_large_polygons_handled_fp = os.path.join(output_directory, \"area_filtered_large_polygons_handled.parquet\")\n", - "area_filtered_large_polygons_handled.to_parquet(area_filtered_large_polygons_handled_fp)\n", - "_log.info(f\"Area filtered polygons written to {area_filtered_large_polygons_handled_fp}\")" + "area_filtered_raster_polygons_fp = os.path.join(\n", + " output_directory, \"area_filtered_raster_polygons.parquet\"\n", + ")\n", + "area_filtered_raster_polygons.to_parquet(area_filtered_raster_polygons_fp)\n", + "_log.info(f\"Area filtered primary threshold polygons written to {area_filtered_raster_polygons_fp}\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "f35e301e-8591-4418-a91f-747952d953f0", + "metadata": {}, + "source": [ + "### Add required attributes and then export to s3\n", + "Once the file is generated with the necessary attributes, ask Leon to upload it to the GeoServer (replace the existing senegal basin file, keeping the same name). " ] }, { "cell_type": "code", "execution_count": null, - "id": "f47fd892-24d0-491b-873e-05ebefb3014d", + "id": "54410f6f-3ff7-457a-9e56-156128815a74", "metadata": {}, "outputs": [], - "source": [ - "# Return a GeoDataFrame with the geometry column only.\n", - "filtered_polygons = gpd.GeoDataFrame(\n", - " geometry=area_filtered_large_polygons_handled[\"geometry\"], crs=area_filtered_large_polygons_handled.crs\n", - ")\n", - "filtered_polygons_fp = os.path.join(output_directory, \"filtered_polygons.parquet\")\n", - "filtered_polygons.to_parquet(filtered_polygons_fp)\n", - "_log.info(f\"Filtered waterbody polygons written to {filtered_polygons_fp}\")" - ] + "source": [] } ], "metadata": { From 9208296fa60f645b8d448067851c703e2609fca7 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 15:55:32 +0300 Subject: [PATCH 006/130] Update check_wetness_threshold --- deafrica_waterbodies/make_polygons.py | 25 +++++++++++++++---------- 1 file changed, 15 insertions(+), 10 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 6522582..34d5799 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -32,8 +32,10 @@ def check_wetness_thresholds(minimum_wet_thresholds: list) -> str: Parameters ---------- minimum_wet_thresholds : list - A list containing the primary and secondary thresholds, with the secondary + A list containing the extent and detection thresholds, with the extent threshold listed first. + The location of water body polygons is set by the detection threshold, + but the shape/exent of the water body polygons is set by the extent threshold. Returns ------- @@ -41,25 +43,28 @@ def check_wetness_thresholds(minimum_wet_thresholds: list) -> str: Validation message """ - # Test whether the wetness threshold has been correctly set. + extent_threshold = minimum_wet_thresholds[0] + detection_threshold = minimum_wet_thresholds[-1] - if minimum_wet_thresholds[0] > minimum_wet_thresholds[-1]: - _log.error("Primary threshold value is less than the secondary threshold.") + if extent_threshold > detection_threshold: + _log.error( + f"Detection threshold {detection_threshold} is less than the extent threshold {extent_threshold}." + ) error_msg = ( "We will be running a hybrid wetness threshold. " - "Please ensure that the primary threshold has a higher value than the " - "secondary threshold. \n" + "Please ensure that the detection threshold has a higher value than the " + "extent threshold. \n" ) raise ValueError(error_msg) else: print_msg = ( "We will be running a hybrid wetness threshold. \n" - f"**You have set {minimum_wet_thresholds[-1]} as the " - "primary threshold, which will define the location of the waterbody " - f"polygons \n with {minimum_wet_thresholds[0]} set as the supplementary " + f"**You have set {detection_threshold} as the " + "primary threshold, which will define the location of the water body " + f"polygons \n with {extent_threshold} set as the supplementary " "threshold, which will define the extent/shape of the waterbody polygons.**" ) - return print_msg + return print_msg def merge_polygons_at_dataset_boundaries(waterbody_polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: From 4bdc76a7e9b212b73c37d6f277fa4698434311db Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 15:57:33 +0300 Subject: [PATCH 007/130] minor update --- deafrica_waterbodies/make_polygons.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 34d5799..79d9fa5 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -60,8 +60,8 @@ def check_wetness_thresholds(minimum_wet_thresholds: list) -> str: print_msg = ( "We will be running a hybrid wetness threshold. \n" f"**You have set {detection_threshold} as the " - "primary threshold, which will define the location of the water body " - f"polygons \n with {extent_threshold} set as the supplementary " + "location threshold, which will define the location of the water body " + f"polygons \n with {extent_threshold} set as the extent " "threshold, which will define the extent/shape of the waterbody polygons.**" ) return print_msg From 3031ffd5e9941d3664b56bfa7a7df7f0529795f7 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 16:36:15 +0300 Subject: [PATCH 008/130] Update check_wetness_thresholds to handle 1 threshold --- deafrica_waterbodies/make_polygons.py | 59 +++++++++++++++++++-------- 1 file changed, 42 insertions(+), 17 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 79d9fa5..4ff0f29 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -43,27 +43,52 @@ def check_wetness_thresholds(minimum_wet_thresholds: list) -> str: Validation message """ + assert 0 < len(minimum_wet_thresholds) <= 2 + extent_threshold = minimum_wet_thresholds[0] detection_threshold = minimum_wet_thresholds[-1] - if extent_threshold > detection_threshold: - _log.error( - f"Detection threshold {detection_threshold} is less than the extent threshold {extent_threshold}." - ) - error_msg = ( - "We will be running a hybrid wetness threshold. " - "Please ensure that the detection threshold has a higher value than the " - "extent threshold. \n" - ) - raise ValueError(error_msg) + # Check for correct value type. + assert extent_threshold is not None + assert detection_threshold is not None + + assert type(extent_threshold) is float or int + assert type(detection_threshold) is float or int + + if len(minimum_wet_thresholds) == 2: + if extent_threshold > detection_threshold: + _log.error( + f"Detection threshold {detection_threshold} is less than the extent threshold {extent_threshold}." + ) + error_msg = ( + "We will be running a hybrid wetness threshold. " + "Please ensure that the detection threshold has a higher value than the " + "extent threshold. \n" + ) + raise ValueError(error_msg) + elif extent_threshold == detection_threshold: + _log.error( + f"Detection threshold {detection_threshold} is equal to the extent threshold {extent_threshold}." + ) + error_msg = ( + "We will be running a hybrid wetness threshold. " + "Please ensure that the detection threshold has a higher value than the " + "extent threshold. \n" + ) + raise ValueError(error_msg) + else: + print_msg = ( + "We will be running a hybrid wetness threshold. \n" + f"**You have set {detection_threshold} as the " + "location threshold, which will define the location of the water body " + f"polygons \n with {extent_threshold} set as the extent " + "threshold, which will define the extent/shape of the waterbody polygons.**" + ) else: - print_msg = ( - "We will be running a hybrid wetness threshold. \n" - f"**You have set {detection_threshold} as the " - "location threshold, which will define the location of the water body " - f"polygons \n with {extent_threshold} set as the extent " - "threshold, which will define the extent/shape of the waterbody polygons.**" - ) + print_msg = f"""You have not set up the hybrid threshold option. If you + meant to use this option, please set this option by including two wetness thresholds. + The wetness threshold we will use is {detection_threshold}""" + return print_msg From ba5fb94d950496f773f360dd084d03f8b3de940c Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 16:40:48 +0300 Subject: [PATCH 009/130] fix assertions --- deafrica_waterbodies/make_polygons.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 4ff0f29..f82b460 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -52,8 +52,8 @@ def check_wetness_thresholds(minimum_wet_thresholds: list) -> str: assert extent_threshold is not None assert detection_threshold is not None - assert type(extent_threshold) is float or int - assert type(detection_threshold) is float or int + assert isinstance(extent_threshold, float) or isinstance(extent_threshold, int) + assert isinstance(detection_threshold, float) or isinstance(detection_threshold, int) if len(minimum_wet_thresholds) == 2: if extent_threshold > detection_threshold: From b3275ae2da0f63da34b8e3746cafa85f8c92b790 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 16:47:31 +0300 Subject: [PATCH 010/130] minor fixes --- deafrica_waterbodies/make_polygons.py | 32 +++++++++++---------------- 1 file changed, 13 insertions(+), 19 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index f82b460..c191840 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -58,32 +58,26 @@ def check_wetness_thresholds(minimum_wet_thresholds: list) -> str: if len(minimum_wet_thresholds) == 2: if extent_threshold > detection_threshold: _log.error( - f"Detection threshold {detection_threshold} is less than the extent threshold {extent_threshold}." - ) - error_msg = ( - "We will be running a hybrid wetness threshold. " - "Please ensure that the detection threshold has a higher value than the " - "extent threshold. \n" + f"""Detection threshold {detection_threshold} is less than + the extent threshold {extent_threshold}.""" ) + error_msg = """We will be running a hybrid wetness threshold. Please + ensure that the detection threshold has a higher value than the + extent threshold.""" raise ValueError(error_msg) elif extent_threshold == detection_threshold: _log.error( - f"Detection threshold {detection_threshold} is equal to the extent threshold {extent_threshold}." - ) - error_msg = ( - "We will be running a hybrid wetness threshold. " - "Please ensure that the detection threshold has a higher value than the " - "extent threshold. \n" + f"""Detection threshold {detection_threshold} is equal to + the extent threshold {extent_threshold}.""" ) + error_msg = """We will be running a hybrid wetness threshold. Please + ensure that the detection threshold has a higher value than the extent threshold.""" raise ValueError(error_msg) else: - print_msg = ( - "We will be running a hybrid wetness threshold. \n" - f"**You have set {detection_threshold} as the " - "location threshold, which will define the location of the water body " - f"polygons \n with {extent_threshold} set as the extent " - "threshold, which will define the extent/shape of the waterbody polygons.**" - ) + print_msg = f"""We will be running a hybrid wetness threshold. You have + set {detection_threshold} as the location threshold, which will define + the location of the water body polygons and set {extent_threshold} + as the extent threshold, which will define the extent/shape of the waterbody polygons.""" else: print_msg = f"""You have not set up the hybrid threshold option. If you meant to use this option, please set this option by including two wetness thresholds. From 5878933e257b7871222650085c8965191afee48b Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 17:25:20 +0300 Subject: [PATCH 011/130] Replace check_wetness_thresholds with set_wetness_thresholds --- deafrica_waterbodies/make_polygons.py | 77 +++++++++++---------------- 1 file changed, 31 insertions(+), 46 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index c191840..5207b93 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -25,65 +25,50 @@ _log = logging.getLogger(__name__) -def check_wetness_thresholds(minimum_wet_thresholds: list) -> str: +def set_wetness_thresholds( + detection_threshold: int | float = 0.1, extent_threshold: int | float = 0.05 +) -> list: """ - Function to validate the wetness thresholds. + Function to set and validate the minimum frequency for water a pixel must have + to be included. Parameters ---------- - minimum_wet_thresholds : list - A list containing the extent and detection thresholds, with the extent - threshold listed first. - The location of water body polygons is set by the detection threshold, - but the shape/exent of the water body polygons is set by the extent threshold. + detection_threshold : int | float + Threshold used to set the location of the water body polygons. + extent_threshold : int | float + Threshold used to set the shape/extent of the water body polygons. Returns ------- - str - Validation message - + list + A list containing the extent and detection thresholds with the extent + threshold listed first. """ - assert 0 < len(minimum_wet_thresholds) <= 2 - - extent_threshold = minimum_wet_thresholds[0] - detection_threshold = minimum_wet_thresholds[-1] - # Check for correct value type. - assert extent_threshold is not None assert detection_threshold is not None - - assert isinstance(extent_threshold, float) or isinstance(extent_threshold, int) + assert extent_threshold is not None assert isinstance(detection_threshold, float) or isinstance(detection_threshold, int) + assert isinstance(extent_threshold, float) or isinstance(extent_threshold, int) - if len(minimum_wet_thresholds) == 2: - if extent_threshold > detection_threshold: - _log.error( - f"""Detection threshold {detection_threshold} is less than - the extent threshold {extent_threshold}.""" - ) - error_msg = """We will be running a hybrid wetness threshold. Please - ensure that the detection threshold has a higher value than the - extent threshold.""" - raise ValueError(error_msg) - elif extent_threshold == detection_threshold: - _log.error( - f"""Detection threshold {detection_threshold} is equal to - the extent threshold {extent_threshold}.""" - ) - error_msg = """We will be running a hybrid wetness threshold. Please - ensure that the detection threshold has a higher value than the extent threshold.""" - raise ValueError(error_msg) - else: - print_msg = f"""We will be running a hybrid wetness threshold. You have - set {detection_threshold} as the location threshold, which will define - the location of the water body polygons and set {extent_threshold} - as the extent threshold, which will define the extent/shape of the waterbody polygons.""" - else: - print_msg = f"""You have not set up the hybrid threshold option. If you - meant to use this option, please set this option by including two wetness thresholds. - The wetness threshold we will use is {detection_threshold}""" + # Check values. + assert 0 <= detection_threshold <= 1 + assert 0 <= extent_threshold <= 1 - return print_msg + if extent_threshold > detection_threshold: + _log.error( + f"Detection threshold {detection_threshold} is less than the extent threshold {extent_threshold}." + ) + error_msg = """We will be running a hybrid wetness threshold. + Please ensure that the detection threshold has a higher value than the extent threshold.""" + raise ValueError(error_msg) + else: + _log.info( + f"""We will be running a hybrid wetness threshold. + You have set {detection_threshold} as the location threshold, which will define the location of the water body polygons. + You have set {extent_threshold} as the extent threshold, which will define the extent/shape of the water body polygons.""" + ) + return [extent_threshold, detection_threshold] def merge_polygons_at_dataset_boundaries(waterbody_polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: From 4f1a293568a60b6f54af4ce34383b2d3c73624b8 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 18:14:24 +0300 Subject: [PATCH 012/130] Add the load_wofs_frequency function --- deafrica_waterbodies/make_polygons.py | 94 +++++++++------------------ 1 file changed, 30 insertions(+), 64 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 5207b93..73d49dd 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -17,6 +17,7 @@ import numpy as np import pandas as pd import shapely +import xarray as xr from datacube.testutils.io import rio_slurp_xarray from deafrica_tools.spatial import xr_vectorize @@ -576,37 +577,35 @@ def get_polygons_from_tile( return primary_threshold_polygons, secondary_threshold_polygons -def get_polygons_from_tile_with_land_sea_mask_filtering( +def load_wofs_frequency( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, min_valid_observations: int = 128, - primary_threshold: float = 0.1, - secondary_threshold: float = 0.05, + minimum_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", resampling_method: str = "bilinear", filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, -) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: +) -> tuple[xr.DataArray, xr.DataArray]: """ - Generate water body polygons by thresholding a WOfS All Time Summary tile. - Use a raster land/sea mask to mask out ocean pixels from the WOfS data before - vectorizing the polygons. + Load the WOfS All-Time Summary data for a tile and threshold the data + using the extent and the detection thresholds. Parameters ---------- tile : tuple[tuple[int,int], datacube.api.grid_workflow.Tile] - The WOfs All Time summary Tile object for which to + The WOfS All Time Summary Tile object for which to generate waterbody polygons for. grid_workflow: datacube.api.GridWorkflow, Grid Workflow used to generate the tiles and to be used to load the Tile object. dask_chunks : dict, optional dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} min_valid_observations : int, optional - Threshold to use to mask out pixels based on the number of valid WOfS observations for each pixel, by default 128 - primary_threshold : float, optional - Threshold to use to determine the location of the waterbody polygons, by default 0.1 - secondary_threshold : float, optional - Threshold to use to determine the extent / shape of the waterbodies polygons, by default 0.05 + Threshold to use to mask out pixels based on the number of valid WOfS + observations for each pixel, by default 128 + minimum_wet_thresholds: list[int | float], optional + A list containing the extent threshold and the detection threshold, with + the extent threshold listed first, by default [0.05, 0.1] land_sea_mask_fp: str | Path, optional File path to raster to use to mask ocean pixels in WOfS data, by default "" resampling_method: str, optional @@ -618,22 +617,23 @@ def get_polygons_from_tile_with_land_sea_mask_filtering( Returns ------- - tuple[gpd.GeoDataFrame, gpd.GeoDataFrame] - A tuple containing GeoDataFrames of waterbody polygons generated from thresholding WOfS All Time Summary data - using the primary and secondary thresholds. + tuple[valid_detection: xr.DataArray, valid_extent: xr.DataArray] + WOfS All Time Summary data thresholded using the detection and extent + thresholds. """ - # Set up the primary and secondary thresholds. - minimum_wet_thresholds = [secondary_threshold, primary_threshold] + # Set up the detection and extent thresholds. + extent_threshold = minimum_wet_thresholds[0] + detection_threshold = minimum_wet_thresholds[-1] # Get the tile id and tile object. tile_id = tile[0] tile_object = tile[1] - # Generate the waterbody polygons using the primary and secondary thresholds, - # from the tile. + # Load the WOfS All-Time Summary data for the tile and threshold the data + # using the extent and the detection thresholds. try: - _log.info(f"Generating water body polygons for tile {tile_id}") + _log.info(f"Loading WOfS All-Time Summary data for tile {tile_id}") # Load the data for the tile. wofs_alltime_summary = grid_workflow.load(tile_object, dask_chunks=dask_chunks).squeeze() @@ -666,50 +666,16 @@ def get_polygons_from_tile_with_land_sea_mask_filtering( wofs_alltime_summary.count_clear >= min_valid_observations ) - # Generate the polygons. - generated_polygons = {} - for threshold in minimum_wet_thresholds: - # Mask any pixels whose frequency of water detection is less than the threshold. - wofs_alltime_summary_valid_wetness = wofs_alltime_summary.frequency > threshold - - # Now find pixels that meet both the minimum valid observations - # and minimum wet threshold criteria. - wofs_alltime_summary_valid = wofs_alltime_summary_valid_wetness.where( - wofs_alltime_summary_valid_wetness & wofs_alltime_summary_valid_clear_count - ) - - # Convert the raster to polygons. - # We use a mask of '1' to only generate polygons around values of '1' (not NaNs). - polygons_mask = wofs_alltime_summary_valid == 1 - - polygons = xr_vectorize( - wofs_alltime_summary_valid, - mask=polygons_mask, - crs=wofs_alltime_summary.geobox.crs, - ) - - # Combine any overlapping polygons. - merged_polygon_geoms = shapely.ops.unary_union(polygons["geometry"]) - - # Turn the combined multipolygon back into a GeoDataFrame. - try: - merged_polygons = gpd.GeoDataFrame(geometry=list(merged_polygon_geoms.geoms)) - except AttributeError: - merged_polygons = gpd.GeoDataFrame(geometry=[merged_polygon_geoms]) - - # We need to add the crs back onto the GeoDataFrame. - merged_polygons.crs = wofs_alltime_summary.geobox.crs + # Threshold using the detection threshold. + detection = wofs_alltime_summary.frequency > detection_threshold + valid_detection = detection.where(detection & wofs_alltime_summary_valid_clear_count) - generated_polygons[threshold] = merged_polygons + # Threshold the using the extent threshold. + extent = wofs_alltime_summary.frequency > extent_threshold + valid_extent = extent.where(extent & wofs_alltime_summary_valid_clear_count) except Exception as error: - _log.exception( - f"\nTile {str(tile_id)} did not run. \n" - "This is probably because there are no waterbodies present in this tile." - ) _log.exception(error) - - primary_threshold_polygons = generated_polygons[primary_threshold] - secondary_threshold_polygons = generated_polygons[secondary_threshold] - - return primary_threshold_polygons, secondary_threshold_polygons + raise error + else: + return valid_detection, valid_extent From eb3036d48be3afd837823a19d399d7e2aeb69c2f Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 18:21:38 +0300 Subject: [PATCH 013/130] Remove unused functions --- deafrica_waterbodies/make_polygons.py | 403 +------------------------- 1 file changed, 5 insertions(+), 398 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 73d49dd..bc868b4 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -19,10 +19,12 @@ import shapely import xarray as xr from datacube.testutils.io import rio_slurp_xarray -from deafrica_tools.spatial import xr_vectorize from deafrica_waterbodies.filters import filter_by_intersection, filter_hydrosheds_land_mask +# from deafrica_tools.spatial import xr_vectorize + + _log = logging.getLogger(__name__) @@ -182,401 +184,6 @@ def merge_polygons_at_tile_boundaries( return all_polygons -def get_polygons_from_dataset( - dataset_id: str, - dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, - resolution: tuple[int, int] = (-30, 30), - output_crs: str = "EPSG:6933", - min_valid_observations: int = 128, - primary_threshold: float = 0.1, - secondary_threshold: float = 0.05, - dc: datacube.Datacube | None = None, -) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: - """ - Generate water body polygons by thresholding a WOfS All Time Summary dataset. - - Parameters - ---------- - dataset_id : str - The dataset id of a WOfs All Time summary dataset for which to - generate waterbody polygons for. - dask_chunks : dict, optional - dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} - resolution : tuple[int, int], optional - Resolution to use to load WOfS data, by default (-30, 30) - output_crs : str, optional - CRS to load data and for the output waterbody polygons, by default "EPSG:6933" - min_valid_observations : int, optional - Threshold to use to mask out pixels based on the number of valid WOfS observations for each pixel, by default 128 - primary_threshold : float, optional - Threshold to use to determine the location of the waterbody polygons, by default 0.1 - secondary_threshold : float, optional - Threshold to use to determine the extent / shape of the waterbodies polygons, by default 0.05 - dc : datacube.Datacube | None, optional - Datacube connection, by default None - - Returns - ------- - tuple[gpd.GeoDataFrame, gpd.GeoDataFrame] - A tuple containing GeoDataFrames of waterbody polygons generated from thresholding WOfS All Time Summary data - using the primary and secondary thresholds. - - """ - # Set up the primary and secondary thresholds. - minimum_wet_thresholds = [secondary_threshold, primary_threshold] - - # Create a datacube query object. - query = dict( - dask_chunks=dask_chunks, - resolution=resolution, - output_crs=output_crs, - ) - - # Connect to the datacube. - if dc is None: - dc = datacube.Datacube(app="GenerateWaterbodyPolygons") - - # Get the dataset. - dataset = dc.index.datasets.get(dataset_id) - - # Generate the waterbody polygons using the primary and secondary thresholds, - # from the dataset. - try: - _log.info(f"Generating water body polygons for dataset {dataset_id}") - - # Load the WOfS All-Time Summary dataset. - wofs_alltime_summary = dc.load(datasets=[dataset], **query).squeeze() - - # Set the no-data values to nan. - # Masking here is done using the frequency measurement because for multiple - # areas NaN values are present in the frequency measurement but the - # no data value -999 is not present in the count_clear and - # count_wet measurements. - # Note: it seems some pixels with NaN values in the frequency measurement - # have a value of zero in the count_clear and/or the count_wet measurements. - wofs_alltime_summary = wofs_alltime_summary.where(~np.isnan(wofs_alltime_summary.frequency)) - - # Mask pixels not observed at least min_valid_observations times. - wofs_alltime_summary_valid_clear_count = ( - wofs_alltime_summary.count_clear >= min_valid_observations - ) - - # Generate the polygons. - generated_polygons = {} - for threshold in minimum_wet_thresholds: - # Mask any pixels whose frequency of water detection is less than the threshold. - wofs_alltime_summary_valid_wetness = wofs_alltime_summary.frequency > threshold - - # Now find pixels that meet both the minimum valid observations - # and minimum wet threshold criteria. - wofs_alltime_summary_valid = wofs_alltime_summary_valid_wetness.where( - wofs_alltime_summary_valid_wetness & wofs_alltime_summary_valid_clear_count - ) - - # Convert the raster to polygons. - # We use a mask of '1' to only generate polygons around values of '1' (not NaNs). - polygons_mask = wofs_alltime_summary_valid == 1 - - polygons = xr_vectorize( - wofs_alltime_summary_valid, - mask=polygons_mask, - crs=wofs_alltime_summary.geobox.crs, - ) - - # Combine any overlapping polygons. - merged_polygon_geoms = shapely.ops.unary_union(polygons["geometry"]) - - # Turn the combined multipolygon back into a GeoDataFrame. - try: - merged_polygons = gpd.GeoDataFrame(geometry=list(merged_polygon_geoms.geoms)) - except AttributeError: - merged_polygons = gpd.GeoDataFrame(geometry=[merged_polygon_geoms]) - - # We need to add the crs back onto the GeoDataFrame. - merged_polygons.crs = wofs_alltime_summary.geobox.crs - - generated_polygons[threshold] = merged_polygons - - except Exception as error: - _log.exception( - f"\nDataset {str(dataset_id)} did not run. \n" - "This is probably because there are no waterbodies present in this dataset." - ) - _log.exception(error) - - primary_threshold_polygons = generated_polygons[primary_threshold] - secondary_threshold_polygons = generated_polygons[secondary_threshold] - - return primary_threshold_polygons, secondary_threshold_polygons - - -def get_polygons_from_dataset_with_land_sea_mask_filtering( - dataset_id: str, - dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, - resolution: tuple[int, int] = (-30, 30), - output_crs: str = "EPSG:6933", - min_valid_observations: int = 128, - primary_threshold: float = 0.1, - secondary_threshold: float = 0.05, - dc: datacube.Datacube | None = None, - land_sea_mask_fp: str | Path = "", - resampling_method: str = "bilinear", - filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, -) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: - """ - Generate water body polygons by thresholding a WOfS All Time Summary dataset. - Use a raster land/sea mask to mask out ocean pixels from the WOfS data before - vectorizing the polygons. - - Parameters - ---------- - dataset_id : str - The dataset id of a WOfs All Time summary dataset for which to - generate waterbody polygons for. - dask_chunks : dict, optional - dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} - resolution : tuple[int, int], optional - Resolution to use to load WOfS data, by default (-30, 30) - output_crs : str, optional - CRS to load data and for the output waterbody polygons, by default "EPSG:6933" - min_valid_observations : int, optional - Threshold to use to mask out pixels based on the number of valid WOfS observations for each pixel, by default 128 - primary_threshold : float, optional - Threshold to use to determine the location of the waterbody polygons, by default 0.1 - secondary_threshold : float, optional - Threshold to use to determine the extent / shape of the waterbodies polygons, by default 0.05 - dc : datacube.Datacube | None, optional - Datacube connection, by default None - land_sea_mask_fp: str | Path, optional - File path to raster to use to mask ocean pixels in WOfS data, by default "" - resampling_method: str, optional - Resampling method to use when loading the land sea mask raster, by default "bilinear" - filter_land_sea_mask: Callable, optional - Function to apply to the land sea mask xr.DataArray to generate a boolean - mask where pixels with a value of True are land pixels and pixels with a - value of False are ocean pixels, by default `filter_hydrosheds_land_mask` - - Returns - ------- - tuple[gpd.GeoDataFrame, gpd.GeoDataFrame] - A tuple containing GeoDataFrames of waterbody polygons generated from thresholding WOfS All Time Summary data - using the primary and secondary thresholds. - - """ - # Set up the primary and secondary thresholds. - minimum_wet_thresholds = [secondary_threshold, primary_threshold] - - # Create a datacube query object. - query = dict( - dask_chunks=dask_chunks, - resolution=resolution, - output_crs=output_crs, - ) - - # Connect to the datacube. - if dc is None: - dc = datacube.Datacube(app="GenerateWaterbodyPolygons") - - # Get the dataset. - dataset = dc.index.datasets.get(dataset_id) - - # Generate the waterbody polygons using the primary and secondary thresholds, - # from the dataset. - try: - _log.info(f"Generating water body polygons for dataset {dataset_id}") - - # Load the WOfS All-Time Summary dataset. - wofs_alltime_summary = dc.load(datasets=[dataset], **query).squeeze() - - # Load the land sea mask. - if land_sea_mask_fp: - land_sea_mask = rio_slurp_xarray( - fname=land_sea_mask_fp, - gbox=wofs_alltime_summary.geobox, - resampling=resampling_method, - ) - - # Filter the land sea mask. - boolean_land_sea_mask = filter_land_sea_mask(land_sea_mask) - - # Mask the WOfS All-Time Summary dataset using the boolean land sea mask. - wofs_alltime_summary = wofs_alltime_summary.where(boolean_land_sea_mask) - - # Set the no-data values to nan. - # Masking here is done using the frequency measurement because for multiple - # areas NaN values are present in the frequency measurement but the - # no data value -999 is not present in the count_clear and - # count_wet measurements. - # Note: it seems some pixels with NaN values in the frequency measurement - # have a value of zero in the count_clear and/or the count_wet measurements. - wofs_alltime_summary = wofs_alltime_summary.where(~np.isnan(wofs_alltime_summary.frequency)) - - # Mask pixels not observed at least min_valid_observations times. - wofs_alltime_summary_valid_clear_count = ( - wofs_alltime_summary.count_clear >= min_valid_observations - ) - - # Generate the polygons. - generated_polygons = {} - for threshold in minimum_wet_thresholds: - # Mask any pixels whose frequency of water detection is less than the threshold. - wofs_alltime_summary_valid_wetness = wofs_alltime_summary.frequency > threshold - - # Now find pixels that meet both the minimum valid observations - # and minimum wet threshold criteria. - wofs_alltime_summary_valid = wofs_alltime_summary_valid_wetness.where( - wofs_alltime_summary_valid_wetness & wofs_alltime_summary_valid_clear_count - ) - - # Convert the raster to polygons. - # We use a mask of '1' to only generate polygons around values of '1' (not NaNs). - polygons_mask = wofs_alltime_summary_valid == 1 - - polygons = xr_vectorize( - wofs_alltime_summary_valid, - mask=polygons_mask, - crs=wofs_alltime_summary.geobox.crs, - ) - - # Combine any overlapping polygons. - merged_polygon_geoms = shapely.ops.unary_union(polygons["geometry"]) - - # Turn the combined multipolygon back into a GeoDataFrame. - try: - merged_polygons = gpd.GeoDataFrame(geometry=list(merged_polygon_geoms.geoms)) - except AttributeError: - merged_polygons = gpd.GeoDataFrame(geometry=[merged_polygon_geoms]) - - # We need to add the crs back onto the GeoDataFrame. - merged_polygons.crs = wofs_alltime_summary.geobox.crs - - generated_polygons[threshold] = merged_polygons - - except Exception as error: - _log.exception( - f"\nDataset {str(dataset_id)} did not run. \n" - "This is probably because there are no waterbodies present in this dataset." - ) - _log.exception(error) - - primary_threshold_polygons = generated_polygons[primary_threshold] - secondary_threshold_polygons = generated_polygons[secondary_threshold] - - return primary_threshold_polygons, secondary_threshold_polygons - - -def get_polygons_from_tile( - tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], - grid_workflow: datacube.api.GridWorkflow, - dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, - min_valid_observations: int = 128, - primary_threshold: float = 0.1, - secondary_threshold: float = 0.05, -) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: - """ - Generate water body polygons by thresholding a WOfS All Time Summary tile. - - Parameters - ---------- - tile : tuple[tuple[int,int], datacube.api.grid_workflow.Tile] - The WOfs All Time summary Tile object for which to - generate waterbody polygons for. - grid_workflow: datacube.api.GridWorkflow, - Grid Workflow used to generate the tiles and to be used to load the Tile object. - dask_chunks : dict, optional - dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} - min_valid_observations : int, optional - Threshold to use to mask out pixels based on the number of valid WOfS observations for each pixel, by default 128 - primary_threshold : float, optional - Threshold to use to determine the location of the waterbody polygons, by default 0.1 - secondary_threshold : float, optional - Threshold to use to determine the extent / shape of the waterbodies polygons, by default 0.05 - - Returns - ------- - tuple[gpd.GeoDataFrame, gpd.GeoDataFrame] - A tuple containing GeoDataFrames of waterbody polygons generated from thresholding WOfS All Time Summary data - using the primary and secondary thresholds. - - """ - # Set up the primary and secondary thresholds. - minimum_wet_thresholds = [secondary_threshold, primary_threshold] - - # Get the tile id and tile object. - tile_id = tile[0] - tile_object = tile[1] - - # Generate the waterbody polygons using the primary and secondary thresholds, - # from the tile. - try: - _log.info(f"Generating water body polygons for tile {tile_id}") - - # Load the data for the tile. - wofs_alltime_summary = grid_workflow.load(tile_object, dask_chunks=dask_chunks).squeeze() - - # Set the no-data values to nan. - # Masking here is done using the frequency measurement because for multiple - # areas NaN values are present in the frequency measurement but the - # no data value -999 is not present in the count_clear and - # count_wet measurements. - # Note: it seems some pixels with NaN values in the frequency measurement - # have a value of zero in the count_clear and/or the count_wet measurements. - wofs_alltime_summary = wofs_alltime_summary.where(~np.isnan(wofs_alltime_summary.frequency)) - - # Mask pixels not observed at least min_valid_observations times. - wofs_alltime_summary_valid_clear_count = ( - wofs_alltime_summary.count_clear >= min_valid_observations - ) - - # Generate the polygons. - generated_polygons = {} - for threshold in minimum_wet_thresholds: - # Mask any pixels whose frequency of water detection is less than the threshold. - wofs_alltime_summary_valid_wetness = wofs_alltime_summary.frequency > threshold - - # Now find pixels that meet both the minimum valid observations - # and minimum wet threshold criteria. - wofs_alltime_summary_valid = wofs_alltime_summary_valid_wetness.where( - wofs_alltime_summary_valid_wetness & wofs_alltime_summary_valid_clear_count - ) - - # Convert the raster to polygons. - # We use a mask of '1' to only generate polygons around values of '1' (not NaNs). - polygons_mask = wofs_alltime_summary_valid == 1 - - polygons = xr_vectorize( - wofs_alltime_summary_valid, - mask=polygons_mask, - crs=wofs_alltime_summary.geobox.crs, - ) - - # Combine any overlapping polygons. - merged_polygon_geoms = shapely.ops.unary_union(polygons["geometry"]) - - # Turn the combined multipolygon back into a GeoDataFrame. - try: - merged_polygons = gpd.GeoDataFrame(geometry=list(merged_polygon_geoms.geoms)) - except AttributeError: - merged_polygons = gpd.GeoDataFrame(geometry=[merged_polygon_geoms]) - - # We need to add the crs back onto the GeoDataFrame. - merged_polygons.crs = wofs_alltime_summary.geobox.crs - - generated_polygons[threshold] = merged_polygons - - except Exception as error: - _log.exception( - f"\nTile {str(tile_id)} did not run. \n" - "This is probably because there are no waterbodies present in this tile." - ) - _log.exception(error) - - primary_threshold_polygons = generated_polygons[primary_threshold] - secondary_threshold_polygons = generated_polygons[secondary_threshold] - - return primary_threshold_polygons, secondary_threshold_polygons - - def load_wofs_frequency( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, @@ -588,7 +195,7 @@ def load_wofs_frequency( filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, ) -> tuple[xr.DataArray, xr.DataArray]: """ - Load the WOfS All-Time Summary data for a tile and threshold the data + Load the WOfS All-Time Summary frequency measurement for a tile and threshold the data using the extent and the detection thresholds. Parameters @@ -618,7 +225,7 @@ def load_wofs_frequency( Returns ------- tuple[valid_detection: xr.DataArray, valid_extent: xr.DataArray] - WOfS All Time Summary data thresholded using the detection and extent + WOfS All Time Summary frequency measurement thresholded using the detection and extent thresholds. """ From 346291094261fd83325c93b1e2ab01d878a2246f Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 19:21:58 +0300 Subject: [PATCH 014/130] Add raster processing functions --- deafrica_waterbodies/make_polygons.py | 198 +++++++++++++++++++++++++- 1 file changed, 195 insertions(+), 3 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index bc868b4..1650edc 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -16,15 +16,16 @@ import geopandas as gpd import numpy as np import pandas as pd +import scipy.ndimage as ndi import shapely import xarray as xr from datacube.testutils.io import rio_slurp_xarray +from deafrica_tools.spatial import xr_vectorize +from skimage import measure, morphology +from skimage.segmentation import watershed from deafrica_waterbodies.filters import filter_by_intersection, filter_hydrosheds_land_mask -# from deafrica_tools.spatial import xr_vectorize - - _log = logging.getLogger(__name__) @@ -286,3 +287,194 @@ def load_wofs_frequency( raise error else: return valid_detection, valid_extent + + +def remove_small_waterbodies(waterbody_raster: np.ndarray, min_size: int = 6) -> np.ndarray: + """ + Remove water bodies from the raster that are smaller than the specified size. + + Parameters + ---------- + waterbody_raster : np.ndarray + Raster image to filter. + min_size : int, optional + The smallest allowable water body size, by default 6 + + Returns + ------- + np.ndarray + Raster image with small waterbodies removed. + """ + + waterbodies_labelled = morphology.label(waterbody_raster, background=0) + waterbodies_small_removed = morphology.remove_small_objects( + waterbodies_labelled, min_size=min_size, connectivity=1 + ) + + return waterbodies_small_removed + + +# Need a step to only segment the largest objects +# only segment bigger than minsize +def select_waterbodies_for_segmentation(waterbodies_labelled: np.ndarray, min_size: int = 1000) -> np.ndarray: + """ + Function to select the waterbodies to be segmented. + """ + + props = measure.regionprops(waterbodies_labelled) + + labels_to_keep = [] + for region_prop in props: + count = region_prop.num_pixels + label = region_prop.label + + if count > min_size: + labels_to_keep.append(label) + + segment_image = np.where(np.isin(waterbodies_labelled, labels_to_keep), 1, 0) + + return segment_image + + +def generate_segmentation_markers(marker_source: np.ndarray, erosion_radius: int = 1, min_size: int = 100) -> np.ndarray: + """ + Function to create watershed segementation markers. + """ + markers = morphology.erosion(marker_source, footprint=morphology.disk(radius=erosion_radius)) + markers_relabelled = morphology.label(markers, background=0) + + markers_acceptable_size = morphology.remove_small_objects( + markers_relabelled, min_size=min_size, connectivity=1 + ) + + return markers_acceptable_size + + +def run_watershed(waterbodies_for_segementation: np.ndarray, segmentation_markers): + """ + Run segmentation + """ + distance = ndi.distance_transform_edt(waterbodies_for_segementation) + segmented = watershed(-distance, segmentation_markers, mask=waterbodies_for_segementation) + + return segmented + + +def confirm_extent_contains_detection(extent, detection): + def sum_intensity(regionmask, intensity_image): + return np.sum(intensity_image[regionmask]) + + props = measure.regionprops( + extent, intensity_image=detection, extra_properties=(sum_intensity,) + ) + + labels_to_keep = [] + for region_prop in props: + detection_count = region_prop.sum_intensity + label = region_prop.label + + if detection_count > 0: + labels_to_keep.append(label) + + extent_keep = np.where(np.isin(extent, labels_to_keep), extent, 0) + + return extent_keep + + +def process_raster_polygons( + tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], + grid_workflow: datacube.api.GridWorkflow, + dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, + resolution: tuple[int, int] = (-30, 30), + output_crs: str = "EPSG:6933", + min_valid_observations: int = 128, + minimum_wet_thresholds: list[int | float] = [0.05, 0.1], + land_sea_mask_fp: str | Path = "", + filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, +) -> gpd.GeoDataFrame: + """ + Generate water body polygons by thresholding a WOfS All Time Summary tile. + + Parameters + ---------- + tile : tuple[tuple[int,int], datacube.api.grid_workflow.Tile] + The WOfS All Time Summary Tile object for which to + generate waterbody polygons for. + grid_workflow: datacube.api.GridWorkflow, + Grid Workflow used to generate the tiles and to be used to load the Tile object. + dask_chunks : dict, optional + dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} + min_valid_observations : int, optional + Threshold to use to mask out pixels based on the number of valid WOfS + observations for each pixel, by default 128 + minimum_wet_thresholds: list[int | float], optional + A list containing the extent threshold and the detection threshold, with + the extent threshold listed first, by default [0.05, 0.1] + land_sea_mask_fp: str | Path, optional + File path to raster to use to mask ocean pixels in WOfS data, by default "" + resampling_method: str, optional + Resampling method to use when loading the land sea mask raster, by default "bilinear" + filter_land_sea_mask: Callable, optional + Function to apply to the land sea mask xr.DataArray to generate a boolean + mask where pixels with a value of True are land pixels and pixels with a + value of False are ocean pixels, by default `filter_hydrosheds_land_mask` + Returns + ------- + gpd.GeoDataFrame + Water body polygons. + """ + # Load and threshold the WOfS All Time Summary tile. + xr_detection, xr_extent = load_wofs_frequency( + tile=tile, + grid_workflow=grid_workflow, + dask_chunks=dask_chunks, + min_valid_observations=min_valid_observations, + minimum_wet_thresholds=minimum_wet_thresholds, + land_sea_mask_fp=land_sea_mask_fp, + filter_land_sea_mask=filter_hydrosheds_land_mask, + ) + + # Convert to numpy arrays for image processing. + np_detection = xr_detection.to_numpy().astype(int) + np_extent = xr_extent.to_numpy().astype(int) + + # Remove any objects of size 5 or less, as measured by connectivity=1 + np_extent_small_removed = remove_small_waterbodies(np_extent, min_size=6) + + # Identify waterbodies to apply segmentation to + np_extent_segment = select_waterbodies_for_segmentation(np_extent_small_removed, min_size=1000) + np_extent_nosegment = np.where(np_extent_segment > 0, 0, np_extent_small_removed) + + # Create watershed segementation markers by taking the detection threshold pixels and eroding them by 1 + # Includes removal of any markers smaller than 100 pixels + segmentation_markers = generate_segmentation_markers( + np_detection, erosion_radius=1, min_size=100 + ) + + # Run segmentation + np_segmented_extent = run_watershed(np_extent_segment, segmentation_markers) + + # Combine segmented and non segmented back together + np_combined_extent = np.where(np_segmented_extent > 0, np_segmented_extent, np_extent_nosegment) + + # Only keep extent areas that contain a detection pixel + np_combined_extent_contains_detection = confirm_extent_contains_detection( + np_combined_extent, np_detection + ) + + # Relabel and remove small objects + np_combined_clean_label = remove_small_waterbodies( + np_combined_extent_contains_detection, min_size=6 + ) + + # Convert back to xarray + xr_combined_extent = xr.DataArray( + np_combined_clean_label, coords=xr_extent.coords, dims=xr_extent.dims, attrs=xr_extent.attrs + ) + + # Vectorize + vector_combined_extent = xr_vectorize( + xr_combined_extent, crs=output_crs, mask=xr_combined_extent.values > 0 + ) + + return vector_combined_extent From 322642f20e30d59bdcbbb1c282f04a5fcb30d483 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 19:22:39 +0300 Subject: [PATCH 015/130] minor update --- deafrica_waterbodies/make_polygons.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 1650edc..e739670 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -431,7 +431,7 @@ def process_raster_polygons( min_valid_observations=min_valid_observations, minimum_wet_thresholds=minimum_wet_thresholds, land_sea_mask_fp=land_sea_mask_fp, - filter_land_sea_mask=filter_hydrosheds_land_mask, + filter_land_sea_mask=filter_land_sea_mask, ) # Convert to numpy arrays for image processing. From 922a96eb9f76238b30888423ad59aea6e76e0cf4 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 19:34:00 +0300 Subject: [PATCH 016/130] minor updates --- deafrica_waterbodies/make_polygons.py | 27 ++++++++++++++++----------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index e739670..b96888c 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -190,7 +190,7 @@ def load_wofs_frequency( grid_workflow: datacube.api.GridWorkflow, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, min_valid_observations: int = 128, - minimum_wet_thresholds: list[int | float] = [0.05, 0.1], + min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", resampling_method: str = "bilinear", filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, @@ -211,7 +211,7 @@ def load_wofs_frequency( min_valid_observations : int, optional Threshold to use to mask out pixels based on the number of valid WOfS observations for each pixel, by default 128 - minimum_wet_thresholds: list[int | float], optional + min_wet_thresholds: list[int | float], optional A list containing the extent threshold and the detection threshold, with the extent threshold listed first, by default [0.05, 0.1] land_sea_mask_fp: str | Path, optional @@ -231,8 +231,8 @@ def load_wofs_frequency( """ # Set up the detection and extent thresholds. - extent_threshold = minimum_wet_thresholds[0] - detection_threshold = minimum_wet_thresholds[-1] + extent_threshold = min_wet_thresholds[0] + detection_threshold = min_wet_thresholds[-1] # Get the tile id and tile object. tile_id = tile[0] @@ -316,7 +316,9 @@ def remove_small_waterbodies(waterbody_raster: np.ndarray, min_size: int = 6) -> # Need a step to only segment the largest objects # only segment bigger than minsize -def select_waterbodies_for_segmentation(waterbodies_labelled: np.ndarray, min_size: int = 1000) -> np.ndarray: +def select_waterbodies_for_segmentation( + waterbodies_labelled: np.ndarray, min_size: int = 1000 +) -> np.ndarray: """ Function to select the waterbodies to be segmented. """ @@ -336,7 +338,9 @@ def select_waterbodies_for_segmentation(waterbodies_labelled: np.ndarray, min_si return segment_image -def generate_segmentation_markers(marker_source: np.ndarray, erosion_radius: int = 1, min_size: int = 100) -> np.ndarray: +def generate_segmentation_markers( + marker_source: np.ndarray, erosion_radius: int = 1, min_size: int = 100 +) -> np.ndarray: """ Function to create watershed segementation markers. """ @@ -385,10 +389,9 @@ def process_raster_polygons( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, - resolution: tuple[int, int] = (-30, 30), output_crs: str = "EPSG:6933", min_valid_observations: int = 128, - minimum_wet_thresholds: list[int | float] = [0.05, 0.1], + min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, ) -> gpd.GeoDataFrame: @@ -404,10 +407,12 @@ def process_raster_polygons( Grid Workflow used to generate the tiles and to be used to load the Tile object. dask_chunks : dict, optional dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} + output_crs : str, optional + CRS to write the waterbody polygons to. min_valid_observations : int, optional Threshold to use to mask out pixels based on the number of valid WOfS observations for each pixel, by default 128 - minimum_wet_thresholds: list[int | float], optional + min_wet_thresholds: list[int | float], optional A list containing the extent threshold and the detection threshold, with the extent threshold listed first, by default [0.05, 0.1] land_sea_mask_fp: str | Path, optional @@ -421,7 +426,7 @@ def process_raster_polygons( Returns ------- gpd.GeoDataFrame - Water body polygons. + Water body polygons. """ # Load and threshold the WOfS All Time Summary tile. xr_detection, xr_extent = load_wofs_frequency( @@ -429,7 +434,7 @@ def process_raster_polygons( grid_workflow=grid_workflow, dask_chunks=dask_chunks, min_valid_observations=min_valid_observations, - minimum_wet_thresholds=minimum_wet_thresholds, + min_wet_thresholds=min_wet_thresholds, land_sea_mask_fp=land_sea_mask_fp, filter_land_sea_mask=filter_land_sea_mask, ) From 5f98f598928ae1d8fd86373b8a3d509c803d0cd5 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 19:44:44 +0300 Subject: [PATCH 017/130] Add output crs --- deafrica_waterbodies/make_polygons.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index b96888c..2249118 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -389,7 +389,6 @@ def process_raster_polygons( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, - output_crs: str = "EPSG:6933", min_valid_observations: int = 128, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", @@ -407,8 +406,6 @@ def process_raster_polygons( Grid Workflow used to generate the tiles and to be used to load the Tile object. dask_chunks : dict, optional dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} - output_crs : str, optional - CRS to write the waterbody polygons to. min_valid_observations : int, optional Threshold to use to mask out pixels based on the number of valid WOfS observations for each pixel, by default 128 @@ -439,6 +436,13 @@ def process_raster_polygons( filter_land_sea_mask=filter_land_sea_mask, ) + # Get the crs. + try: + output_crs = xr_detection.geobox.crs + except Exception as error: + _log.exception(error) + output_crs = xr_extent.geobox.crs + # Convert to numpy arrays for image processing. np_detection = xr_detection.to_numpy().astype(int) np_extent = xr_extent.to_numpy().astype(int) From bc26958ccb4a60cbbff55daef770f092d7060f45 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 23:56:06 +0300 Subject: [PATCH 018/130] update logging --- deafrica_waterbodies/make_polygons.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 2249118..45ba7a1 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -235,14 +235,12 @@ def load_wofs_frequency( detection_threshold = min_wet_thresholds[-1] # Get the tile id and tile object. - tile_id = tile[0] + tile_id = tile[0] # noqa F841 tile_object = tile[1] # Load the WOfS All-Time Summary data for the tile and threshold the data # using the extent and the detection thresholds. try: - _log.info(f"Loading WOfS All-Time Summary data for tile {tile_id}") - # Load the data for the tile. wofs_alltime_summary = grid_workflow.load(tile_object, dask_chunks=dask_chunks).squeeze() From 25f5eecbdb4d953f406192ae7b1a31cb36423645 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 13 Oct 2023 20:58:59 +0000 Subject: [PATCH 019/130] Remove notebook as step is covered in 01 --- .../02_MergePolygonsAtTileBoundaries.ipynb | 184 ------------------ 1 file changed, 184 deletions(-) delete mode 100644 notebooks/02_MergePolygonsAtTileBoundaries.ipynb diff --git a/notebooks/02_MergePolygonsAtTileBoundaries.ipynb b/notebooks/02_MergePolygonsAtTileBoundaries.ipynb deleted file mode 100644 index b9d59e1..0000000 --- a/notebooks/02_MergePolygonsAtTileBoundaries.ipynb +++ /dev/null @@ -1,184 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "id": "26660d9f-cd3c-4d3c-903e-4180eaec0532", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "import os\n", - "\n", - "import click\n", - "import geopandas as gpd\n", - "import pandas as pd\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.io import find_parquet_files\n", - "from deafrica_waterbodies.make_polygons import merge_polygons_at_tile_boundaries" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6b561b0c-0d09-4114-a788-f7a6813b69ed", - "metadata": {}, - "outputs": [], - "source": [ - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d8a96c75-bf14-49c5-a633-5f24cd7ec93f", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a7621524-43f3-4c9f-ab47-91c109d5e96c", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d930428c-fa94-46d3-b829-43263dc25e72", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib paths.\n", - "output_directory = str(output_directory)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b64b8f71-6a9d-495a-adb0-7d146df5a0c9", - "metadata": {}, - "outputs": [], - "source": [ - "# Directory containing the water body polygons generated from\n", - "# thresholding WOfS All time summary datasets.\n", - "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")\n", - "filtered_tiles_extents_gdf_fp = os.path.join(output_directory, \"tile_boundaries.parquet\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d199cc4c-5d68-4480-9490-d3d46f34fd1b", - "metadata": {}, - "outputs": [], - "source": [ - "# Find all parquet files for the raster processed polygons\n", - "raster_polygon_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*raster_polygons.*\")\n", - "_log.info(f\"Found {len(raster_polygon_paths)} parquet files for the raster polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4db44721-ab19-487b-9ede-cb8fb36b986d", - "metadata": {}, - "outputs": [], - "source": [ - "# Load all the polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the raster polygons parquet files..\")\n", - "raster_polygon_polygons_list = []\n", - "for path in raster_polygon_paths:\n", - " gdf = gpd.read_parquet(path)\n", - " raster_polygon_polygons_list.append(gdf)\n", - "\n", - "raster_polygons = pd.concat(raster_polygon_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(raster_polygons)} raster polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "700846f1-d3f3-4add-93a3-5245879a7412", - "metadata": {}, - "outputs": [], - "source": [ - "_log.info(\"Loading tile boundaries....\")\n", - "filtered_tiles_extents_gdf = gpd.read_parquet(filtered_tiles_extents_gdf_fp)\n", - "\n", - "_log.info(\"Merging raster waterbody polygons located at tile boundaries...\")\n", - "raster_polygons_merged = merge_polygons_at_tile_boundaries(\n", - " raster_polygons, filtered_tiles_extents_gdf\n", - ")\n", - "_log.info(f\"Raster polygons count {len(raster_polygons_merged)}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "80ff255c-48fd-47e9-9304-35ca88971bf7", - "metadata": {}, - "outputs": [], - "source": [ - "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", - "raster_polygons_output_fp = os.path.join(\n", - " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", - ")\n", - "\n", - "raster_polygons_merged.to_parquet(raster_polygons_output_fp)\n", - "_log.info(f\"Polygons written to {raster_polygons_output_fp}\")" - ] - } - ], - "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": {}, - "version_major": 2, - "version_minor": 0 - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 2cc444a0bf82a5af90ae4d4527b3f42ba1db63ab Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 17 Oct 2023 14:25:00 +0300 Subject: [PATCH 020/130] Update threshold naming --- deafrica_waterbodies/filters.py | 24 ++++++++++++++++-------- 1 file changed, 16 insertions(+), 8 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 580efbd..ca75179 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -412,7 +412,7 @@ def pp_test_gdf(input_gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: def split_large_polygons( - waterbody_polygons: gpd.GeoDataFrame, pp_thresh: float = 0.005, method: str = "nothing" + waterbody_polygons: gpd.GeoDataFrame, pp_test_threshold: float = 0.005, method: str = "nothing" ) -> gpd.GeoDataFrame: """ Function to split large polygons. @@ -459,11 +459,15 @@ def split_large_polygons( return waterbody_polygons_ else: _log.info( - f"Splitting large polygons using the `{method}` method, using the threshold {pp_thresh}." + f"Splitting large polygons using the `{method}` method, using the threshold {pp_test_threshold}." ) if method == "erode-dilate-v1": - splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test <= pp_thresh] - not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_thresh] + splittable_polygons = waterbody_polygons_[ + waterbody_polygons_.pp_test <= pp_test_threshold + ] + not_splittable_polygons = waterbody_polygons_[ + waterbody_polygons_.pp_test > pp_test_threshold + ] splittable_polygons_buffered = splittable_polygons.buffer(-50) split_polygons = ( @@ -479,8 +483,12 @@ def split_large_polygons( ) return large_polygons_handled elif method == "erode-dilate-v2": - splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test <= pp_thresh] - not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_thresh] + splittable_polygons = waterbody_polygons_[ + waterbody_polygons_.pp_test <= pp_test_threshold + ] + not_splittable_polygons = waterbody_polygons_[ + waterbody_polygons_.pp_test > pp_test_threshold + ] if len(splittable_polygons) >= 1: splittable_polygons_buffered = splittable_polygons.buffer(-100) @@ -531,7 +539,7 @@ def split_large_polygons( return large_polygons_handled else: info_msg = ( - f"There are no polygons with a Polsby–Popper score above the {pp_thresh}. " + f"There are no polygons with a Polsby–Popper score above the {pp_test_threshold}. " "No polygons were split." ) _log.info(info_msg) @@ -621,7 +629,7 @@ def filter_waterbodies( large_polygons_handled = split_large_polygons( waterbody_polygons=major_rivers_filtered_polygons, - pp_thresh=pp_test_threshold, + pp_test_threshold=pp_test_threshold, method=handle_large_polygons, ) From 0564388bfb913e2ed9e7b4d156635ba0c1500cdb Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 17 Oct 2023 19:36:53 +0300 Subject: [PATCH 021/130] Adding logging to help debug --- deafrica_waterbodies/filters.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index ca75179..7f5b25a 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -491,12 +491,18 @@ def split_large_polygons( ] if len(splittable_polygons) >= 1: + _log.info(f"Splitting {len(splittable_polygons)} polygons.") + + _log.debug("Buffering ...") splittable_polygons_buffered = splittable_polygons.buffer(-100) splittable_polygons_buffered = splittable_polygons_buffered.buffer(125) + _log.debug("Union ...") splittable_polygons_buffered_union = gpd.GeoDataFrame( geometry=[splittable_polygons_buffered.unary_union], crs=crs ) + + _log.debug("First overlay ...") subtracted = ( gpd.overlay( splittable_polygons, splittable_polygons_buffered_union, how="difference" @@ -504,6 +510,8 @@ def split_large_polygons( .explode(index_parts=True) .reset_index(drop=True) ) + + _log.debug("Second overlay...") resubtracted = ( gpd.overlay(splittable_polygons, subtracted, how="difference") .explode(index_parts=True) @@ -512,6 +520,7 @@ def split_large_polygons( # Assign each chopped-off bit of the polygon to its nearest big # neighbour. + _log.debug("Assigning chopped off bits to nearest neighbour ...") unassigned = np.ones(len(subtracted), dtype=bool) recombined = [] @@ -527,6 +536,8 @@ def split_large_polygons( recombined_gdf_masked = recombined_gdf[ ~(recombined_gdf.geometry.is_empty | recombined_gdf.geometry.isna()) ] + + _log.debug("Recombine polygons...") # All remaining polygons are not part of a big polygon. results = pd.concat( [recombined_gdf_masked, subtracted[unassigned], not_splittable_polygons], From fb0127e08bf2d311e5aef1f382153035a753e0fe Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 17 Oct 2023 23:17:07 +0300 Subject: [PATCH 022/130] Add the use of dask geopandas to the erode-dilate-v2 function --- deafrica_waterbodies/filters.py | 273 ++++++++++++++++++++------------ pyproject.toml | 1 + requirements.in | 1 + 3 files changed, 177 insertions(+), 98 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 7f5b25a..557f22e 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -6,6 +6,7 @@ import warnings from pathlib import Path +import dask_geopandas import geopandas as gpd import numpy as np import pandas as pd @@ -411,6 +412,171 @@ def pp_test_gdf(input_gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: return input_gdf +def erode_dilate_v1( + waterbody_polygons: gpd.GeoDataFrame, pp_test_threshold: float | int +) -> gpd.GeoDataFrame: + """ + Split large polygons using the `erode-dilate-v1` method. + + Parameters + ---------- + waterbody_polygons : gpd.GeoDataFrame + Polygons to split. + pp_test_threshold: float | int + Polsby–Popper value threshold below which a polygon is a candidate for + splitting. + Returns + ------- + gpd.GeoDataFrame + Polygons with polygons below the threshold split. + """ + crs = waterbody_polygons.crs + assert crs.is_projected + + # Calculate the Polsby–Popper values. + waterbody_polygons_ = pp_test_gdf(input_gdf=waterbody_polygons) + + # Get the polygons to be split. + splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test <= pp_test_threshold] + not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_test_threshold] + + if len(splittable_polygons) >= 1: + _log.info(f"Splitting {len(splittable_polygons)} polygons.") + + # Buffer the polygons. + splittable_polygons_buffered = splittable_polygons.buffer(-50) + + # Explode multi-part geometries into multiple single geometries. + split_polygons = splittable_polygons_buffered.explode(index_parts=True).reset_index( + drop=True + ) + + # Buffer the polygons. + split_polygons_buffered = split_polygons.buffer(50) + + # Convert to a GeoDataFrame. + split_polygons_gdf = gpd.GeoDataFrame(geometry=split_polygons_buffered, crs=crs) + split_polygons_gdf = pp_test_gdf(input_gdf=split_polygons_gdf) + + large_polygons_handled = pd.concat( + [not_splittable_polygons, split_polygons_gdf], ignore_index=True + ) + + _log.info( + f"Polygon count after splitting using erode-dilate-v1 method: {len(large_polygons_handled)}" + ) + return large_polygons_handled + else: + info_msg = ( + f"There are no polygons with a Polsby–Popper score above the {pp_test_threshold}. " + "No polygons were split." + ) + _log.info(info_msg) + return waterbody_polygons_ + + +def erode_dilate_v2( + waterbody_polygons: gpd.GeoDataFrame, pp_test_threshold: float | int +) -> gpd.GeoDataFrame: + """ + Split large polygons using the `erode-dilate-v2` method. + + Parameters + ---------- + waterbody_polygons : gpd.GeoDataFrame + Polygons to split. + pp_test_threshold: float | int + Polsby–Popper value threshold below which a polygon is a candidate for + splitting. + Returns + ------- + gpd.GeoDataFrame + Polygons with polygons below the threshold split. + """ + crs = waterbody_polygons.crs + assert crs.is_projected + + # Calculate the Polsby–Popper values. + waterbody_polygons_ = pp_test_gdf(input_gdf=waterbody_polygons) + + # Get the polygons to be split. + splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test <= pp_test_threshold] + not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_test_threshold] + + if len(splittable_polygons) >= 1: + _log.info(f"Splitting {len(splittable_polygons)} polygons.") + + # Repartition the GeoPandas dataframe into a Dask-GeoPandas dataframe: + splittable_polygons_ = dask_geopandas.from_geopandas(splittable_polygons, npartitions=5) + + # Shuffle the data into spatially consistent partitions. + # i.e. geometries that are spatially near each other will be within the same partition. + splittable_polygons_ = splittable_polygons_.spatial_shuffle() + + # Buffer the polygons. + splittable_polygons_buffered = splittable_polygons_.buffer(-100).buffer(125) + + # Get the union of all the buffered polygons as a single geometry, + # same as using an empty dissolve. + splittable_polygons_buffered_union = splittable_polygons_buffered.unary_union + + # Get the difference of each geometry in the splittable_polygons_ and the single geometry in + # splittable_polygons_buffered_union + subtracted = splittable_polygons_.difference(splittable_polygons_buffered_union) + + # Compute the subtracted. + subtracted = subtracted.compute() + + # Explode multi-part geometries into multiple single geometries. + subtracted = subtracted.explode(index_parts=True).reset_index(drop=True) + + # Get the difference of each geometry in subtracted and each geometry in splittable_polygons. + resubtracted = splittable_polygons.overlay(subtracted, how="difference") + + # Explode multi-part geometries into multiple single geometries. + resubtracted = resubtracted.explode(index_parts=True).reset_index(drop=True) + + # Assign each chopped-off bit of the polygon to its nearest big + # neighbour. + unassigned = np.ones(len(subtracted), dtype=bool) + recombined = [] + + for row in resubtracted.itertuples(): + mask = subtracted.exterior.intersects(row.geometry.exterior) & unassigned + neighbours = subtracted[mask] + unassigned[mask] = False + poly = row.geometry.union(neighbours.unary_union) + recombined.append(poly) + + recombined_gdf = gpd.GeoDataFrame(geometry=recombined, crs=crs) + # Get only the actual geometry objects that are neither missing nor empty + recombined_gdf_masked = recombined_gdf[ + ~(recombined_gdf.geometry.is_empty | recombined_gdf.geometry.isna()) + ] + + # All remaining polygons are not part of a big polygon. + results = pd.concat( + [recombined_gdf_masked, subtracted[unassigned], not_splittable_polygons], + ignore_index=True, + ) + + results = pp_test_gdf(input_gdf=results) + + large_polygons_handled = results.explode(index_parts=True).reset_index(drop=True) + + _log.info( + f"Polygon count after splitting using erode-dilate-v2 method: {len(large_polygons_handled)}" + ) + return large_polygons_handled + else: + info_msg = ( + f"There are no polygons with a Polsby–Popper score above the {pp_test_threshold}. " + "No polygons were split." + ) + _log.info(info_msg) + return waterbody_polygons_ + + def split_large_polygons( waterbody_polygons: gpd.GeoDataFrame, pp_test_threshold: float = 0.005, method: str = "nothing" ) -> gpd.GeoDataFrame: @@ -421,9 +587,9 @@ def split_large_polygons( ---------- waterbody_polygons : gpd.GeoDataFrame Set of polygons for which to split the large polygons. - pp_thresh : float, optional + pp_test_threshold : float, optional Threshold for the Polsby–Popper test values of the polygons by which to - classify is a polygon is large or not, by default 0.005 + classify if a polygon is large or not, by default 0.005 method : str, optional Method to use to split large polygons., by default "nothing" @@ -443,12 +609,6 @@ def split_large_polygons( ) method = "nothing" - crs = waterbody_polygons.crs - assert crs.is_projected - - # Calculate the Polsby–Popper values. - waterbody_polygons_ = pp_test_gdf(input_gdf=waterbody_polygons) - # Split large polygons. if method == "nothing": info_msg = ( @@ -456,105 +616,22 @@ def split_large_polygons( f"select one of the following methods: {valid_options[:2]}." ) _log.info(info_msg) + waterbody_polygons_ = pp_test_gdf(waterbody_polygons) return waterbody_polygons_ else: _log.info( f"Splitting large polygons using the `{method}` method, using the threshold {pp_test_threshold}." ) if method == "erode-dilate-v1": - splittable_polygons = waterbody_polygons_[ - waterbody_polygons_.pp_test <= pp_test_threshold - ] - not_splittable_polygons = waterbody_polygons_[ - waterbody_polygons_.pp_test > pp_test_threshold - ] - - splittable_polygons_buffered = splittable_polygons.buffer(-50) - split_polygons = ( - splittable_polygons_buffered.explode(index_parts=True) - .reset_index(drop=True) - .buffer(50) - ) - split_polygons_gdf = gpd.GeoDataFrame(geometry=split_polygons, crs=crs) - split_polygons_gdf = pp_test_gdf(input_gdf=split_polygons_gdf) - - large_polygons_handled = pd.concat( - [not_splittable_polygons, split_polygons_gdf], ignore_index=True + large_polygons_handled = erode_dilate_v1( + waterbody_polygons=waterbody_polygons, pp_test_threshold=pp_test_threshold ) return large_polygons_handled elif method == "erode-dilate-v2": - splittable_polygons = waterbody_polygons_[ - waterbody_polygons_.pp_test <= pp_test_threshold - ] - not_splittable_polygons = waterbody_polygons_[ - waterbody_polygons_.pp_test > pp_test_threshold - ] - - if len(splittable_polygons) >= 1: - _log.info(f"Splitting {len(splittable_polygons)} polygons.") - - _log.debug("Buffering ...") - splittable_polygons_buffered = splittable_polygons.buffer(-100) - splittable_polygons_buffered = splittable_polygons_buffered.buffer(125) - - _log.debug("Union ...") - splittable_polygons_buffered_union = gpd.GeoDataFrame( - geometry=[splittable_polygons_buffered.unary_union], crs=crs - ) - - _log.debug("First overlay ...") - subtracted = ( - gpd.overlay( - splittable_polygons, splittable_polygons_buffered_union, how="difference" - ) - .explode(index_parts=True) - .reset_index(drop=True) - ) - - _log.debug("Second overlay...") - resubtracted = ( - gpd.overlay(splittable_polygons, subtracted, how="difference") - .explode(index_parts=True) - .reset_index(drop=True) - ) - - # Assign each chopped-off bit of the polygon to its nearest big - # neighbour. - _log.debug("Assigning chopped off bits to nearest neighbour ...") - unassigned = np.ones(len(subtracted), dtype=bool) - recombined = [] - - for row in resubtracted.itertuples(): - mask = subtracted.exterior.intersects(row.geometry.exterior) & unassigned - neighbours = subtracted[mask] - unassigned[mask] = False - poly = row.geometry.union(neighbours.unary_union) - recombined.append(poly) - - recombined_gdf = gpd.GeoDataFrame(geometry=recombined, crs=crs) - # Get only the actual geometry objects that are neither missing nor empty - recombined_gdf_masked = recombined_gdf[ - ~(recombined_gdf.geometry.is_empty | recombined_gdf.geometry.isna()) - ] - - _log.debug("Recombine polygons...") - # All remaining polygons are not part of a big polygon. - results = pd.concat( - [recombined_gdf_masked, subtracted[unassigned], not_splittable_polygons], - ignore_index=True, - ) - - results = pp_test_gdf(input_gdf=results) - - large_polygons_handled = results.explode(index_parts=True).reset_index(drop=True) - return large_polygons_handled - else: - info_msg = ( - f"There are no polygons with a Polsby–Popper score above the {pp_test_threshold}. " - "No polygons were split." - ) - _log.info(info_msg) - return waterbody_polygons_ + large_polygons_handled = erode_dilate_v2( + waterbody_polygons=waterbody_polygons, pp_test_threshold=pp_test_threshold + ) + return large_polygons_handled def filter_waterbodies( diff --git a/pyproject.toml b/pyproject.toml index 3e7355b..5a989ef 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,6 +30,7 @@ dependencies = [ 'botocore', 'click', 'datacube', + 'dask_geopandas', 'deafrica-tools >= 2.1.2', 'fsspec', 'gdal', diff --git a/requirements.in b/requirements.in index 5106a8a..d2072d1 100644 --- a/requirements.in +++ b/requirements.in @@ -4,6 +4,7 @@ boto3-stubs[sqs,s3] botocore click datacube +dask_geopandas deafrica-tools >= 2.1.2 --extra-index-url="https://packages.dea.ga.gov.au" fsspec gdal From 9f0123fa87486b6a1ce04dab15ef3cafc4d2453c Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 17 Oct 2023 20:20:31 +0000 Subject: [PATCH 023/130] Update notebooks --- notebooks/01_GeneratePolygonsUsingTiles.ipynb | 372 ++---------------- notebooks/02_HandleLargePolygons.ipynb | 226 +++++++++++ 2 files changed, 256 insertions(+), 342 deletions(-) create mode 100644 notebooks/02_HandleLargePolygons.ipynb diff --git a/notebooks/01_GeneratePolygonsUsingTiles.ipynb b/notebooks/01_GeneratePolygonsUsingTiles.ipynb index 7473a87..2b7a31d 100644 --- a/notebooks/01_GeneratePolygonsUsingTiles.ipynb +++ b/notebooks/01_GeneratePolygonsUsingTiles.ipynb @@ -3,29 +3,18 @@ { "cell_type": "code", "execution_count": null, - "id": "e6b0a31b-28d9-41d4-b59b-4ccb900e2528", + "id": "3347ff15-1868-4c84-a330-d21b790c5d78", "metadata": {}, "outputs": [], "source": [ "import logging\n", "import os\n", - "from pathlib import Path\n", - "from typing import Callable\n", - "from datacube.testutils.io import rio_slurp_xarray\n", "\n", "import click\n", "import datacube\n", "import fsspec\n", "import geopandas as gpd\n", "import pandas as pd\n", - "import numpy as np\n", - "\n", - "from skimage import measure, morphology\n", - "from skimage.segmentation import watershed\n", - "import scipy.ndimage as ndi\n", - "\n", - "from deafrica_tools.spatial import xr_vectorize\n", - "\n", "from deafrica_waterbodies.cli.logs import logging_setup\n", "from deafrica_waterbodies.io import (\n", " check_dir_exists,\n", @@ -34,8 +23,8 @@ " find_parquet_files,\n", ")\n", "from deafrica_waterbodies.make_polygons import (\n", - " check_wetness_thresholds,\n", - " get_polygons_from_tile_with_land_sea_mask_filtering,\n", + " set_wetness_thresholds,\n", + " process_raster_polygons,\n", " merge_polygons_at_tile_boundaries\n", ")\n", "from deafrica_waterbodies.tiling import (\n", @@ -78,14 +67,16 @@ "source": [ "verbose = 1\n", "\n", - "aoi_vector_file = None\n", + "# aoi_vector_file = None\n", + "aoi_vector_file = \"data/SenegalBasin.geojson\"\n", "tile_size_factor = 4\n", "num_workers = 16\n", "\n", - "primary_threshold: float = 0.1\n", - "secondary_threshold: float = 0.05\n", - "minimum_valid_observations: int = 128\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "detection_threshold: float = 0.1\n", + "extent_threshold: float = 0.05\n", + "min_valid_observations: int = 128\n", + "# output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", "overwrite = False\n", "land_sea_mask_fp = \"data/af_msk_3s.tif\"" ] @@ -181,7 +172,9 @@ "source": [ "# Filter the tiles to the area of interest.\n", "filtered_tile_ids = filter_tiles(tiles, aoi_gdf, num_workers)\n", - "filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids}" + "filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids}\n", + "_log.info(f\"Filtered out {len(tiles) - len(filtered_tiles)} tiles.\")\n", + "_log.info(f\"Number of wofs_ls_summary_alltime tiles covering the area of interest: {len(filtered_tiles)}\" )" ] }, { @@ -229,199 +222,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Check if the wetness thresholds have been set correctly.\n", - "minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", - "_log.info(check_wetness_thresholds(minimum_wet_thresholds))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c40837a2-5fd5-42a4-9905-55d72313e5ad", - "metadata": {}, - "outputs": [], - "source": [ - "def load_wofs_frequency(\n", - " tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile],\n", - " grid_workflow: datacube.api.GridWorkflow,\n", - " dask_chunks: dict[str, int] = {\"x\": 3200, \"y\": 3200, \"time\": 1},\n", - " resolution: tuple[int, int] = (-30, 30),\n", - " output_crs: str = \"EPSG:6933\",\n", - " min_valid_observations: int = 128,\n", - " primary_threshold: float = 0.1,\n", - " secondary_threshold: float = 0.05,\n", - " land_sea_mask_fp: str | Path = \"\",\n", - " resampling_method: str = \"bilinear\",\n", - " filter_land_sea_mask: Callable = filter_hydrosheds_land_mask,\n", - "):\n", - " # Set up the primary and secondary thresholds.\n", - " minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", - " \n", - " # Get the tile id and tile object.\n", - " tile_id = tile[0]\n", - " tile_object = tile[1]\n", - " \n", - " # Generate the waterbody polygons using the primary and secondary thresholds,\n", - " # from the tile.\n", - " try:\n", - " _log.info(f\"Generating water body polygons for tile {tile_id}\")\n", - "\n", - " # Load the data for the tile.\n", - " wofs_alltime_summary = grid_workflow.load(tile_object, dask_chunks=dask_chunks).squeeze()\n", - "\n", - " # Load the land sea mask.\n", - " if land_sea_mask_fp:\n", - " land_sea_mask = rio_slurp_xarray(\n", - " fname=land_sea_mask_fp,\n", - " gbox=wofs_alltime_summary.geobox,\n", - " resampling=resampling_method,\n", - " )\n", - "\n", - " # Filter the land sea mask.\n", - " boolean_land_sea_mask = filter_land_sea_mask(land_sea_mask)\n", - "\n", - " # Mask the WOfS All-Time Summary dataset using the boolean land sea mask.\n", - " wofs_alltime_summary = wofs_alltime_summary.where(boolean_land_sea_mask)\n", - "\n", - " # Set the no-data values to nan.\n", - " # Masking here is done using the frequency measurement because for multiple\n", - " # areas NaN values are present in the frequency measurement but the\n", - " # no data value -999 is not present in the count_clear and\n", - " # count_wet measurements.\n", - " # Note: it seems some pixels with NaN values in the frequency measurement\n", - " # have a value of zero in the count_clear and/or the count_wet measurements.\n", - " wofs_alltime_summary = wofs_alltime_summary.where(~np.isnan(wofs_alltime_summary.frequency))\n", - "\n", - " # Mask pixels not observed at least min_valid_observations times.\n", - " wofs_alltime_summary_valid_clear_count = (\n", - " wofs_alltime_summary.count_clear >= min_valid_observations\n", - " )\n", - " \n", - " # Get detection and extent thresholds\n", - " detection = wofs_alltime_summary.frequency > primary_threshold\n", - " valid_detection = (detection > 0) & wofs_alltime_summary_valid_clear_count\n", - " \n", - " extent = wofs_alltime_summary.frequency > secondary_threshold\n", - " valid_extent = (extent > 0) & wofs_alltime_summary_valid_clear_count\n", - " \n", - " except Exception as error:\n", - " _log.exception(\n", - " f\"\\nDataset {str(tile_id)} did not run. \\n\"\n", - " \"This is probably because there are no waterbodies present in this scene.\"\n", - " )\n", - " _log.exception(error)\n", - "\n", - " return valid_detection, valid_extent\n", - "\n", - "def remove_small_waterbodies(waterbody_raster, min_size=6):\n", - " \n", - " waterbodies_labelled = morphology.label(waterbody_raster, background=0)\n", - " waterbodies_small_removed = morphology.remove_small_objects(waterbodies_labelled, min_size=min_size, connectivity=1)\n", - " \n", - " return waterbodies_small_removed\n", - "\n", - "# Need a step to only segment the largest objects\n", - "# only segment bigger than minsize\n", - "def select_waterbodies_for_segmentation(waterbodies_labelled, min_size=1000):\n", - " props = measure.regionprops(waterbodies_labelled)\n", - " \n", - " labels_to_keep = []\n", - " for region_prop in props:\n", - " count = region_prop.num_pixels\n", - " label = region_prop.label\n", - " \n", - " if (count > min_size):\n", - " labels_to_keep.append(label)\n", - " \n", - " segment_image = np.where(np.isin(waterbodies_labelled, labels_to_keep), 1, 0)\n", - " \n", - " return segment_image\n", - "\n", - "def generate_segmentation_markers(marker_source, erosion_radius=1, min_size=100):\n", - " \n", - " markers = morphology.erosion(marker_source, footprint=morphology.disk(radius=erosion_radius))\n", - " markers_relabelled = morphology.label(markers, background=0)\n", - " \n", - " markers_acceptable_size = morphology.remove_small_objects(markers_relabelled, min_size=min_size, connectivity=1)\n", - " \n", - " return markers_acceptable_size\n", - "\n", - "def run_watershed(waterbodies_for_segementation, segmentation_markers):\n", - " \n", - " distance = ndi.distance_transform_edt(waterbodies_for_segementation)\n", - " segmented = watershed(-distance, segmentation_markers, mask=waterbodies_for_segementation)\n", - " \n", - " return segmented\n", - "\n", - "def confirm_extent_contains_detection(extent, detection):\n", - " \n", - " def sum_intensity(regionmask, intensity_image):\n", - " return np.sum(intensity_image[regionmask])\n", - " \n", - " props = measure.regionprops(extent, intensity_image=detection, extra_properties=(sum_intensity,))\n", - " \n", - " labels_to_keep = []\n", - " for region_prop in props:\n", - " detection_count = region_prop.sum_intensity\n", - " label = region_prop.label\n", - " \n", - " if (detection_count > 0):\n", - " labels_to_keep.append(label)\n", - " \n", - " extent_keep = np.where(np.isin(extent, labels_to_keep), extent, 0)\n", - " \n", - " return extent_keep\n", - "\n", - "def process_raster_polygons(\n", - " tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile],\n", - " grid_workflow: datacube.api.GridWorkflow,\n", - " dask_chunks: dict[str, int] = {\"x\": 3200, \"y\": 3200, \"time\": 1},\n", - " resolution: tuple[int, int] = (-30, 30),\n", - " output_crs: str = \"EPSG:6933\",\n", - " min_valid_observations: int = 128,\n", - " primary_threshold: float = 0.1,\n", - " secondary_threshold: float = 0.05,\n", - " dc: datacube.Datacube | None = None,\n", - " land_sea_mask_fp: str | Path = \"\",\n", - " filter_land_sea_mask: Callable = filter_hydrosheds_land_mask,\n", - "): \n", - " \n", - " xr_detection, xr_extent = load_wofs_frequency(tile, grid_workflow, land_sea_mask_fp=land_sea_mask_fp, filter_land_sea_mask=filter_hydrosheds_land_mask)\n", - "\n", - " # Convert to numpy arrays for image processing\n", - " np_detection = xr_detection.to_numpy().astype(int)\n", - " np_extent = xr_extent.to_numpy().astype(int)\n", - "\n", - " # Remove any objects of size 5 or less, as measured by connectivity=1\n", - " np_extent_small_removed = remove_small_waterbodies(np_extent, min_size=6)\n", - "\n", - " # Identify waterbodies to apply segmentation to \n", - " np_extent_segment = select_waterbodies_for_segmentation(np_extent_small_removed, min_size=1000)\n", - " np_extent_nosegment = np.where(np_extent_segment>0, 0, np_extent_small_removed)\n", - "\n", - " # Create watershed segementation markers by taking the detection threshold pixels and eroding them by 1\n", - " # Includes removal of any markers smaller than 100 pixels\n", - " segmentation_markers = generate_segmentation_markers(np_detection, erosion_radius=1, min_size=100)\n", - "\n", - " # Run segmentation \n", - " np_segmented_extent = run_watershed(np_extent_segment, segmentation_markers)\n", - "\n", - " # Combine segmented and non segmented back together\n", - " np_combined_extent = np.where(np_segmented_extent > 0, np_segmented_extent, np_extent_nosegment)\n", - "\n", - " # Only keep extent areas that contain a detection pixel\n", - " np_combined_extent_contains_detection = confirm_extent_contains_detection(np_combined_extent, np_detection)\n", - "\n", - " # Relabel and remove small objects\n", - " np_combined_clean_label = remove_small_waterbodies(np_combined_extent_contains_detection, min_size=6)\n", - "\n", - " # Convert back to xarray\n", - " xr_combined_extent = xr.DataArray(np_combined_clean_label, coords=xr_extent.coords, dims=xr_extent.dims, attrs=xr_extent.attrs)\n", - "\n", - " # Vectorize\n", - " vector_combined_extent = xr_vectorize(xr_combined_extent, crs=output_crs, mask=xr_combined_extent.values>0)\n", - " \n", - " return vector_combined_extent" + "# Set the wetness thresholds have been set correctly.\n", + "min_wet_thresholds = set_wetness_thresholds(detection_threshold=detection_threshold, extent_threshold=extent_threshold)" ] }, { @@ -431,22 +233,30 @@ "metadata": {}, "outputs": [], "source": [ - "# Generate the first set of primary and secondary threhsold polygons for each of the tiles.\n", + "# Generate the first set of polygons for each of the tiles.\n", "for tile in filtered_tiles.items():\n", " tile_id = tile[0]\n", - " \n", " raster_polygons_fp = os.path.join(polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet\")\n", "\n", " if not overwrite:\n", " _log.info(f\"Checking existence of {raster_polygons_fp}\")\n", " exists = check_file_exists(raster_polygons_fp)\n", + " if exists:\n", + " _log.info(f\"{raster_polygons_fp} exists! \\n Skipping generating water body polygons for {tile_id}.\")\n", "\n", " if overwrite or not exists:\n", " \n", " try: \n", - " raster_polgyons = process_raster_polygons(tile, grid_workflow, land_sea_mask_fp=land_sea_mask_fp, filter_land_sea_mask=filter_hydrosheds_land_mask)\n", + " _log.info(f\"Generating water body polygons for tile {tile_id}\")\n", + " raster_polgyons = process_raster_polygons(tile=tile,\n", + " grid_workflow=grid_workflow,\n", + " dask_chunks=dask_chunks,\n", + " min_valid_observations=min_valid_observations,\n", + " min_wet_thresholds=min_wet_thresholds,\n", + " land_sea_mask_fp=land_sea_mask_fp,\n", + " filter_land_sea_mask=filter_hydrosheds_land_mask)\n", " \n", - " # Write the polygons to parquet files.\n", + " # Write the polygons to parquet files.\n", " raster_polgyons.to_parquet(raster_polygons_fp)\n", " \n", " except Exception as error:\n", @@ -467,9 +277,8 @@ "crs = grid_workflow.grid_spec.crs\n", "filtered_tiles_ids = [tile[0] for tile in filtered_tiles.items()]\n", "filtered_tiles_extents_geoms = [tile[1].geobox.extent.geom for tile in filtered_tiles.items()]\n", - "filtered_tiles_extents_gdf = gpd.GeoDataFrame({\"tileid\":filtered_tiles_ids, \"geometry\":filtered_tiles_extents_geoms}, crs=crs)\n", + "filtered_tiles_extents_gdf = gpd.GeoDataFrame({\"tile_id\":filtered_tiles_ids, \"geometry\":filtered_tiles_extents_geoms}, crs=crs)\n", "\n", - "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", "filtered_tiles_extents_fp = os.path.join(\n", " output_directory, \"tile_boundaries.parquet\"\n", ")\n", @@ -485,11 +294,11 @@ "metadata": {}, "outputs": [], "source": [ - "# Find all parquet files for the primary threshold.\n", + "# Find all parquet files for the first set of polygons.\n", "raster_polygon_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*raster_polygons.*\")\n", "_log.info(f\"Found {len(raster_polygon_paths)} parquet files for the raster polygons.\")\n", "\n", - "# Load all the primary threshold polygons into a single GeoDataFrame.\n", + "# Load all polygons into a single GeoDataFrame.\n", "_log.info(\"Loading the raster polygons parquet files..\")\n", "raster_polygon_polygons_list = []\n", "for path in raster_polygon_paths:\n", @@ -513,127 +322,6 @@ "raster_polygons_merged.to_parquet(raster_polygons_output_fp)\n", "_log.info(f\"Polygons written to {raster_polygons_output_fp}\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5ab0c48e-feeb-47c0-a13b-fbe3ee940ad7", - "metadata": {}, - "outputs": [], - "source": [ - "# # Find all parquet files for the primary threshold.\n", - "# primary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*primary.*\")\n", - "# _log.info(f\"Found {len(primary_threshold_polygons_paths)} parquet files for the primary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bfeb0c77-93d9-4cc6-a2d2-2542875abf71", - "metadata": {}, - "outputs": [], - "source": [ - "# # Load all the primary threshold polygons into a single GeoDataFrame.\n", - "# _log.info(\"Loading the primary threshold polygons parquet files..\")\n", - "# primary_threshold_polygons_list = []\n", - "# for path in primary_threshold_polygons_paths:\n", - "# gdf = gpd.read_parquet(path)\n", - "# primary_threshold_polygons_list.append(gdf)\n", - "\n", - "# primary_threshold_polygons = pd.concat(primary_threshold_polygons_list, ignore_index=True)\n", - "# _log.info(f\"Found {len(primary_threshold_polygons)} primary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5e3fa531-851c-47f9-a9d4-87647b130da4", - "metadata": {}, - "outputs": [], - "source": [ - "# _log.info(\"Merging primary threshold waterbody polygons located at tile boundaries...\")\n", - "# primary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", - "# primary_threshold_polygons, filtered_tiles_extents_gdf\n", - "# )\n", - "# _log.info(f\"Primary threshold polygons count {len(primary_threshold_polygons_merged)}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "70430dbd-8ef5-46cb-8def-c9cf5c0dda35", - "metadata": {}, - "outputs": [], - "source": [ - "# _log.info(\"Writing primary threshold polygons merged at tile boundaries to disk..\")\n", - "# primary_threshold_polygons_output_fp = os.path.join(\n", - "# output_directory, \"primary_threshold_polygons_merged_at_tile_boundaries.parquet\"\n", - "# )\n", - "\n", - "# primary_threshold_polygons_merged.to_parquet(primary_threshold_polygons_output_fp)\n", - "# _log.info(f\"Polygons written to {primary_threshold_polygons_output_fp}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "70440491-216a-42d6-b26e-c943b918a6b1", - "metadata": {}, - "outputs": [], - "source": [ - "# # Find all parquet files for the secondary threshold.\n", - "# secondary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*secondary.*\")\n", - "# _log.info(f\"Found {len(secondary_threshold_polygons_paths)} parquet files for the secondary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "096b45e5-caf9-4df4-8d36-b96cfb733d14", - "metadata": {}, - "outputs": [], - "source": [ - "# # Load all the secondary threshold polygons into a single GeoDataFrame.\n", - "# _log.info(\"Loading the secondary threshold polygons parquet files...\")\n", - "# secondary_threshold_polygons_list = []\n", - "# for path in secondary_threshold_polygons_paths:\n", - "# gdf = gpd.read_parquet(path)\n", - "# secondary_threshold_polygons_list.append(gdf)\n", - "\n", - "# secondary_threshold_polygons = pd.concat(secondary_threshold_polygons_list, ignore_index=True)\n", - "# _log.info(f\"Found {len(secondary_threshold_polygons)} secondary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b010dca0-9357-4a94-936c-b36e3500e7f1", - "metadata": {}, - "outputs": [], - "source": [ - "# _log.info(\"Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\")\n", - "# secondary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", - "# secondary_threshold_polygons, filtered_tiles_extents_gdf\n", - "# )\n", - "# _log.info(f\"Secondary threshold polygons count {len(secondary_threshold_polygons_merged)}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "703dc6e4-8ce0-48a3-851b-22355daed66c", - "metadata": {}, - "outputs": [], - "source": [ - "# _log.info(\"Writing secondary threshold polygons merged at tile boundaries to disk..\")\n", - "# secondary_threshold_polygons_output_fp = os.path.join(\n", - "# output_directory, \"secondary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", - "# )\n", - "\n", - "# secondary_threshold_polygons_merged.to_parquet(secondary_threshold_polygons_output_fp)\n", - "\n", - "# _log.info(f\"Polygons written to {secondary_threshold_polygons_output_fp}\")" - ] } ], "metadata": { diff --git a/notebooks/02_HandleLargePolygons.ipynb b/notebooks/02_HandleLargePolygons.ipynb new file mode 100644 index 0000000..cdc0997 --- /dev/null +++ b/notebooks/02_HandleLargePolygons.ipynb @@ -0,0 +1,226 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "cdabd764-0960-4bcd-84f5-e007852c3869", + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "import logging\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + " \n", + "from deafrica_waterbodies.cli.logs import logging_setup\n", + "from deafrica_waterbodies.filters import split_large_polygons" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3af67100-ff19-440f-b6e5-fe5724244ee5", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "# These are the default AWS configurations for the Analysis Sandbox.\n", + "# that are set in the environmnet variables.\n", + "aws_default_config = {\n", + " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", + " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", + " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", + "}\n", + "\n", + "# To access public bucket, need to remove the AWS credentials in\n", + "# the environment variables or the following error will occur.\n", + "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", + "\n", + "for key in aws_default_config.keys():\n", + " if key in os.environ:\n", + " del os.environ[key]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7acc8246-b844-4e92-bc15-204bb54702e8", + "metadata": {}, + "outputs": [], + "source": [ + "verbose = 1\n", + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "#output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "handle_large_polygons = \"erode-dilate-v2\"\n", + "pp_test_threshold = 0.005" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "32a30849-c86a-4b8a-947c-cc12245d618f", + "metadata": {}, + "outputs": [], + "source": [ + "# Set up logger.\n", + "logging_setup(verbose=verbose)\n", + "_log = logging.getLogger(__name__)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1670f7c9-b5bf-4c41-b1c7-150da3728985", + "metadata": {}, + "outputs": [], + "source": [ + "# Support pathlib paths.\n", + "output_directory = str(output_directory)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e1a0e9e0-2af9-473c-bdd2-65b4d64032f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-17 20:18:00,846] {4168478290.py:2} INFO - Loading raster polygons...\n", + "[2023-10-17 20:18:09,829] {4168478290.py:13} INFO - Raster polygons count 1075799.\n" + ] + } + ], + "source": [ + "# Load the raster polygons\n", + "_log.info(\"Loading raster polygons...\")\n", + "\n", + "raster_polygons_fp = os.path.join(\n", + " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", + ")\n", + "\n", + "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", + "\n", + "# Drop the attributes column.\n", + "raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + "\n", + "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" + ] + }, + { + "cell_type": "markdown", + "id": "24a66e88-c7de-45e4-84ab-7f025592c6cb", + "metadata": {}, + "source": [ + "### Run split on large polygons" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "55cf3ada-4911-4340-a12e-1cabd284f4c0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-17 20:18:30,496] {434086015.py:4} INFO - Count for polygons larger than 100000000 m2: 239\n" + ] + } + ], + "source": [ + "# Identify the large polygons.\n", + "large_polygons_threshold = 10**8\n", + "large_polygons = gpd.GeoDataFrame(data=raster_polygons.loc[raster_polygons.area >= large_polygons_threshold])\n", + "_log.info(f\"Count for polygons larger than {large_polygons_threshold} m2: {len(large_polygons)}\")\n", + "large_polygons.to_parquet(os.path.join(output_directory, \"large_polygons.parquet\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9d2f5aae-5c16-421f-94f5-bc5c30866dae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-17 20:18:32,621] {2675327616.py:4} INFO - 239 large polygons removed from raster polygons.\n" + ] + } + ], + "source": [ + "# Remove the large polygons from the raster polygons.\n", + "large_polygons_idx = large_polygons.index.values\n", + "raster_polygons_large_removed = raster_polygons.drop(index=large_polygons_idx)\n", + "_log.info(f\"{len(raster_polygons) - len(raster_polygons_large_removed)} large polygons removed from raster polygons.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea668664-51e3-4dd5-9d7c-92897361391b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-17 20:19:00,107] {filters.py:622} INFO - Splitting large polygons using the `erode-dilate-v2` method, using the threshold 0.005.\n", + "[2023-10-17 20:19:00,192] {filters.py:507} INFO - Splitting 73 polygons.\n" + ] + } + ], + "source": [ + "%%time\n", + "# Split the large polygons.\n", + "large_polygons_handled = split_large_polygons(waterbody_polygons=large_polygons, pp_test_threshold=pp_test_threshold, method=handle_large_polygons)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae891373-f157-44df-b47c-d3265e27c5cd", + "metadata": {}, + "outputs": [], + "source": [ + "# Add back in the newly split polygons.\n", + "raster_polygons_large_poly_split = pd.concat([raster_polygons_large_removed, large_polygons_handled], ignore_index=True)\n", + "_log.info(f\"Polygon count after handling large polygons {len(raster_polygons_large_poly_split)}.\")\n", + "raster_polygons_large_poly_split.to_parquet(os.path.join(output_directory, \"raster_polygons_large_polygons_handled.parquet\"))" + ] + } + ], + "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": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 2b034cdb6062ac2f7439d5cae7eaa042ecdd5ede Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 14:01:33 +0300 Subject: [PATCH 024/130] Remove the use of dask-geopandas from erode_dilate_v2 --- deafrica_waterbodies/filters.py | 22 ++-- pyproject.toml | 1 - requirements.in | 1 - requirements.txt | 197 ++++++++++++++++---------------- 4 files changed, 106 insertions(+), 115 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 557f22e..2cdae75 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -6,7 +6,6 @@ import warnings from pathlib import Path -import dask_geopandas import geopandas as gpd import numpy as np import pandas as pd @@ -506,26 +505,19 @@ def erode_dilate_v2( if len(splittable_polygons) >= 1: _log.info(f"Splitting {len(splittable_polygons)} polygons.") - # Repartition the GeoPandas dataframe into a Dask-GeoPandas dataframe: - splittable_polygons_ = dask_geopandas.from_geopandas(splittable_polygons, npartitions=5) - - # Shuffle the data into spatially consistent partitions. - # i.e. geometries that are spatially near each other will be within the same partition. - splittable_polygons_ = splittable_polygons_.spatial_shuffle() - # Buffer the polygons. - splittable_polygons_buffered = splittable_polygons_.buffer(-100).buffer(125) + splittable_polygons_buffered = splittable_polygons.buffer(-100).buffer(125) # Get the union of all the buffered polygons as a single geometry, - # same as using an empty dissolve. - splittable_polygons_buffered_union = splittable_polygons_buffered.unary_union + splittable_polygons_buffered_union = gpd.GeoDataFrame( + geometry=[splittable_polygons_buffered.unary_union], crs=crs + ) # Get the difference of each geometry in the splittable_polygons_ and the single geometry in # splittable_polygons_buffered_union - subtracted = splittable_polygons_.difference(splittable_polygons_buffered_union) - - # Compute the subtracted. - subtracted = subtracted.compute() + subtracted = splittable_polygons.overlay( + splittable_polygons_buffered_union, how="difference" + ) # Explode multi-part geometries into multiple single geometries. subtracted = subtracted.explode(index_parts=True).reset_index(drop=True) diff --git a/pyproject.toml b/pyproject.toml index 5a989ef..3e7355b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,7 +30,6 @@ dependencies = [ 'botocore', 'click', 'datacube', - 'dask_geopandas', 'deafrica-tools >= 2.1.2', 'fsspec', 'gdal', diff --git a/requirements.in b/requirements.in index d2072d1..5106a8a 100644 --- a/requirements.in +++ b/requirements.in @@ -4,7 +4,6 @@ boto3-stubs[sqs,s3] botocore click datacube -dask_geopandas deafrica-tools >= 2.1.2 --extra-index-url="https://packages.dea.ga.gov.au" fsspec gdal diff --git a/requirements.txt b/requirements.txt index 5e5d65b..b8fa488 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,11 +14,11 @@ affine==2.4.0 # odc-geo # rasterio # rasterstats -aiobotocore[boto3]==2.6.0 +aiobotocore[boto3]==2.7.0 # via # deafrica-tools # odc-cloud -aiohttp==3.8.5 +aiohttp==3.8.6 # via # aiobotocore # dask-gateway @@ -27,15 +27,13 @@ aioitertools==0.11.0 # via aiobotocore aiosignal==1.3.1 # via aiohttp -annotated-types==0.5.0 - # via pydantic anyio==4.0.0 # via jupyter-server argon2-cffi==23.1.0 # via jupyter-server argon2-cffi-bindings==21.2.0 # via argon2-cffi -arrow==1.2.3 +arrow==1.3.0 # via isoduration asttokens==2.4.0 # via stack-data @@ -53,29 +51,28 @@ attrs==23.1.0 # jschema-to-python # jsonschema # rasterio - # referencing # sarif-om -aws-sam-translator==1.76.0 +aws-sam-translator==1.78.0 # via cfn-lint -aws-xray-sdk==2.12.0 +aws-xray-sdk==2.12.1 # via moto -babel==2.12.1 +babel==2.13.0 # via jupyterlab-server backcall==0.2.0 # via ipython beautifulsoup4==4.12.2 # via nbconvert -black==23.9.1 +black==23.10.0 # via # -r requirements.in # deafrica-tools -bleach==6.0.0 +bleach==6.1.0 # via nbconvert -bokeh==3.2.2 +bokeh==3.3.0 # via dask boltons==23.0.0 # via eodatasets3 -boto3==1.28.17 +boto3==1.28.64 # via # -r requirements.in # aiobotocore @@ -84,9 +81,9 @@ boto3==1.28.17 # eodatasets3 # moto # odc-cloud -boto3-stubs[s3,sqs]==1.28.57 +boto3-stubs[s3,sqs]==1.28.64 # via -r requirements.in -botocore==1.31.17 +botocore==1.31.64 # via # -r requirements.in # aiobotocore @@ -97,7 +94,7 @@ botocore==1.31.17 # moto # odc-cloud # s3transfer -botocore-stubs==1.31.57 +botocore-stubs==1.31.64 # via boto3-stubs bottleneck==1.3.7 # via datacube @@ -123,11 +120,11 @@ cffi==1.16.0 # via # argon2-cffi-bindings # cryptography -cfn-lint==0.80.3 +cfn-lint==0.82.0 # via moto cftime==1.6.2 # via netcdf4 -charset-normalizer==3.2.0 +charset-normalizer==3.3.0 # via # aiohttp # requests @@ -148,6 +145,7 @@ click==8.1.7 # eodatasets3 # fiona # odc-apps-dc-tools + # odc-dscache # rasterio # rasterstats click-plugins==1.1.1 @@ -159,7 +157,7 @@ cligj==0.7.2 # fiona # rasterio # rasterstats -cloudpickle==2.2.1 +cloudpickle==3.0.0 # via # dask # dask-glm @@ -178,11 +176,12 @@ cryptography==41.0.4 # moto # python-jose # sshpubkeys -cycler==0.12.0 +cycler==0.12.1 # via matplotlib -dask[array,complete,dataframe,diagnostics,distributed]==2023.9.2 +dask[array,complete,dataframe,diagnostics,distributed]==2023.10.0 # via # dask-gateway + # dask-geopandas # dask-glm # dask-image # dask-ml @@ -192,19 +191,22 @@ dask[array,complete,dataframe,diagnostics,distributed]==2023.9.2 # odc-algo dask-gateway==2023.9.0 # via deafrica-tools +dask-geopandas==0.3.1 + # via -r requirements.in dask-glm==0.3.0 # via dask-ml dask-image==2023.8.1 # via odc-algo dask-ml==2023.3.24 # via deafrica-tools -datacube[performance,s3]==1.8.15 +datacube[performance,s3]==1.8.16 # via # -r requirements.in # deafrica-tools # eodatasets3 # odc-algo # odc-apps-dc-tools + # odc-dscache # odc-ui datadog==0.47.0 # via odc-apps-dc-tools @@ -220,10 +222,11 @@ defusedxml==0.7.1 # nbconvert deprecat==2.1.1 # via datacube -distributed==2023.9.2 +distributed==2023.10.0 # via # dask # dask-gateway + # dask-geopandas # dask-glm # dask-ml # datacube @@ -243,11 +246,11 @@ exceptiongroup==1.1.3 # cattrs # ipython # pytest -executing==1.2.0 +executing==2.0.0 # via stack-data -fastjsonschema==2.18.0 +fastjsonschema==2.18.1 # via nbformat -fiona==1.9.4.post1 +fiona==1.9.5 # via # deafrica-tools # geopandas @@ -258,7 +261,7 @@ flake8==6.0.0 # deafrica-tools folium==0.14.0 # via deafrica-tools -fonttools==4.43.0 +fonttools==4.43.1 # via matplotlib fqdn==1.5.1 # via jsonschema @@ -285,14 +288,15 @@ geojson==3.0.1 geopandas==0.14.0 # via # -r requirements.in + # dask-geopandas # deafrica-tools geopy==2.4.0 # via deafrica-tools graphql-core==3.2.3 # via moto -greenlet==2.0.2 +greenlet==3.0.0 # via sqlalchemy -h5py==3.9.0 +h5py==3.10.0 # via eodatasets3 hdstats==0.2.1 # via deafrica-tools @@ -303,14 +307,12 @@ idna==3.4 # moto # requests # yarl -imageio==2.31.4 +imageio==2.31.5 # via # pims # scikit-image importlib-metadata==6.8.0 - # via - # dask - # moto + # via dask importlib-resources==6.1.0 # via odc-apps-dc-tools iniconfig==2.0.0 @@ -321,7 +323,7 @@ ipyleaflet==0.17.4 # via # deafrica-tools # odc-ui -ipython==8.16.0 +ipython==8.16.1 # via # deafrica-tools # ipykernel @@ -339,7 +341,7 @@ isort==5.12.0 # via # -r requirements.in # deafrica-tools -jedi==0.19.0 +jedi==0.19.1 # via ipython jinja2==3.1.2 # via @@ -377,32 +379,29 @@ jsonpointer==2.4 # via # jsonpatch # jsonschema -jsonschema[format-nongpl]==4.19.1 +jsonschema[format-nongpl]==4.17.3 # via # aws-sam-translator # cfn-lint # datacube # eodatasets3 + # jsonschema-spec # jupyter-events # jupyterlab-server # nbformat # openapi-schema-validator # openapi-spec-validator # pystac -jsonschema-spec==0.2.4 +jsonschema-spec==0.1.5 # via openapi-spec-validator -jsonschema-specifications==2023.7.1 - # via - # jsonschema - # openapi-schema-validator junit-xml==1.9 # via cfn-lint -jupyter-client==8.3.1 +jupyter-client==8.4.0 # via # ipykernel # jupyter-server # nbclient -jupyter-core==5.3.2 +jupyter-core==5.4.0 # via # ipykernel # jupyter-client @@ -411,11 +410,11 @@ jupyter-core==5.3.2 # nbclient # nbconvert # nbformat -jupyter-events==0.7.0 +jupyter-events==0.6.3 # via jupyter-server jupyter-lsp==2.2.0 # via jupyterlab -jupyter-server==2.7.3 +jupyter-server==2.8.0 # via # jupyter-lsp # jupyterlab @@ -425,11 +424,11 @@ jupyter-server-terminals==0.4.4 # via jupyter-server jupyter-ui-poll==0.2.2 # via odc-ui -jupyterlab==4.0.6 +jupyterlab==4.0.7 # via -r requirements.in jupyterlab-pygments==0.2.2 # via nbconvert -jupyterlab-server==2.25.0 +jupyterlab-server==2.24.0 # via jupyterlab jupyterlab-widgets==3.0.9 # via ipywidgets @@ -443,6 +442,8 @@ lazy-object-proxy==1.9.0 # via openapi-spec-validator llvmlite==0.41.0 # via numba +lmdb==1.4.1 + # via odc-dscache locket==1.0.0 # via # distributed @@ -469,9 +470,9 @@ matplotlib-inline==0.1.6 # ipython mccabe==0.7.0 # via flake8 -mistune==3.0.1 +mistune==3.0.2 # via nbconvert -moto[all]==4.2.4 +moto[all]==4.2.6 # via -r requirements.in mpmath==1.3.0 # via sympy @@ -481,6 +482,8 @@ multidict==6.0.4 # via # aiohttp # yarl +multipart==0.2.4 + # via moto multipledispatch==1.0.0 # via # dask-glm @@ -493,7 +496,7 @@ mypy-extensions==1.0.0 # via black nbclient==0.8.0 # via nbconvert -nbconvert==7.8.0 +nbconvert==7.9.2 # via jupyter-server nbformat==5.9.2 # via @@ -548,7 +551,6 @@ numpy==1.25.2 # pims # pyarrow # pytmd - # pywavelets # rasterio # rasterstats # scikit-image @@ -564,29 +566,32 @@ odc-algo==0.2.3 # via # deafrica-tools # odc-ui -odc-apps-dc-tools==0.2.13 +odc-apps-dc-tools==0.2.14 # via -r requirements.in odc-cloud[async]==0.2.3 # via odc-apps-dc-tools +odc-dscache==0.2.2 + # via -r requirements.in odc-geo==0.4.1 # via deafrica-tools odc-io==0.2.1 # via odc-apps-dc-tools odc-ui==0.2.1.dev3676 # via deafrica-tools -openapi-schema-validator==0.6.1 +openapi-schema-validator==0.4.4 # via openapi-spec-validator -openapi-spec-validator==0.6.0 +openapi-spec-validator==0.5.7 # via moto overrides==7.4.0 # via jupyter-server owslib==0.29.2 # via deafrica-tools -packaging==23.1 +packaging==23.2 # via # black # bokeh # dask + # dask-geopandas # dask-ml # datacube # deafrica-tools @@ -614,6 +619,7 @@ pandas==2.1.1 # datacube # deafrica-tools # geopandas + # odc-dscache # odc-ui # seaborn # xarray @@ -635,7 +641,7 @@ pexpect==4.8.0 # via ipython pickleshare==0.7.5 # via ipython -pillow==10.0.1 +pillow==10.1.0 # via # bokeh # imageio @@ -643,7 +649,7 @@ pillow==10.0.1 # scikit-image pims==0.6.1 # via dask-image -platformdirs==3.10.0 +platformdirs==3.11.0 # via # black # jupyter-core @@ -653,19 +659,21 @@ prometheus-client==0.17.1 # via jupyter-server prompt-toolkit==3.0.39 # via ipython -psutil==5.9.5 +psutil==5.9.6 # via # distributed # ipykernel -psycopg2==2.9.8 - # via datacube +psycopg2==2.9.9 + # via + # datacube + # odc-dscache ptyprocess==0.7.0 # via # pexpect # terminado pure-eval==0.2.2 # via stack-data -py-partiql-parser==0.3.7 +py-partiql-parser==0.4.0 # via moto pyarrow==13.0.0 # via dask @@ -677,10 +685,8 @@ pycodestyle==2.10.0 # via flake8 pycparser==2.21 # via cffi -pydantic==2.4.2 +pydantic==1.10.13 # via aws-sam-translator -pydantic-core==2.10.1 - # via pydantic pyflakes==3.0.1 # via flake8 pygments==2.16.1 @@ -700,7 +706,9 @@ pyproj==3.6.1 # geopandas # odc-geo # pytmd -pystac[validation]==1.8.4 +pyrsistent==0.19.3 + # via jsonschema +pystac[validation]==1.8.3 # via # eodatasets3 # odc-apps-dc-tools @@ -735,7 +743,7 @@ python-jose[cryptography]==3.3.0 # via moto python-json-logger==2.0.7 # via jupyter-events -python-rapidjson==1.11 +python-rapidjson==1.12 # via eodatasets3 pytmd==2.0.8 # via deafrica-tools @@ -744,8 +752,6 @@ pytz==2023.3.post1 # deafrica-tools # owslib # pandas -pywavelets==1.4.1 - # via scikit-image pyyaml==6.0.1 # via # bokeh @@ -765,7 +771,7 @@ pyzmq==25.1.1 # ipykernel # jupyter-client # jupyter-server -rasterio==1.3.8 +rasterio==1.3.8.post2 # via # datacube # deafrica-tools @@ -776,13 +782,7 @@ rasterio==1.3.8 # rio-stac rasterstats==0.19.0 # via deafrica-tools -referencing==0.30.2 - # via - # jsonschema - # jsonschema-spec - # jsonschema-specifications - # jupyter-events -regex==2023.8.8 +regex==2023.10.3 # via cfn-lint requests==2.31.0 # via @@ -810,23 +810,19 @@ rfc3986-validator==0.1.1 # jupyter-events rio-stac==0.8.1 # via odc-apps-dc-tools -rpds-py==0.10.3 - # via - # jsonschema - # referencing rsa==4.9 # via python-jose -ruamel-yaml==0.17.33 +ruamel-yaml==0.17.35 # via # datacube # eodatasets3 -ruamel-yaml-clib==0.2.7 +ruamel-yaml-clib==0.2.8 # via ruamel-yaml -s3transfer==0.6.2 +s3transfer==0.7.0 # via boto3 sarif-om==1.0.4 # via cfn-lint -scikit-image==0.21.0 +scikit-image==0.22.0 # via # deafrica-tools # odc-algo @@ -851,9 +847,9 @@ seaborn==0.13.0 # via deafrica-tools send2trash==1.8.2 # via jupyter-server -setuptools-scm==8.0.3 +setuptools-scm==8.0.4 # via pytmd -shapely==2.0.1 +shapely==2.0.2 # via # -r requirements.in # datacube @@ -862,7 +858,7 @@ shapely==2.0.1 # geopandas # odc-geo # rasterstats -simplejson==3.19.1 +simplejson==3.19.2 # via rasterstats six==1.16.0 # via @@ -892,9 +888,9 @@ sqlalchemy==1.4.49 # geoalchemy2 sshpubkeys==3.3.1 # via moto -stack-data==0.6.2 +stack-data==0.6.3 # via ipython -structlog==23.1.0 +structlog==23.2.0 # via eodatasets3 sympy==1.12 # via cfn-lint @@ -925,6 +921,7 @@ toolz==0.12.0 # distributed # odc-algo # odc-apps-dc-tools + # odc-dscache # partd tornado==6.3.3 # via @@ -940,7 +937,7 @@ tqdm==4.66.1 # via # -r requirements.in # deafrica-tools -traitlets==5.10.1 +traitlets==5.11.2 # via # comm # ipykernel @@ -958,29 +955,31 @@ traitlets==5.10.1 # traittypes traittypes==0.2.1 # via ipyleaflet -types-awscrt==0.19.1 +types-awscrt==0.19.3 # via botocore-stubs +types-python-dateutil==2.8.19.14 + # via arrow types-pyyaml==6.0.12.12 # via responses types-s3transfer==0.7.0 # via boto3-stubs -typing-extensions==4.8.0 +typing-extensions==4.5.0 # via # async-lru # aws-sam-translator # black # boto3-stubs # cattrs + # jsonschema-spec # mypy-boto3-s3 # mypy-boto3-sqs # pydantic - # pydantic-core # setuptools-scm tzdata==2023.3 # via pandas uri-template==1.3.0 # via jsonschema -urllib3==1.26.16 +urllib3==2.0.7 # via # botocore # distributed @@ -989,7 +988,7 @@ urllib3==1.26.16 # responses urlpath==1.2.0 # via odc-apps-dc-tools -wcwidth==0.2.7 +wcwidth==0.2.8 # via prompt-toolkit webcolors==1.13 # via jsonschema @@ -997,11 +996,11 @@ webencodings==0.5.1 # via # bleach # tinycss2 -websocket-client==1.6.3 +websocket-client==1.6.4 # via # docker # jupyter-server -werkzeug==2.3.7 +werkzeug==3.0.0 # via moto widgetsnbextension==4.0.9 # via ipywidgets @@ -1019,7 +1018,7 @@ xarray==2023.9.0 # odc-ui xmltodict==0.13.0 # via moto -xyzservices==2023.7.0 +xyzservices==2023.10.0 # via # bokeh # ipyleaflet @@ -1031,6 +1030,8 @@ zipp==3.17.0 # via # importlib-metadata # moto +zstandard==0.21.0 + # via odc-dscache # The following packages are considered to be unsafe in a requirements file: # setuptools From f6f88575c0cda19e26eb8a544b8bd9e670d4f7d0 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 14:08:32 +0300 Subject: [PATCH 025/130] Remove dask-geopandas from requirements --- requirements.txt | 16 ++++++---------- 1 file changed, 6 insertions(+), 10 deletions(-) diff --git a/requirements.txt b/requirements.txt index b8fa488..53afe80 100644 --- a/requirements.txt +++ b/requirements.txt @@ -81,7 +81,7 @@ boto3==1.28.64 # eodatasets3 # moto # odc-cloud -boto3-stubs[s3,sqs]==1.28.64 +boto3-stubs[s3,sqs]==1.28.65 # via -r requirements.in botocore==1.31.64 # via @@ -94,7 +94,7 @@ botocore==1.31.64 # moto # odc-cloud # s3transfer -botocore-stubs==1.31.64 +botocore-stubs==1.31.65 # via boto3-stubs bottleneck==1.3.7 # via datacube @@ -120,7 +120,7 @@ cffi==1.16.0 # via # argon2-cffi-bindings # cryptography -cfn-lint==0.82.0 +cfn-lint==0.82.1 # via moto cftime==1.6.2 # via netcdf4 @@ -181,7 +181,6 @@ cycler==0.12.1 dask[array,complete,dataframe,diagnostics,distributed]==2023.10.0 # via # dask-gateway - # dask-geopandas # dask-glm # dask-image # dask-ml @@ -191,8 +190,6 @@ dask[array,complete,dataframe,diagnostics,distributed]==2023.10.0 # odc-algo dask-gateway==2023.9.0 # via deafrica-tools -dask-geopandas==0.3.1 - # via -r requirements.in dask-glm==0.3.0 # via dask-ml dask-image==2023.8.1 @@ -226,7 +223,6 @@ distributed==2023.10.0 # via # dask # dask-gateway - # dask-geopandas # dask-glm # dask-ml # datacube @@ -288,7 +284,6 @@ geojson==3.0.1 geopandas==0.14.0 # via # -r requirements.in - # dask-geopandas # deafrica-tools geopy==2.4.0 # via deafrica-tools @@ -312,7 +307,9 @@ imageio==2.31.5 # pims # scikit-image importlib-metadata==6.8.0 - # via dask + # via + # dask + # moto importlib-resources==6.1.0 # via odc-apps-dc-tools iniconfig==2.0.0 @@ -591,7 +588,6 @@ packaging==23.2 # black # bokeh # dask - # dask-geopandas # dask-ml # datacube # deafrica-tools From a5ec537c5de3dc53b5f2d81073253f83e288d5f0 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 15:54:27 +0300 Subject: [PATCH 026/130] minor updates --- deafrica_waterbodies/filters.py | 34 +++++++++++++++++++++++++-------- 1 file changed, 26 insertions(+), 8 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 2cdae75..b1da3d8 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -453,14 +453,13 @@ def erode_dilate_v1( # Buffer the polygons. split_polygons_buffered = split_polygons.buffer(50) - # Convert to a GeoDataFrame. - split_polygons_gdf = gpd.GeoDataFrame(geometry=split_polygons_buffered, crs=crs) - split_polygons_gdf = pp_test_gdf(input_gdf=split_polygons_gdf) - + # Merge the split polygons with the not split polygons. large_polygons_handled = pd.concat( - [not_splittable_polygons, split_polygons_gdf], ignore_index=True + [not_splittable_polygons.geometry, split_polygons_buffered], ignore_index=True ) + # Convert the Geoseries into a GeoDataFrame. + large_polygons_handled = gpd.GeoDataFrame(geometry=large_polygons_handled, crs=crs) _log.info( f"Polygon count after splitting using erode-dilate-v1 method: {len(large_polygons_handled)}" ) @@ -471,6 +470,12 @@ def erode_dilate_v1( "No polygons were split." ) _log.info(info_msg) + + # Return the geometry column only. + waterbody_polygons_ = gpd.GeoDataFrame( + geometry=waterbody_polygons_.geometry, crs=crs + ).reset_index(drop=True) + return waterbody_polygons_ @@ -552,10 +557,12 @@ def erode_dilate_v2( ignore_index=True, ) - results = pp_test_gdf(input_gdf=results) - + # Explode multi-part geometries into multiple single geometries. large_polygons_handled = results.explode(index_parts=True).reset_index(drop=True) + # Return the geometry column only. + large_polygons_handled = gpd.GeoDataFrame(geometry=large_polygons_handled.geometry, crs=crs) + _log.info( f"Polygon count after splitting using erode-dilate-v2 method: {len(large_polygons_handled)}" ) @@ -566,6 +573,12 @@ def erode_dilate_v2( "No polygons were split." ) _log.info(info_msg) + + # Return the geometry column only. + waterbody_polygons_ = gpd.GeoDataFrame( + geometry=waterbody_polygons_.geometry, crs=crs + ).reset_index(drop=True) + return waterbody_polygons_ @@ -608,7 +621,12 @@ def split_large_polygons( f"select one of the following methods: {valid_options[:2]}." ) _log.info(info_msg) - waterbody_polygons_ = pp_test_gdf(waterbody_polygons) + + # Return the geometry column only. + waterbody_polygons_ = gpd.GeoDataFrame( + geometry=waterbody_polygons.geometry, crs=waterbody_polygons.crs + ).reset_index(drop=True) + return waterbody_polygons_ else: _log.info( From dc2773f628d069f691fadacbb87061d13aaa9ce4 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 18:38:13 +0300 Subject: [PATCH 027/130] Add function to fill holes --- deafrica_waterbodies/filters.py | 80 +++++++++++++++++++++++++++++++++ 1 file changed, 80 insertions(+) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index b1da3d8..d2e4d2b 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -10,6 +10,7 @@ import numpy as np import pandas as pd import xarray as xr +from shapely.geometry import MultiPolygon, Polygon _log = logging.getLogger(__name__) @@ -644,6 +645,85 @@ def split_large_polygons( return large_polygons_handled +# From https://stackoverflow.com/a/70387141 +def remove_polygon_interiors(poly: Polygon) -> Polygon: + """ + Close polygon holes by limitation to the exterior ring. + + Parameters + ---------- + poly : Polygon + Input Polygon. + + Returns + ------- + Polygon + Input Polygon without any interior holes. + """ + if len(poly.interiors) > 0: + return Polygon(list(poly.exterior.coords)) + else: + return poly + + +def get_largest_polygon(poly_list: list) -> Polygon: + """ + Get the largest polygon from a list of polygons. + + Parameters + ---------- + poly_list : list + List of polygons to filter. + + Returns + ------- + Polygon + The largest polygon by area from the list of polygons. + """ + # Get the area of each polygon in the list. + poly_areas = [poly.area for poly in poly_list] + # Get the largest area. + max_area = max(poly_areas) + # Get the index for the largest area. + max_area_idx = poly_areas.index(max_area) + # Use the index to get the largest polygon. + largest_polygon = poly_list[max_area_idx] + return largest_polygon + + +def fill_holes(geom: Polygon | MultiPolygon) -> Polygon | MultiPolygon: + """ + Fill holes in polygon. + + Parameters + ---------- + geom : Polygon | MultiPolygon + Polygon or MultiPolygon to fill holes in. + + Returns + ------- + Polygon | MultiPolygon + Polygon or MultiPolygon with no holes. + """ + if isinstance(geom, MultiPolygon): + # For each polygon in the MultiPolygon, + # close the polygon holes. + closed_polygons = [remove_polygon_interiors(g) for g in geom.geoms] + # Get the largest polygon. + largest_polygon = get_largest_polygon(closed_polygons) + # Get the polygons not within the largest polygon. + outside_largest_polygon = [ + poly for poly in closed_polygons if not poly.within(largest_polygon) + ] + + if outside_largest_polygon: + return MultiPolygon([largest_polygon, *outside_largest_polygon]) + else: + return largest_polygon + elif isinstance(geom, Polygon): + return remove_polygon_interiors(geom) + + def filter_waterbodies( primary_threshold_polygons: gpd.GeoDataFrame, secondary_threshold_polygons: gpd.GeoDataFrame, From c0c597c5ec2315a8899b65febe1d497df70690a5 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 19:09:54 +0300 Subject: [PATCH 028/130] Update get_tiles to return filtered tiles --- deafrica_waterbodies/tiling.py | 22 +++++++++++++--------- 1 file changed, 13 insertions(+), 9 deletions(-) diff --git a/deafrica_waterbodies/tiling.py b/deafrica_waterbodies/tiling.py index 22f1a1f..d5021db 100644 --- a/deafrica_waterbodies/tiling.py +++ b/deafrica_waterbodies/tiling.py @@ -134,11 +134,11 @@ def tile_wofs_ls_summary_alltime( return tiles, gw -def get_tiles_ids( +def get_tiles( aoi_gdf: gpd.GeoDataFrame | None, tile_size_factor: float = 2, num_workers: int = 8 -) -> list[tuple[int, int]]: +) -> tuple[dict, datacube.api.GridWorkflow]: """ - Get the tile ids of the WOfS All Time Summary whose extents intersect + Get the tile of the WOfS All Time Summary whose extents intersect with any of the area of interest polygons. Parameters @@ -152,14 +152,18 @@ def get_tiles_ids( Number of worker processes to use when filtering tiles, by default 8 Returns ------- - list[tuple[int, int]] - Tile ids of the WOfS All Time Summary tiles whose extents intersect + tuple[dict, datacube.api.GridWorkflow] + WOfS All Time Summary tiles whose extents intersect with any of the area of interest polygons. + GridWorkflow to use to load the tiles. """ - tiles = tile_wofs_ls_summary_alltime(tile_size_factor=tile_size_factor) + tiles, grid_workflow = tile_wofs_ls_summary_alltime(tile_size_factor=tile_size_factor) # Filter the tiles to the area of interest. - filtered_tile_ids = filter_tiles(tiles, aoi_gdf, num_workers) - - return filtered_tile_ids + if aoi_gdf is not None: + filtered_tile_ids = filter_tiles(tiles=tiles, polygons_gdf=aoi_gdf, num_workers=num_workers) + filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids} + return filtered_tiles, grid_workflow + else: + return tiles, grid_workflow From dec95b52b4f179fb3adc720ed623be7fba8cc2e4 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 19:13:28 +0300 Subject: [PATCH 029/130] minor logging update --- deafrica_waterbodies/tiling.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/deafrica_waterbodies/tiling.py b/deafrica_waterbodies/tiling.py index d5021db..10acb09 100644 --- a/deafrica_waterbodies/tiling.py +++ b/deafrica_waterbodies/tiling.py @@ -164,6 +164,10 @@ def get_tiles( if aoi_gdf is not None: filtered_tile_ids = filter_tiles(tiles=tiles, polygons_gdf=aoi_gdf, num_workers=num_workers) filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids} + _log.info(f"Filtered out {len(tiles) - len(filtered_tiles)} tiles.") + _log.info( + f"Number of wofs_ls_summary_alltime tiles covering the area of interest: {len(filtered_tiles)}" + ) return filtered_tiles, grid_workflow else: return tiles, grid_workflow From 4243fb0d9941638086cf34f20b18a2a5686cfb10 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 19:56:44 +0300 Subject: [PATCH 030/130] Fix polygons --- deafrica_waterbodies/make_polygons.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 45ba7a1..9781360 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -274,11 +274,11 @@ def load_wofs_frequency( # Threshold using the detection threshold. detection = wofs_alltime_summary.frequency > detection_threshold - valid_detection = detection.where(detection & wofs_alltime_summary_valid_clear_count) + valid_detection = (detection > 0) & wofs_alltime_summary_valid_clear_count # Threshold the using the extent threshold. extent = wofs_alltime_summary.frequency > extent_threshold - valid_extent = extent.where(extent & wofs_alltime_summary_valid_clear_count) + valid_extent = (extent > 0) & wofs_alltime_summary_valid_clear_count except Exception as error: _log.exception(error) From f02231adc82907c30e1bd787b2e4f8c4d3bca0b1 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 21:42:01 +0300 Subject: [PATCH 031/130] Update filter by area function --- deafrica_waterbodies/filters.py | 66 +++++++++------------------------ 1 file changed, 17 insertions(+), 49 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index d2e4d2b..9fefedb 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -90,19 +90,17 @@ def filter_by_intersection( def filter_by_area( - primary_threshold_polygons: gpd.GeoDataFrame | None, - secondary_threshold_polygons: gpd.GeoDataFrame | None, + polygons_gdf: gpd.GeoDataFrame | None, min_polygon_size: float = 4500, max_polygon_size: float = math.inf, -) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: +) -> gpd.GeoDataFrame: """ - Filter the primary and secondary threshold polygons using the minimum and + Filter a set of water body polygons using the minimum and maximum area. Parameters ---------- - primary_threshold_polygons : gpd.GeoDataFrame - secondary_threshold_polygons : gpd.GeoDataFrame + polygons_gdf : gpd.GeoDataFrame min_polygon_size : float, optional Minimum area of a waterbody polygon to be included in the output polygons, by default 4500 max_polygon_size : float, optional @@ -110,54 +108,24 @@ def filter_by_area( Returns ------- - tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: - The area filtered primary threshold polygons and the area filtered - secondary threshold polygons. + gpd.GeoDataFrame: + The area filtered water body polygons. """ - if primary_threshold_polygons is not None and secondary_threshold_polygons is not None: - assert primary_threshold_polygons.crs == secondary_threshold_polygons.crs - - try: - crs = primary_threshold_polygons.crs - except Exception: - crs = secondary_threshold_polygons.crs - + crs = polygons_gdf.crs assert crs.is_projected - if primary_threshold_polygons is not None: - _log.info( - f"Filtering primary threshold polygons by minimum area {min_polygon_size} and max area {max_polygon_size}..." - ) - - primary_threshold_polygons["area"] = pd.to_numeric(primary_threshold_polygons.area) - area_filtered_primary_threshold_polygons = primary_threshold_polygons.loc[ - ( - (primary_threshold_polygons["area"] > min_polygon_size) - & (primary_threshold_polygons["area"] <= max_polygon_size) - ) - ] - area_filtered_primary_threshold_polygons.reset_index(drop=True, inplace=True) - _log.info( - f"Filtered out {len(primary_threshold_polygons) - len(area_filtered_primary_threshold_polygons)} primary threshold polygons." - ) - else: - area_filtered_primary_threshold_polygons = None - - if secondary_threshold_polygons is not None: - _log.info(f"Filtering secondary threshold polygons by max area {max_polygon_size}...") + _log.info( + f"Filtering {len(polygons_gdf)} polygons by minimum area {min_polygon_size} and max area {max_polygon_size}..." + ) - secondary_threshold_polygons["area"] = pd.to_numeric(secondary_threshold_polygons.area) - area_filtered_secondary_threshold_polygons = secondary_threshold_polygons.loc[ - secondary_threshold_polygons["area"] <= max_polygon_size - ] - area_filtered_secondary_threshold_polygons.reset_index(drop=True, inplace=True) - _log.info( - f"Filtered out {len(secondary_threshold_polygons) - len(area_filtered_secondary_threshold_polygons)} secondary threshold polygons." - ) - else: - area_filtered_secondary_threshold_polygons = None + polygons_gdf["area"] = pd.to_numeric(polygons_gdf.area) + area_filtered_polygons_gdf = polygons_gdf.loc[ + ((polygons_gdf["area"] > min_polygon_size) & (polygons_gdf["area"] <= max_polygon_size)) + ] + area_filtered_polygons_gdf.reset_index(drop=True, inplace=True) + _log.info(f"Filtered out {len(polygons_gdf) - len(area_filtered_polygons_gdf)} polygons.") - return area_filtered_primary_threshold_polygons, area_filtered_secondary_threshold_polygons + return area_filtered_polygons_gdf def filter_using_land_sea_mask( From ad6074b65812c544c2f00dc1a2a0b905e3ffe924 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 22:31:02 +0300 Subject: [PATCH 032/130] Do not reset index when filtering by area --- deafrica_waterbodies/filters.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 9fefedb..869ef44 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -122,7 +122,7 @@ def filter_by_area( area_filtered_polygons_gdf = polygons_gdf.loc[ ((polygons_gdf["area"] > min_polygon_size) & (polygons_gdf["area"] <= max_polygon_size)) ] - area_filtered_polygons_gdf.reset_index(drop=True, inplace=True) + # area_filtered_polygons_gdf.reset_index(drop=True, inplace=True) _log.info(f"Filtered out {len(polygons_gdf) - len(area_filtered_polygons_gdf)} polygons.") return area_filtered_polygons_gdf From 4957b8f11d52edade6f70191dbb0d3d6e8b47154 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 22:35:21 +0300 Subject: [PATCH 033/130] minor update --- deafrica_waterbodies/filters.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 869ef44..36e1acf 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -122,7 +122,8 @@ def filter_by_area( area_filtered_polygons_gdf = polygons_gdf.loc[ ((polygons_gdf["area"] > min_polygon_size) & (polygons_gdf["area"] <= max_polygon_size)) ] - # area_filtered_polygons_gdf.reset_index(drop=True, inplace=True) + area_filtered_polygons_gdf = gpd.GeoDataFrame(data=area_filtered_polygons_gdf) + _log.info(f"Filtered out {len(polygons_gdf) - len(area_filtered_polygons_gdf)} polygons.") return area_filtered_polygons_gdf From daf132e03049e500b871035a536af7db2c78a647 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 22:57:29 +0300 Subject: [PATCH 034/130] minor update --- deafrica_waterbodies/filters.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 36e1acf..db54072 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -118,9 +118,12 @@ def filter_by_area( f"Filtering {len(polygons_gdf)} polygons by minimum area {min_polygon_size} and max area {max_polygon_size}..." ) - polygons_gdf["area"] = pd.to_numeric(polygons_gdf.area) + polygons_gdf["area_m2"] = pd.to_numeric(polygons_gdf.area) area_filtered_polygons_gdf = polygons_gdf.loc[ - ((polygons_gdf["area"] > min_polygon_size) & (polygons_gdf["area"] <= max_polygon_size)) + ( + (polygons_gdf["area_m2"] > min_polygon_size) + & (polygons_gdf["area_m2"] <= max_polygon_size) + ) ] area_filtered_polygons_gdf = gpd.GeoDataFrame(data=area_filtered_polygons_gdf) From c541c8b3d929e6274b9ac5ae1a6a83aa7f45fa50 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 00:09:24 +0300 Subject: [PATCH 035/130] Update function to write waterbodies --- deafrica_waterbodies/io.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/deafrica_waterbodies/io.py b/deafrica_waterbodies/io.py index 3a1260f..3a47e3d 100644 --- a/deafrica_waterbodies/io.py +++ b/deafrica_waterbodies/io.py @@ -185,6 +185,7 @@ def write_waterbodies_to_file( waterbodies_gdf: gpd.GeoDataFrame, product_version: str, output_directory: str | Path, + file_name_prefix: str = "waterbodies", ): """ Function to write waterbody polygons to an ESRI Shapefile. @@ -197,9 +198,10 @@ def write_waterbodies_to_file( The DE Africa Waterbodies service product version. output_directory : str | Path, S3 URI or File URI of the directory to write the waterbody polygons to. - + file_name_prefix: str, optional + Prefix to use when naming the output file(s). """ - output_fn = f"waterbodiesv{product_version.replace('.', '-')[0]}.shp" + output_fn = f"{file_name_prefix}v{product_version.replace('.', '-')[0]}.shp" output_fp = os.path.join(output_directory, output_fn) if check_if_s3_uri(output_directory): @@ -208,7 +210,7 @@ def write_waterbodies_to_file( # Get the bucket name and object prefix. output_bucket_name = urllib.parse.urlparse(output_directory).netloc - output_object_prefix = urllib.parse.urlparse(output_directory).path.lstrip("/") + output_object_prefix = urllib.parse.urlparse(output_directory).path.lstrip("/").rstrip("/") # Make a temporary folder locally. fs = fsspec.filesystem("file") From 5f24b43bc4bc6ccc5f5f06eb3b953c3a46068814 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 21:15:04 +0000 Subject: [PATCH 036/130] update filtering notebooks --- notebooks/01_GeneratePolygonsUsingTiles.ipynb | 207 ++++++--- notebooks/02_FixHolesInPolygons.ipynb | 225 ++++++++++ notebooks/03_ApplyFilters.ipynb | 316 -------------- ...ons.ipynb => 03_HandleLargePolygons.ipynb} | 53 ++- notebooks/04_WriteFinalWaterbodies.ipynb | 83 +++- .../1_123_GenerateWaterbodiesUsingTiles.ipynb | 412 ------------------ notebooks/1_1_GetDatasetIDs.ipynb | 181 -------- ...ateFirstSetofPolygonsusingDatasetIDs.ipynb | 348 --------------- ...onsusingDatasetIDswithOceanFiltering.ipynb | 368 ---------------- 9 files changed, 467 insertions(+), 1726 deletions(-) create mode 100644 notebooks/02_FixHolesInPolygons.ipynb delete mode 100644 notebooks/03_ApplyFilters.ipynb rename notebooks/{02_HandleLargePolygons.ipynb => 03_HandleLargePolygons.ipynb} (72%) delete mode 100644 notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb delete mode 100644 notebooks/1_1_GetDatasetIDs.ipynb delete mode 100644 notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb delete mode 100644 notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb diff --git a/notebooks/01_GeneratePolygonsUsingTiles.ipynb b/notebooks/01_GeneratePolygonsUsingTiles.ipynb index 2b7a31d..f6c3f08 100644 --- a/notebooks/01_GeneratePolygonsUsingTiles.ipynb +++ b/notebooks/01_GeneratePolygonsUsingTiles.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "3347ff15-1868-4c84-a330-d21b790c5d78", "metadata": {}, "outputs": [], @@ -28,15 +28,13 @@ " merge_polygons_at_tile_boundaries\n", ")\n", "from deafrica_waterbodies.tiling import (\n", - " filter_tiles,\n", - " get_tiles_ids,\n", - " tile_wofs_ls_summary_alltime,\n", + " get_tiles,\n", ")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "39c574ee-39c4-4931-b807-5d3f97900cd2", "metadata": {}, "outputs": [], @@ -60,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "2e50efa3-b5ba-44b3-b164-608d17e6413e", "metadata": {}, "outputs": [], @@ -77,13 +75,13 @@ "min_valid_observations: int = 128\n", "# output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", - "overwrite = False\n", + "overwrite = True\n", "land_sea_mask_fp = \"data/af_msk_3s.tif\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "e98a89fc-74fe-483b-89d5-b268c175d59c", "metadata": {}, "outputs": [], @@ -100,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "e2dfbcc2-fd39-4900-815c-09a11c448b8d", "metadata": {}, "outputs": [], @@ -112,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "9d0742d7-6ca2-4286-9313-3efda5173f38", "metadata": {}, "outputs": [], @@ -125,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "18db4ad8-7193-47e4-a4b4-44085924a793", "metadata": {}, "outputs": [], @@ -136,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "95a0ca66-2695-42c8-968a-523151d514c0", "metadata": {}, "outputs": [], @@ -154,32 +152,60 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ea4b4349-4d9c-4e55-aae0-b661ccde8da0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 17:18:47,412] {tiling.py:113} INFO - New tile size is (384000.0, 384000.0).\n", + "[2023-10-18 17:18:49,335] {tiling.py:132} INFO - Number of wofs_ls_summary_alltime tiles: 329\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "329it [00:01, 222.54it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 17:18:51,006] {tiling.py:167} INFO - Filtered out 320 tiles.\n", + "[2023-10-18 17:18:51,007] {tiling.py:168} INFO - Number of wofs_ls_summary_alltime tiles covering the area of interest: 9\n" + ] + } + ], "source": [ - "# Tile the wofs_ls_summary_alltime product.\n", - "tiles, grid_workflow = tile_wofs_ls_summary_alltime(tile_size_factor)" + "# Get the tiles fo the wofs_ls_summary_alltime product.\n", + "tiles, grid_workflow = get_tiles(aoi_gdf=aoi_gdf,\n", + " tile_size_factor=tile_size_factor,\n", + " num_workers=num_workers)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "f134e90d-9c9a-47ca-86da-687846f2568c", + "execution_count": 10, + "id": "065f28f6-49f4-49c3-959f-1c55a30a4f18", "metadata": {}, "outputs": [], "source": [ - "# Filter the tiles to the area of interest.\n", - "filtered_tile_ids = filter_tiles(tiles, aoi_gdf, num_workers)\n", - "filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids}\n", - "_log.info(f\"Filtered out {len(tiles) - len(filtered_tiles)} tiles.\")\n", - "_log.info(f\"Number of wofs_ls_summary_alltime tiles covering the area of interest: {len(filtered_tiles)}\" )" + "# For testing only work with 5 tiles.\n", + "#import itertools\n", + "# Initialize limit \n", + "# N = 5\n", + "# Using islice() + items() \n", + "# Get first N items in dictionary \n", + "# tiles = dict(itertools.islice(tiles.items(), N)) " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "73816db0-7445-423a-a616-9966187a0ab6", "metadata": {}, "outputs": [], @@ -190,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "843a0c8b-9bc5-469e-8bc2-9a2a0588265b", "metadata": {}, "outputs": [], @@ -204,10 +230,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "cbe40837-f598-4d7c-a3fd-6c1deb2b0589", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 17:18:51,230] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n", + "[2023-10-18 17:18:51,551] {3896921575.py:4} INFO - Created directory s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds\n" + ] + } + ], "source": [ "# Check if the directory exists. If it does not, create it.\n", "if not check_dir_exists(polygons_from_thresholds_dir):\n", @@ -217,24 +252,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "1c85a8d3-9543-4a57-90b8-3ac5e6cae71c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 17:18:51,556] {make_polygons.py:70} INFO - We will be running a hybrid wetness threshold.\n", + " You have set 0.1 as the location threshold, which will define the location of the water body polygons.\n", + " You have set 0.05 as the extent threshold, which will define the extent/shape of the water body polygons.\n" + ] + } + ], "source": [ - "# Set the wetness thresholds have been set correctly.\n", + "# Set the wetness thresholds.\n", "min_wet_thresholds = set_wetness_thresholds(detection_threshold=detection_threshold, extent_threshold=extent_threshold)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "26f37f02-ce60-43c9-9dc4-4c5298b15a81", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 17:18:51,563] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 24).\n", + "[2023-10-18 17:20:10,495] {2831178259.py:29} INFO - Tile (42, 24) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_24_raster_polygons.parquet\n", + "[2023-10-18 17:20:10,496] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 25).\n", + "[2023-10-18 17:21:22,068] {2831178259.py:29} INFO - Tile (42, 25) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_25_raster_polygons.parquet\n", + "[2023-10-18 17:21:22,069] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 23).\n", + "[2023-10-18 17:22:36,065] {2831178259.py:29} INFO - Tile (42, 23) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_23_raster_polygons.parquet\n", + "[2023-10-18 17:22:36,067] {2831178259.py:14} INFO - Generating water body polygons for tile (43, 23).\n", + "[2023-10-18 17:23:59,218] {2831178259.py:29} INFO - Tile (43, 23) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/43_23_raster_polygons.parquet\n", + "[2023-10-18 17:23:59,219] {2831178259.py:14} INFO - Generating water body polygons for tile (43, 25).\n", + "[2023-10-18 17:25:08,099] {2831178259.py:23} INFO - Tile (43, 25) contains no water body polygons.\n", + "[2023-10-18 17:25:08,100] {2831178259.py:14} INFO - Generating water body polygons for tile (43, 24).\n", + "[2023-10-18 17:26:20,162] {2831178259.py:29} INFO - Tile (43, 24) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/43_24_raster_polygons.parquet\n", + "[2023-10-18 17:26:20,163] {2831178259.py:14} INFO - Generating water body polygons for tile (41, 24).\n", + "[2023-10-18 17:27:41,421] {2831178259.py:29} INFO - Tile (41, 24) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/41_24_raster_polygons.parquet\n", + "[2023-10-18 17:27:41,422] {2831178259.py:14} INFO - Generating water body polygons for tile (41, 23).\n", + "[2023-10-18 17:29:18,729] {2831178259.py:29} INFO - Tile (41, 23) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/41_23_raster_polygons.parquet\n", + "[2023-10-18 17:29:18,730] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 22).\n", + "[2023-10-18 17:30:39,431] {2831178259.py:29} INFO - Tile (42, 22) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_22_raster_polygons.parquet\n" + ] + } + ], "source": [ "# Generate the first set of polygons for each of the tiles.\n", - "for tile in filtered_tiles.items():\n", + "for tile in tiles.items():\n", " tile_id = tile[0]\n", " raster_polygons_fp = os.path.join(polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet\")\n", "\n", @@ -245,54 +315,79 @@ " _log.info(f\"{raster_polygons_fp} exists! \\n Skipping generating water body polygons for {tile_id}.\")\n", "\n", " if overwrite or not exists:\n", - " \n", - " try: \n", - " _log.info(f\"Generating water body polygons for tile {tile_id}\")\n", - " raster_polgyons = process_raster_polygons(tile=tile,\n", + " try:\n", + " _log.info(f\"Generating water body polygons for tile {tile_id}.\")\n", + " raster_polygons = process_raster_polygons(tile=tile,\n", " grid_workflow=grid_workflow,\n", " dask_chunks=dask_chunks,\n", " min_valid_observations=min_valid_observations,\n", " min_wet_thresholds=min_wet_thresholds,\n", " land_sea_mask_fp=land_sea_mask_fp,\n", " filter_land_sea_mask=filter_hydrosheds_land_mask)\n", - " \n", - " # Write the polygons to parquet files.\n", - " raster_polgyons.to_parquet(raster_polygons_fp)\n", - " \n", + " if raster_polygons.empty:\n", + " _log.info(f\"Tile {str(tile_id)} contains no water body polygons.\")\n", + " else:\n", + " # Drop the attributes column.\n", + " raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + " # Write the polygons to parquet files.\n", + " raster_polygons.to_parquet(raster_polygons_fp)\n", + " _log.info(f\"Tile {str(tile_id)} water body polygons written to {raster_polygons_fp}\")\n", " except Exception as error:\n", " _log.exception(\n", - " f\"\\nDataset {str(tile_id)} did not run. \\n\"\n", + " f\"\\nTile {str(tile_id)} did not run. \\n\"\n", " )\n", - " _log.exception(error)\n" + " _log.exception(error)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "27d552b8-32fd-427c-835b-92245f627d92", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 17:30:39,592] {1768085930.py:12} INFO - Tile boundaries written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/tile_boundaries.parquet\n" + ] + } + ], "source": [ - "# Get the extents for each tile.\n", + "# Get the extent for each tile.\n", "crs = grid_workflow.grid_spec.crs\n", - "filtered_tiles_ids = [tile[0] for tile in filtered_tiles.items()]\n", - "filtered_tiles_extents_geoms = [tile[1].geobox.extent.geom for tile in filtered_tiles.items()]\n", - "filtered_tiles_extents_gdf = gpd.GeoDataFrame({\"tile_id\":filtered_tiles_ids, \"geometry\":filtered_tiles_extents_geoms}, crs=crs)\n", + "tile_ids = [tile[0] for tile in tiles.items()]\n", + "tile_extents_geoms = [tile[1].geobox.extent.geom for tile in tiles.items()]\n", + "tile_extents_gdf = gpd.GeoDataFrame({\"tile_id\":tile_ids, \"geometry\":tile_extents_geoms}, crs=crs)\n", "\n", - "filtered_tiles_extents_fp = os.path.join(\n", + "tile_extents_fp = os.path.join(\n", " output_directory, \"tile_boundaries.parquet\"\n", ")\n", "\n", - "filtered_tiles_extents_gdf.to_parquet(filtered_tiles_extents_fp)\n", - "_log.info(f\"Tile boundaries written to {filtered_tiles_extents_fp}\")" + "tile_extents_gdf.to_parquet(tile_extents_fp)\n", + "_log.info(f\"Tile boundaries written to {tile_extents_fp}\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "b394ffbb-bf75-4cc8-9c1c-09212772419a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 17:30:39,655] {1335075486.py:3} INFO - Found 8 parquet files for the raster polygons.\n", + "[2023-10-18 17:30:39,656] {1335075486.py:6} INFO - Loading the raster polygons parquet files..\n", + "[2023-10-18 17:30:41,159] {1335075486.py:13} INFO - Found 54030 raster polygons.\n", + "[2023-10-18 17:30:41,160] {1335075486.py:15} INFO - Merging raster waterbody polygons located at tile boundaries...\n", + "[2023-10-18 17:30:46,298] {1335075486.py:19} INFO - Raster polygons count after merging polygons at tile boundaries 53977.\n", + "[2023-10-18 17:30:46,299] {1335075486.py:21} INFO - Writing raster polygons merged at tile boundaries to disk..\n", + "[2023-10-18 17:30:46,974] {1335075486.py:27} INFO - Polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/raster_polygons_merged_at_tile_boundaries.parquet\n" + ] + } + ], "source": [ "# Find all parquet files for the first set of polygons.\n", "raster_polygon_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*raster_polygons.*\")\n", @@ -310,9 +405,9 @@ "\n", "_log.info(\"Merging raster waterbody polygons located at tile boundaries...\")\n", "raster_polygons_merged = merge_polygons_at_tile_boundaries(\n", - " raster_polygons, filtered_tiles_extents_gdf\n", + " raster_polygons, tile_extents_gdf\n", ")\n", - "_log.info(f\"Raster polygons count {len(raster_polygons_merged)}.\")\n", + "_log.info(f\"Raster polygons count after merging polygons at tile boundaries {len(raster_polygons_merged)}.\")\n", "\n", "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", "raster_polygons_output_fp = os.path.join(\n", diff --git a/notebooks/02_FixHolesInPolygons.ipynb b/notebooks/02_FixHolesInPolygons.ipynb new file mode 100644 index 0000000..3f16325 --- /dev/null +++ b/notebooks/02_FixHolesInPolygons.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "cdabd764-0960-4bcd-84f5-e007852c3869", + "metadata": {}, + "outputs": [], + "source": [ + "import logging\n", + "import math\n", + "import os\n", + "\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "from deafrica_waterbodies.cli.logs import logging_setup\n", + "from deafrica_waterbodies.filters import fill_holes, filter_by_area" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3af67100-ff19-440f-b6e5-fe5724244ee5", + "metadata": {}, + "outputs": [], + "source": [ + "# These are the default AWS configurations for the Analysis Sandbox.\n", + "# that are set in the environmnet variables.\n", + "aws_default_config = {\n", + " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", + " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", + " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", + "}\n", + "\n", + "# To access public bucket, need to remove the AWS credentials in\n", + "# the environment variables or the following error will occur.\n", + "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", + "\n", + "for key in aws_default_config.keys():\n", + " if key in os.environ:\n", + " del os.environ[key]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7acc8246-b844-4e92-bc15-204bb54702e8", + "metadata": {}, + "outputs": [], + "source": [ + "verbose = 1\n", + "#output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "large_polygons_threshold = 10**6" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "32a30849-c86a-4b8a-947c-cc12245d618f", + "metadata": {}, + "outputs": [], + "source": [ + "# Set up logger.\n", + "logging_setup(verbose=verbose)\n", + "_log = logging.getLogger(__name__)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1670f7c9-b5bf-4c41-b1c7-150da3728985", + "metadata": {}, + "outputs": [], + "source": [ + "# Support pathlib paths.\n", + "output_directory = str(output_directory)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e1a0e9e0-2af9-473c-bdd2-65b4d64032f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 20:51:52,780] {2348331288.py:2} INFO - Loading polygons...\n", + "[2023-10-18 20:51:53,346] {2348331288.py:8} INFO - Raster polygons count 53977.\n" + ] + } + ], + "source": [ + "# Load the raster polygons\n", + "_log.info(\"Loading polygons...\")\n", + "\n", + "raster_polygons_fp = os.path.join(output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\")\n", + "\n", + "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", + "\n", + "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d1fd7ad2-f1c6-4f20-95ab-30a9ebc1bbd8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 20:51:53,350] {filters.py:117} INFO - Filtering 53977 polygons by minimum area 1000000 and max area inf...\n", + "[2023-10-18 20:51:53,374] {filters.py:130} INFO - Filtered out 52636 polygons.\n", + "[2023-10-18 20:51:53,374] {640283564.py:3} INFO - Count for polygons larger than 1000000 m2: 1341\n" + ] + } + ], + "source": [ + "# Identify the large polygons.\n", + "large_polygons = filter_by_area(raster_polygons, min_polygon_size=large_polygons_threshold, max_polygon_size=math.inf)\n", + "_log.info(f\"Count for polygons larger than {large_polygons_threshold} m2: {len(large_polygons)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5e1dac6a-56d6-40b7-aaa5-e618ea000982", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 20:51:53,388] {2675327616.py:4} INFO - 1341 large polygons removed from raster polygons.\n" + ] + } + ], + "source": [ + "# Remove the large polygons from the raster polygons.\n", + "large_polygons_idx = large_polygons.index.values\n", + "raster_polygons_large_removed = raster_polygons.drop(index=large_polygons_idx)\n", + "_log.info(f\"{len(raster_polygons) - len(raster_polygons_large_removed)} large polygons removed from raster polygons.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "54410f6f-3ff7-457a-9e56-156128815a74", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 20:51:53,392] {:2} INFO - Filling holes in large polygons...\n", + "CPU times: user 1.49 s, sys: 38.8 ms, total: 1.53 s\n", + "Wall time: 1.51 s\n" + ] + } + ], + "source": [ + "%%time\n", + "# Fill holes in the large polygons.\n", + "_log.info(\"Filling holes in large polygons...\")\n", + "large_polygons.geometry = large_polygons.geometry.apply(lambda p: fill_holes(p))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d89bc5d1-6a14-4450-b78a-4fd801aa576f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 20:51:54,912] {3685114858.py:6} INFO - Polygon count after filling holes in large polygons 53977.\n" + ] + } + ], + "source": [ + "# Add back in the large polygons with holes filled.\n", + "raster_polygons_with_holes_filled = pd.concat([raster_polygons_large_removed, large_polygons], ignore_index=True)\n", + "\n", + "raster_polygons_with_holes_filled.drop(columns=[\"area_m2\"], errors=\"ignore\", inplace=True)\n", + "\n", + "_log.info(f\"Polygon count after filling holes in large polygons {len(raster_polygons_with_holes_filled)}.\")\n", + "raster_polygons_with_holes_filled.to_parquet(os.path.join(output_directory, \"raster_polygons_with_holes_filled.parquet\"))" + ] + } + ], + "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": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/03_ApplyFilters.ipynb b/notebooks/03_ApplyFilters.ipynb deleted file mode 100644 index ed6b924..0000000 --- a/notebooks/03_ApplyFilters.ipynb +++ /dev/null @@ -1,316 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "id": "cdabd764-0960-4bcd-84f5-e007852c3869", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "import math\n", - "import os\n", - "\n", - "import click\n", - "import geopandas as gpd\n", - "import pandas as pd\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.filters import (\n", - " #filter_by_area,\n", - " filter_using_land_sea_mask,\n", - " filter_using_major_rivers_mask,\n", - " filter_using_urban_mask,\n", - " merge_primary_and_secondary_threshold_polygons,\n", - " split_large_polygons,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3af67100-ff19-440f-b6e5-fe5724244ee5", - "metadata": {}, - "outputs": [], - "source": [ - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7acc8246-b844-4e92-bc15-204bb54702e8", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "min_polygon_size = 4500 # 5 pixels\n", - "max_polygon_size = math.inf\n", - "land_sea_mask_fp = \"\"\n", - "major_rivers_mask_fp = \"\"\n", - "urban_mask_fp = \"\"\n", - "handle_large_polygons = \"erode-dilate-v2\"\n", - "pp_test_threshold = 0.005" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "32a30849-c86a-4b8a-947c-cc12245d618f", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1670f7c9-b5bf-4c41-b1c7-150da3728985", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib paths.\n", - "output_directory = str(output_directory)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e1a0e9e0-2af9-473c-bdd2-65b4d64032f2", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the raster polygons\n", - "_log.info(\"Loading raster polygons...\")\n", - "\n", - "raster_polygons_fp = os.path.join(\n", - " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", - ")\n", - "\n", - "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", - "\n", - "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" - ] - }, - { - "cell_type": "markdown", - "id": "e4356fce-0ce4-4727-9076-eaaba6d6db08", - "metadata": {}, - "source": [ - "## To Do\n", - "\n", - "1. Run the existing \"erode-dilate-v2\" splitting method on polygons that are larger than 10^8 in area. The code for this is below.\n", - "2. Fix holes in large polygons -- consider isolating to the largest polygons only. You can see an example of the issue over Lake Victoria. This stack overflow page might be of use: https://stackoverflow.com/questions/63317410/how-to-fill-holes-in-multi-polygons-created-when-dissolving-geodataframe-with-ge\n", - "3. Remove polygons that don't meet the area requirements.\n", - "4. Ensure the polygons have all the required attributes (area, perimeter, timeseries csv)" - ] - }, - { - "cell_type": "markdown", - "id": "24a66e88-c7de-45e4-84ab-7f025592c6cb", - "metadata": {}, - "source": [ - "### Run split on large polygons" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "55cf3ada-4911-4340-a12e-1cabd284f4c0", - "metadata": {}, - "outputs": [], - "source": [ - "larger_10tothe8 = raster_polygons.loc[raster_polygons.area >= 10**8, :].copy()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ea668664-51e3-4dd5-9d7c-92897361391b", - "metadata": {}, - "outputs": [], - "source": [ - "large_polygons_handled = split_large_polygons(\n", - " waterbody_polygons=larger_10tothe8, pp_thresh=0.005, method=\"erode-dilate-v2\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "386962d9-2314-4a37-8225-dceb965632c9", - "metadata": {}, - "outputs": [], - "source": [ - "# To Do: drop the selected polygons from the continental dataset \n", - "# and add back in the newly split polygons. Export to s3" - ] - }, - { - "cell_type": "markdown", - "id": "5e74ac9f-30c1-4650-8a4e-704135c97ea5", - "metadata": {}, - "source": [ - "### Fix holes in large polygons" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bf88bbbb-d173-4240-9f17-33b7c1503f30", - "metadata": {}, - "outputs": [], - "source": [ - "# To Do: investigate geopandas approach, otherwise, could do this in GIS" - ] - }, - { - "cell_type": "markdown", - "id": "fe252e1c-c35a-4e31-ad59-021721111460", - "metadata": {}, - "source": [ - "### Remove small polygons\n", - "\n", - "Have redefined the function in this notebook to work on the combined raster polygons. The original function could be updated in the filters.py file once we know it's working as expected" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f0e22917-0bf3-475a-a975-d665ae54d54d", - "metadata": {}, - "outputs": [], - "source": [ - "def filter_by_area(\n", - " raster_polygons: gpd.GeoDataFrame | None,\n", - " min_polygon_size: float = 4500,\n", - " max_polygon_size: float = math.inf,\n", - ") -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]:\n", - " \"\"\"\n", - " Filter the primary and secondary threshold polygons using the minimum and\n", - " maximum area.\n", - "\n", - " Parameters\n", - " ----------\n", - " raster_polygons : gpd.GeoDataFrame\n", - " secondary_threshold_polygons : gpd.GeoDataFrame\n", - " min_polygon_size : float, optional\n", - " Minimum area of a waterbody polygon to be included in the output polygons, by default 4500\n", - " max_polygon_size : float, optional\n", - " Maximum area of a waterbody polygon to be included in the output polygons, by default math.inf\n", - "\n", - " Returns\n", - " -------\n", - " tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]:\n", - " The area filtered primary threshold polygons and the area filtered\n", - " secondary threshold polygons.\n", - " \"\"\"\n", - "\n", - " if raster_polygons is not None:\n", - " _log.info(\n", - " f\"Filtering primary threshold polygons by minimum area {min_polygon_size} and max area {max_polygon_size}...\"\n", - " )\n", - "\n", - " raster_polygons[\"area\"] = pd.to_numeric(raster_polygons.area)\n", - " area_filtered_raster_polygons = raster_polygons.loc[\n", - " (\n", - " (raster_polygons[\"area\"] > min_polygon_size)\n", - " & (raster_polygons[\"area\"] <= max_polygon_size)\n", - " )\n", - " ]\n", - " area_filtered_raster_polygons.reset_index(drop=True, inplace=True)\n", - " _log.info(\n", - " f\"Filtered out {len(raster_polygons) - len(area_filtered_raster_polygons)} primary threshold polygons.\"\n", - " )\n", - " else:\n", - " area_filtered_raster_polygons = None\n", - "\n", - " return area_filtered_raster_polygons" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a1a79021-4379-41cf-973d-5d9a593786bb", - "metadata": {}, - "outputs": [], - "source": [ - "# To Do: Filter final cleaned polygons by area and export parquet to s3\n", - "\n", - "area_filtered_raster_polygons = filter_by_area(\n", - " raster_polygons, \n", - " min_polygon_size=min_polygon_size,\n", - " max_polygon_size=max_polygon_size,\n", - ")\n", - "\n", - "area_filtered_raster_polygons_fp = os.path.join(\n", - " output_directory, \"area_filtered_raster_polygons.parquet\"\n", - ")\n", - "area_filtered_raster_polygons.to_parquet(area_filtered_raster_polygons_fp)\n", - "_log.info(f\"Area filtered primary threshold polygons written to {area_filtered_raster_polygons_fp}\")\n" - ] - }, - { - "cell_type": "markdown", - "id": "f35e301e-8591-4418-a91f-747952d953f0", - "metadata": {}, - "source": [ - "### Add required attributes and then export to s3\n", - "Once the file is generated with the necessary attributes, ask Leon to upload it to the GeoServer (replace the existing senegal basin file, keeping the same name). " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "54410f6f-3ff7-457a-9e56-156128815a74", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": {}, - "version_major": 2, - "version_minor": 0 - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/02_HandleLargePolygons.ipynb b/notebooks/03_HandleLargePolygons.ipynb similarity index 72% rename from notebooks/02_HandleLargePolygons.ipynb rename to notebooks/03_HandleLargePolygons.ipynb index cdc0997..2133383 100644 --- a/notebooks/02_HandleLargePolygons.ipynb +++ b/notebooks/03_HandleLargePolygons.ipynb @@ -13,7 +13,7 @@ "import geopandas as gpd\n", " \n", "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.filters import split_large_polygons" + "from deafrica_waterbodies.filters import split_large_polygons, filter_by_area" ] }, { @@ -49,10 +49,11 @@ "outputs": [], "source": [ "verbose = 1\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "#output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", - "handle_large_polygons = \"erode-dilate-v2\"\n", - "pp_test_threshold = 0.005" + "#output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "handle_large_polygons = \"erode-dilate-v1\"\n", + "pp_test_threshold = 0.005\n", + "large_polygons_threshold = 10**8" ] }, { @@ -88,8 +89,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-17 20:18:00,846] {4168478290.py:2} INFO - Loading raster polygons...\n", - "[2023-10-17 20:18:09,829] {4168478290.py:13} INFO - Raster polygons count 1075799.\n" + "[2023-10-18 20:57:38,824] {98882911.py:2} INFO - Loading raster polygons...\n", + "[2023-10-18 20:57:39,321] {98882911.py:8} INFO - Raster polygons count 53977.\n" ] } ], @@ -97,15 +98,10 @@ "# Load the raster polygons\n", "_log.info(\"Loading raster polygons...\")\n", "\n", - "raster_polygons_fp = os.path.join(\n", - " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", - ")\n", + "raster_polygons_fp = os.path.join(output_directory, \"raster_polygons_with_holes_filled.parquet\")\n", "\n", "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", "\n", - "# Drop the attributes column.\n", - "raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", - "\n", "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" ] }, @@ -127,14 +123,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-17 20:18:30,496] {434086015.py:4} INFO - Count for polygons larger than 100000000 m2: 239\n" + "[2023-10-18 20:57:42,803] {filters.py:117} INFO - Filtering 53977 polygons by minimum area 100000000 and max area inf...\n", + "[2023-10-18 20:57:42,824] {filters.py:130} INFO - Filtered out 53961 polygons.\n", + "[2023-10-18 20:57:42,824] {2569074451.py:3} INFO - Count for polygons larger than 100000000 m2: 16\n" ] } ], "source": [ "# Identify the large polygons.\n", - "large_polygons_threshold = 10**8\n", - "large_polygons = gpd.GeoDataFrame(data=raster_polygons.loc[raster_polygons.area >= large_polygons_threshold])\n", + "large_polygons = filter_by_area(raster_polygons, min_polygon_size=large_polygons_threshold, max_polygon_size=math.inf)\n", "_log.info(f\"Count for polygons larger than {large_polygons_threshold} m2: {len(large_polygons)}\")\n", "large_polygons.to_parquet(os.path.join(output_directory, \"large_polygons.parquet\"))" ] @@ -149,7 +146,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-17 20:18:32,621] {2675327616.py:4} INFO - 239 large polygons removed from raster polygons.\n" + "[2023-10-18 20:57:53,816] {36683088.py:5} INFO - 16 large polygons removed from raster polygons.\n" ] } ], @@ -157,12 +154,13 @@ "# Remove the large polygons from the raster polygons.\n", "large_polygons_idx = large_polygons.index.values\n", "raster_polygons_large_removed = raster_polygons.drop(index=large_polygons_idx)\n", + "raster_polygons_large_removed.drop(columns=[\"area_m2\"], errors=\"ignore\", inplace=True)\n", "_log.info(f\"{len(raster_polygons) - len(raster_polygons_large_removed)} large polygons removed from raster polygons.\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ea668664-51e3-4dd5-9d7c-92897361391b", "metadata": {}, "outputs": [ @@ -170,8 +168,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-17 20:19:00,107] {filters.py:622} INFO - Splitting large polygons using the `erode-dilate-v2` method, using the threshold 0.005.\n", - "[2023-10-17 20:19:00,192] {filters.py:507} INFO - Splitting 73 polygons.\n" + "[2023-10-18 20:57:56,801] {filters.py:605} INFO - Splitting large polygons using the `erode-dilate-v1` method, using the threshold 0.005.\n", + "[2023-10-18 20:57:56,811] {filters.py:416} INFO - Splitting 7 polygons.\n", + "[2023-10-18 20:59:41,346] {filters.py:436} INFO - Polygon count after splitting using erode-dilate-v1 method: 1142\n", + "CPU times: user 1min 44s, sys: 174 ms, total: 1min 44s\n", + "Wall time: 1min 44s\n" ] } ], @@ -183,10 +184,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "ae891373-f157-44df-b47c-d3265e27c5cd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 20:59:41,358] {2280308349.py:3} INFO - Polygon count after handling large polygons 55103.\n" + ] + } + ], "source": [ "# Add back in the newly split polygons.\n", "raster_polygons_large_poly_split = pd.concat([raster_polygons_large_removed, large_polygons_handled], ignore_index=True)\n", diff --git a/notebooks/04_WriteFinalWaterbodies.ipynb b/notebooks/04_WriteFinalWaterbodies.ipynb index 7814a55..1e4316b 100644 --- a/notebooks/04_WriteFinalWaterbodies.ipynb +++ b/notebooks/04_WriteFinalWaterbodies.ipynb @@ -9,10 +9,11 @@ "source": [ "import logging\n", "import os\n", + "import math\n", "\n", - "import click\n", "import geopandas as gpd\n", "\n", + "from deafrica_waterbodies.filters import filter_by_area\n", "from deafrica_waterbodies.attributes import (\n", " add_area_and_perimeter_attributes,\n", " add_timeseries_attribute,\n", @@ -56,9 +57,13 @@ "outputs": [], "source": [ "verbose = 1\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2\"\n", + "#output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "min_polygon_size = 4500 # 5 pixels\n", + "max_polygon_size = math.inf\n", "product_version = \"0.0.1\"\n", - "timeseries_bucket = \"deafrica-waterbodies-dev\"" + "timeseries_bucket = \"deafrica-waterbodies-dev\"\n", + "file_name_prefix = \"senegalbasinwaterbodies\"" ] }, { @@ -87,33 +92,57 @@ { "cell_type": "code", "execution_count": 6, - "id": "4a163bc8-097a-4719-9aeb-4c5cd0f5f5e1", + "id": "567a03c4-17c9-496f-994e-8e0c9a5d6f88", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-06 18:54:46,570] {1292984903.py:1} INFO - Loading filtered waterbody polygons...\n", - "[2023-10-06 18:54:46,986] {1292984903.py:4} INFO - Waterbody polygons count 6543.\n" + "[2023-10-18 21:10:20,808] {810598675.py:1} INFO - Loading raster polygons...\n", + "[2023-10-18 21:10:21,586] {810598675.py:7} INFO - Raster polygons count 55103.\n" ] } ], "source": [ - "_log.info(\"Loading filtered waterbody polygons...\")\n", - "filtered_polygons_fp = os.path.join(output_directory, \"filtered_polygons.parquet\")\n", - "filtered_polygons = gpd.read_parquet(filtered_polygons_fp)\n", - "_log.info(f\"Waterbody polygons count {len(filtered_polygons)}.\")" + "_log.info(\"Loading raster polygons...\")\n", + "# Load the raster waterbody polygons.\n", + "raster_polygons_fp = os.path.join(output_directory, \"raster_polygons_large_polygons_handled.parquet\")\n", + "\n", + "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", + "\n", + "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" ] }, { "cell_type": "code", "execution_count": 7, + "id": "1adbc884-fecd-4507-a7c0-46897053019b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-18 21:10:21,804] {filters.py:117} INFO - Filtering 55103 polygons by minimum area 4500 and max area inf...\n", + "[2023-10-18 21:10:21,832] {filters.py:130} INFO - Filtered out 18801 polygons.\n" + ] + } + ], + "source": [ + "# Filter the polygons by area.\n", + "area_filtered_raster_polygons = filter_by_area(raster_polygons, min_polygon_size=min_polygon_size, max_polygon_size=max_polygon_size)\n", + "area_filtered_raster_polygons.to_parquet(os.path.join(output_directory, \"area_filtered_raster_polygons.parquet\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "id": "3ee1f7d1-fc1a-48d1-9458-921ff812359d", "metadata": {}, "outputs": [], "source": [ - "waterbodies_gdf = assign_unique_ids(polygons=filtered_polygons)\n", + "waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons)\n", "waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf)\n", "waterbodies_gdf = add_timeseries_attribute(\n", " polygons=waterbodies_gdf,\n", @@ -124,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "1aede9ef-3a24-4b89-bcab-f247f6eb66a2", "metadata": {}, "outputs": [], @@ -135,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "c2363caf-d318-4dcf-a50c-9e995503ad43", "metadata": {}, "outputs": [ @@ -143,16 +172,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-06 18:54:48,828] {collection.py:558} WARNING - Value 201189599.952600002 of field area_m2 of feature 1322 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:48,881] {collection.py:558} WARNING - Value 216761399.942699999 of field area_m2 of feature 1455 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:50,455] {collection.py:558} WARNING - Value 1357780499.61680007 of field area_m2 of feature 1785 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:50,732] {collection.py:558} WARNING - Value 137478599.9551 of field area_m2 of feature 2681 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:50,967] {collection.py:558} WARNING - Value 185007599.950700015 of field area_m2 of feature 3620 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:50,988] {collection.py:558} WARNING - Value 186512399.949900001 of field area_m2 of feature 3682 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:51,213] {collection.py:558} WARNING - Value 460308599.762600005 of field area_m2 of feature 4519 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:51,345] {collection.py:558} WARNING - Value 513510299.680899978 of field area_m2 of feature 4817 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:51,388] {collection.py:558} WARNING - Value 106005599.945600003 of field area_m2 of feature 4961 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-06 18:54:52,416] {io.py:238} INFO - Waterbody polygons written to s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2/waterbodiesv0.shp\n" + "[2023-10-18 21:10:59,414] {collection.py:558} WARNING - Value 274118399.845899999 of field area_m2 of feature 6980 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:10:59,717] {collection.py:558} WARNING - Value 149871071.809399992 of field area_m2 of feature 8213 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:00,658] {collection.py:558} WARNING - Value 589657499.686300039 of field area_m2 of feature 12686 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:00,803] {collection.py:558} WARNING - Value 934188299.48969996 of field area_m2 of feature 13296 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:01,590] {collection.py:558} WARNING - Value 336573164.483099997 of field area_m2 of feature 16944 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:02,183] {collection.py:558} WARNING - Value 854248499.631399989 of field area_m2 of feature 19790 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:02,446] {collection.py:558} WARNING - Value 275918293.937399983 of field area_m2 of feature 20802 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:02,588] {collection.py:558} WARNING - Value 227436299.939599991 of field area_m2 of feature 21421 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:03,151] {collection.py:558} WARNING - Value 130046399.957599998 of field area_m2 of feature 24017 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:03,472] {collection.py:558} WARNING - Value 101929399.333399996 of field area_m2 of feature 25150 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:03,611] {collection.py:558} WARNING - Value 163347299.956499994 of field area_m2 of feature 25809 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:03,637] {collection.py:558} WARNING - Value 186969599.949800014 of field area_m2 of feature 25920 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:04,011] {collection.py:558} WARNING - Value 460450799.762899995 of field area_m2 of feature 27732 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:04,142] {collection.py:558} WARNING - Value 288201716.32249999 of field area_m2 of feature 28282 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:04,483] {collection.py:558} WARNING - Value 989039137.926100016 of field area_m2 of feature 29170 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:04,681] {collection.py:558} WARNING - Value 261230299.83829999 of field area_m2 of feature 29869 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-18 21:11:07,812] {io.py:240} INFO - Waterbody polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/senegalbasinwaterbodiesv0.shp\n" ] } ], @@ -162,6 +198,7 @@ " waterbodies_gdf=waterbodies_gdf_4326,\n", " product_version=product_version,\n", " output_directory=output_directory,\n", + " file_name_prefix=file_name_prefix,\n", ")" ] } diff --git a/notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb b/notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb deleted file mode 100644 index 725b05a..0000000 --- a/notebooks/1_123_GenerateWaterbodiesUsingTiles.ipynb +++ /dev/null @@ -1,412 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "id": "e6b0a31b-28d9-41d4-b59b-4ccb900e2528", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "import os\n", - "\n", - "import click\n", - "import datacube\n", - "import fsspec\n", - "import geopandas as gpd\n", - "import pandas as pd\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.io import (\n", - " check_dir_exists,\n", - " check_file_exists,\n", - " check_if_s3_uri,\n", - " find_parquet_files,\n", - ")\n", - "from deafrica_waterbodies.make_polygons import (\n", - " check_wetness_thresholds,\n", - " get_polygons_from_tile,\n", - " merge_polygons_at_tile_boundaries\n", - ")\n", - "from deafrica_waterbodies.tiling import (\n", - " filter_tiles,\n", - " get_tiles_ids,\n", - " tile_wofs_ls_summary_alltime,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "39c574ee-39c4-4931-b807-5d3f97900cd2", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2e50efa3-b5ba-44b3-b164-608d17e6413e", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "\n", - "aoi_vector_file = \"data/SenegalBasin.geojson\"\n", - "tile_size_factor = 4\n", - "num_workers = 16\n", - "\n", - "primary_threshold: float = 0.1\n", - "secondary_threshold: float = 0.05\n", - "minimum_valid_observations: int = 128\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile4\"\n", - "overwrite = False" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e2dfbcc2-fd39-4900-815c-09a11c448b8d", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9d0742d7-6ca2-4286-9313-3efda5173f38", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib Paths.\n", - "aoi_vector_file = str(aoi_vector_file)\n", - "output_directory = str(output_directory)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "18db4ad8-7193-47e4-a4b4-44085924a793", - "metadata": {}, - "outputs": [], - "source": [ - "# Parameters to use when loading datasets.\n", - "dask_chunks = {\"x\": 3200, \"y\": 3200, \"time\": 1}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "95a0ca66-2695-42c8-968a-523151d514c0", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the area of interest as a GeoDataFrame.\n", - "if aoi_vector_file is not None:\n", - " try:\n", - " aoi_gdf = gpd.read_file(aoi_vector_file)\n", - " except Exception as error:\n", - " _log.exception(f\"Could not read the file {aoi_vector_file}\")\n", - " raise error\n", - "else:\n", - " aoi_gdf = None" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ea4b4349-4d9c-4e55-aae0-b661ccde8da0", - "metadata": {}, - "outputs": [], - "source": [ - "# Tile the wofs_ls_summary_alltime product.\n", - "tiles, grid_workflow = tile_wofs_ls_summary_alltime(tile_size_factor)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f134e90d-9c9a-47ca-86da-687846f2568c", - "metadata": {}, - "outputs": [], - "source": [ - "# Filter the tiles to the area of interest.\n", - "filtered_tile_ids = filter_tiles(tiles, aoi_gdf, num_workers)\n", - "filtered_tiles = {k: v for k, v in tiles.items() if k in filtered_tile_ids}\n", - "\n", - "print(len(filtered_tiles))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "73816db0-7445-423a-a616-9966187a0ab6", - "metadata": {}, - "outputs": [], - "source": [ - "# Directory to write generated waterbody polygons to.\n", - "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "843a0c8b-9bc5-469e-8bc2-9a2a0588265b", - "metadata": {}, - "outputs": [], - "source": [ - "# Set the filesystem to use.\n", - "if check_if_s3_uri(polygons_from_thresholds_dir):\n", - " fs = fsspec.filesystem(\"s3\")\n", - "else:\n", - " fs = fsspec.filesystem(\"file\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cbe40837-f598-4d7c-a3fd-6c1deb2b0589", - "metadata": {}, - "outputs": [], - "source": [ - "# Check if the directory exists. If it does not, create it.\n", - "if not check_dir_exists(polygons_from_thresholds_dir):\n", - " fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True)\n", - " _log.info(f\"Created directory {polygons_from_thresholds_dir}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1c85a8d3-9543-4a57-90b8-3ac5e6cae71c", - "metadata": {}, - "outputs": [], - "source": [ - "# Check if the wetness thresholds have been set correctly.\n", - "minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", - "_log.info(check_wetness_thresholds(minimum_wet_thresholds))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "26f37f02-ce60-43c9-9dc4-4c5298b15a81", - "metadata": {}, - "outputs": [], - "source": [ - "# Generate the first set of primary and secondary threhsold polygons for each of the tiles.\n", - "for tile in filtered_tiles.items():\n", - " tile_id = tile[0]\n", - " primary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_primary_threshold_polygons.parquet\"\n", - " )\n", - " secondary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_secondary_threshold_polygons.parquet\"\n", - " )\n", - "\n", - " if not overwrite:\n", - " _log.info(f\"Checking existence of {primary_threshold_polygons_fp} and {secondary_threshold_polygons_fp}\")\n", - " exists = check_file_exists(primary_threshold_polygons_fp) and check_file_exists(secondary_threshold_polygons_fp)\n", - "\n", - " if overwrite or not exists:\n", - " (\n", - " primary_threshold_polygons,\n", - " secondary_threshold_polygons,\n", - " ) = get_polygons_from_tile(\n", - " tile=tile,\n", - " grid_workflow=grid_workflow,\n", - " dask_chunks=dask_chunks,\n", - " min_valid_observations=minimum_valid_observations,\n", - " primary_threshold=primary_threshold,\n", - " secondary_threshold=secondary_threshold,\n", - " )\n", - " # Write the polygons to parquet files.\n", - " primary_threshold_polygons.to_parquet(primary_threshold_polygons_fp)\n", - " secondary_threshold_polygons.to_parquet(secondary_threshold_polygons_fp)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "27d552b8-32fd-427c-835b-92245f627d92", - "metadata": {}, - "outputs": [], - "source": [ - "# Get the extents for each tile.\n", - "crs = grid_workflow.grid_spec.crs\n", - "filtered_tiles_extents_geoms = [tile[1].geobox.extent.geom for tile in filtered_tiles.items()]\n", - "filtered_tiles_extents_gdf = gpd.GeoDataFrame(geometry=filtered_tiles_extents_geoms, crs=crs)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5ab0c48e-feeb-47c0-a13b-fbe3ee940ad7", - "metadata": {}, - "outputs": [], - "source": [ - "# Find all parquet files for the primary threshold.\n", - "primary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*primary.*\")\n", - "_log.info(f\"Found {len(primary_threshold_polygons_paths)} parquet files for the primary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bfeb0c77-93d9-4cc6-a2d2-2542875abf71", - "metadata": {}, - "outputs": [], - "source": [ - "# Load all the primary threshold polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the primary threshold polygons parquet files..\")\n", - "primary_threshold_polygons_list = []\n", - "for path in primary_threshold_polygons_paths:\n", - " gdf = gpd.read_parquet(path)\n", - " primary_threshold_polygons_list.append(gdf)\n", - "\n", - "primary_threshold_polygons = pd.concat(primary_threshold_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(primary_threshold_polygons)} primary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5e3fa531-851c-47f9-a9d4-87647b130da4", - "metadata": {}, - "outputs": [], - "source": [ - "_log.info(\"Merging primary threshold waterbody polygons located at tile boundaries...\")\n", - "primary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", - " primary_threshold_polygons, filtered_tiles_extents_gdf\n", - ")\n", - "_log.info(f\"Primary threshold polygons count {len(primary_threshold_polygons_merged)}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "70430dbd-8ef5-46cb-8def-c9cf5c0dda35", - "metadata": {}, - "outputs": [], - "source": [ - "_log.info(\"Writing primary threshold polygons merged at tile boundaries to disk..\")\n", - "primary_threshold_polygons_output_fp = os.path.join(\n", - " output_directory, \"primary_threshold_polygons_merged_at_tile_boundaries.parquet\"\n", - ")\n", - "\n", - "primary_threshold_polygons_merged.to_parquet(primary_threshold_polygons_output_fp)\n", - "_log.info(f\"Polygons written to {primary_threshold_polygons_output_fp}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "70440491-216a-42d6-b26e-c943b918a6b1", - "metadata": {}, - "outputs": [], - "source": [ - "# Find all parquet files for the secondary threshold.\n", - "secondary_threshold_polygons_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*secondary.*\")\n", - "_log.info(f\"Found {len(secondary_threshold_polygons_paths)} parquet files for the secondary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "096b45e5-caf9-4df4-8d36-b96cfb733d14", - "metadata": {}, - "outputs": [], - "source": [ - "# Load all the secondary threshold polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the secondary threshold polygons parquet files...\")\n", - "secondary_threshold_polygons_list = []\n", - "for path in secondary_threshold_polygons_paths:\n", - " gdf = gpd.read_parquet(path)\n", - " secondary_threshold_polygons_list.append(gdf)\n", - "\n", - "secondary_threshold_polygons = pd.concat(secondary_threshold_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(secondary_threshold_polygons)} secondary threshold polygons.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b010dca0-9357-4a94-936c-b36e3500e7f1", - "metadata": {}, - "outputs": [], - "source": [ - "_log.info(\"Merging secondary threshold waterbody polygons located at dataset/scene boundaries...\")\n", - "secondary_threshold_polygons_merged = merge_polygons_at_tile_boundaries(\n", - " secondary_threshold_polygons, filtered_tiles_extents_gdf\n", - ")\n", - "_log.info(f\"Secondary threshold polygons count {len(secondary_threshold_polygons_merged)}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "703dc6e4-8ce0-48a3-851b-22355daed66c", - "metadata": {}, - "outputs": [], - "source": [ - "_log.info(\"Writing secondary threshold polygons merged at tile boundaries to disk..\")\n", - "secondary_threshold_polygons_output_fp = os.path.join(\n", - " output_directory, \"secondary_threshold_polygons_merged_at_ds_boundaries.parquet\"\n", - ")\n", - "\n", - "secondary_threshold_polygons_merged.to_parquet(secondary_threshold_polygons_output_fp)\n", - "\n", - "_log.info(f\"Polygons written to {secondary_threshold_polygons_output_fp}\")" - ] - } - ], - "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": {}, - "version_major": 2, - "version_minor": 0 - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/1_1_GetDatasetIDs.ipynb b/notebooks/1_1_GetDatasetIDs.ipynb deleted file mode 100644 index cc55033..0000000 --- a/notebooks/1_1_GetDatasetIDs.ipynb +++ /dev/null @@ -1,181 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "727a0f08-2a9c-471c-bbea-346bf528c856", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "\n", - "import click\n", - "import fsspec\n", - "import geopandas as gpd\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.datasets import get_datasets_ids\n", - "from deafrica_waterbodies.io import check_if_s3_uri" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "25b37fcb-eb02-4989-8794-326ed93a37b1", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "dd9261b5-77ff-4b4d-884c-609771c2a656", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "aoi_vector_file = \"data/SenegalBasin.geojson\"\n", - "num_workers = 16\n", - "dataset_ids_text_file = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/dataset_ids.txt\"" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "6d698093-e0b7-4c3c-bcca-e630bddcce73", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "268c4be3-1301-4d39-bd32-71d64a31bb38", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib Paths.\n", - "aoi_vector_file = str(aoi_vector_file)\n", - "dataset_ids_text_file = str(dataset_ids_text_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "00bf86bf-eb0f-4b7b-9b19-dee84fdac498", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the area of interest as a GeoDataFrame.\n", - "if aoi_vector_file is not None:\n", - " try:\n", - " aoi_gdf = gpd.read_file(aoi_vector_file)\n", - " except Exception as error:\n", - " _log.exception(f\"Could not read the file {aoi_vector_file}\")\n", - " raise error\n", - "else:\n", - " aoi_gdf = None" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "858ba36e-e717-44da-ba56-a7dc6ebc90c5", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "4461it [00:07, 586.18it/s]\n" - ] - } - ], - "source": [ - "# Get the WOfS All Time Summary scene ids for the scenes whose extent\n", - "# intersects with the area of interest.\n", - "dataset_ids = get_datasets_ids(aoi_gdf=aoi_gdf, num_workers=num_workers)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "a55a9af2-cff4-4843-8230-ab35cf897faa", - "metadata": {}, - "outputs": [], - "source": [ - "# Set the filesystem to use.\n", - "if check_if_s3_uri(dataset_ids_text_file):\n", - " fs = fsspec.filesystem(\"s3\")\n", - "else:\n", - " fs = fsspec.filesystem(\"file\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "a3323f56-f442-40d9-a2fd-0927a1d149f4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 16:39:44,855] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n", - "[2023-10-06 16:39:45,022] {2876337735.py:6} INFO - Dataset IDs written to: s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/dataset_ids.txt.\n" - ] - } - ], - "source": [ - "# Write the dataset ids to the text file.\n", - "with fs.open(dataset_ids_text_file, \"w\") as file:\n", - " for dataset_id in dataset_ids:\n", - " file.write(f\"{dataset_id}\\n\")\n", - "\n", - "_log.info(f\"Dataset IDs written to: {dataset_ids_text_file}.\")" - ] - } - ], - "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": 5 -} diff --git a/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb b/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb deleted file mode 100644 index dc2af9d..0000000 --- a/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDs.ipynb +++ /dev/null @@ -1,348 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "727a0f08-2a9c-471c-bbea-346bf528c856", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "import os\n", - "\n", - "import click\n", - "import datacube\n", - "import fsspec\n", - "\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.io import check_dir_exists, check_file_exists, check_if_s3_uri\n", - "from deafrica_waterbodies.make_polygons import check_wetness_thresholds, get_polygons_from_dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "25b37fcb-eb02-4989-8794-326ed93a37b1", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "f958dc31-a953-4b8b-b045-63029ec43d78", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "primary_threshold: float = 0.1\n", - "secondary_threshold: float = 0.05\n", - "minimum_valid_observations: int = 128\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile\"\n", - "dataset_ids_text_file = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/dataset_ids.txt\"\n", - "overwrite = True" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "906996f9-638a-4937-a3e4-7c561a472192", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "cdefc70d-f19d-4a9a-80a6-6810c2eef674", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib paths.\n", - "output_directory = str(output_directory)\n", - "dataset_ids_text_file = str(dataset_ids_text_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "d87d2e53-fe36-43f6-81c3-45495c4d7a49", - "metadata": {}, - "outputs": [], - "source": [ - "# Parameters to use when loading datasets.\n", - "dask_chunks = {\"x\": 3200, \"y\": 3200, \"time\": 1}\n", - "resolution = (-30, 30)\n", - "output_crs = \"EPSG:6933\"" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "3c0a4fca-9707-44ef-812d-bf8a1f42308f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 17:02:05,550] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n" - ] - } - ], - "source": [ - "# Read the dataset ids from the text file.\n", - "if not check_file_exists(dataset_ids_text_file):\n", - " _log.error(f\"Could not find text file {dataset_ids_text_file}!\")\n", - " raise FileNotFoundError(f\"Could not find text file {dataset_ids_text_file}!\")\n", - "else:\n", - " if check_if_s3_uri(dataset_ids_text_file):\n", - " fs = fsspec.filesystem(\"s3\")\n", - " else:\n", - " fs = fsspec.filesystem(\"file\")\n", - " with fs.open(dataset_ids_text_file, \"r\") as file:\n", - " lines = file.readlines()\n", - " dataset_ids = [line.strip() for line in lines]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "20679b58-4de2-4eea-9ab3-85728e6aa896", - "metadata": {}, - "outputs": [], - "source": [ - "# Directory to write generated waterbody polygons to.\n", - "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "af2a667f-70fd-43f9-90b9-49a84f39f30c", - "metadata": {}, - "outputs": [], - "source": [ - "# Set the filesystem to use.\n", - "if check_if_s3_uri(polygons_from_thresholds_dir):\n", - " fs = fsspec.filesystem(\"s3\")\n", - "else:\n", - " fs = fsspec.filesystem(\"file\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "d42cefd7-508c-4fdc-aa22-49e9ee5751ea", - "metadata": {}, - "outputs": [], - "source": [ - "# Check if the directory exists. If it does not, create it.\n", - "if not check_dir_exists(polygons_from_thresholds_dir):\n", - " fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True)\n", - " _log.info(f\"Created directory {polygons_from_thresholds_dir}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "9f9fec1f-e5df-4190-aaae-910e68acbcd1", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 17:02:05,986] {3616587049.py:3} INFO - We will be running a hybrid wetness threshold. \n", - "**You have set 0.1 as the primary threshold, which will define the location of the waterbody polygons \n", - " with 0.05 set as the supplementary threshold, which will define the extent/shape of the waterbody polygons.**\n" - ] - } - ], - "source": [ - "# Check if the wetness thresholds have been set correctly.\n", - "minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", - "_log.info(check_wetness_thresholds(minimum_wet_thresholds))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "a86b5866-6b56-4a6b-919b-20e11334ad6f", - "metadata": {}, - "outputs": [], - "source": [ - "# Connect to the datacube.\n", - "dc = datacube.Datacube(app=\"GenerateWaterbodyPolygons\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "c0dd33a2-9726-471d-a245-8564bafb594b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 17:02:06,335] {make_polygons.py:177} INFO - Generating water body polygons for dataset cd198bae-43a1-566a-8e8e-01b110bfbaf5\n", - "[2023-10-06 17:02:08,905] {make_polygons.py:177} INFO - Generating water body polygons for dataset fc10a5ae-00d0-5998-bbc0-b7d29f5807fb\n", - "[2023-10-06 17:02:10,824] {make_polygons.py:177} INFO - Generating water body polygons for dataset bb6c330e-f7c9-5164-85a6-a10e5ed36ce8\n", - "[2023-10-06 17:02:13,396] {make_polygons.py:177} INFO - Generating water body polygons for dataset 3180edab-0678-59a6-9cce-70437f6d8e8b\n", - "[2023-10-06 17:02:15,746] {make_polygons.py:177} INFO - Generating water body polygons for dataset f6d24d9a-4399-5d5e-9a0b-b4edfcea710f\n", - "[2023-10-06 17:02:17,801] {make_polygons.py:177} INFO - Generating water body polygons for dataset 68180140-e074-5c12-a5e7-8ed3d0dee5a9\n", - "[2023-10-06 17:02:20,064] {make_polygons.py:177} INFO - Generating water body polygons for dataset 7e5d3cf6-2dd0-5830-b6dc-39c1ecc69713\n", - "[2023-10-06 17:02:22,172] {make_polygons.py:177} INFO - Generating water body polygons for dataset 5c4cf4b6-c649-5205-8152-1b1b8797ef4c\n", - "[2023-10-06 17:02:24,729] {make_polygons.py:177} INFO - Generating water body polygons for dataset 1e8d81b3-241f-507b-bc0b-6accf8fb995d\n", - "[2023-10-06 17:02:26,826] {make_polygons.py:177} INFO - Generating water body polygons for dataset 2a070692-152f-5bce-9746-304ae9f473e6\n", - "[2023-10-06 17:02:28,773] {make_polygons.py:177} INFO - Generating water body polygons for dataset 84e76979-16bb-5a28-8846-59f50b97a6bf\n", - "[2023-10-06 17:02:30,497] {make_polygons.py:177} INFO - Generating water body polygons for dataset b886a2e3-6342-564c-8ded-06cf45a5a115\n", - "[2023-10-06 17:02:33,124] {make_polygons.py:177} INFO - Generating water body polygons for dataset 66c72025-c94c-5a82-bea8-e0cf8edb306e\n", - "[2023-10-06 17:02:37,314] {make_polygons.py:177} INFO - Generating water body polygons for dataset 832547b8-3409-5be3-a9b2-0cfb9e79d43b\n", - "[2023-10-06 17:02:39,147] {make_polygons.py:177} INFO - Generating water body polygons for dataset a55e2595-a9f8-5513-90df-ebeb9141371f\n", - "[2023-10-06 17:02:41,056] {make_polygons.py:177} INFO - Generating water body polygons for dataset 4aaef995-885e-55a2-9c0e-4cecf9d0c3f4\n", - "[2023-10-06 17:02:42,907] {make_polygons.py:177} INFO - Generating water body polygons for dataset 12688939-1640-5fef-8155-fedfe3ecd30b\n", - "[2023-10-06 17:02:45,349] {make_polygons.py:177} INFO - Generating water body polygons for dataset b6cb8e82-1879-5706-b93c-ef85f032f470\n", - "[2023-10-06 17:02:47,922] {make_polygons.py:177} INFO - Generating water body polygons for dataset d31ecb6f-6459-5659-a841-f7a84c824af9\n", - "[2023-10-06 17:02:50,067] {make_polygons.py:177} INFO - Generating water body polygons for dataset 992cf08a-0750-5db6-b409-2fe141b84ec2\n", - "[2023-10-06 17:02:51,856] {make_polygons.py:177} INFO - Generating water body polygons for dataset ef01bdfe-abc6-5618-a779-2489df1d5d73\n", - "[2023-10-06 17:02:54,129] {make_polygons.py:177} INFO - Generating water body polygons for dataset f191276a-d1a6-50ac-83a9-de5b279b4229\n", - "[2023-10-06 17:02:58,136] {make_polygons.py:177} INFO - Generating water body polygons for dataset 217fc46c-d098-5639-ad0a-b8d0efbc4276\n", - "[2023-10-06 17:03:14,365] {make_polygons.py:177} INFO - Generating water body polygons for dataset 87916cb1-d351-529c-a42a-07eff309ed8b\n", - "[2023-10-06 17:03:16,399] {make_polygons.py:177} INFO - Generating water body polygons for dataset a27df8f9-e8a5-5ab9-a962-18faf3ce3ae2\n", - "[2023-10-06 17:03:19,051] {make_polygons.py:177} INFO - Generating water body polygons for dataset 74781945-fca1-5be1-a86c-776a1770d8e3\n", - "[2023-10-06 17:03:21,004] {make_polygons.py:177} INFO - Generating water body polygons for dataset d49e6bfd-d0f1-5df8-9da4-ec198150f402\n", - "[2023-10-06 17:03:23,258] {make_polygons.py:177} INFO - Generating water body polygons for dataset b5997e76-bce0-5a43-ac14-5c5ba69ae65a\n", - "[2023-10-06 17:03:29,177] {make_polygons.py:177} INFO - Generating water body polygons for dataset 52f8f266-f8da-5269-aed6-007e26c131e0\n", - "[2023-10-06 17:03:31,254] {make_polygons.py:177} INFO - Generating water body polygons for dataset d72ef170-3533-518b-90ce-8debfc37aedb\n", - "[2023-10-06 17:03:41,076] {make_polygons.py:177} INFO - Generating water body polygons for dataset e413b8ed-5eb2-591f-9a37-8b7825d37dcf\n", - "[2023-10-06 17:03:43,122] {make_polygons.py:177} INFO - Generating water body polygons for dataset 1dcf68e4-01b5-55d1-9b74-0162af9968fa\n", - "[2023-10-06 17:03:44,876] {make_polygons.py:177} INFO - Generating water body polygons for dataset 7762c98a-80d0-548a-ac06-39f763e25c35\n", - "[2023-10-06 17:03:46,760] {make_polygons.py:177} INFO - Generating water body polygons for dataset 2d927c3d-b259-574f-8a88-983e9c835bd5\n", - "[2023-10-06 17:03:48,713] {make_polygons.py:177} INFO - Generating water body polygons for dataset 11abb94d-e3e8-5927-beeb-b5c6fe2f471f\n", - "[2023-10-06 17:03:51,861] {make_polygons.py:177} INFO - Generating water body polygons for dataset 55016bd8-ada1-5327-96eb-b68848f800b3\n", - "[2023-10-06 17:03:53,706] {make_polygons.py:177} INFO - Generating water body polygons for dataset 818adac5-2349-5e72-95f9-34d1ab908668\n", - "[2023-10-06 17:03:55,855] {make_polygons.py:177} INFO - Generating water body polygons for dataset 506157af-33c8-5596-9176-c86db467880a\n", - "[2023-10-06 17:03:57,993] {make_polygons.py:177} INFO - Generating water body polygons for dataset 89ade063-61c0-568b-a8fc-7a641319a1ce\n", - "[2023-10-06 17:04:00,292] {make_polygons.py:177} INFO - Generating water body polygons for dataset 92d4584f-574b-57bb-be2b-4e08291c1796\n", - "[2023-10-06 17:04:06,030] {make_polygons.py:177} INFO - Generating water body polygons for dataset ee8c6eca-a29b-5449-8896-289436371bb4\n", - "[2023-10-06 17:04:08,392] {make_polygons.py:177} INFO - Generating water body polygons for dataset 41751ede-7517-578d-aca7-c2d1694c31aa\n", - "[2023-10-06 17:04:11,005] {make_polygons.py:177} INFO - Generating water body polygons for dataset 28435ed4-8593-5fbb-9f01-87a68c6ca593\n", - "[2023-10-06 17:04:12,905] {make_polygons.py:177} INFO - Generating water body polygons for dataset 9ba989f3-b68b-5027-b6e8-aefc20721dea\n", - "[2023-10-06 17:04:15,241] {make_polygons.py:177} INFO - Generating water body polygons for dataset 62c2b19d-7ea4-50c3-b1b6-067d42eb2638\n", - "[2023-10-06 17:04:17,338] {make_polygons.py:177} INFO - Generating water body polygons for dataset 9ee761e1-189e-53b7-81a3-6f0be8c98934\n", - "[2023-10-06 17:04:22,841] {make_polygons.py:177} INFO - Generating water body polygons for dataset 6c8c71d3-0c01-52b9-a208-f96dd673971d\n", - "[2023-10-06 17:04:25,992] {make_polygons.py:177} INFO - Generating water body polygons for dataset 491be0b7-aac0-5aae-8585-c32201050149\n", - "[2023-10-06 17:04:28,021] {make_polygons.py:177} INFO - Generating water body polygons for dataset f1b1b0cb-d8b8-5d13-9c95-161c60a9bfe6\n", - "[2023-10-06 17:04:29,805] {make_polygons.py:177} INFO - Generating water body polygons for dataset 3ad86dbf-4c1d-515a-8e02-2ba7664edcfc\n", - "[2023-10-06 17:04:31,875] {make_polygons.py:177} INFO - Generating water body polygons for dataset 3be3887b-db05-527f-91c3-c9f2d201460e\n", - "[2023-10-06 17:04:34,081] {make_polygons.py:177} INFO - Generating water body polygons for dataset 5c5a792d-7129-5345-89b8-ee159eeb8357\n", - "[2023-10-06 17:04:36,364] {make_polygons.py:177} INFO - Generating water body polygons for dataset dbce025d-59f7-59d3-b2a7-497855215baf\n", - "[2023-10-06 17:04:38,456] {make_polygons.py:177} INFO - Generating water body polygons for dataset d4303ecb-3745-530f-8cec-3dafc6bb4db2\n", - "[2023-10-06 17:04:41,031] {make_polygons.py:177} INFO - Generating water body polygons for dataset c5c569f3-8b68-5570-85b5-7e9a1eb6812f\n", - "[2023-10-06 17:04:43,128] {make_polygons.py:177} INFO - Generating water body polygons for dataset 238265f4-9e39-5b2c-848f-f4409ef34b9d\n", - "[2023-10-06 17:04:45,216] {make_polygons.py:177} INFO - Generating water body polygons for dataset d5e0cd25-cb65-53fd-bb0c-745896452731\n", - "[2023-10-06 17:04:48,039] {make_polygons.py:177} INFO - Generating water body polygons for dataset c8fdb171-55c0-5629-b5dd-059aebdc875e\n", - "[2023-10-06 17:04:50,345] {make_polygons.py:177} INFO - Generating water body polygons for dataset 32e41787-3dde-5db9-bee5-c29f0e3a93ed\n", - "[2023-10-06 17:04:52,196] {make_polygons.py:177} INFO - Generating water body polygons for dataset 02c57798-157c-5827-803d-184e0a369d32\n", - "[2023-10-06 17:04:54,057] {make_polygons.py:177} INFO - Generating water body polygons for dataset 8f9b6055-3e72-563f-83e2-1a50970558f5\n", - "[2023-10-06 17:04:55,927] {make_polygons.py:177} INFO - Generating water body polygons for dataset e24f43f8-517d-52c1-9f00-4a83783900bd\n", - "[2023-10-06 17:04:58,825] {make_polygons.py:177} INFO - Generating water body polygons for dataset 6354d0eb-5489-55ed-81cf-b0449f49bea6\n", - "[2023-10-06 17:05:00,898] {make_polygons.py:177} INFO - Generating water body polygons for dataset aea08a1f-9933-5f44-87d3-d0714c52725b\n", - "[2023-10-06 17:05:03,370] {make_polygons.py:177} INFO - Generating water body polygons for dataset f3ffdb67-591d-5da9-9138-817e25487230\n", - "[2023-10-06 17:05:05,596] {make_polygons.py:177} INFO - Generating water body polygons for dataset 36537f53-c09c-5c90-9e5d-e8afcb42f16e\n", - "[2023-10-06 17:05:07,605] {make_polygons.py:177} INFO - Generating water body polygons for dataset 89497671-c686-53da-afce-e6c83afaf3ee\n", - "[2023-10-06 17:05:09,860] {make_polygons.py:177} INFO - Generating water body polygons for dataset d0b13c5b-7421-520f-9493-6e364f19728a\n", - "[2023-10-06 17:05:12,039] {make_polygons.py:177} INFO - Generating water body polygons for dataset 9e9969aa-bbdb-534f-bb77-3d62aeb27223\n", - "[2023-10-06 17:05:14,256] {make_polygons.py:177} INFO - Generating water body polygons for dataset e4ba0b20-10af-58c9-ab42-51a71c2c6dbb\n", - "[2023-10-06 17:05:16,509] {make_polygons.py:177} INFO - Generating water body polygons for dataset a7c4eeae-247c-5668-b248-20497e5e5345\n", - "[2023-10-06 17:05:18,795] {make_polygons.py:177} INFO - Generating water body polygons for dataset e1c2b0df-67fe-5a51-96d3-6a43b1c7dccb\n", - "[2023-10-06 17:05:20,610] {make_polygons.py:177} INFO - Generating water body polygons for dataset 19514ec1-882f-579c-8238-6db6f518a7fc\n", - "[2023-10-06 17:05:24,798] {make_polygons.py:177} INFO - Generating water body polygons for dataset a841d9bf-2afe-5582-aa0a-97803e2689fd\n" - ] - } - ], - "source": [ - "# For each dataset id, threshold the scene to generate the primary and secondary threshold\n", - "# waterbody polygons.\n", - "for dataset_id in dataset_ids:\n", - " primary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{dataset_id}_primary_threshold_polygons.parquet\"\n", - " )\n", - " secondary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{dataset_id}_secondary_threshold_polygons.parquet\"\n", - " )\n", - "\n", - " if not overwrite:\n", - " _log.info(\n", - " f\"Checking existence of {primary_threshold_polygons_fp} and {secondary_threshold_polygons_fp}\"\n", - " )\n", - " exists = check_file_exists(primary_threshold_polygons_fp) and check_file_exists(\n", - " secondary_threshold_polygons_fp\n", - " )\n", - "\n", - " if overwrite or not exists:\n", - " (\n", - " primary_threshold_polygons,\n", - " secondary_threshold_polygons,\n", - " ) = get_polygons_from_dataset(\n", - " dataset_id=dataset_id,\n", - " dask_chunks=dask_chunks,\n", - " resolution=resolution,\n", - " output_crs=output_crs,\n", - " min_valid_observations=minimum_valid_observations,\n", - " primary_threshold=primary_threshold,\n", - " secondary_threshold=secondary_threshold,\n", - " dc=dc,\n", - " )\n", - " # Write the polygons to parquet files.\n", - " primary_threshold_polygons.to_parquet(primary_threshold_polygons_fp)\n", - " secondary_threshold_polygons.to_parquet(secondary_threshold_polygons_fp)\n" - ] - } - ], - "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": 5 -} diff --git a/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb b/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb deleted file mode 100644 index 930efe1..0000000 --- a/notebooks/1_2_GenerateFirstSetofPolygonsusingDatasetIDswithOceanFiltering.ipynb +++ /dev/null @@ -1,368 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "727a0f08-2a9c-471c-bbea-346bf528c856", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "import os\n", - "\n", - "import click\n", - "import datacube\n", - "import fsspec\n", - "\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.io import check_dir_exists, check_file_exists, check_if_s3_uri\n", - "from deafrica_waterbodies.make_polygons import check_wetness_thresholds, get_polygons_from_dataset_with_land_sea_mask_filtering" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "25b37fcb-eb02-4989-8794-326ed93a37b1", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "60a87b0c-6a5b-4405-91fe-64c2fe4c5cc0", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "primary_threshold: float = 0.1\n", - "secondary_threshold: float = 0.05\n", - "minimum_valid_observations: int = 128\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/shapefile2\"\n", - "dataset_ids_text_file = \"s3://deafrica-waterbodies-dev/test_out_dir/0-0-1/dataset_ids.txt\"\n", - "overwrite = True\n", - "land_sea_mask_fp = \"data/af_msk_3s.tif\"" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "4f5f0c14-595a-4a29-beb6-795e395e85ca", - "metadata": {}, - "outputs": [], - "source": [ - "import xarray as xr\n", - "def filter_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray:\n", - " \"\"\"\n", - " Function to filter the HydroSHEDs Land Mask into a boolean mask.\n", - " \"\"\"\n", - " # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data.\n", - " boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2)\n", - " return boolean_mask" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "906996f9-638a-4937-a3e4-7c561a472192", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "cdefc70d-f19d-4a9a-80a6-6810c2eef674", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib paths.\n", - "output_directory = str(output_directory)\n", - "dataset_ids_text_file = str(dataset_ids_text_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d87d2e53-fe36-43f6-81c3-45495c4d7a49", - "metadata": {}, - "outputs": [], - "source": [ - "# Parameters to use when loading datasets.\n", - "dask_chunks = {\"x\": 3200, \"y\": 3200, \"time\": 1}\n", - "resolution = (-30, 30)\n", - "output_crs = \"EPSG:6933\"" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "3c0a4fca-9707-44ef-812d-bf8a1f42308f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:30:01,977] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n" - ] - } - ], - "source": [ - "# Read the dataset ids from the text file.\n", - "if not check_file_exists(dataset_ids_text_file):\n", - " _log.error(f\"Could not find text file {dataset_ids_text_file}!\")\n", - " raise FileNotFoundError(f\"Could not find text file {dataset_ids_text_file}!\")\n", - "else:\n", - " if check_if_s3_uri(dataset_ids_text_file):\n", - " fs = fsspec.filesystem(\"s3\")\n", - " else:\n", - " fs = fsspec.filesystem(\"file\")\n", - " with fs.open(dataset_ids_text_file, \"r\") as file:\n", - " lines = file.readlines()\n", - " dataset_ids = [line.strip() for line in lines]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "20679b58-4de2-4eea-9ab3-85728e6aa896", - "metadata": {}, - "outputs": [], - "source": [ - "# Directory to write generated waterbody polygons to.\n", - "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "af2a667f-70fd-43f9-90b9-49a84f39f30c", - "metadata": {}, - "outputs": [], - "source": [ - "# Set the filesystem to use.\n", - "if check_if_s3_uri(polygons_from_thresholds_dir):\n", - " fs = fsspec.filesystem(\"s3\")\n", - "else:\n", - " fs = fsspec.filesystem(\"file\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "d42cefd7-508c-4fdc-aa22-49e9ee5751ea", - "metadata": {}, - "outputs": [], - "source": [ - "# Check if the directory exists. If it does not, create it.\n", - "if not check_dir_exists(polygons_from_thresholds_dir):\n", - " fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True)\n", - " _log.info(f\"Created directory {polygons_from_thresholds_dir}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "9f9fec1f-e5df-4190-aaae-910e68acbcd1", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:30:02,303] {3616587049.py:3} INFO - We will be running a hybrid wetness threshold. \n", - "**You have set 0.1 as the primary threshold, which will define the location of the waterbody polygons \n", - " with 0.05 set as the supplementary threshold, which will define the extent/shape of the waterbody polygons.**\n" - ] - } - ], - "source": [ - "# Check if the wetness thresholds have been set correctly.\n", - "minimum_wet_thresholds = [secondary_threshold, primary_threshold]\n", - "_log.info(check_wetness_thresholds(minimum_wet_thresholds))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "a86b5866-6b56-4a6b-919b-20e11334ad6f", - "metadata": {}, - "outputs": [], - "source": [ - "# Connect to the datacube.\n", - "dc = datacube.Datacube(app=\"GenerateWaterbodyPolygons\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "c0dd33a2-9726-471d-a245-8564bafb594b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-06 18:30:02,717] {make_polygons.py:319} INFO - Generating water body polygons for dataset cd198bae-43a1-566a-8e8e-01b110bfbaf5\n", - "[2023-10-06 18:30:05,898] {make_polygons.py:319} INFO - Generating water body polygons for dataset fc10a5ae-00d0-5998-bbc0-b7d29f5807fb\n", - "[2023-10-06 18:30:08,574] {make_polygons.py:319} INFO - Generating water body polygons for dataset bb6c330e-f7c9-5164-85a6-a10e5ed36ce8\n", - "[2023-10-06 18:30:11,821] {make_polygons.py:319} INFO - Generating water body polygons for dataset 3180edab-0678-59a6-9cce-70437f6d8e8b\n", - "[2023-10-06 18:30:14,931] {make_polygons.py:319} INFO - Generating water body polygons for dataset f6d24d9a-4399-5d5e-9a0b-b4edfcea710f\n", - "[2023-10-06 18:30:17,925] {make_polygons.py:319} INFO - Generating water body polygons for dataset 68180140-e074-5c12-a5e7-8ed3d0dee5a9\n", - "[2023-10-06 18:30:21,107] {make_polygons.py:319} INFO - Generating water body polygons for dataset 7e5d3cf6-2dd0-5830-b6dc-39c1ecc69713\n", - "[2023-10-06 18:30:23,921] {make_polygons.py:319} INFO - Generating water body polygons for dataset 5c4cf4b6-c649-5205-8152-1b1b8797ef4c\n", - "[2023-10-06 18:30:27,216] {make_polygons.py:319} INFO - Generating water body polygons for dataset 1e8d81b3-241f-507b-bc0b-6accf8fb995d\n", - "[2023-10-06 18:30:30,186] {make_polygons.py:319} INFO - Generating water body polygons for dataset 2a070692-152f-5bce-9746-304ae9f473e6\n", - "[2023-10-06 18:30:33,196] {make_polygons.py:319} INFO - Generating water body polygons for dataset 84e76979-16bb-5a28-8846-59f50b97a6bf\n", - "[2023-10-06 18:30:35,922] {make_polygons.py:319} INFO - Generating water body polygons for dataset b886a2e3-6342-564c-8ded-06cf45a5a115\n", - "[2023-10-06 18:30:39,514] {make_polygons.py:319} INFO - Generating water body polygons for dataset 66c72025-c94c-5a82-bea8-e0cf8edb306e\n", - "[2023-10-06 18:30:44,370] {make_polygons.py:319} INFO - Generating water body polygons for dataset 832547b8-3409-5be3-a9b2-0cfb9e79d43b\n", - "[2023-10-06 18:30:47,063] {make_polygons.py:319} INFO - Generating water body polygons for dataset a55e2595-a9f8-5513-90df-ebeb9141371f\n", - "[2023-10-06 18:30:49,929] {make_polygons.py:319} INFO - Generating water body polygons for dataset 4aaef995-885e-55a2-9c0e-4cecf9d0c3f4\n", - "[2023-10-06 18:30:52,927] {make_polygons.py:319} INFO - Generating water body polygons for dataset 12688939-1640-5fef-8155-fedfe3ecd30b\n", - "[2023-10-06 18:30:56,216] {make_polygons.py:319} INFO - Generating water body polygons for dataset b6cb8e82-1879-5706-b93c-ef85f032f470\n", - "[2023-10-06 18:30:59,742] {make_polygons.py:319} INFO - Generating water body polygons for dataset d31ecb6f-6459-5659-a841-f7a84c824af9\n", - "[2023-10-06 18:31:02,690] {make_polygons.py:319} INFO - Generating water body polygons for dataset 992cf08a-0750-5db6-b409-2fe141b84ec2\n", - "[2023-10-06 18:31:05,481] {make_polygons.py:319} INFO - Generating water body polygons for dataset ef01bdfe-abc6-5618-a779-2489df1d5d73\n", - "[2023-10-06 18:31:08,888] {make_polygons.py:319} INFO - Generating water body polygons for dataset f191276a-d1a6-50ac-83a9-de5b279b4229\n", - "[2023-10-06 18:31:13,729] {make_polygons.py:319} INFO - Generating water body polygons for dataset 217fc46c-d098-5639-ad0a-b8d0efbc4276\n", - "[2023-10-06 18:31:29,149] {make_polygons.py:319} INFO - Generating water body polygons for dataset 87916cb1-d351-529c-a42a-07eff309ed8b\n", - "[2023-10-06 18:31:31,774] {make_polygons.py:319} INFO - Generating water body polygons for dataset a27df8f9-e8a5-5ab9-a962-18faf3ce3ae2\n", - "[2023-10-06 18:31:34,932] {make_polygons.py:319} INFO - Generating water body polygons for dataset 74781945-fca1-5be1-a86c-776a1770d8e3\n", - "[2023-10-06 18:31:37,572] {make_polygons.py:319} INFO - Generating water body polygons for dataset d49e6bfd-d0f1-5df8-9da4-ec198150f402\n", - "[2023-10-06 18:31:40,922] {make_polygons.py:319} INFO - Generating water body polygons for dataset b5997e76-bce0-5a43-ac14-5c5ba69ae65a\n", - "[2023-10-06 18:31:47,930] {make_polygons.py:319} INFO - Generating water body polygons for dataset 52f8f266-f8da-5269-aed6-007e26c131e0\n", - "[2023-10-06 18:31:51,273] {make_polygons.py:319} INFO - Generating water body polygons for dataset d72ef170-3533-518b-90ce-8debfc37aedb\n", - "[2023-10-06 18:32:02,369] {make_polygons.py:319} INFO - Generating water body polygons for dataset e413b8ed-5eb2-591f-9a37-8b7825d37dcf\n", - "[2023-10-06 18:32:05,462] {make_polygons.py:319} INFO - Generating water body polygons for dataset 1dcf68e4-01b5-55d1-9b74-0162af9968fa\n", - "[2023-10-06 18:32:08,687] {make_polygons.py:319} INFO - Generating water body polygons for dataset 7762c98a-80d0-548a-ac06-39f763e25c35\n", - "[2023-10-06 18:32:11,754] {make_polygons.py:319} INFO - Generating water body polygons for dataset 2d927c3d-b259-574f-8a88-983e9c835bd5\n", - "[2023-10-06 18:32:14,922] {make_polygons.py:319} INFO - Generating water body polygons for dataset 11abb94d-e3e8-5927-beeb-b5c6fe2f471f\n", - "[2023-10-06 18:32:18,946] {make_polygons.py:319} INFO - Generating water body polygons for dataset 55016bd8-ada1-5327-96eb-b68848f800b3\n", - "[2023-10-06 18:32:21,992] {make_polygons.py:319} INFO - Generating water body polygons for dataset 818adac5-2349-5e72-95f9-34d1ab908668\n", - "[2023-10-06 18:32:25,290] {make_polygons.py:319} INFO - Generating water body polygons for dataset 506157af-33c8-5596-9176-c86db467880a\n", - "[2023-10-06 18:32:28,515] {make_polygons.py:319} INFO - Generating water body polygons for dataset 89ade063-61c0-568b-a8fc-7a641319a1ce\n", - "[2023-10-06 18:32:32,111] {make_polygons.py:319} INFO - Generating water body polygons for dataset 92d4584f-574b-57bb-be2b-4e08291c1796\n", - "[2023-10-06 18:32:39,173] {make_polygons.py:319} INFO - Generating water body polygons for dataset ee8c6eca-a29b-5449-8896-289436371bb4\n", - "[2023-10-06 18:32:42,814] {make_polygons.py:319} INFO - Generating water body polygons for dataset 41751ede-7517-578d-aca7-c2d1694c31aa\n", - "[2023-10-06 18:32:46,334] {make_polygons.py:319} INFO - Generating water body polygons for dataset 28435ed4-8593-5fbb-9f01-87a68c6ca593\n", - "[2023-10-06 18:32:49,374] {make_polygons.py:319} INFO - Generating water body polygons for dataset 9ba989f3-b68b-5027-b6e8-aefc20721dea\n", - "[2023-10-06 18:32:52,680] {make_polygons.py:319} INFO - Generating water body polygons for dataset 62c2b19d-7ea4-50c3-b1b6-067d42eb2638\n", - "[2023-10-06 18:32:55,665] {make_polygons.py:319} INFO - Generating water body polygons for dataset 9ee761e1-189e-53b7-81a3-6f0be8c98934\n", - "[2023-10-06 18:33:01,858] {make_polygons.py:319} INFO - Generating water body polygons for dataset 6c8c71d3-0c01-52b9-a208-f96dd673971d\n", - "[2023-10-06 18:33:05,836] {make_polygons.py:319} INFO - Generating water body polygons for dataset 491be0b7-aac0-5aae-8585-c32201050149\n", - "[2023-10-06 18:33:09,031] {make_polygons.py:319} INFO - Generating water body polygons for dataset f1b1b0cb-d8b8-5d13-9c95-161c60a9bfe6\n", - "[2023-10-06 18:33:11,993] {make_polygons.py:319} INFO - Generating water body polygons for dataset 3ad86dbf-4c1d-515a-8e02-2ba7664edcfc\n", - "[2023-10-06 18:33:15,117] {make_polygons.py:319} INFO - Generating water body polygons for dataset 3be3887b-db05-527f-91c3-c9f2d201460e\n", - "[2023-10-06 18:33:18,173] {make_polygons.py:319} INFO - Generating water body polygons for dataset 5c5a792d-7129-5345-89b8-ee159eeb8357\n", - "[2023-10-06 18:33:21,749] {make_polygons.py:319} INFO - Generating water body polygons for dataset dbce025d-59f7-59d3-b2a7-497855215baf\n", - "[2023-10-06 18:33:24,964] {make_polygons.py:319} INFO - Generating water body polygons for dataset d4303ecb-3745-530f-8cec-3dafc6bb4db2\n", - "[2023-10-06 18:33:28,524] {make_polygons.py:319} INFO - Generating water body polygons for dataset c5c569f3-8b68-5570-85b5-7e9a1eb6812f\n", - "[2023-10-06 18:33:31,777] {make_polygons.py:319} INFO - Generating water body polygons for dataset 238265f4-9e39-5b2c-848f-f4409ef34b9d\n", - "[2023-10-06 18:33:34,986] {make_polygons.py:319} INFO - Generating water body polygons for dataset d5e0cd25-cb65-53fd-bb0c-745896452731\n", - "[2023-10-06 18:33:39,256] {make_polygons.py:319} INFO - Generating water body polygons for dataset c8fdb171-55c0-5629-b5dd-059aebdc875e\n", - "[2023-10-06 18:33:42,539] {make_polygons.py:319} INFO - Generating water body polygons for dataset 32e41787-3dde-5db9-bee5-c29f0e3a93ed\n", - "[2023-10-06 18:33:45,468] {make_polygons.py:319} INFO - Generating water body polygons for dataset 02c57798-157c-5827-803d-184e0a369d32\n", - "[2023-10-06 18:33:48,420] {make_polygons.py:319} INFO - Generating water body polygons for dataset 8f9b6055-3e72-563f-83e2-1a50970558f5\n", - "[2023-10-06 18:33:51,261] {make_polygons.py:319} INFO - Generating water body polygons for dataset e24f43f8-517d-52c1-9f00-4a83783900bd\n", - "[2023-10-06 18:33:55,008] {make_polygons.py:319} INFO - Generating water body polygons for dataset 6354d0eb-5489-55ed-81cf-b0449f49bea6\n", - "[2023-10-06 18:33:58,276] {make_polygons.py:319} INFO - Generating water body polygons for dataset aea08a1f-9933-5f44-87d3-d0714c52725b\n", - "[2023-10-06 18:34:01,704] {make_polygons.py:319} INFO - Generating water body polygons for dataset f3ffdb67-591d-5da9-9138-817e25487230\n", - "[2023-10-06 18:34:04,962] {make_polygons.py:319} INFO - Generating water body polygons for dataset 36537f53-c09c-5c90-9e5d-e8afcb42f16e\n", - "[2023-10-06 18:34:08,035] {make_polygons.py:319} INFO - Generating water body polygons for dataset 89497671-c686-53da-afce-e6c83afaf3ee\n", - "[2023-10-06 18:34:11,349] {make_polygons.py:319} INFO - Generating water body polygons for dataset d0b13c5b-7421-520f-9493-6e364f19728a\n", - "[2023-10-06 18:34:14,570] {make_polygons.py:319} INFO - Generating water body polygons for dataset 9e9969aa-bbdb-534f-bb77-3d62aeb27223\n", - "[2023-10-06 18:34:17,608] {make_polygons.py:319} INFO - Generating water body polygons for dataset e4ba0b20-10af-58c9-ab42-51a71c2c6dbb\n", - "[2023-10-06 18:34:20,852] {make_polygons.py:319} INFO - Generating water body polygons for dataset a7c4eeae-247c-5668-b248-20497e5e5345\n", - "[2023-10-06 18:34:24,336] {make_polygons.py:319} INFO - Generating water body polygons for dataset e1c2b0df-67fe-5a51-96d3-6a43b1c7dccb\n", - "[2023-10-06 18:34:27,390] {make_polygons.py:319} INFO - Generating water body polygons for dataset 19514ec1-882f-579c-8238-6db6f518a7fc\n", - "[2023-10-06 18:34:32,766] {make_polygons.py:319} INFO - Generating water body polygons for dataset a841d9bf-2afe-5582-aa0a-97803e2689fd\n" - ] - } - ], - "source": [ - "# For each dataset id, threshold the scene to generate the primary and secondary threshold\n", - "# waterbody polygons.\n", - "for dataset_id in dataset_ids:\n", - " primary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{dataset_id}_primary_threshold_polygons.parquet\"\n", - " )\n", - " secondary_threshold_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{dataset_id}_secondary_threshold_polygons.parquet\"\n", - " )\n", - "\n", - " if not overwrite:\n", - " _log.info(\n", - " f\"Checking existence of {primary_threshold_polygons_fp} and {secondary_threshold_polygons_fp}\"\n", - " )\n", - " exists = check_file_exists(primary_threshold_polygons_fp) and check_file_exists(\n", - " secondary_threshold_polygons_fp\n", - " )\n", - "\n", - " if overwrite or not exists:\n", - " (\n", - " primary_threshold_polygons,\n", - " secondary_threshold_polygons,\n", - " ) = get_polygons_from_dataset_with_land_sea_mask_filtering(\n", - " dataset_id=dataset_id,\n", - " dask_chunks=dask_chunks,\n", - " resolution=resolution,\n", - " output_crs=output_crs,\n", - " min_valid_observations=minimum_valid_observations,\n", - " primary_threshold=primary_threshold,\n", - " secondary_threshold=secondary_threshold,\n", - " dc=dc,\n", - " land_sea_mask_fp=land_sea_mask_fp,\n", - " filter_land_sea_mask=filter_hydrosheds_land_mask\n", - " )\n", - " # Write the polygons to parquet files.\n", - " primary_threshold_polygons.to_parquet(primary_threshold_polygons_fp)\n", - " secondary_threshold_polygons.to_parquet(secondary_threshold_polygons_fp)\n" - ] - } - ], - "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": 5 -} From 21d54fdbef0d7e8671cd53a46cabd9481fb3e384 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 18 Oct 2023 21:35:11 +0000 Subject: [PATCH 037/130] minor updates to notebooks --- notebooks/01_GeneratePolygonsUsingTiles.ipynb | 8 +++---- notebooks/02_FixHolesInPolygons.ipynb | 24 +++++++++---------- 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/notebooks/01_GeneratePolygonsUsingTiles.ipynb b/notebooks/01_GeneratePolygonsUsingTiles.ipynb index f6c3f08..f1ec8b1 100644 --- a/notebooks/01_GeneratePolygonsUsingTiles.ipynb +++ b/notebooks/01_GeneratePolygonsUsingTiles.ipynb @@ -65,16 +65,16 @@ "source": [ "verbose = 1\n", "\n", - "# aoi_vector_file = None\n", - "aoi_vector_file = \"data/SenegalBasin.geojson\"\n", + "aoi_vector_file = None\n", + "# aoi_vector_file = \"data/SenegalBasin.geojson\"\n", "tile_size_factor = 4\n", "num_workers = 16\n", "\n", "detection_threshold: float = 0.1\n", "extent_threshold: float = 0.05\n", "min_valid_observations: int = 128\n", - "# output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "# output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", "overwrite = True\n", "land_sea_mask_fp = \"data/af_msk_3s.tif\"" ] diff --git a/notebooks/02_FixHolesInPolygons.ipynb b/notebooks/02_FixHolesInPolygons.ipynb index 3f16325..a02f8c5 100644 --- a/notebooks/02_FixHolesInPolygons.ipynb +++ b/notebooks/02_FixHolesInPolygons.ipynb @@ -49,8 +49,8 @@ "outputs": [], "source": [ "verbose = 1\n", - "#output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "# output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", "large_polygons_threshold = 10**6" ] }, @@ -87,8 +87,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 20:51:52,780] {2348331288.py:2} INFO - Loading polygons...\n", - "[2023-10-18 20:51:53,346] {2348331288.py:8} INFO - Raster polygons count 53977.\n" + "[2023-10-18 21:23:38,846] {2348331288.py:2} INFO - Loading polygons...\n", + "[2023-10-18 21:23:49,550] {2348331288.py:8} INFO - Raster polygons count 1075799.\n" ] } ], @@ -113,9 +113,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 20:51:53,350] {filters.py:117} INFO - Filtering 53977 polygons by minimum area 1000000 and max area inf...\n", - "[2023-10-18 20:51:53,374] {filters.py:130} INFO - Filtered out 52636 polygons.\n", - "[2023-10-18 20:51:53,374] {640283564.py:3} INFO - Count for polygons larger than 1000000 m2: 1341\n" + "[2023-10-18 21:23:49,555] {filters.py:117} INFO - Filtering 1075799 polygons by minimum area 1000000 and max area inf...\n", + "[2023-10-18 21:23:49,879] {filters.py:130} INFO - Filtered out 1056504 polygons.\n", + "[2023-10-18 21:23:49,880] {640283564.py:3} INFO - Count for polygons larger than 1000000 m2: 19295\n" ] } ], @@ -135,7 +135,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 20:51:53,388] {2675327616.py:4} INFO - 1341 large polygons removed from raster polygons.\n" + "[2023-10-18 21:23:50,020] {2675327616.py:4} INFO - 19295 large polygons removed from raster polygons.\n" ] } ], @@ -156,9 +156,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 20:51:53,392] {:2} INFO - Filling holes in large polygons...\n", - "CPU times: user 1.49 s, sys: 38.8 ms, total: 1.53 s\n", - "Wall time: 1.51 s\n" + "[2023-10-18 21:23:50,025] {:2} INFO - Filling holes in large polygons...\n", + "CPU times: user 18 s, sys: 389 ms, total: 18.4 s\n", + "Wall time: 18.3 s\n" ] } ], @@ -179,7 +179,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 20:51:54,912] {3685114858.py:6} INFO - Polygon count after filling holes in large polygons 53977.\n" + "[2023-10-18 21:24:08,511] {3685114858.py:6} INFO - Polygon count after filling holes in large polygons 1075799.\n" ] } ], From fddc741378c21727a1c67888703eb772963b2114 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 12:22:48 +0300 Subject: [PATCH 038/130] minor logging update --- deafrica_waterbodies/filters.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index db54072..3d16592 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -413,7 +413,9 @@ def erode_dilate_v1( not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_test_threshold] if len(splittable_polygons) >= 1: - _log.info(f"Splitting {len(splittable_polygons)} polygons.") + _log.info( + f"Splitting {len(splittable_polygons)} out of {len(waterbody_polygons_)} polygons." + ) # Buffer the polygons. splittable_polygons_buffered = splittable_polygons.buffer(-50) @@ -481,7 +483,9 @@ def erode_dilate_v2( not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_test_threshold] if len(splittable_polygons) >= 1: - _log.info(f"Splitting {len(splittable_polygons)} polygons.") + _log.info( + f"Splitting {len(splittable_polygons)} out of {len(waterbody_polygons_)} polygons." + ) # Buffer the polygons. splittable_polygons_buffered = splittable_polygons.buffer(-100).buffer(125) From 470c70c9ef917bdd312cc928f02ba64bb56cae50 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 13:48:04 +0300 Subject: [PATCH 039/130] Add function to convert shapefiles into parquet files --- deafrica_waterbodies/io.py | 33 +++++++++++++++++++++++++++++++++ 1 file changed, 33 insertions(+) diff --git a/deafrica_waterbodies/io.py b/deafrica_waterbodies/io.py index 3a47e3d..76000eb 100644 --- a/deafrica_waterbodies/io.py +++ b/deafrica_waterbodies/io.py @@ -285,3 +285,36 @@ def find_parquet_files(path: str | Path, pattern: str = ".*") -> [str]: pq_file_paths = [f"s3://{file}" for file in pq_file_paths] return pq_file_paths + + +def convert_shapefile_2_parquet(shapefile_fp: str | Path): + """ + Convert a shapefile to a parquet file. + + Parameters + ---------- + shapefile_fp : str | Path + File path or S3 URI of the shapefile to convert. + + """ + shapefile_fp = str(shapefile_fp) + + # Get the parent directory of the shapefile. + dir_name = os.path.dirname(shapefile_fp) + # Get the file name of the shapefile without the file extenstion. + base_name = os.path.splitext(os.path.basename(shapefile_fp))[0] + + # Get the parquet file path. + parquet_fp = os.path.join(dir_name, f"{base_name}.parquet") + + # Read the shapefile. + try: + shapefile_gdf = gpd.read_file(shapefile_fp) + except Exception as error: + _log.exception(f"Could not read file {shapefile_fp}") + _log.error(error) + raise error + + # Save the GeoDataFrame to a parquet file. + shapefile_gdf.to_parquet(parquet_fp) + _log.info(f"Saved to {parquet_fp}") From b2b48d6063cad142139abb38c177d4ee01166327 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 18:57:10 +0000 Subject: [PATCH 040/130] Add notebook to remove polygons within other polygons --- .../RemovePolygonswithinOtherPolygons.ipynb | 223 ++++++++++++++++++ 1 file changed, 223 insertions(+) create mode 100644 notebooks/RemovePolygonswithinOtherPolygons.ipynb diff --git a/notebooks/RemovePolygonswithinOtherPolygons.ipynb b/notebooks/RemovePolygonswithinOtherPolygons.ipynb new file mode 100644 index 0000000..dbb9d29 --- /dev/null +++ b/notebooks/RemovePolygonswithinOtherPolygons.ipynb @@ -0,0 +1,223 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "35b518b7-59c1-42e5-8eca-4e6831a43018", + "metadata": {}, + "outputs": [], + "source": [ + "import logging\n", + "import os\n", + "\n", + "import geopandas as gpd\n", + "from deafrica_waterbodies.cli.logs import logging_setup\n", + "from deafrica_waterbodies.id_field import guess_id_field\n", + "from tqdm import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "597d7da8-d56e-472b-96c6-002f430e5e0f", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "# These are the default AWS configurations for the Analysis Sandbox.\n", + "# that are set in the environmnet variables.\n", + "aws_default_config = {\n", + " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", + " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", + " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", + "}\n", + "\n", + "# To access public bucket, need to remove the AWS credentials in\n", + "# the environment variables or the following error will occur.\n", + "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", + "\n", + "for key in aws_default_config.keys():\n", + " if key in os.environ:\n", + " del os.environ[key]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "98d95ab9-904b-4a2a-b2b3-5cd0dc1428eb", + "metadata": {}, + "outputs": [], + "source": [ + "# Set up logger.\n", + "logging_setup(verbose=1)\n", + "_log = logging.getLogger(__name__)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "590920e7-7c91-4c14-8060-53395dc61214", + "metadata": {}, + "outputs": [], + "source": [ + "polygons_vector_file = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental/continentalwaterbodies.parquet\"\n", + "use_id = \"UID\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "55339faf-00bf-4ab7-9456-a0e26d1527fd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-19 18:55:19,696] {3451265644.py:9} INFO - Polygon count 11654\n" + ] + } + ], + "source": [ + "# Read the vector file.\n", + "try:\n", + " polygons_gdf = gpd.read_file(polygons_vector_file)\n", + "except Exception as error:\n", + " _log.exception(f\"Could not read file {polygons_vector_file}\")\n", + " _log.error(error)\n", + " raise error\n", + "else:\n", + " _log.info(f\"Polygon count {len(polygons_gdf)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "473dc11c-b833-463a-ac83-978fd7691525", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-19 18:55:19,702] {id_field.py:64} INFO - Values in the column UID are unique.\n" + ] + } + ], + "source": [ + "id_field = guess_id_field(polygons_gdf, use_id)\n", + "\n", + "# Set the ID field as the index.\n", + "polygons_gdf.set_index(id_field, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ad96502b-1ca9-4c7b-b2a6-1374588a2431", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 20.4 s, sys: 1.29 s, total: 21.7 s\n", + "Wall time: 21.7 s\n" + ] + } + ], + "source": [ + "%%time\n", + "polygons_to_delete = []\n", + "for row in polygons_gdf.itertuples():\n", + " row_id = row.Index\n", + " row_geom = row.geometry\n", + "\n", + " polygons_to_check_against = polygons_gdf.loc[polygons_gdf.index != row_id]\n", + "\n", + " # Check if the row geometry is within any of the other polygons.\n", + " if polygons_to_check_against.geometry.contains(row_geom).any():\n", + " polygons_to_delete.append(row_id)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1ef3db64-2cf9-4325-afcd-958a8d4719e1", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the parent directory of the polygons vector file.\n", + "dir_name = os.path.dirname(polygons_vector_file)\n", + "# Get the file name of the polygons vector file without the file extenstion.\n", + "base_name = os.path.splitext(os.path.basename(polygons_vector_file))[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7a7c2ad6-604b-4485-ab6e-2f2d10611033", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-19 18:55:41,381] {2775308144.py:2} INFO - Found 1 polygons within polygons.\n" + ] + } + ], + "source": [ + "polygons_to_delete_gdf = polygons_gdf.loc[polygons_gdf.index.isin(polygons_to_delete)]\n", + "_log.info(f\"Found {len(polygons_to_delete_gdf)} polygons within polygons.\")\n", + "\n", + "polygons_to_delete_fp = os.path.join(dir_name, f\"{base_name}_polygons_to_delete.parquet\")\n", + "polygons_to_delete_gdf.to_parquet(polygons_to_delete_fp)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "066a49c1-126e-460d-b787-d8ca07a657f1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-19 18:55:41,409] {421957777.py:2} INFO - Polygon count after handling polygons within polygons 11653.\n" + ] + } + ], + "source": [ + "polygons_within_polygons_removed = polygons_gdf.loc[~polygons_gdf.index.isin(polygons_to_delete)]\n", + "_log.info(f\"Polygon count after handling polygons within polygons {len(polygons_within_polygons_removed)}.\")\n", + "\n", + "polygons_within_polygons_removed_fp = os.path.join(dir_name, f\"{base_name}_polygons_within_polygons_removed.parquet\")\n", + "polygons_within_polygons_removed.to_parquet(polygons_within_polygons_removed_fp)" + ] + } + ], + "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": 5 +} From e26bbeebb321e8635da3209a24ccc018f1bc1758 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 22:11:00 +0300 Subject: [PATCH 041/130] Update filter using land sea mask function --- deafrica_waterbodies/filters.py | 47 +++++++++++---------------------- 1 file changed, 15 insertions(+), 32 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 3d16592..aa8dadb 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -90,7 +90,7 @@ def filter_by_intersection( def filter_by_area( - polygons_gdf: gpd.GeoDataFrame | None, + polygons_gdf: gpd.GeoDataFrame, min_polygon_size: float = 4500, max_polygon_size: float = math.inf, ) -> gpd.GeoDataFrame: @@ -133,70 +133,53 @@ def filter_by_area( def filter_using_land_sea_mask( - primary_threshold_polygons: gpd.GeoDataFrame, - secondary_threshold_polygons: gpd.GeoDataFrame, + polygons_gdf: gpd.GeoDataFrame, land_sea_mask_fp: str | Path = "", -) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: +) -> gpd.GeoDataFrame: """ - Filter the primary and secondary threshold waterbody polygons using a land/sea - mask to filter out ocean polygons. + Filter the water body polygons using a land/sea mask to filter out ocean polygons. Parameters ---------- - primary_threshold_polygons : gpd.GeoDataFrame - secondary_threshold_polygons : gpd.GeoDataFrame + polygons_gdf : gpd.GeoDataFrame land_sea_mask_fp : str | Path, optional Vector file path to the polygons to use to filter out ocean waterbody polygons, by default "" Returns ------- - tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: - The filtered primary threshold polygons and the filtered - secondary threshold polygons with ocean polygons removed. + gpd.GeoDataFrame: + The filtered water body polygons with ocean polygons removed. """ - assert primary_threshold_polygons.crs == secondary_threshold_polygons.crs - crs = primary_threshold_polygons.crs + crs = polygons_gdf.crs # Support pathlib Paths land_sea_mask_fp = str(land_sea_mask_fp) if land_sea_mask_fp: - _log.info( - "Filtering out ocean polygons from the primary and secondary threshold waterbody polygons..." - ) + _log.info("Filtering out ocean polygons from the water body polygons...") try: land_sea_mask = gpd.read_file(land_sea_mask_fp).to_crs(crs) except Exception as error: _log.exception(f"Could not read file {land_sea_mask_fp}") + _log.error(error) raise error else: - inland_primary_threshold_polygons = filter_by_intersection( - gpd_data=primary_threshold_polygons, - gpd_filter=land_sea_mask, - filtertype="intersects", - invert_mask=True, - return_inverse=False, - ) - _log.info( - f"Filtered out {len(primary_threshold_polygons) - len(inland_primary_threshold_polygons)} primary threshold polygons." - ) - - inland_secondary_threshold_polygons = filter_by_intersection( - gpd_data=secondary_threshold_polygons, + inland_polygons = filter_by_intersection( + gpd_data=polygons_gdf, gpd_filter=land_sea_mask, filtertype="intersects", invert_mask=True, return_inverse=False, ) _log.info( - f"Filtered out {len(secondary_threshold_polygons) - len(inland_secondary_threshold_polygons)} secondary threshold polygons." + f"Filtered out {len(polygons_gdf) - len(inland_polygons)} water body polygons." ) - return inland_primary_threshold_polygons, inland_secondary_threshold_polygons + return (inland_polygons,) else: _log.info("Skipping filtering out ocean polygons step.") - return primary_threshold_polygons, secondary_threshold_polygons + return polygons_gdf def filter_using_urban_mask( From e33fe3855ba2a565f4fe8db911d6daeaf1fe83e0 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 22:44:15 +0300 Subject: [PATCH 042/130] Add function to remove polygons within other polygons --- deafrica_waterbodies/filters.py | 132 +++++++++----------------------- 1 file changed, 36 insertions(+), 96 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index aa8dadb..2930f5c 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -683,115 +683,55 @@ def fill_holes(geom: Polygon | MultiPolygon) -> Polygon | MultiPolygon: return remove_polygon_interiors(geom) -def filter_waterbodies( - primary_threshold_polygons: gpd.GeoDataFrame, - secondary_threshold_polygons: gpd.GeoDataFrame, - min_polygon_size: float = 4500, - max_polygon_size: float = math.inf, - land_sea_mask_fp: str | Path = "", - urban_mask_fp: str | Path = "", - major_rivers_mask_fp: str | Path = "", - handle_large_polygons: str = "nothing", - pp_test_threshold: float = 0.005, -) -> gpd.GeoDataFrame: +def filter_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: + """ + Function to filter the HydroSHEDs Land Mask into a boolean mask. + """ + # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. + boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) + return boolean_mask + + +def remove_polygons_within_polygons(polygons_gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: """ - Apply filters to the primary and secondary threshold waterbody - polygons. + Remove polygons within other polygons. Parameters ---------- - primary_threshold_polygons : gpd.GeoDataFrame, optional - Waterbody polygons generated using the primary threshold. - secondary_threshold_polygons : gpd.GeoDataFrame, optional - Waterbody polygons generated using the secondary threshold. - min_polygon_size : float, optional - Minimum area of a waterbody polygon to be included in the output polygons, by default 4500 - max_polygon_size : float, optional - Maximum area of a waterbody polygon to be included in the output polygons, by default math.inf - land_sea_mask_fp : str | Path, optional - Vector file path to the polygons to use to filter out ocean waterbody polygons, by default "" - urban_mask_fp : str | Path, optional - Vector file path to the polygons to use to filter out CBDs, by default "" - major_rivers_mask_fp : str | Path, optional - Vector file path to the polygons to use to filter out major river waterbody polygons, by default "" - handle_large_polygons : str, optional - Method to use to split large water body polygons, by default "nothing" - pp_test_threshold : float, optional - Polsby-Popper test value to use when splitting large polygons using the method specified in `handle_large_polygons`, by default 0.005 + polygons_gdf : gpd.GeoDataFrame + Set of polygons to filter. Returns ------- gpd.GeoDataFrame - Filtered set of waterbody polygons. + Input polygons with polygons contained in other polygons removed. """ - _log.info(f"Primary threshold polygons count {len(primary_threshold_polygons)}.") - _log.info(f"Secondary threshold polygons count {len(secondary_threshold_polygons)}.") - - ( - area_filtered_primary_threshold_polygons, - area_filtered_secondary_threshold_polygons, - ) = filter_by_area( - primary_threshold_polygons=primary_threshold_polygons, - secondary_threshold_polygons=secondary_threshold_polygons, - min_polygon_size=min_polygon_size, - max_polygon_size=max_polygon_size, - ) + _log.info(f"Initial polygon count {len(polygons_gdf)}") - ( - inland_primary_threshold_polygons, - inland_secondary_threshold_polygons, - ) = filter_using_land_sea_mask( - primary_threshold_polygons=area_filtered_primary_threshold_polygons, - secondary_threshold_polygons=area_filtered_secondary_threshold_polygons, - land_sea_mask_fp=land_sea_mask_fp, - ) + polygons_to_delete = [] + for row in polygons_gdf.itertuples(): + row_id = row.Index + row_geom = row.geometry - ( - cbd_filtered_primary_threshold_polygons, - cbd_filtered_secondary_threshold_polygons, - ) = filter_using_urban_mask( - primary_threshold_polygons=inland_primary_threshold_polygons, - secondary_threshold_polygons=inland_secondary_threshold_polygons, - urban_mask_fp=urban_mask_fp, - ) + polygons_to_check_against = polygons_gdf.loc[polygons_gdf.index != row_id] - merged_polygons = merge_primary_and_secondary_threshold_polygons( - primary_threshold_polygons=cbd_filtered_primary_threshold_polygons, - secondary_threshold_polygons=cbd_filtered_secondary_threshold_polygons, - ) + # Check if the row geometry is within any of the other polygons. + if polygons_to_check_against.geometry.contains(row_geom).any(): + polygons_to_delete.append(row_id) - major_rivers_filtered_polygons = filter_using_major_rivers_mask( - waterbody_polygons=merged_polygons, major_rivers_mask_fp=major_rivers_mask_fp - ) - - large_polygons_handled = split_large_polygons( - waterbody_polygons=major_rivers_filtered_polygons, - pp_test_threshold=pp_test_threshold, - method=handle_large_polygons, - ) - - # Reapply the size filtering, just to check that all of the split and filtered waterbodies are - # still in the size range we want. - area_filtered_large_polygons_handled, _ = filter_by_area( - primary_threshold_polygons=large_polygons_handled, - secondary_threshold_polygons=None, - min_polygon_size=min_polygon_size, - max_polygon_size=max_polygon_size, - ) - - # Return a GeoDataFrame with the geometry column only. - filtered_polygons = gpd.GeoDataFrame( - geometry=area_filtered_large_polygons_handled["geometry"], - crs=area_filtered_large_polygons_handled.crs, - ) + if polygons_to_delete: + polygons_to_delete_gdf = polygons_gdf.loc[polygons_gdf.index.isin(polygons_to_delete)] + _log.info(f"Found {len(polygons_to_delete_gdf)} polygons within polygons.") - return filtered_polygons + polygons_within_polygons_removed = polygons_gdf.loc[ + ~polygons_gdf.index.isin(polygons_to_delete) + ] + _log.info( + f"Polygon count after removing polygons within polygons {len(polygons_within_polygons_removed)}." + ) + return polygons_within_polygons_removed -def filter_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: - """ - Function to filter the HydroSHEDs Land Mask into a boolean mask. - """ - # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. - boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) - return boolean_mask + else: + _log.info("Found no polygons within polygons.") + return polygons_gdf From 09dc278c686747541292da093090f314b8691e46 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:26:57 +0300 Subject: [PATCH 043/130] Remove datasets module which was replaced by using tiling in the workflow --- deafrica_waterbodies/datasets.py | 106 ------------------------------- 1 file changed, 106 deletions(-) delete mode 100644 deafrica_waterbodies/datasets.py diff --git a/deafrica_waterbodies/datasets.py b/deafrica_waterbodies/datasets.py deleted file mode 100644 index 954443e..0000000 --- a/deafrica_waterbodies/datasets.py +++ /dev/null @@ -1,106 +0,0 @@ -import multiprocessing -from functools import partial - -import datacube -import geopandas as gpd -import tqdm - - -def check_ds_intersects_polygons( - polygons_gdf: gpd.GeoDataFrame | None, ds: datacube.model.Dataset -) -> str: - """ - Check if the extent of a dataset intersects with a set of polygons. - - Parameters - ---------- - polygons_gdf : gpd.GeoDataFrame | None - ds : datacube.model.Dataset - - Returns - ------- - str | None - Dataset id if the dataset's extent intersects with the polygons. - """ - if polygons_gdf is not None: - # Get the extent of the dataset. - ds_extent = ds.extent - # Reproject the extent of the dataset to match the polygons. - ds_extent = ds_extent.to_crs(polygons_gdf.crs) - # Get the shapely geometry of the reprojected extent of the dataset. - ds_extent_geom = ds_extent.geom - # Check if the dataset's extent intersects with any of the polygons. - check_intersection = polygons_gdf.geometry.intersects(ds_extent_geom).any() - if check_intersection: - return str(ds.id) - else: - return "" - else: - return str(ds.id) - - -def filter_datasets( - dss: list[datacube.model.Dataset], polygons_gdf: gpd.GeoDataFrame | None, num_workers: int = 8 -) -> list[str]: - """ - Filter out datasets that do not intersect with a set of polygons, using a - multi-process approach to run the `check_ds_intersects_polygons` function. - - Parameters - ---------- - dss : list[datacube.model.Dataset] - A list of Datasets to filter. - polygons_gdf : gpd.GeoDataFrame | None - A set of polygons in a GeoDataFrame - num_workers : int, optional - Number of worker processes to use during multi-processing, by default 8 - - Returns - ------- - list[str] - A list of the filtered datasets ids. - """ - with multiprocessing.Pool(processes=num_workers) as pool: - filtered_datasets_ids_ = list( - tqdm.tqdm(pool.imap(partial(check_ds_intersects_polygons, polygons_gdf), dss)) - ) - - # Remove empty strings. - filtered_datasets_ids = [item for item in filtered_datasets_ids_ if item] - - return filtered_datasets_ids - - -def get_datasets_ids( - aoi_gdf: gpd.GeoDataFrame | None, dc: datacube.Datacube | None = None, num_workers: int = 8 -) -> list[str]: - """ - Get the dataset ids of the WOfS All Time Summary datasets whose extents intersect - with any of the area of interest polygons. - - Parameters - ---------- - aoi_gdf : gpd.GeoDataFrame | None - Area of interest - dc : datacube.Datacube | None, optional - Datacube connection, by default None - num_workers : int, optional - Number of worker processes to use when filtering datasets, by default 8 - Returns - ------- - list[str] - Dataset ids of the WOfS All Time Summary datasets whose extents intersect - with any of the area of interest polygons. - """ - # Connect to the datacube. - if dc is None: - dc = datacube.Datacube(app="WaterbodiesPolygons") - - # Find all datasets available for the WOfS All Time summary product. - dss = dc.index.datasets.search(product=["wofs_ls_summary_alltime"]) - dss = list(dss) - - # Filter the datasets to the area of interest. - filtered_datasets_ids = filter_datasets(dss, aoi_gdf, num_workers) - - return filtered_datasets_ids From 6ee15a0b15923d86219b301f42679fc77a050222 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:31:02 +0300 Subject: [PATCH 044/130] Update filter_using_urban_mask function to only filter one set of polygons --- deafrica_waterbodies/filters.py | 48 +++++++++++---------------------- 1 file changed, 15 insertions(+), 33 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 2930f5c..6875f67 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -183,55 +183,40 @@ def filter_using_land_sea_mask( def filter_using_urban_mask( - primary_threshold_polygons: gpd.GeoDataFrame, - secondary_threshold_polygons: gpd.GeoDataFrame, + polygons_gdf: gpd.GeoDataFrame, urban_mask_fp: str | Path = "", -) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: +) -> gpd.GeoDataFrame: """ - Filter out the missclassified waterbodies from the primary and secondary - threshold polygons using an urban/CBDs mask. + Filter out the missclassified waterbodies from the water body polygons using + an urban/CBDs mask. WOfS has a known limitation, where deep shadows thrown by tall CBD buildings are misclassified as water. This results in 'waterbodies' around these misclassified shadows in capital cities. Parameters ---------- - primary_threshold_polygons : gpd.GeoDataFrame - secondary_threshold_polygons : gpd.GeoDataFrame + polygons_gdf: gpd.GeoDataFrame urban_mask_fp : str | Path, optional Vector file path to the polygons to use to filter out CBDs, by default "" Returns ------- - tuple[gpd.GeoDataFrame, gpd.GeoDataFrame]: - Primary threshold polygons with missclassified waterbodies removed. + polygons_gdf: gpd.GeoDataFrame + Water body polygons with missclassified waterbodies removed. """ - crs = primary_threshold_polygons.crs + crs = polygons_gdf.crs if urban_mask_fp: - _log.info( - "Filtering out CBDs polygons from the primary and secondary threshold polygons..." - ) + _log.info("Filteringpr out CBDs polygons from the water body polygons...") try: urban_mask = gpd.read_file(urban_mask_fp).to_crs(crs) except Exception as error: _log.exception(f"Could not read file {urban_mask_fp}") + _log.error(error) raise error else: - cbd_filtered_primary_threshold_polygons = filter_by_intersection( - gpd_data=primary_threshold_polygons, - gpd_filter=urban_mask, - filtertype="intersects", - invert_mask=True, - return_inverse=False, - ) - - _log.info( - f"Filtered out {len(primary_threshold_polygons) - len(cbd_filtered_primary_threshold_polygons)} primary threshold polygons." - ) - - cbd_filtered_secondary_threshold_polygons = filter_by_intersection( - gpd_data=secondary_threshold_polygons, + cbd_filtered_polygons_gdf = filter_by_intersection( + gpd_data=polygons_gdf, gpd_filter=urban_mask, filtertype="intersects", invert_mask=True, @@ -239,16 +224,13 @@ def filter_using_urban_mask( ) _log.info( - f"Filtered out {len(secondary_threshold_polygons) - len(cbd_filtered_secondary_threshold_polygons)} secondary threshold polygons." + f"Filtered out {len(cbd_filtered_polygons_gdf) - len(polygons_gdf)} water body polygons." ) - return ( - cbd_filtered_primary_threshold_polygons, - cbd_filtered_secondary_threshold_polygons, - ) + return cbd_filtered_polygons_gdf else: _log.info("Skipping filtering out CBDs step.") - return primary_threshold_polygons, secondary_threshold_polygons + return polygons_gdf def merge_primary_and_secondary_threshold_polygons( From 4602a3c621acf92e38cc6a6344dc6d0da26eac07 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:32:05 +0300 Subject: [PATCH 045/130] Remove function to merge primary and secondary polygons as this is taken care of in raster processing --- deafrica_waterbodies/filters.py | 46 --------------------------------- 1 file changed, 46 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 6875f67..d57dfa1 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -233,52 +233,6 @@ def filter_using_urban_mask( return polygons_gdf -def merge_primary_and_secondary_threshold_polygons( - primary_threshold_polygons: gpd.GeoDataFrame, - secondary_threshold_polygons: gpd.GeoDataFrame, -) -> gpd.GeoDataFrame: - """ - Identify secondary threshold polygons that intersect with the primary threshold - polygons and merge them with the primary threshold polygons. - - Parameters - ---------- - primary_threshold_polygons : gpd.GeoDataFrame - secondary_threshold_polygons : gpd.GeoDataFrame - - Returns - ------- - gpd.GeoDataFrame - Merged primary and secondary threshold polygons. - """ - assert primary_threshold_polygons.crs == secondary_threshold_polygons.crs - crs = primary_threshold_polygons.crs - - _log.info("Merging the primary threshold and secondary threshold polygons...") - # Find the polygons identified using the secondary threshold that intersect with those identified - # using the primary threshold. - do_intersect_with_primary = filter_by_intersection( - gpd_data=secondary_threshold_polygons, - gpd_filter=primary_threshold_polygons, - filtertype="intersects", - invert_mask=False, - return_inverse=False, - ) - - # Combine the identified polygons with the primary threshold polygons. - combined_polygons = gpd.GeoDataFrame( - pd.concat([do_intersect_with_primary, primary_threshold_polygons], ignore_index=True) - ) - # Merge overlapping polygons. - merged_combined_polygons_geoms = combined_polygons.unary_union - # `Explode` the multipolygon back out into individual polygons. - merged_combined_polygons = gpd.GeoDataFrame(crs=crs, geometry=[merged_combined_polygons_geoms]) - merged_combined_polygons = merged_combined_polygons.explode(index_parts=True) - - _log.info(f"Waterbody polygons count after merge: {len(merged_combined_polygons)}.") - return merged_combined_polygons - - def filter_using_major_rivers_mask( waterbody_polygons: gpd.GeoDataFrame, major_rivers_mask_fp: str | Path = "" ) -> gpd.GeoDataFrame: From 053df3c1654425483c1a6dc721a609104de18539 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:33:20 +0300 Subject: [PATCH 046/130] minor updates to filter_using_major_rivers_mask function --- deafrica_waterbodies/filters.py | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index d57dfa1..b3fdd4a 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -234,14 +234,14 @@ def filter_using_urban_mask( def filter_using_major_rivers_mask( - waterbody_polygons: gpd.GeoDataFrame, major_rivers_mask_fp: str | Path = "" + polygons_gdf: gpd.GeoDataFrame, major_rivers_mask_fp: str | Path = "" ) -> gpd.GeoDataFrame: """ Filter out major rivers polygons from a set of waterbody polygons. Parameters ---------- - waterbody_polygons : gpd.GeoDataFrame + polygons_gdf : gpd.GeoDataFrame major_rivers_mask_fp : str | Path, optional Vector file path to the polygons to use to filter out major river waterbody polygons, by default "" @@ -251,7 +251,7 @@ def filter_using_major_rivers_mask( Filtered set of waterbody polygons with major rivers polygons removed. """ - crs = waterbody_polygons.crs + crs = polygons_gdf.crs if major_rivers_mask_fp: _log.info("Filtering out major rivers polygons from the waterbody polygons...") @@ -259,22 +259,23 @@ def filter_using_major_rivers_mask( major_rivers = gpd.read_file(major_rivers_mask_fp).to_crs(crs) except Exception as error: _log.exception(f"Could not read file {major_rivers_mask_fp}") + _log.error(error) raise error else: major_rivers_filtered_polygons = filter_by_intersection( - gpd_data=waterbody_polygons, + gpd_data=polygons_gdf, gpd_filter=major_rivers, filtertype="intersects", invert_mask=True, return_inverse=False, ) _log.info( - f"Filtered out {len(waterbody_polygons) - len(major_rivers_filtered_polygons)} waterbody polygons." + f"Filtered out {len(polygons_gdf) - len(major_rivers_filtered_polygons)} water body polygons." ) return major_rivers_filtered_polygons else: _log.info("Skipping filtering out major rivers polygons step.") - return waterbody_polygons + return polygons_gdf def pp_test_gdf(input_gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: From 65560128968f4761354780115950b99649f49518 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:38:01 +0300 Subject: [PATCH 047/130] Do not return tuple --- deafrica_waterbodies/filters.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index b3fdd4a..058d576 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -175,7 +175,7 @@ def filter_using_land_sea_mask( f"Filtered out {len(polygons_gdf) - len(inland_polygons)} water body polygons." ) - return (inland_polygons,) + return inland_polygons else: _log.info("Skipping filtering out ocean polygons step.") From f1212b18bcba72bb400da3c71f3dceb62cc5de69 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:51:49 +0300 Subject: [PATCH 048/130] Remove merge_polygons_at_dataset_boundaries_function --- deafrica_waterbodies/make_polygons.py | 54 --------------------------- 1 file changed, 54 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 9781360..40ad253 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -75,60 +75,6 @@ def set_wetness_thresholds( return [extent_threshold, detection_threshold] -def merge_polygons_at_dataset_boundaries(waterbody_polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: - """ - Function to merge waterbody polygons located at WOfS All Time Summary dataset boundaries. - - Parameters - ---------- - waterbody_polygons : gpd.GeoDataFrame - The waterbody polygons. - - Returns - ------- - gpd.GeoDataFrame - Waterbody polygons with polygons located at WOfS All Time Summary dataset boundaries merged. - """ - # Get the dataset extents/regions for the WOfS All Time Summary product. - ds_extents = gpd.read_file( - "https://explorer.digitalearth.africa/api/regions/wofs_ls_summary_alltime" - ).to_crs(waterbody_polygons.crs) - - # Add a 1 pixel (30 m) buffer to the dataset extents. - buffered_30m_ds_extents_geom = ds_extents.boundary.buffer( - 30, cap_style="flat", join_style="mitre" - ) - buffered_30m_ds_extents = gpd.GeoDataFrame( - geometry=buffered_30m_ds_extents_geom, crs=waterbody_polygons.crs - ) - - # Get the polygons at the dataset boundaries. - boundary_polygons, not_boundary_polygons = filter_by_intersection( - gpd_data=waterbody_polygons, - gpd_filter=buffered_30m_ds_extents, - invert_mask=False, - return_inverse=True, - ) - - # Now combine overlapping polygons in boundary_polygons. - merged_boundary_polygons_geoms = shapely.ops.unary_union(boundary_polygons["geometry"]) - - # `Explode` the multipolygon back out into individual polygons. - merged_boundary_polygons = gpd.GeoDataFrame( - crs=waterbody_polygons.crs, geometry=[merged_boundary_polygons_geoms] - ) - merged_boundary_polygons = merged_boundary_polygons.explode(index_parts=True).reset_index( - drop=True - ) - - # Then combine our merged_boundary_polygons with the not_boundary_polygons. - all_polygons = gpd.GeoDataFrame( - pd.concat([not_boundary_polygons, merged_boundary_polygons], ignore_index=True, sort=True) - ).set_geometry("geometry") - - return all_polygons - - def merge_polygons_at_tile_boundaries( waterbody_polygons: gpd.GeoDataFrame, tile_extents_gdf: gpd.GeoDataFrame ) -> gpd.GeoDataFrame: From 26a5c3783ad25d6c0a61256d08d024649a12f8b4 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:53:33 +0300 Subject: [PATCH 049/130] remove unused import --- deafrica_waterbodies/make_timeseries.py | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/deafrica_waterbodies/make_timeseries.py b/deafrica_waterbodies/make_timeseries.py index 6b3028f..6dd90e7 100644 --- a/deafrica_waterbodies/make_timeseries.py +++ b/deafrica_waterbodies/make_timeseries.py @@ -18,11 +18,7 @@ from tqdm.auto import tqdm from deafrica_waterbodies.id_field import guess_id_field -from deafrica_waterbodies.io import ( - check_dir_exists, - check_file_exists, - check_if_s3_uri, -) +from deafrica_waterbodies.io import check_dir_exists, check_file_exists _log = logging.getLogger(__name__) From f958419d37b5a3b23df8e37d7a7f4741d728d963 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 19 Oct 2023 23:54:00 +0300 Subject: [PATCH 050/130] fix linting error --- deafrica_waterbodies/queues.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/queues.py b/deafrica_waterbodies/queues.py index fb46587..4998ccf 100644 --- a/deafrica_waterbodies/queues.py +++ b/deafrica_waterbodies/queues.py @@ -220,7 +220,7 @@ def batch_messages(messages: list, n: int = 10): list[list, list] A list of lists containing the batched messages. """ - batched_messages = [messages[i : i + n] for i in range(0, len(messages), n)] + batched_messages = [messages[i: i + n] for i in range(0, len(messages), n)] assert len(batched_messages) == math.ceil(len(messages) / n) From 91c376e5f9cce4a8283cbb6fee77243c7791c87e Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 14:25:10 +0300 Subject: [PATCH 051/130] Use full version for naming file --- deafrica_waterbodies/io.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/io.py b/deafrica_waterbodies/io.py index 76000eb..dd555e3 100644 --- a/deafrica_waterbodies/io.py +++ b/deafrica_waterbodies/io.py @@ -201,7 +201,7 @@ def write_waterbodies_to_file( file_name_prefix: str, optional Prefix to use when naming the output file(s). """ - output_fn = f"{file_name_prefix}v{product_version.replace('.', '-')[0]}.shp" + output_fn = f"{file_name_prefix}v{product_version.replace('.', '_')}.shp" output_fp = os.path.join(output_directory, output_fn) if check_if_s3_uri(output_directory): From baea73d09a43102238881881e83a050773a64bbe Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 11:36:13 +0000 Subject: [PATCH 052/130] Remove the attributes columns --- notebooks/01_GeneratePolygonsUsingTiles.ipynb | 2 +- notebooks/02_FixHolesInPolygons.ipynb | 23 +- notebooks/03_HandleLargePolygons.ipynb | 7 +- notebooks/04_WriteFinalWaterbodies.ipynb | 516 +++++++++++++++++- 4 files changed, 508 insertions(+), 40 deletions(-) diff --git a/notebooks/01_GeneratePolygonsUsingTiles.ipynb b/notebooks/01_GeneratePolygonsUsingTiles.ipynb index f1ec8b1..76eb01d 100644 --- a/notebooks/01_GeneratePolygonsUsingTiles.ipynb +++ b/notebooks/01_GeneratePolygonsUsingTiles.ipynb @@ -327,7 +327,7 @@ " if raster_polygons.empty:\n", " _log.info(f\"Tile {str(tile_id)} contains no water body polygons.\")\n", " else:\n", - " # Drop the attributes column.\n", + " # Drop the attributes column if it exists.\n", " raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", " # Write the polygons to parquet files.\n", " raster_polygons.to_parquet(raster_polygons_fp)\n", diff --git a/notebooks/02_FixHolesInPolygons.ipynb b/notebooks/02_FixHolesInPolygons.ipynb index a02f8c5..7c6e58e 100644 --- a/notebooks/02_FixHolesInPolygons.ipynb +++ b/notebooks/02_FixHolesInPolygons.ipynb @@ -87,8 +87,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 21:23:38,846] {2348331288.py:2} INFO - Loading polygons...\n", - "[2023-10-18 21:23:49,550] {2348331288.py:8} INFO - Raster polygons count 1075799.\n" + "[2023-10-23 11:19:40,565] {3544693789.py:2} INFO - Loading polygons...\n", + "[2023-10-23 11:19:51,472] {3544693789.py:11} INFO - Raster polygons count 1075799.\n" ] } ], @@ -100,6 +100,9 @@ "\n", "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", "\n", + "# Drop the attributes column if it exists.\n", + "raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + "\n", "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" ] }, @@ -113,9 +116,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 21:23:49,555] {filters.py:117} INFO - Filtering 1075799 polygons by minimum area 1000000 and max area inf...\n", - "[2023-10-18 21:23:49,879] {filters.py:130} INFO - Filtered out 1056504 polygons.\n", - "[2023-10-18 21:23:49,880] {640283564.py:3} INFO - Count for polygons larger than 1000000 m2: 19295\n" + "[2023-10-23 11:19:51,477] {filters.py:117} INFO - Filtering 1075799 polygons by minimum area 1000000 and max area inf...\n", + "[2023-10-23 11:19:51,796] {filters.py:130} INFO - Filtered out 1056504 polygons.\n", + "[2023-10-23 11:19:51,796] {640283564.py:3} INFO - Count for polygons larger than 1000000 m2: 19295\n" ] } ], @@ -135,7 +138,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 21:23:50,020] {2675327616.py:4} INFO - 19295 large polygons removed from raster polygons.\n" + "[2023-10-23 11:19:51,929] {2675327616.py:4} INFO - 19295 large polygons removed from raster polygons.\n" ] } ], @@ -156,9 +159,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 21:23:50,025] {:2} INFO - Filling holes in large polygons...\n", - "CPU times: user 18 s, sys: 389 ms, total: 18.4 s\n", - "Wall time: 18.3 s\n" + "[2023-10-23 11:19:51,934] {:2} INFO - Filling holes in large polygons...\n", + "CPU times: user 17.8 s, sys: 353 ms, total: 18.2 s\n", + "Wall time: 18.1 s\n" ] } ], @@ -179,7 +182,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 21:24:08,511] {3685114858.py:6} INFO - Polygon count after filling holes in large polygons 1075799.\n" + "[2023-10-23 11:20:10,201] {3685114858.py:6} INFO - Polygon count after filling holes in large polygons 1075799.\n" ] } ], diff --git a/notebooks/03_HandleLargePolygons.ipynb b/notebooks/03_HandleLargePolygons.ipynb index 2133383..2314793 100644 --- a/notebooks/03_HandleLargePolygons.ipynb +++ b/notebooks/03_HandleLargePolygons.ipynb @@ -49,8 +49,8 @@ "outputs": [], "source": [ "verbose = 1\n", - "#output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "# output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", "handle_large_polygons = \"erode-dilate-v1\"\n", "pp_test_threshold = 0.005\n", "large_polygons_threshold = 10**8" @@ -102,6 +102,9 @@ "\n", "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", "\n", + "# Drop the attributes column if it exists.\n", + "raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + "\n", "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" ] }, diff --git a/notebooks/04_WriteFinalWaterbodies.ipynb b/notebooks/04_WriteFinalWaterbodies.ipynb index 1e4316b..2201f4e 100644 --- a/notebooks/04_WriteFinalWaterbodies.ipynb +++ b/notebooks/04_WriteFinalWaterbodies.ipynb @@ -57,13 +57,13 @@ "outputs": [], "source": [ "verbose = 1\n", - "#output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", + "# output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", "min_polygon_size = 4500 # 5 pixels\n", "max_polygon_size = math.inf\n", "product_version = \"0.0.1\"\n", "timeseries_bucket = \"deafrica-waterbodies-dev\"\n", - "file_name_prefix = \"senegalbasinwaterbodies\"" + "file_name_prefix = \"continental_waterbodies\"" ] }, { @@ -99,8 +99,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 21:10:20,808] {810598675.py:1} INFO - Loading raster polygons...\n", - "[2023-10-18 21:10:21,586] {810598675.py:7} INFO - Raster polygons count 55103.\n" + "[2023-10-23 11:29:58,697] {13206279.py:1} INFO - Loading raster polygons...\n", + "[2023-10-23 11:30:04,868] {13206279.py:10} INFO - Raster polygons count 1078401.\n" ] } ], @@ -111,12 +111,88 @@ "\n", "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", "\n", + "# Drop the attributes column if it exists.\n", + "raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + "\n", "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" ] }, { "cell_type": "code", "execution_count": 7, + "id": "4054aff4-0cb0-4a63-b2b1-4900c3462303", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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geometry
0POLYGON ((-1641390.000 1823040.000, -1641390.0...
1POLYGON ((-1634430.000 1817610.000, -1634400.0...
2POLYGON ((-1634100.000 1817100.000, -1634070.0...
3POLYGON ((-1635450.000 1817370.000, -1635330.0...
4POLYGON ((-1635630.000 1816980.000, -1635540.0...
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geometryarea_m2UIDWB_IDperim_mtimeseries
0POLYGON ((-1087200.000 849749.999, -1087080.00...11700.0000e9pvzx5t20780.0https://deafrica-waterbodies-dev.s3.af-south-1...
1POLYGON ((-1087140.000 850709.999, -1087080.00...147599.9999e9pvzxcs114260.0https://deafrica-waterbodies-dev.s3.af-south-1...
2POLYGON ((-1085580.000 849989.999, -1085580.00...6300.0000e9pvzzx9v2360.0https://deafrica-waterbodies-dev.s3.af-south-1...
3POLYGON ((-1119570.000 888719.999, -1119570.00...11700.0000e9pxxzp4y3720.0https://deafrica-waterbodies-dev.s3.af-south-1...
4POLYGON ((-1119990.000 889679.999, -1119960.00...44100.0000e9pxzb5ze41680.0https://deafrica-waterbodies-dev.s3.af-south-1...
\n", + "
" + ], + "text/plain": [ + " geometry area_m2 UID \\\n", + "0 POLYGON ((-1087200.000 849749.999, -1087080.00... 11700.0000 e9pvzx5t2 \n", + "1 POLYGON ((-1087140.000 850709.999, -1087080.00... 147599.9999 e9pvzxcs1 \n", + "2 POLYGON ((-1085580.000 849989.999, -1085580.00... 6300.0000 e9pvzzx9v \n", + "3 POLYGON ((-1119570.000 888719.999, -1119570.00... 11700.0000 e9pxxzp4y \n", + "4 POLYGON ((-1119990.000 889679.999, -1119960.00... 44100.0000 e9pxzb5ze \n", + "\n", + " WB_ID perim_m timeseries \n", + "0 0 780.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", + "1 1 4260.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", + "2 2 360.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", + "3 3 720.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", + "4 4 1680.0 https://deafrica-waterbodies-dev.s3.af-south-1... " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "waterbodies_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "43062616-d77d-47c6-8e2c-005d114dd6cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'https://deafrica-waterbodies-dev.s3.af-south-1.amazonaws.com/0-0-1/timeseries/e9pv/e9pvzx5t2_v0.csv'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "waterbodies_gdf.iloc[0].timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "id": "1aede9ef-3a24-4b89-bcab-f247f6eb66a2", "metadata": {}, "outputs": [], @@ -164,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "c2363caf-d318-4dcf-a50c-9e995503ad43", "metadata": {}, "outputs": [ @@ -172,23 +379,270 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-18 21:10:59,414] {collection.py:558} WARNING - Value 274118399.845899999 of field area_m2 of feature 6980 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:10:59,717] {collection.py:558} WARNING - Value 149871071.809399992 of field area_m2 of feature 8213 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:00,658] {collection.py:558} WARNING - Value 589657499.686300039 of field area_m2 of feature 12686 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:00,803] {collection.py:558} WARNING - Value 934188299.48969996 of field area_m2 of feature 13296 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:01,590] {collection.py:558} WARNING - Value 336573164.483099997 of field area_m2 of feature 16944 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:02,183] {collection.py:558} WARNING - Value 854248499.631399989 of field area_m2 of feature 19790 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:02,446] {collection.py:558} WARNING - Value 275918293.937399983 of field area_m2 of feature 20802 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:02,588] {collection.py:558} WARNING - Value 227436299.939599991 of field area_m2 of feature 21421 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:03,151] {collection.py:558} WARNING - Value 130046399.957599998 of field area_m2 of feature 24017 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:03,472] {collection.py:558} WARNING - Value 101929399.333399996 of field area_m2 of feature 25150 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:03,611] {collection.py:558} WARNING - Value 163347299.956499994 of field area_m2 of feature 25809 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:03,637] {collection.py:558} WARNING - Value 186969599.949800014 of field area_m2 of feature 25920 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:04,011] {collection.py:558} WARNING - Value 460450799.762899995 of field area_m2 of feature 27732 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:04,142] {collection.py:558} WARNING - Value 288201716.32249999 of field area_m2 of feature 28282 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:04,483] {collection.py:558} WARNING - Value 989039137.926100016 of field area_m2 of feature 29170 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:04,681] {collection.py:558} WARNING - Value 261230299.83829999 of field area_m2 of feature 29869 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-18 21:11:07,812] {io.py:240} INFO - Waterbody polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/senegalbasinwaterbodiesv0.shp\n" + "[2023-10-23 11:31:09,162] {collection.py:558} WARNING - Value 129574799.878199995 of field area_m2 of feature 38 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:11,310] {collection.py:558} WARNING - Value 116664299.904499993 of field area_m2 of feature 11205 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:12,189] {collection.py:558} WARNING - Value 161377199.884799987 of field area_m2 of feature 15464 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:12,448] {collection.py:558} WARNING - Value 251772299.746300012 of field area_m2 of feature 16811 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:12,493] {collection.py:558} WARNING - Value 288313199.709399998 of field area_m2 of feature 16998 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:13,064] {collection.py:558} WARNING - Value 440450079.445100009 of field area_m2 of feature 19996 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:14,215] {collection.py:558} WARNING - Value 127666799.873500004 of field area_m2 of feature 26111 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:14,265] {collection.py:558} WARNING - Value 652330079.318099976 of field area_m2 of feature 26286 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:14,493] {collection.py:558} WARNING - Value 401998499.659600019 of field area_m2 of feature 27529 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:14,597] {collection.py:558} WARNING - Value 7616053639.40340042 of field area_m2 of feature 27602 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:16,052] {collection.py:558} WARNING - Value 274118399.845899999 of field area_m2 of feature 35139 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:16,315] {collection.py:558} WARNING - Value 154716114.478599995 of field area_m2 of feature 36310 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:17,294] {collection.py:558} WARNING - Value 589657499.686300039 of field area_m2 of feature 41134 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:17,438] {collection.py:558} WARNING - Value 934188299.48969996 of field area_m2 of feature 41744 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:18,154] {collection.py:558} WARNING - Value 336885017.048200011 of field area_m2 of feature 45282 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:18,735] {collection.py:558} WARNING - Value 854248499.631399989 of field area_m2 of feature 48138 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:18,902] {collection.py:558} WARNING - Value 242092487.360599995 of field area_m2 of feature 48953 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:19,070] {collection.py:558} WARNING - Value 227436299.939599991 of field area_m2 of feature 49734 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:19,607] {collection.py:558} WARNING - Value 130046399.957599998 of field area_m2 of feature 52255 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:19,988] {collection.py:558} WARNING - Value 163347299.956499994 of field area_m2 of feature 54039 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:20,014] {collection.py:558} WARNING - Value 186969599.949800014 of field area_m2 of feature 54150 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:20,435] {collection.py:558} WARNING - Value 351334374.740100026 of field area_m2 of feature 56115 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:20,501] {collection.py:558} WARNING - Value 460450799.762899995 of field area_m2 of feature 56432 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:20,611] {collection.py:558} WARNING - Value 424767277.409099996 of field area_m2 of feature 56969 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:21,095] {collection.py:558} WARNING - Value 948613257.49000001 of field area_m2 of feature 59274 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:21,813] {collection.py:558} WARNING - Value 124275599.920200005 of field area_m2 of feature 62848 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:22,137] {collection.py:558} WARNING - Value 430965595.848800004 of field area_m2 of feature 64440 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:22,644] {collection.py:558} WARNING - Value 108565207.9859 of field area_m2 of feature 66738 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:22,788] {collection.py:558} WARNING - Value 232051499.853700012 of field area_m2 of feature 67435 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:23,823] {collection.py:558} WARNING - Value 173012399.936800003 of field area_m2 of feature 72217 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:24,127] {collection.py:558} WARNING - Value 136746899.952100009 of field area_m2 of feature 73602 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:24,813] {collection.py:558} WARNING - Value 202610699.936100006 of field area_m2 of feature 76670 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:25,287] {collection.py:558} WARNING - Value 4157132769.28240013 of field area_m2 of feature 78314 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:25,333] {collection.py:558} WARNING - Value 105817499.968899995 of field area_m2 of feature 78469 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:25,353] {collection.py:558} WARNING - Value 116207099.969500005 of field area_m2 of feature 78532 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:25,363] {collection.py:558} WARNING - Value 100958399.973800004 of field area_m2 of feature 78571 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:26,019] {collection.py:558} WARNING - Value 968477577.434700012 of field area_m2 of feature 81559 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:26,703] {collection.py:558} WARNING - Value 128628900.078999996 of field area_m2 of feature 85197 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:26,910] {collection.py:558} WARNING - Value 193765500.105100006 of field area_m2 of feature 86339 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:27,402] {collection.py:558} WARNING - Value 103695300.065300003 of field area_m2 of feature 88941 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:27,716] {collection.py:558} WARNING - Value 270279900.170000017 of field area_m2 of feature 90664 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:32,803] {collection.py:558} WARNING - Value 131614200.075000003 of field area_m2 of feature 119934 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:33,100] {collection.py:558} WARNING - Value 347243400.201799989 of field area_m2 of feature 121475 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:36,766] {collection.py:558} WARNING - Value 234390600.114399999 of field area_m2 of feature 142568 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:38,657] {collection.py:558} WARNING - Value 317450700.145799994 of field area_m2 of feature 153549 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:40,494] {collection.py:558} WARNING - Value 129021300.0616 of field area_m2 of feature 164256 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:40,590] {collection.py:558} WARNING - Value 383535000.192600012 of field area_m2 of feature 164753 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:42,127] {collection.py:558} WARNING - Value 200761200.066500008 of field area_m2 of feature 173115 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:42,173] {collection.py:558} WARNING - Value 134875800.040300012 of field area_m2 of feature 173336 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:42,431] {collection.py:558} WARNING - Value 111985200.037699997 of field area_m2 of feature 174557 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:42,731] {collection.py:558} WARNING - Value 116780400.032399997 of field area_m2 of feature 176065 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:43,182] {collection.py:558} WARNING - Value 579838499.966899991 of field area_m2 of feature 178417 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:43,188] {collection.py:558} WARNING - Value 155730599.989300013 of field area_m2 of feature 178419 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:43,195] {collection.py:558} WARNING - Value 539074799.961599946 of field area_m2 of feature 178421 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:43,668] {collection.py:558} WARNING - Value 126520199.976600006 of field area_m2 of feature 181016 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:47,044] {collection.py:558} WARNING - Value 157175099.922300011 of field area_m2 of feature 198554 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:49,102] {collection.py:558} WARNING - Value 249162299.872299999 of field area_m2 of feature 209259 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:49,798] {collection.py:558} WARNING - Value 136304099.918599993 of field area_m2 of feature 212627 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:49,935] {collection.py:558} WARNING - Value 532593899.689599991 of field area_m2 of feature 213152 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:49,999] {collection.py:558} WARNING - Value 284442299.825900018 of field area_m2 of feature 213350 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:50,017] {collection.py:558} WARNING - Value 105826499.934300005 of field area_m2 of feature 213404 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:50,072] {collection.py:558} WARNING - Value 122335199.921800002 of field area_m2 of feature 213629 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:50,084] {collection.py:558} WARNING - Value 111293099.928599998 of field area_m2 of feature 213654 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:50,523] {collection.py:558} WARNING - Value 166295699.814700007 of field area_m2 of feature 215613 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:50,780] {collection.py:558} WARNING - Value 129414599.894899994 of field area_m2 of feature 216868 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:51,208] {collection.py:558} WARNING - Value 170502299.870999992 of field area_m2 of feature 219103 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:51,285] {collection.py:558} WARNING - Value 162766921.419800013 of field area_m2 of feature 219536 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:51,507] {collection.py:558} WARNING - Value 150992099.852400005 of field area_m2 of feature 220653 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:54,434] {collection.py:558} WARNING - Value 100236599.891299993 of field area_m2 of feature 236507 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:56,384] {collection.py:558} WARNING - Value 775619070.477800012 of field area_m2 of feature 246735 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:57,120] {collection.py:558} WARNING - Value 207794700.014499992 of field area_m2 of feature 250383 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:57,869] {collection.py:558} WARNING - Value 587707200.055799961 of field area_m2 of feature 253943 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:57,891] {collection.py:558} WARNING - Value 176421600.013599992 of field area_m2 of feature 253992 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:57,899] {collection.py:558} WARNING - Value 250802100.016099989 of field area_m2 of feature 254005 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:57,916] {collection.py:558} WARNING - Value 1694654100.16739988 of field area_m2 of feature 254030 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:57,925] {collection.py:558} WARNING - Value 500995800.032599986 of field area_m2 of feature 254046 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:31:58,244] {collection.py:558} WARNING - Value 113958899.999500006 of field area_m2 of feature 255600 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:00,873] {collection.py:558} WARNING - Value 121696199.985300004 of field area_m2 of feature 269518 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:00,890] {collection.py:558} WARNING - Value 102341699.986900002 of field area_m2 of feature 269578 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:00,944] {collection.py:558} WARNING - Value 911954699.871000051 of field area_m2 of feature 269763 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:01,161] {collection.py:558} WARNING - Value 142251996.874500006 of field area_m2 of feature 270699 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:01,547] {collection.py:558} WARNING - Value 5434802819.07069969 of field area_m2 of feature 272553 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:02,001] {collection.py:558} WARNING - Value 111238200.009399995 of field area_m2 of feature 274998 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:03,463] {collection.py:558} WARNING - Value 124579799.996000007 of field area_m2 of feature 283093 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:04,307] {collection.py:558} WARNING - Value 1350150436.73970008 of field area_m2 of feature 287428 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:04,370] {collection.py:558} WARNING - Value 115355699.964000002 of field area_m2 of feature 287716 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:05,133] {collection.py:558} WARNING - Value 400311316.820299983 of field area_m2 of feature 291300 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:05,205] {collection.py:558} WARNING - Value 195296404.182099998 of field area_m2 of feature 291567 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:05,956] {collection.py:558} WARNING - Value 395500499.880200028 of field area_m2 of feature 295004 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:06,085] {collection.py:558} WARNING - Value 106320599.968600005 of field area_m2 of feature 295632 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:06,206] {collection.py:558} WARNING - Value 178282799.946999997 of field area_m2 of feature 296191 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:06,375] {collection.py:558} WARNING - Value 261129599.916900009 of field area_m2 of feature 296988 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:06,473] {collection.py:558} WARNING - Value 182212199.942299992 of field area_m2 of feature 297429 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:06,495] {collection.py:558} WARNING - Value 198230399.936300009 of field area_m2 of feature 297493 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:07,374] {collection.py:558} WARNING - Value 128546099.9234 of field area_m2 of feature 301496 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:08,026] {collection.py:558} WARNING - Value 217030149.497000009 of field area_m2 of feature 304870 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:08,436] {collection.py:558} WARNING - Value 2729248393.54589987 of field area_m2 of feature 306924 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:08,948] {collection.py:558} WARNING - Value 1274477399.23790002 of field area_m2 of feature 309393 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:09,042] {collection.py:558} WARNING - Value 182519999.885899991 of field area_m2 of feature 309761 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:09,138] {collection.py:558} WARNING - Value 330668099.792800009 of field area_m2 of feature 310154 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:09,506] {collection.py:558} WARNING - Value 117486899.928200006 of field area_m2 of feature 311742 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:09,635] {collection.py:558} WARNING - Value 108634499.931299999 of field area_m2 of feature 312301 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:10,031] {collection.py:558} WARNING - Value 125525188.040399998 of field area_m2 of feature 314255 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:10,275] {collection.py:558} WARNING - Value 127223100.012500003 of field area_m2 of feature 315471 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:10,673] {collection.py:558} WARNING - Value 127327499.993399993 of field area_m2 of feature 317404 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:10,987] {collection.py:558} WARNING - Value 1062495843.99450004 of field area_m2 of feature 318942 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:12,085] {collection.py:558} WARNING - Value 186726600.032499999 of field area_m2 of feature 324435 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:12,183] {collection.py:558} WARNING - Value 195577860.81220001 of field area_m2 of feature 324886 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:12,283] {collection.py:558} WARNING - Value 147634733.94569999 of field area_m2 of feature 325354 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:14,046] {collection.py:558} WARNING - Value 1261758599.5711 of field area_m2 of feature 334310 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:14,086] {collection.py:558} WARNING - Value 224779499.913599998 of field area_m2 of feature 334468 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:14,594] {collection.py:558} WARNING - Value 29907151182.1796989 of field area_m2 of feature 337012 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:16,401] {collection.py:558} WARNING - Value 236770199.834600002 of field area_m2 of feature 346128 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:16,482] {collection.py:558} WARNING - Value 248988599.83070001 of field area_m2 of feature 346555 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:16,646] {collection.py:558} WARNING - Value 103728599.917199999 of field area_m2 of feature 347406 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:16,667] {collection.py:558} WARNING - Value 133324199.891399994 of field area_m2 of feature 347495 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:16,752] {collection.py:558} WARNING - Value 738330299.38440001 of field area_m2 of feature 347876 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:17,387] {collection.py:558} WARNING - Value 396423899.66140002 of field area_m2 of feature 351292 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:17,540] {collection.py:558} WARNING - Value 241871399.790800005 of field area_m2 of feature 352066 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:17,633] {collection.py:558} WARNING - Value 224271750.444099993 of field area_m2 of feature 352504 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:17,905] {collection.py:558} WARNING - Value 228169583.863299996 of field area_m2 of feature 353830 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:18,195] {collection.py:558} WARNING - Value 3547090797.65950012 of field area_m2 of feature 355127 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:18,670] {collection.py:558} WARNING - Value 5404007695.64369965 of field area_m2 of feature 357259 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:18,780] {collection.py:558} WARNING - Value 1531401298.73079991 of field area_m2 of feature 357793 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:18,961] {collection.py:558} WARNING - Value 210277799.851200014 of field area_m2 of feature 358667 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:19,383] {collection.py:558} WARNING - Value 32660028868.6958008 of field area_m2 of feature 360640 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:19,420] {collection.py:558} WARNING - Value 6106146294.67580032 of field area_m2 of feature 360760 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:20,021] {collection.py:558} WARNING - Value 343874320.869400024 of field area_m2 of feature 363809 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:20,776] {collection.py:558} WARNING - Value 281129434.089699984 of field area_m2 of feature 367836 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:21,526] {collection.py:558} WARNING - Value 215998199.779799998 of field area_m2 of feature 371904 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:21,537] {collection.py:558} WARNING - Value 621082799.373700023 of field area_m2 of feature 371921 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:22,148] {collection.py:558} WARNING - Value 2719110597.00579977 of field area_m2 of feature 374794 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:22,227] {collection.py:558} WARNING - Value 140912099.845699996 of field area_m2 of feature 375151 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:22,616] {collection.py:558} WARNING - Value 2260952997.47340012 of field area_m2 of feature 377160 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:22,644] {collection.py:558} WARNING - Value 210584699.768400013 of field area_m2 of feature 377291 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:23,114] {collection.py:558} WARNING - Value 69449997522.8592987 of field area_m2 of feature 379283 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:24,172] {collection.py:558} WARNING - Value 636750899.411499977 of field area_m2 of feature 384795 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:24,242] {collection.py:558} WARNING - Value 966887099.060700059 of field area_m2 of feature 385135 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:24,415] {collection.py:558} WARNING - Value 219664784.573700011 of field area_m2 of feature 385917 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:24,600] {collection.py:558} WARNING - Value 117938030.280300006 of field area_m2 of feature 386857 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:25,054] {collection.py:558} WARNING - Value 373435199.749499977 of field area_m2 of feature 389213 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:25,590] {collection.py:558} WARNING - Value 1345984198.61960006 of field area_m2 of feature 391980 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:25,720] {collection.py:558} WARNING - Value 420244199.558799982 of field area_m2 of feature 392578 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:25,766] {collection.py:558} WARNING - Value 1293047998.62260008 of field area_m2 of feature 392775 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:25,812] {collection.py:558} WARNING - Value 614744999.345299959 of field area_m2 of feature 392999 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:26,084] {collection.py:558} WARNING - Value 137929499.853399992 of field area_m2 of feature 394446 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:26,286] {collection.py:558} WARNING - Value 909858599.003399968 of field area_m2 of feature 395506 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:26,499] {collection.py:558} WARNING - Value 167212799.8134 of field area_m2 of feature 396654 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:26,565] {collection.py:558} WARNING - Value 126844199.861699998 of field area_m2 of feature 397024 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:26,833] {collection.py:558} WARNING - Value 113411699.873600006 of field area_m2 of feature 398562 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:37,679] {collection.py:558} WARNING - Value 377267399.938000023 of field area_m2 of feature 458606 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:38,416] {collection.py:558} WARNING - Value 181484099.951200008 of field area_m2 of feature 462621 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:38,765] {collection.py:558} WARNING - Value 120363269.118699998 of field area_m2 of feature 464362 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:39,243] {collection.py:558} WARNING - Value 301154352.934700012 of field area_m2 of feature 466778 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:44,508] {collection.py:558} WARNING - Value 188539199.820100009 of field area_m2 of feature 494556 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:44,584] {collection.py:558} WARNING - Value 161073899.855399996 of field area_m2 of feature 494904 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:44,723] {collection.py:558} WARNING - Value 132898499.873600006 of field area_m2 of feature 495582 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:45,284] {collection.py:558} WARNING - Value 156707999.896699995 of field area_m2 of feature 498290 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:45,521] {collection.py:558} WARNING - Value 322045199.747300029 of field area_m2 of feature 499407 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:45,620] {collection.py:558} WARNING - Value 1979569554.10019994 of field area_m2 of feature 499762 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:46,136] {collection.py:558} WARNING - Value 1396048665.06019998 of field area_m2 of feature 502083 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:46,485] {collection.py:558} WARNING - Value 260178299.743999988 of field area_m2 of feature 503828 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:47,294] {collection.py:558} WARNING - Value 358979399.730499983 of field area_m2 of feature 507880 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:47,308] {collection.py:558} WARNING - Value 353006099.737100005 of field area_m2 of feature 507905 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:47,782] {collection.py:558} WARNING - Value 712738963.494500041 of field area_m2 of feature 510326 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:48,310] {collection.py:558} WARNING - Value 203086658.186300009 of field area_m2 of feature 513069 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:48,543] {collection.py:558} WARNING - Value 431663792.797100008 of field area_m2 of feature 514052 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:49,418] {collection.py:558} WARNING - Value 19018016912.3792 of field area_m2 of feature 517457 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:49,465] {collection.py:558} WARNING - Value 148428486.144199997 of field area_m2 of feature 517611 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:50,437] {collection.py:558} WARNING - Value 297885265.867399991 of field area_m2 of feature 522582 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:50,667] {collection.py:558} WARNING - Value 280139399.732500017 of field area_m2 of feature 523824 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:51,574] {collection.py:558} WARNING - Value 702211499.426499963 of field area_m2 of feature 528682 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:51,737] {collection.py:558} WARNING - Value 295125299.792400002 of field area_m2 of feature 529346 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:52,485] {collection.py:558} WARNING - Value 126850499.912900001 of field area_m2 of feature 532977 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:52,777] {collection.py:558} WARNING - Value 685316409.531200051 of field area_m2 of feature 534283 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:54,022] {collection.py:558} WARNING - Value 118059299.913100004 of field area_m2 of feature 540811 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:55,041] {collection.py:558} WARNING - Value 139657809.676999986 of field area_m2 of feature 546094 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:56,292] {collection.py:558} WARNING - Value 196853399.916000009 of field area_m2 of feature 552520 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:56,462] {collection.py:558} WARNING - Value 125938799.954600006 of field area_m2 of feature 553295 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:57,959] {collection.py:558} WARNING - Value 151136999.927700013 of field area_m2 of feature 561494 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:32:58,136] {collection.py:558} WARNING - Value 150777899.902799994 of field area_m2 of feature 562438 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:00,367] {collection.py:558} WARNING - Value 218379599.88499999 of field area_m2 of feature 573580 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:01,009] {collection.py:558} WARNING - Value 2619528298.8288002 of field area_m2 of feature 576088 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:01,243] {collection.py:558} WARNING - Value 212929199.869899988 of field area_m2 of feature 577073 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:01,957] {collection.py:558} WARNING - Value 1839819599.04329991 of field area_m2 of feature 580446 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:02,002] {collection.py:558} WARNING - Value 1495238399.25999999 of field area_m2 of feature 580590 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:02,294] {collection.py:558} WARNING - Value 127340099.936100006 of field area_m2 of feature 581950 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:02,769] {collection.py:558} WARNING - Value 309701699.838199973 of field area_m2 of feature 584324 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:02,855] {collection.py:558} WARNING - Value 260436599.859800011 of field area_m2 of feature 584688 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:04,007] {collection.py:558} WARNING - Value 158415299.831900001 of field area_m2 of feature 590716 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:04,621] {collection.py:558} WARNING - Value 303392699.66079998 of field area_m2 of feature 593820 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:04,832] {collection.py:558} WARNING - Value 5874129893.50220013 of field area_m2 of feature 594893 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:04,875] {collection.py:558} WARNING - Value 192725099.78459999 of field area_m2 of feature 595124 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:05,035] {collection.py:558} WARNING - Value 112083299.875300005 of field area_m2 of feature 595996 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:05,066] {collection.py:558} WARNING - Value 114044399.873300001 of field area_m2 of feature 596142 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:05,213] {collection.py:558} WARNING - Value 3205896296.44680023 of field area_m2 of feature 596754 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:07,467] {collection.py:558} WARNING - Value 102263399.908500001 of field area_m2 of feature 608774 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:09,652] {collection.py:558} WARNING - Value 102535199.915199995 of field area_m2 of feature 619762 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:09,672] {collection.py:558} WARNING - Value 156018599.870000005 of field area_m2 of feature 619832 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:10,728] {collection.py:558} WARNING - Value 102167999.915800005 of field area_m2 of feature 624916 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:11,834] {collection.py:558} WARNING - Value 233110799.73969999 of field area_m2 of feature 630314 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:11,911] {collection.py:558} WARNING - Value 156980699.826200008 of field area_m2 of feature 630750 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:12,090] {collection.py:558} WARNING - Value 178758899.803499997 of field area_m2 of feature 631677 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:12,279] {collection.py:558} WARNING - Value 8090102691.38650036 of field area_m2 of feature 632636 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:12,288] {collection.py:558} WARNING - Value 105578099.892299995 of field area_m2 of feature 632669 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:12,305] {collection.py:558} WARNING - Value 106389899.890200004 of field area_m2 of feature 632743 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:12,405] {collection.py:558} WARNING - Value 716843699.260800004 of field area_m2 of feature 633154 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:12,498] {collection.py:558} WARNING - Value 103686299.884100005 of field area_m2 of feature 633673 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,273] {collection.py:558} WARNING - Value 338139899.667699993 of field area_m2 of feature 637634 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,291] {collection.py:558} WARNING - Value 1232255698.81789994 of field area_m2 of feature 637690 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,548] {collection.py:558} WARNING - Value 308462399.722100019 of field area_m2 of feature 639070 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,553] {collection.py:558} WARNING - Value 164154599.853500009 of field area_m2 of feature 639083 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,558] {collection.py:558} WARNING - Value 234037799.790899992 of field area_m2 of feature 639095 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,579] {collection.py:558} WARNING - Value 435469499.620599985 of field area_m2 of feature 639190 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,615] {collection.py:558} WARNING - Value 188394299.84040001 of field area_m2 of feature 639354 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,867] {collection.py:558} WARNING - Value 299315699.799399972 of field area_m2 of feature 640661 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:13,950] {collection.py:558} WARNING - Value 262446299.795899987 of field area_m2 of feature 641008 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:14,644] {collection.py:558} WARNING - Value 109794599.9199 of field area_m2 of feature 644825 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:14,713] {collection.py:558} WARNING - Value 353191499.766799986 of field area_m2 of feature 645137 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:15,571] {collection.py:558} WARNING - Value 1809169178.64179993 of field area_m2 of feature 649577 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:15,748] {collection.py:558} WARNING - Value 128251799.954300001 of field area_m2 of feature 650426 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:15,826] {collection.py:558} WARNING - Value 362924041.065299988 of field area_m2 of feature 650757 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:15,855] {collection.py:558} WARNING - Value 1263188179.37059999 of field area_m2 of feature 650765 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:15,872] {collection.py:558} WARNING - Value 107560400.147200003 of field area_m2 of feature 650815 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:15,931] {collection.py:558} WARNING - Value 612746099.614799976 of field area_m2 of feature 651066 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:16,214] {collection.py:558} WARNING - Value 340191499.223800004 of field area_m2 of feature 652421 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:17,118] {collection.py:558} WARNING - Value 3201483598.08500004 of field area_m2 of feature 657169 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:17,506] {collection.py:558} WARNING - Value 254291034.581400007 of field area_m2 of feature 659293 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:17,526] {collection.py:558} WARNING - Value 131949899.949499995 of field area_m2 of feature 659358 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:17,790] {collection.py:558} WARNING - Value 167678099.893400013 of field area_m2 of feature 660748 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:17,862] {collection.py:558} WARNING - Value 122930999.921000004 of field area_m2 of feature 661095 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:17,877] {collection.py:558} WARNING - Value 124744499.921299994 of field area_m2 of feature 661154 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:18,052] {collection.py:558} WARNING - Value 126231299.934699997 of field area_m2 of feature 661951 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:18,208] {collection.py:558} WARNING - Value 262320299.882800013 of field area_m2 of feature 662661 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:18,258] {collection.py:558} WARNING - Value 131048099.934499994 of field area_m2 of feature 662922 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:18,559] {collection.py:558} WARNING - Value 124705799.947999999 of field area_m2 of feature 664461 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:19,144] {collection.py:558} WARNING - Value 103840200.064799994 of field area_m2 of feature 667529 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:19,821] {collection.py:558} WARNING - Value 120878100.076000005 of field area_m2 of feature 671117 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:19,824] {collection.py:558} WARNING - Value 113894100.071700007 of field area_m2 of feature 671119 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:19,838] {collection.py:558} WARNING - Value 173166300.108999997 of field area_m2 of feature 671176 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:19,856] {collection.py:558} WARNING - Value 198943200.12529999 of field area_m2 of feature 671258 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:19,955] {collection.py:558} WARNING - Value 223601400.140799999 of field area_m2 of feature 671767 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,000] {collection.py:558} WARNING - Value 527008500.331700027 of field area_m2 of feature 671984 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,142] {collection.py:558} WARNING - Value 333459900.209299982 of field area_m2 of feature 672762 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,156] {collection.py:558} WARNING - Value 530027100.333100021 of field area_m2 of feature 672801 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,195] {collection.py:558} WARNING - Value 373376700.234000027 of field area_m2 of feature 672969 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,202] {collection.py:558} WARNING - Value 160509600.100800008 of field area_m2 of feature 672991 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,253] {collection.py:558} WARNING - Value 161140500.101300001 of field area_m2 of feature 673226 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,297] {collection.py:558} WARNING - Value 105343200.066100001 of field area_m2 of feature 673443 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,496] {collection.py:558} WARNING - Value 280663200.176599979 of field area_m2 of feature 674509 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,827] {collection.py:558} WARNING - Value 103287600.063999996 of field area_m2 of feature 676342 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:20,997] {collection.py:558} WARNING - Value 218672100.050700009 of field area_m2 of feature 677261 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,002] {collection.py:558} WARNING - Value 421173900.106100023 of field area_m2 of feature 677263 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,010] {collection.py:558} WARNING - Value 302638500.082700014 of field area_m2 of feature 677271 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,015] {collection.py:558} WARNING - Value 741023100.198699951 of field area_m2 of feature 677272 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,031] {collection.py:558} WARNING - Value 530729100.132499993 of field area_m2 of feature 677316 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,148] {collection.py:558} WARNING - Value 6203749547.06840038 of field area_m2 of feature 677403 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,373] {collection.py:558} WARNING - Value 307326375.416499972 of field area_m2 of feature 678420 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,799] {collection.py:558} WARNING - Value 114232544.199699998 of field area_m2 of feature 680800 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:21,865] {collection.py:558} WARNING - Value 255224700.140599996 of field area_m2 of feature 681144 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:22,541] {collection.py:558} WARNING - Value 204441300.122200012 of field area_m2 of feature 684702 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:23,121] {collection.py:558} WARNING - Value 971037900.576699972 of field area_m2 of feature 687546 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:23,158] {collection.py:558} WARNING - Value 175680900.105100006 of field area_m2 of feature 687725 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:33:29,557] {io.py:240} INFO - Waterbody polygons written to s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental/continental_waterbodiesv0_0_1.shp\n" ] } ], @@ -201,6 +655,14 @@ " file_name_prefix=file_name_prefix,\n", ")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8c370f83-43a2-4328-9cee-1e73f9390d90", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From dd17d4e85ef47d1070d6fec240d716638920892a Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 11:45:39 +0000 Subject: [PATCH 053/130] minor update --- notebooks/04_WriteFinalWaterbodies.ipynb | 546 +++++++++++------------ 1 file changed, 269 insertions(+), 277 deletions(-) diff --git a/notebooks/04_WriteFinalWaterbodies.ipynb b/notebooks/04_WriteFinalWaterbodies.ipynb index 2201f4e..8a18a02 100644 --- a/notebooks/04_WriteFinalWaterbodies.ipynb +++ b/notebooks/04_WriteFinalWaterbodies.ipynb @@ -63,7 +63,7 @@ "max_polygon_size = math.inf\n", "product_version = \"0.0.1\"\n", "timeseries_bucket = \"deafrica-waterbodies-dev\"\n", - "file_name_prefix = \"continental_waterbodies\"" + "file_name_prefix = \"continentalwaterbodies\"" ] }, { @@ -99,8 +99,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-23 11:29:58,697] {13206279.py:1} INFO - Loading raster polygons...\n", - "[2023-10-23 11:30:04,868] {13206279.py:10} INFO - Raster polygons count 1078401.\n" + "[2023-10-23 11:38:14,130] {13206279.py:1} INFO - Loading raster polygons...\n", + "[2023-10-23 11:38:20,421] {13206279.py:10} INFO - Raster polygons count 1078401.\n" ] } ], @@ -200,8 +200,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-23 11:30:04,886] {filters.py:117} INFO - Filtering 1078401 polygons by minimum area 4500 and max area inf...\n", - "[2023-10-23 11:30:05,249] {filters.py:130} INFO - Filtered out 387303 polygons.\n" + "[2023-10-23 11:38:20,440] {filters.py:117} INFO - Filtering 1078401 polygons by minimum area 4500 and max area inf...\n", + "[2023-10-23 11:38:20,804] {filters.py:130} INFO - Filtered out 387303 polygons.\n" ] } ], @@ -379,270 +379,270 @@ "name": "stdout", "output_type": "stream", "text": [ - "[2023-10-23 11:31:09,162] {collection.py:558} WARNING - Value 129574799.878199995 of field area_m2 of feature 38 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:11,310] {collection.py:558} WARNING - Value 116664299.904499993 of field area_m2 of feature 11205 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:12,189] {collection.py:558} WARNING - Value 161377199.884799987 of field area_m2 of feature 15464 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:12,448] {collection.py:558} WARNING - Value 251772299.746300012 of field area_m2 of feature 16811 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:12,493] {collection.py:558} WARNING - Value 288313199.709399998 of field area_m2 of feature 16998 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:13,064] {collection.py:558} WARNING - Value 440450079.445100009 of field area_m2 of feature 19996 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:14,215] {collection.py:558} WARNING - Value 127666799.873500004 of field area_m2 of feature 26111 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:14,265] {collection.py:558} WARNING - Value 652330079.318099976 of field area_m2 of feature 26286 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:14,493] {collection.py:558} WARNING - Value 401998499.659600019 of field area_m2 of feature 27529 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:14,597] {collection.py:558} WARNING - Value 7616053639.40340042 of field area_m2 of feature 27602 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:16,052] {collection.py:558} WARNING - Value 274118399.845899999 of field area_m2 of feature 35139 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:16,315] {collection.py:558} WARNING - Value 154716114.478599995 of field area_m2 of feature 36310 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:17,294] {collection.py:558} WARNING - Value 589657499.686300039 of field area_m2 of feature 41134 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:17,438] {collection.py:558} WARNING - Value 934188299.48969996 of field area_m2 of feature 41744 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:18,154] {collection.py:558} WARNING - Value 336885017.048200011 of field area_m2 of feature 45282 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:18,735] {collection.py:558} WARNING - Value 854248499.631399989 of field area_m2 of feature 48138 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:18,902] {collection.py:558} WARNING - Value 242092487.360599995 of field area_m2 of feature 48953 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:19,070] {collection.py:558} WARNING - Value 227436299.939599991 of field area_m2 of feature 49734 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:19,607] {collection.py:558} WARNING - Value 130046399.957599998 of field area_m2 of feature 52255 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:19,988] {collection.py:558} WARNING - Value 163347299.956499994 of field area_m2 of feature 54039 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:20,014] {collection.py:558} WARNING - Value 186969599.949800014 of field area_m2 of feature 54150 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:20,435] {collection.py:558} WARNING - Value 351334374.740100026 of field area_m2 of feature 56115 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:20,501] {collection.py:558} WARNING - Value 460450799.762899995 of field area_m2 of feature 56432 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:20,611] {collection.py:558} WARNING - Value 424767277.409099996 of field area_m2 of feature 56969 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:21,095] {collection.py:558} WARNING - Value 948613257.49000001 of field area_m2 of feature 59274 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:21,813] {collection.py:558} WARNING - Value 124275599.920200005 of field area_m2 of feature 62848 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:22,137] {collection.py:558} WARNING - Value 430965595.848800004 of field area_m2 of feature 64440 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:22,644] {collection.py:558} WARNING - Value 108565207.9859 of field area_m2 of feature 66738 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:22,788] {collection.py:558} WARNING - Value 232051499.853700012 of field area_m2 of feature 67435 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:23,823] {collection.py:558} WARNING - Value 173012399.936800003 of field area_m2 of feature 72217 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:24,127] {collection.py:558} WARNING - Value 136746899.952100009 of field area_m2 of feature 73602 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:24,813] {collection.py:558} WARNING - Value 202610699.936100006 of field area_m2 of feature 76670 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:25,287] {collection.py:558} WARNING - Value 4157132769.28240013 of field area_m2 of feature 78314 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:25,333] {collection.py:558} WARNING - Value 105817499.968899995 of field area_m2 of feature 78469 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:25,353] {collection.py:558} WARNING - Value 116207099.969500005 of field area_m2 of feature 78532 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:25,363] {collection.py:558} WARNING - Value 100958399.973800004 of field area_m2 of feature 78571 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:26,019] {collection.py:558} WARNING - Value 968477577.434700012 of field area_m2 of feature 81559 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:26,703] {collection.py:558} WARNING - Value 128628900.078999996 of field area_m2 of feature 85197 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:26,910] {collection.py:558} WARNING - Value 193765500.105100006 of field area_m2 of feature 86339 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:27,402] {collection.py:558} WARNING - Value 103695300.065300003 of field area_m2 of feature 88941 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:27,716] {collection.py:558} WARNING - Value 270279900.170000017 of field area_m2 of feature 90664 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:32,803] {collection.py:558} WARNING - Value 131614200.075000003 of field area_m2 of feature 119934 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:33,100] {collection.py:558} WARNING - Value 347243400.201799989 of field area_m2 of feature 121475 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:36,766] {collection.py:558} WARNING - Value 234390600.114399999 of field area_m2 of feature 142568 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:38,657] {collection.py:558} WARNING - Value 317450700.145799994 of field area_m2 of feature 153549 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:40,494] {collection.py:558} WARNING - Value 129021300.0616 of field area_m2 of feature 164256 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:40,590] {collection.py:558} WARNING - Value 383535000.192600012 of field area_m2 of feature 164753 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:42,127] {collection.py:558} WARNING - Value 200761200.066500008 of field area_m2 of feature 173115 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:42,173] {collection.py:558} WARNING - Value 134875800.040300012 of field area_m2 of feature 173336 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:42,431] {collection.py:558} WARNING - Value 111985200.037699997 of field area_m2 of feature 174557 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:42,731] {collection.py:558} WARNING - Value 116780400.032399997 of field area_m2 of feature 176065 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:43,182] {collection.py:558} WARNING - Value 579838499.966899991 of field area_m2 of feature 178417 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:43,188] {collection.py:558} WARNING - Value 155730599.989300013 of field area_m2 of feature 178419 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:43,195] {collection.py:558} WARNING - Value 539074799.961599946 of field area_m2 of feature 178421 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:43,668] {collection.py:558} WARNING - Value 126520199.976600006 of field area_m2 of feature 181016 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:47,044] {collection.py:558} WARNING - Value 157175099.922300011 of field area_m2 of feature 198554 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:49,102] {collection.py:558} WARNING - Value 249162299.872299999 of field area_m2 of feature 209259 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:49,798] {collection.py:558} WARNING - Value 136304099.918599993 of field area_m2 of feature 212627 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:49,935] {collection.py:558} WARNING - Value 532593899.689599991 of field area_m2 of feature 213152 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:49,999] {collection.py:558} WARNING - Value 284442299.825900018 of field area_m2 of feature 213350 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:50,017] {collection.py:558} WARNING - Value 105826499.934300005 of field area_m2 of feature 213404 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:50,072] {collection.py:558} WARNING - Value 122335199.921800002 of field area_m2 of feature 213629 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:50,084] {collection.py:558} WARNING - Value 111293099.928599998 of field area_m2 of feature 213654 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:50,523] {collection.py:558} WARNING - Value 166295699.814700007 of field area_m2 of feature 215613 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:50,780] {collection.py:558} WARNING - Value 129414599.894899994 of field area_m2 of feature 216868 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:51,208] {collection.py:558} WARNING - Value 170502299.870999992 of field area_m2 of feature 219103 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:51,285] {collection.py:558} WARNING - Value 162766921.419800013 of field area_m2 of feature 219536 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:51,507] {collection.py:558} WARNING - Value 150992099.852400005 of field area_m2 of feature 220653 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:54,434] {collection.py:558} WARNING - Value 100236599.891299993 of field area_m2 of feature 236507 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:56,384] {collection.py:558} WARNING - Value 775619070.477800012 of field area_m2 of feature 246735 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:57,120] {collection.py:558} WARNING - Value 207794700.014499992 of field area_m2 of feature 250383 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:57,869] {collection.py:558} WARNING - Value 587707200.055799961 of field area_m2 of feature 253943 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:57,891] {collection.py:558} WARNING - Value 176421600.013599992 of field area_m2 of feature 253992 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:57,899] {collection.py:558} WARNING - Value 250802100.016099989 of field area_m2 of feature 254005 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:57,916] {collection.py:558} WARNING - Value 1694654100.16739988 of field area_m2 of feature 254030 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:57,925] {collection.py:558} WARNING - Value 500995800.032599986 of field area_m2 of feature 254046 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:31:58,244] {collection.py:558} WARNING - Value 113958899.999500006 of field area_m2 of feature 255600 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:00,873] {collection.py:558} WARNING - Value 121696199.985300004 of field area_m2 of feature 269518 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:00,890] {collection.py:558} WARNING - Value 102341699.986900002 of field area_m2 of feature 269578 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:00,944] {collection.py:558} WARNING - Value 911954699.871000051 of field area_m2 of feature 269763 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:01,161] {collection.py:558} WARNING - Value 142251996.874500006 of field area_m2 of feature 270699 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:01,547] {collection.py:558} WARNING - Value 5434802819.07069969 of field area_m2 of feature 272553 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:02,001] {collection.py:558} WARNING - Value 111238200.009399995 of field area_m2 of feature 274998 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:03,463] {collection.py:558} WARNING - Value 124579799.996000007 of field area_m2 of feature 283093 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:04,307] {collection.py:558} WARNING - Value 1350150436.73970008 of field area_m2 of feature 287428 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:04,370] {collection.py:558} WARNING - Value 115355699.964000002 of field area_m2 of feature 287716 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:05,133] {collection.py:558} WARNING - Value 400311316.820299983 of field area_m2 of feature 291300 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:05,205] {collection.py:558} WARNING - Value 195296404.182099998 of field area_m2 of feature 291567 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:05,956] {collection.py:558} WARNING - Value 395500499.880200028 of field area_m2 of feature 295004 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:06,085] {collection.py:558} WARNING - Value 106320599.968600005 of field area_m2 of feature 295632 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:06,206] {collection.py:558} WARNING - Value 178282799.946999997 of field area_m2 of feature 296191 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:06,375] {collection.py:558} WARNING - Value 261129599.916900009 of field area_m2 of feature 296988 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:06,473] {collection.py:558} WARNING - Value 182212199.942299992 of field area_m2 of feature 297429 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:06,495] {collection.py:558} WARNING - Value 198230399.936300009 of field area_m2 of feature 297493 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:07,374] {collection.py:558} WARNING - Value 128546099.9234 of field area_m2 of feature 301496 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:08,026] {collection.py:558} WARNING - Value 217030149.497000009 of field area_m2 of feature 304870 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:08,436] {collection.py:558} WARNING - Value 2729248393.54589987 of field area_m2 of feature 306924 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:08,948] {collection.py:558} WARNING - Value 1274477399.23790002 of field area_m2 of feature 309393 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:09,042] {collection.py:558} WARNING - Value 182519999.885899991 of field area_m2 of feature 309761 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:09,138] {collection.py:558} WARNING - Value 330668099.792800009 of field area_m2 of feature 310154 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:09,506] {collection.py:558} WARNING - Value 117486899.928200006 of field area_m2 of feature 311742 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:09,635] {collection.py:558} WARNING - Value 108634499.931299999 of field area_m2 of feature 312301 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:10,031] {collection.py:558} WARNING - Value 125525188.040399998 of field area_m2 of feature 314255 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:10,275] {collection.py:558} WARNING - Value 127223100.012500003 of field area_m2 of feature 315471 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:10,673] {collection.py:558} WARNING - Value 127327499.993399993 of field area_m2 of feature 317404 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:10,987] {collection.py:558} WARNING - Value 1062495843.99450004 of field area_m2 of feature 318942 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:12,085] {collection.py:558} WARNING - Value 186726600.032499999 of field area_m2 of feature 324435 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:12,183] {collection.py:558} WARNING - Value 195577860.81220001 of field area_m2 of feature 324886 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:12,283] {collection.py:558} WARNING - Value 147634733.94569999 of field area_m2 of feature 325354 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:14,046] {collection.py:558} WARNING - Value 1261758599.5711 of field area_m2 of feature 334310 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:14,086] {collection.py:558} WARNING - Value 224779499.913599998 of field area_m2 of feature 334468 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:14,594] {collection.py:558} WARNING - Value 29907151182.1796989 of field area_m2 of feature 337012 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:16,401] {collection.py:558} WARNING - Value 236770199.834600002 of field area_m2 of feature 346128 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:16,482] {collection.py:558} WARNING - Value 248988599.83070001 of field area_m2 of feature 346555 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:16,646] {collection.py:558} WARNING - Value 103728599.917199999 of field area_m2 of feature 347406 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:16,667] {collection.py:558} WARNING - Value 133324199.891399994 of field area_m2 of feature 347495 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:16,752] {collection.py:558} WARNING - Value 738330299.38440001 of field area_m2 of feature 347876 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:17,387] {collection.py:558} WARNING - Value 396423899.66140002 of field area_m2 of feature 351292 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:17,540] {collection.py:558} WARNING - Value 241871399.790800005 of field area_m2 of feature 352066 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:17,633] {collection.py:558} WARNING - Value 224271750.444099993 of field area_m2 of feature 352504 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:17,905] {collection.py:558} WARNING - Value 228169583.863299996 of field area_m2 of feature 353830 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:18,195] {collection.py:558} WARNING - Value 3547090797.65950012 of field area_m2 of feature 355127 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:18,670] {collection.py:558} WARNING - Value 5404007695.64369965 of field area_m2 of feature 357259 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:18,780] {collection.py:558} WARNING - Value 1531401298.73079991 of field area_m2 of feature 357793 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:18,961] {collection.py:558} WARNING - Value 210277799.851200014 of field area_m2 of feature 358667 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:19,383] {collection.py:558} WARNING - Value 32660028868.6958008 of field area_m2 of feature 360640 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:19,420] {collection.py:558} WARNING - Value 6106146294.67580032 of field area_m2 of feature 360760 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:20,021] {collection.py:558} WARNING - Value 343874320.869400024 of field area_m2 of feature 363809 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:20,776] {collection.py:558} WARNING - Value 281129434.089699984 of field area_m2 of feature 367836 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:21,526] {collection.py:558} WARNING - Value 215998199.779799998 of field area_m2 of feature 371904 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:21,537] {collection.py:558} WARNING - Value 621082799.373700023 of field area_m2 of feature 371921 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:22,148] {collection.py:558} WARNING - Value 2719110597.00579977 of field area_m2 of feature 374794 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:22,227] {collection.py:558} WARNING - Value 140912099.845699996 of field area_m2 of feature 375151 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:22,616] {collection.py:558} WARNING - Value 2260952997.47340012 of field area_m2 of feature 377160 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:22,644] {collection.py:558} WARNING - Value 210584699.768400013 of field area_m2 of feature 377291 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:23,114] {collection.py:558} WARNING - Value 69449997522.8592987 of field area_m2 of feature 379283 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:24,172] {collection.py:558} WARNING - Value 636750899.411499977 of field area_m2 of feature 384795 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:24,242] {collection.py:558} WARNING - Value 966887099.060700059 of field area_m2 of feature 385135 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:24,415] {collection.py:558} WARNING - Value 219664784.573700011 of field area_m2 of feature 385917 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:24,600] {collection.py:558} WARNING - Value 117938030.280300006 of field area_m2 of feature 386857 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:25,054] {collection.py:558} WARNING - Value 373435199.749499977 of field area_m2 of feature 389213 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:25,590] {collection.py:558} WARNING - Value 1345984198.61960006 of field area_m2 of feature 391980 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:25,720] {collection.py:558} WARNING - Value 420244199.558799982 of field area_m2 of feature 392578 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:25,766] {collection.py:558} WARNING - Value 1293047998.62260008 of field area_m2 of feature 392775 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:25,812] {collection.py:558} WARNING - Value 614744999.345299959 of field area_m2 of feature 392999 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:26,084] {collection.py:558} WARNING - Value 137929499.853399992 of field area_m2 of feature 394446 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:26,286] {collection.py:558} WARNING - Value 909858599.003399968 of field area_m2 of feature 395506 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:26,499] {collection.py:558} WARNING - Value 167212799.8134 of field area_m2 of feature 396654 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:26,565] {collection.py:558} WARNING - Value 126844199.861699998 of field area_m2 of feature 397024 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:26,833] {collection.py:558} WARNING - Value 113411699.873600006 of field area_m2 of feature 398562 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:37,679] {collection.py:558} WARNING - Value 377267399.938000023 of field area_m2 of feature 458606 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:38,416] {collection.py:558} WARNING - Value 181484099.951200008 of field area_m2 of feature 462621 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:38,765] {collection.py:558} WARNING - Value 120363269.118699998 of field area_m2 of feature 464362 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:39,243] {collection.py:558} WARNING - Value 301154352.934700012 of field area_m2 of feature 466778 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:44,508] {collection.py:558} WARNING - Value 188539199.820100009 of field area_m2 of feature 494556 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:44,584] {collection.py:558} WARNING - Value 161073899.855399996 of field area_m2 of feature 494904 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:44,723] {collection.py:558} WARNING - Value 132898499.873600006 of field area_m2 of feature 495582 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:45,284] {collection.py:558} WARNING - Value 156707999.896699995 of field area_m2 of feature 498290 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:45,521] {collection.py:558} WARNING - Value 322045199.747300029 of field area_m2 of feature 499407 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:45,620] {collection.py:558} WARNING - Value 1979569554.10019994 of field area_m2 of feature 499762 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:46,136] {collection.py:558} WARNING - Value 1396048665.06019998 of field area_m2 of feature 502083 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:46,485] {collection.py:558} WARNING - Value 260178299.743999988 of field area_m2 of feature 503828 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:47,294] {collection.py:558} WARNING - Value 358979399.730499983 of field area_m2 of feature 507880 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:47,308] {collection.py:558} WARNING - Value 353006099.737100005 of field area_m2 of feature 507905 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:47,782] {collection.py:558} WARNING - Value 712738963.494500041 of field area_m2 of feature 510326 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:48,310] {collection.py:558} WARNING - Value 203086658.186300009 of field area_m2 of feature 513069 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:48,543] {collection.py:558} WARNING - Value 431663792.797100008 of field area_m2 of feature 514052 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:49,418] {collection.py:558} WARNING - Value 19018016912.3792 of field area_m2 of feature 517457 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:49,465] {collection.py:558} WARNING - Value 148428486.144199997 of field area_m2 of feature 517611 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:50,437] {collection.py:558} WARNING - Value 297885265.867399991 of field area_m2 of feature 522582 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:50,667] {collection.py:558} WARNING - Value 280139399.732500017 of field area_m2 of feature 523824 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:51,574] {collection.py:558} WARNING - Value 702211499.426499963 of field area_m2 of feature 528682 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:51,737] {collection.py:558} WARNING - Value 295125299.792400002 of field area_m2 of feature 529346 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:52,485] {collection.py:558} WARNING - Value 126850499.912900001 of field area_m2 of feature 532977 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:52,777] {collection.py:558} WARNING - Value 685316409.531200051 of field area_m2 of feature 534283 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:54,022] {collection.py:558} WARNING - Value 118059299.913100004 of field area_m2 of feature 540811 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:55,041] {collection.py:558} WARNING - Value 139657809.676999986 of field area_m2 of feature 546094 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:56,292] {collection.py:558} WARNING - Value 196853399.916000009 of field area_m2 of feature 552520 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:56,462] {collection.py:558} WARNING - Value 125938799.954600006 of field area_m2 of feature 553295 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:57,959] {collection.py:558} WARNING - Value 151136999.927700013 of field area_m2 of feature 561494 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:32:58,136] {collection.py:558} WARNING - Value 150777899.902799994 of field area_m2 of feature 562438 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:00,367] {collection.py:558} WARNING - Value 218379599.88499999 of field area_m2 of feature 573580 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:01,009] {collection.py:558} WARNING - Value 2619528298.8288002 of field area_m2 of feature 576088 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:01,243] {collection.py:558} WARNING - Value 212929199.869899988 of field area_m2 of feature 577073 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:01,957] {collection.py:558} WARNING - Value 1839819599.04329991 of field area_m2 of feature 580446 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:02,002] {collection.py:558} WARNING - Value 1495238399.25999999 of field area_m2 of feature 580590 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:02,294] {collection.py:558} WARNING - Value 127340099.936100006 of field area_m2 of feature 581950 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:02,769] {collection.py:558} WARNING - Value 309701699.838199973 of field area_m2 of feature 584324 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:02,855] {collection.py:558} WARNING - Value 260436599.859800011 of field area_m2 of feature 584688 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:04,007] {collection.py:558} WARNING - Value 158415299.831900001 of field area_m2 of feature 590716 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:04,621] {collection.py:558} WARNING - Value 303392699.66079998 of field area_m2 of feature 593820 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:04,832] {collection.py:558} WARNING - Value 5874129893.50220013 of field area_m2 of feature 594893 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:04,875] {collection.py:558} WARNING - Value 192725099.78459999 of field area_m2 of feature 595124 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:05,035] {collection.py:558} WARNING - Value 112083299.875300005 of field area_m2 of feature 595996 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:05,066] {collection.py:558} WARNING - Value 114044399.873300001 of field area_m2 of feature 596142 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:05,213] {collection.py:558} WARNING - Value 3205896296.44680023 of field area_m2 of feature 596754 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:07,467] {collection.py:558} WARNING - Value 102263399.908500001 of field area_m2 of feature 608774 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:09,652] {collection.py:558} WARNING - Value 102535199.915199995 of field area_m2 of feature 619762 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:09,672] {collection.py:558} WARNING - Value 156018599.870000005 of field area_m2 of feature 619832 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:10,728] {collection.py:558} WARNING - Value 102167999.915800005 of field area_m2 of feature 624916 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:11,834] {collection.py:558} WARNING - Value 233110799.73969999 of field area_m2 of feature 630314 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:11,911] {collection.py:558} WARNING - Value 156980699.826200008 of field area_m2 of feature 630750 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:12,090] {collection.py:558} WARNING - Value 178758899.803499997 of field area_m2 of feature 631677 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:12,279] {collection.py:558} WARNING - Value 8090102691.38650036 of field area_m2 of feature 632636 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:12,288] {collection.py:558} WARNING - Value 105578099.892299995 of field area_m2 of feature 632669 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:12,305] {collection.py:558} WARNING - Value 106389899.890200004 of field area_m2 of feature 632743 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:12,405] {collection.py:558} WARNING - Value 716843699.260800004 of field area_m2 of feature 633154 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:12,498] {collection.py:558} WARNING - Value 103686299.884100005 of field area_m2 of feature 633673 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,273] {collection.py:558} WARNING - Value 338139899.667699993 of field area_m2 of feature 637634 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,291] {collection.py:558} WARNING - Value 1232255698.81789994 of field area_m2 of feature 637690 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,548] {collection.py:558} WARNING - Value 308462399.722100019 of field area_m2 of feature 639070 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,553] {collection.py:558} WARNING - Value 164154599.853500009 of field area_m2 of feature 639083 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,558] {collection.py:558} WARNING - Value 234037799.790899992 of field area_m2 of feature 639095 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,579] {collection.py:558} WARNING - Value 435469499.620599985 of field area_m2 of feature 639190 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,615] {collection.py:558} WARNING - Value 188394299.84040001 of field area_m2 of feature 639354 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,867] {collection.py:558} WARNING - Value 299315699.799399972 of field area_m2 of feature 640661 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:13,950] {collection.py:558} WARNING - Value 262446299.795899987 of field area_m2 of feature 641008 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:14,644] {collection.py:558} WARNING - Value 109794599.9199 of field area_m2 of feature 644825 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:14,713] {collection.py:558} WARNING - Value 353191499.766799986 of field area_m2 of feature 645137 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:15,571] {collection.py:558} WARNING - Value 1809169178.64179993 of field area_m2 of feature 649577 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:15,748] {collection.py:558} WARNING - Value 128251799.954300001 of field area_m2 of feature 650426 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:15,826] {collection.py:558} WARNING - Value 362924041.065299988 of field area_m2 of feature 650757 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:15,855] {collection.py:558} WARNING - Value 1263188179.37059999 of field area_m2 of feature 650765 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:15,872] {collection.py:558} WARNING - Value 107560400.147200003 of field area_m2 of feature 650815 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:15,931] {collection.py:558} WARNING - Value 612746099.614799976 of field area_m2 of feature 651066 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:16,214] {collection.py:558} WARNING - Value 340191499.223800004 of field area_m2 of feature 652421 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:17,118] {collection.py:558} WARNING - Value 3201483598.08500004 of field area_m2 of feature 657169 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:17,506] {collection.py:558} WARNING - Value 254291034.581400007 of field area_m2 of feature 659293 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:17,526] {collection.py:558} WARNING - Value 131949899.949499995 of field area_m2 of feature 659358 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:17,790] {collection.py:558} WARNING - Value 167678099.893400013 of field area_m2 of feature 660748 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:17,862] {collection.py:558} WARNING - Value 122930999.921000004 of field area_m2 of feature 661095 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:17,877] {collection.py:558} WARNING - Value 124744499.921299994 of field area_m2 of feature 661154 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:18,052] {collection.py:558} WARNING - Value 126231299.934699997 of field area_m2 of feature 661951 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:18,208] {collection.py:558} WARNING - Value 262320299.882800013 of field area_m2 of feature 662661 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:18,258] {collection.py:558} WARNING - Value 131048099.934499994 of field area_m2 of feature 662922 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:18,559] {collection.py:558} WARNING - Value 124705799.947999999 of field area_m2 of feature 664461 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:19,144] {collection.py:558} WARNING - Value 103840200.064799994 of field area_m2 of feature 667529 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:19,821] {collection.py:558} WARNING - Value 120878100.076000005 of field area_m2 of feature 671117 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:19,824] {collection.py:558} WARNING - Value 113894100.071700007 of field area_m2 of feature 671119 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:19,838] {collection.py:558} WARNING - Value 173166300.108999997 of field area_m2 of feature 671176 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:19,856] {collection.py:558} WARNING - Value 198943200.12529999 of field area_m2 of feature 671258 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:19,955] {collection.py:558} WARNING - Value 223601400.140799999 of field area_m2 of feature 671767 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,000] {collection.py:558} WARNING - Value 527008500.331700027 of field area_m2 of feature 671984 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,142] {collection.py:558} WARNING - Value 333459900.209299982 of field area_m2 of feature 672762 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,156] {collection.py:558} WARNING - Value 530027100.333100021 of field area_m2 of feature 672801 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,195] {collection.py:558} WARNING - Value 373376700.234000027 of field area_m2 of feature 672969 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,202] {collection.py:558} WARNING - Value 160509600.100800008 of field area_m2 of feature 672991 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,253] {collection.py:558} WARNING - Value 161140500.101300001 of field area_m2 of feature 673226 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,297] {collection.py:558} WARNING - Value 105343200.066100001 of field area_m2 of feature 673443 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,496] {collection.py:558} WARNING - Value 280663200.176599979 of field area_m2 of feature 674509 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,827] {collection.py:558} WARNING - Value 103287600.063999996 of field area_m2 of feature 676342 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:20,997] {collection.py:558} WARNING - Value 218672100.050700009 of field area_m2 of feature 677261 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,002] {collection.py:558} WARNING - Value 421173900.106100023 of field area_m2 of feature 677263 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,010] {collection.py:558} WARNING - Value 302638500.082700014 of field area_m2 of feature 677271 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,015] {collection.py:558} WARNING - Value 741023100.198699951 of field area_m2 of feature 677272 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,031] {collection.py:558} WARNING - Value 530729100.132499993 of field area_m2 of feature 677316 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,148] {collection.py:558} WARNING - Value 6203749547.06840038 of field area_m2 of feature 677403 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,373] {collection.py:558} WARNING - Value 307326375.416499972 of field area_m2 of feature 678420 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,799] {collection.py:558} WARNING - Value 114232544.199699998 of field area_m2 of feature 680800 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:21,865] {collection.py:558} WARNING - Value 255224700.140599996 of field area_m2 of feature 681144 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:22,541] {collection.py:558} WARNING - Value 204441300.122200012 of field area_m2 of feature 684702 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:23,121] {collection.py:558} WARNING - Value 971037900.576699972 of field area_m2 of feature 687546 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:23,158] {collection.py:558} WARNING - Value 175680900.105100006 of field area_m2 of feature 687725 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:33:29,557] {io.py:240} INFO - Waterbody polygons written to s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental/continental_waterbodiesv0_0_1.shp\n" + "[2023-10-23 11:39:25,889] {collection.py:558} WARNING - Value 129574799.878199995 of field area_m2 of feature 38 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:28,071] {collection.py:558} WARNING - Value 116664299.904499993 of field area_m2 of feature 11205 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:28,963] {collection.py:558} WARNING - Value 161377199.884799987 of field area_m2 of feature 15464 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:29,223] {collection.py:558} WARNING - Value 251772299.746300012 of field area_m2 of feature 16811 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:29,269] {collection.py:558} WARNING - Value 288313199.709399998 of field area_m2 of feature 16998 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:29,844] {collection.py:558} WARNING - Value 440450079.445100009 of field area_m2 of feature 19996 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:31,010] {collection.py:558} WARNING - Value 127666799.873500004 of field area_m2 of feature 26111 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:31,060] {collection.py:558} WARNING - Value 652330079.318099976 of field area_m2 of feature 26286 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:31,289] {collection.py:558} WARNING - Value 401998499.659600019 of field area_m2 of feature 27529 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:31,394] {collection.py:558} WARNING - Value 7616053639.40340042 of field area_m2 of feature 27602 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:32,876] {collection.py:558} WARNING - Value 274118399.845899999 of field area_m2 of feature 35139 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:33,144] {collection.py:558} WARNING - Value 154716114.478599995 of field area_m2 of feature 36310 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:34,139] {collection.py:558} WARNING - Value 589657499.686300039 of field area_m2 of feature 41134 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:34,284] {collection.py:558} WARNING - Value 934188299.48969996 of field area_m2 of feature 41744 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:35,009] {collection.py:558} WARNING - Value 336885017.048200011 of field area_m2 of feature 45282 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:35,597] {collection.py:558} WARNING - Value 854248499.631399989 of field area_m2 of feature 48138 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:35,766] {collection.py:558} WARNING - Value 242092487.360599995 of field area_m2 of feature 48953 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:35,937] {collection.py:558} WARNING - Value 227436299.939599991 of field area_m2 of feature 49734 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:36,485] {collection.py:558} WARNING - Value 130046399.957599998 of field area_m2 of feature 52255 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:36,869] {collection.py:558} WARNING - Value 163347299.956499994 of field area_m2 of feature 54039 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:36,895] {collection.py:558} WARNING - Value 186969599.949800014 of field area_m2 of feature 54150 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:37,313] {collection.py:558} WARNING - Value 351334374.740100026 of field area_m2 of feature 56115 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:37,380] {collection.py:558} WARNING - Value 460450799.762899995 of field area_m2 of feature 56432 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:37,490] {collection.py:558} WARNING - Value 424767277.409099996 of field area_m2 of feature 56969 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:37,972] {collection.py:558} WARNING - Value 948613257.49000001 of field area_m2 of feature 59274 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:38,693] {collection.py:558} WARNING - Value 124275599.920200005 of field area_m2 of feature 62848 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:39,022] {collection.py:558} WARNING - Value 430965595.848800004 of field area_m2 of feature 64440 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:39,529] {collection.py:558} WARNING - Value 108565207.9859 of field area_m2 of feature 66738 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:39,674] {collection.py:558} WARNING - Value 232051499.853700012 of field area_m2 of feature 67435 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:40,716] {collection.py:558} WARNING - Value 173012399.936800003 of field area_m2 of feature 72217 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:41,018] {collection.py:558} WARNING - Value 136746899.952100009 of field area_m2 of feature 73602 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:41,705] {collection.py:558} WARNING - Value 202610699.936100006 of field area_m2 of feature 76670 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:42,174] {collection.py:558} WARNING - Value 4157132769.28240013 of field area_m2 of feature 78314 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:42,219] {collection.py:558} WARNING - Value 105817499.968899995 of field area_m2 of feature 78469 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:42,239] {collection.py:558} WARNING - Value 116207099.969500005 of field area_m2 of feature 78532 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:42,248] {collection.py:558} WARNING - Value 100958399.973800004 of field area_m2 of feature 78571 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:42,907] {collection.py:558} WARNING - Value 968477577.434700012 of field area_m2 of feature 81559 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:43,602] {collection.py:558} WARNING - Value 128628900.078999996 of field area_m2 of feature 85197 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:43,816] {collection.py:558} WARNING - Value 193765500.105100006 of field area_m2 of feature 86339 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:44,318] {collection.py:558} WARNING - Value 103695300.065300003 of field area_m2 of feature 88941 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:44,640] {collection.py:558} WARNING - Value 270279900.170000017 of field area_m2 of feature 90664 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:49,844] {collection.py:558} WARNING - Value 131614200.075000003 of field area_m2 of feature 119934 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:50,149] {collection.py:558} WARNING - Value 347243400.201799989 of field area_m2 of feature 121475 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:53,896] {collection.py:558} WARNING - Value 234390600.114399999 of field area_m2 of feature 142568 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:55,831] {collection.py:558} WARNING - Value 317450700.145799994 of field area_m2 of feature 153549 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:57,714] {collection.py:558} WARNING - Value 129021300.0616 of field area_m2 of feature 164256 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:57,814] {collection.py:558} WARNING - Value 383535000.192600012 of field area_m2 of feature 164753 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:59,395] {collection.py:558} WARNING - Value 200761200.066500008 of field area_m2 of feature 173115 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:59,441] {collection.py:558} WARNING - Value 134875800.040300012 of field area_m2 of feature 173336 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:39:59,706] {collection.py:558} WARNING - Value 111985200.037699997 of field area_m2 of feature 174557 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:00,012] {collection.py:558} WARNING - Value 116780400.032399997 of field area_m2 of feature 176065 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:00,475] {collection.py:558} WARNING - Value 579838499.966899991 of field area_m2 of feature 178417 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:00,481] {collection.py:558} WARNING - Value 155730599.989300013 of field area_m2 of feature 178419 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:00,488] {collection.py:558} WARNING - Value 539074799.961599946 of field area_m2 of feature 178421 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:00,970] {collection.py:558} WARNING - Value 126520199.976600006 of field area_m2 of feature 181016 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:04,407] {collection.py:558} WARNING - Value 157175099.922300011 of field area_m2 of feature 198554 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:06,512] {collection.py:558} WARNING - Value 249162299.872299999 of field area_m2 of feature 209259 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:07,218] {collection.py:558} WARNING - Value 136304099.918599993 of field area_m2 of feature 212627 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:07,359] {collection.py:558} WARNING - Value 532593899.689599991 of field area_m2 of feature 213152 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:07,423] {collection.py:558} WARNING - Value 284442299.825900018 of field area_m2 of feature 213350 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:07,441] {collection.py:558} WARNING - Value 105826499.934300005 of field area_m2 of feature 213404 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:07,497] {collection.py:558} WARNING - Value 122335199.921800002 of field area_m2 of feature 213629 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:07,509] {collection.py:558} WARNING - Value 111293099.928599998 of field area_m2 of feature 213654 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:07,947] {collection.py:558} WARNING - Value 166295699.814700007 of field area_m2 of feature 215613 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:08,208] {collection.py:558} WARNING - Value 129414599.894899994 of field area_m2 of feature 216868 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:08,642] {collection.py:558} WARNING - Value 170502299.870999992 of field area_m2 of feature 219103 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:08,720] {collection.py:558} WARNING - Value 162766921.419800013 of field area_m2 of feature 219536 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:08,942] {collection.py:558} WARNING - Value 150992099.852400005 of field area_m2 of feature 220653 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:11,914] {collection.py:558} WARNING - Value 100236599.891299993 of field area_m2 of feature 236507 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:13,889] {collection.py:558} WARNING - Value 775619070.477800012 of field area_m2 of feature 246735 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:14,637] {collection.py:558} WARNING - Value 207794700.014499992 of field area_m2 of feature 250383 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:15,400] {collection.py:558} WARNING - Value 587707200.055799961 of field area_m2 of feature 253943 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:15,422] {collection.py:558} WARNING - Value 176421600.013599992 of field area_m2 of feature 253992 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:15,430] {collection.py:558} WARNING - Value 250802100.016099989 of field area_m2 of feature 254005 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:15,447] {collection.py:558} WARNING - Value 1694654100.16739988 of field area_m2 of feature 254030 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:15,456] {collection.py:558} WARNING - Value 500995800.032599986 of field area_m2 of feature 254046 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:15,779] {collection.py:558} WARNING - Value 113958899.999500006 of field area_m2 of feature 255600 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:18,456] {collection.py:558} WARNING - Value 121696199.985300004 of field area_m2 of feature 269518 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:18,473] {collection.py:558} WARNING - Value 102341699.986900002 of field area_m2 of feature 269578 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:18,527] {collection.py:558} WARNING - Value 911954699.871000051 of field area_m2 of feature 269763 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:18,746] {collection.py:558} WARNING - Value 142251996.874500006 of field area_m2 of feature 270699 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:19,139] {collection.py:558} WARNING - Value 5434802819.07069969 of field area_m2 of feature 272553 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:19,599] {collection.py:558} WARNING - Value 111238200.009399995 of field area_m2 of feature 274998 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:21,078] {collection.py:558} WARNING - Value 124579799.996000007 of field area_m2 of feature 283093 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:21,939] {collection.py:558} WARNING - Value 1350150436.73970008 of field area_m2 of feature 287428 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:22,003] {collection.py:558} WARNING - Value 115355699.964000002 of field area_m2 of feature 287716 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:22,766] {collection.py:558} WARNING - Value 400311316.820299983 of field area_m2 of feature 291300 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:22,839] {collection.py:558} WARNING - Value 195296404.182099998 of field area_m2 of feature 291567 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:23,601] {collection.py:558} WARNING - Value 395500499.880200028 of field area_m2 of feature 295004 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:23,731] {collection.py:558} WARNING - Value 106320599.968600005 of field area_m2 of feature 295632 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:23,852] {collection.py:558} WARNING - Value 178282799.946999997 of field area_m2 of feature 296191 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:24,023] {collection.py:558} WARNING - Value 261129599.916900009 of field area_m2 of feature 296988 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:24,120] {collection.py:558} WARNING - Value 182212199.942299992 of field area_m2 of feature 297429 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:24,143] {collection.py:558} WARNING - Value 198230399.936300009 of field area_m2 of feature 297493 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:25,034] {collection.py:558} WARNING - Value 128546099.9234 of field area_m2 of feature 301496 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:25,696] {collection.py:558} WARNING - Value 217030149.497000009 of field area_m2 of feature 304870 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:26,112] {collection.py:558} WARNING - Value 2729248393.54589987 of field area_m2 of feature 306924 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:26,628] {collection.py:558} WARNING - Value 1274477399.23790002 of field area_m2 of feature 309393 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:26,723] {collection.py:558} WARNING - Value 182519999.885899991 of field area_m2 of feature 309761 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:26,821] {collection.py:558} WARNING - Value 330668099.792800009 of field area_m2 of feature 310154 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:27,196] {collection.py:558} WARNING - Value 117486899.928200006 of field area_m2 of feature 311742 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:27,325] {collection.py:558} WARNING - Value 108634499.931299999 of field area_m2 of feature 312301 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:27,729] {collection.py:558} WARNING - Value 125525188.040399998 of field area_m2 of feature 314255 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:27,978] {collection.py:558} WARNING - Value 127223100.012500003 of field area_m2 of feature 315471 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:28,379] {collection.py:558} WARNING - Value 127327499.993399993 of field area_m2 of feature 317404 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:28,700] {collection.py:558} WARNING - Value 1062495843.99450004 of field area_m2 of feature 318942 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:29,805] {collection.py:558} WARNING - Value 186726600.032499999 of field area_m2 of feature 324435 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:29,903] {collection.py:558} WARNING - Value 195577860.81220001 of field area_m2 of feature 324886 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:30,005] {collection.py:558} WARNING - Value 147634733.94569999 of field area_m2 of feature 325354 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:31,794] {collection.py:558} WARNING - Value 1261758599.5711 of field area_m2 of feature 334310 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:31,833] {collection.py:558} WARNING - Value 224779499.913599998 of field area_m2 of feature 334468 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:32,346] {collection.py:558} WARNING - Value 29907151182.1796989 of field area_m2 of feature 337012 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:34,164] {collection.py:558} WARNING - Value 236770199.834600002 of field area_m2 of feature 346128 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:34,248] {collection.py:558} WARNING - Value 248988599.83070001 of field area_m2 of feature 346555 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:34,415] {collection.py:558} WARNING - Value 103728599.917199999 of field area_m2 of feature 347406 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:34,436] {collection.py:558} WARNING - Value 133324199.891399994 of field area_m2 of feature 347495 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:34,523] {collection.py:558} WARNING - Value 738330299.38440001 of field area_m2 of feature 347876 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:35,171] {collection.py:558} WARNING - Value 396423899.66140002 of field area_m2 of feature 351292 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:35,327] {collection.py:558} WARNING - Value 241871399.790800005 of field area_m2 of feature 352066 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:35,424] {collection.py:558} WARNING - Value 224271750.444099993 of field area_m2 of feature 352504 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:35,702] {collection.py:558} WARNING - Value 228169583.863299996 of field area_m2 of feature 353830 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:36,000] {collection.py:558} WARNING - Value 3547090797.65950012 of field area_m2 of feature 355127 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:36,505] {collection.py:558} WARNING - Value 5404007695.64369965 of field area_m2 of feature 357259 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:36,622] {collection.py:558} WARNING - Value 1531401298.73079991 of field area_m2 of feature 357793 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:36,811] {collection.py:558} WARNING - Value 210277799.851200014 of field area_m2 of feature 358667 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:37,257] {collection.py:558} WARNING - Value 32660028868.6958008 of field area_m2 of feature 360640 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:37,298] {collection.py:558} WARNING - Value 6106146294.67580032 of field area_m2 of feature 360760 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:37,930] {collection.py:558} WARNING - Value 343874320.869400024 of field area_m2 of feature 363809 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:38,721] {collection.py:558} WARNING - Value 281129434.089699984 of field area_m2 of feature 367836 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:39,508] {collection.py:558} WARNING - Value 215998199.779799998 of field area_m2 of feature 371904 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:39,520] {collection.py:558} WARNING - Value 621082799.373700023 of field area_m2 of feature 371921 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:40,153] {collection.py:558} WARNING - Value 2719110597.00579977 of field area_m2 of feature 374794 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:40,235] {collection.py:558} WARNING - Value 140912099.845699996 of field area_m2 of feature 375151 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:40,641] {collection.py:558} WARNING - Value 2260952997.47340012 of field area_m2 of feature 377160 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:40,671] {collection.py:558} WARNING - Value 210584699.768400013 of field area_m2 of feature 377291 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:41,158] {collection.py:558} WARNING - Value 69449997522.8592987 of field area_m2 of feature 379283 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:42,269] {collection.py:558} WARNING - Value 636750899.411499977 of field area_m2 of feature 384795 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:42,343] {collection.py:558} WARNING - Value 966887099.060700059 of field area_m2 of feature 385135 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:42,522] {collection.py:558} WARNING - Value 219664784.573700011 of field area_m2 of feature 385917 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:42,717] {collection.py:558} WARNING - Value 117938030.280300006 of field area_m2 of feature 386857 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:43,204] {collection.py:558} WARNING - Value 373435199.749499977 of field area_m2 of feature 389213 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:43,765] {collection.py:558} WARNING - Value 1345984198.61960006 of field area_m2 of feature 391980 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:43,899] {collection.py:558} WARNING - Value 420244199.558799982 of field area_m2 of feature 392578 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:43,947] {collection.py:558} WARNING - Value 1293047998.62260008 of field area_m2 of feature 392775 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:43,993] {collection.py:558} WARNING - Value 614744999.345299959 of field area_m2 of feature 392999 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:44,280] {collection.py:558} WARNING - Value 137929499.853399992 of field area_m2 of feature 394446 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:44,495] {collection.py:558} WARNING - Value 909858599.003399968 of field area_m2 of feature 395506 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:44,717] {collection.py:558} WARNING - Value 167212799.8134 of field area_m2 of feature 396654 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:44,788] {collection.py:558} WARNING - Value 126844199.861699998 of field area_m2 of feature 397024 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:45,072] {collection.py:558} WARNING - Value 113411699.873600006 of field area_m2 of feature 398562 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:56,443] {collection.py:558} WARNING - Value 377267399.938000023 of field area_m2 of feature 458606 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:57,217] {collection.py:558} WARNING - Value 181484099.951200008 of field area_m2 of feature 462621 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:57,580] {collection.py:558} WARNING - Value 120363269.118699998 of field area_m2 of feature 464362 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:40:58,075] {collection.py:558} WARNING - Value 301154352.934700012 of field area_m2 of feature 466778 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:03,569] {collection.py:558} WARNING - Value 188539199.820100009 of field area_m2 of feature 494556 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:03,646] {collection.py:558} WARNING - Value 161073899.855399996 of field area_m2 of feature 494904 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:03,789] {collection.py:558} WARNING - Value 132898499.873600006 of field area_m2 of feature 495582 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:04,371] {collection.py:558} WARNING - Value 156707999.896699995 of field area_m2 of feature 498290 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:04,611] {collection.py:558} WARNING - Value 322045199.747300029 of field area_m2 of feature 499407 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:04,715] {collection.py:558} WARNING - Value 1979569554.10019994 of field area_m2 of feature 499762 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:05,249] {collection.py:558} WARNING - Value 1396048665.06019998 of field area_m2 of feature 502083 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:05,613] {collection.py:558} WARNING - Value 260178299.743999988 of field area_m2 of feature 503828 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:06,455] {collection.py:558} WARNING - Value 358979399.730499983 of field area_m2 of feature 507880 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:06,470] {collection.py:558} WARNING - Value 353006099.737100005 of field area_m2 of feature 507905 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:06,965] {collection.py:558} WARNING - Value 712738963.494500041 of field area_m2 of feature 510326 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:07,516] {collection.py:558} WARNING - Value 203086658.186300009 of field area_m2 of feature 513069 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:07,756] {collection.py:558} WARNING - Value 431663792.797100008 of field area_m2 of feature 514052 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:08,661] {collection.py:558} WARNING - Value 19018016912.3792 of field area_m2 of feature 517457 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:08,710] {collection.py:558} WARNING - Value 148428486.144199997 of field area_m2 of feature 517611 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:09,728] {collection.py:558} WARNING - Value 297885265.867399991 of field area_m2 of feature 522582 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:09,967] {collection.py:558} WARNING - Value 280139399.732500017 of field area_m2 of feature 523824 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:10,919] {collection.py:558} WARNING - Value 702211499.426499963 of field area_m2 of feature 528682 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:11,088] {collection.py:558} WARNING - Value 295125299.792400002 of field area_m2 of feature 529346 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:11,867] {collection.py:558} WARNING - Value 126850499.912900001 of field area_m2 of feature 532977 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:12,169] {collection.py:558} WARNING - Value 685316409.531200051 of field area_m2 of feature 534283 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:13,465] {collection.py:558} WARNING - Value 118059299.913100004 of field area_m2 of feature 540811 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:14,520] {collection.py:558} WARNING - Value 139657809.676999986 of field area_m2 of feature 546094 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:15,814] {collection.py:558} WARNING - Value 196853399.916000009 of field area_m2 of feature 552520 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:15,983] {collection.py:558} WARNING - Value 125938799.954600006 of field area_m2 of feature 553295 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:17,514] {collection.py:558} WARNING - Value 151136999.927700013 of field area_m2 of feature 561494 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:17,693] {collection.py:558} WARNING - Value 150777899.902799994 of field area_m2 of feature 562438 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:19,965] {collection.py:558} WARNING - Value 218379599.88499999 of field area_m2 of feature 573580 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:20,618] {collection.py:558} WARNING - Value 2619528298.8288002 of field area_m2 of feature 576088 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:20,856] {collection.py:558} WARNING - Value 212929199.869899988 of field area_m2 of feature 577073 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:21,581] {collection.py:558} WARNING - Value 1839819599.04329991 of field area_m2 of feature 580446 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:21,625] {collection.py:558} WARNING - Value 1495238399.25999999 of field area_m2 of feature 580590 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:21,921] {collection.py:558} WARNING - Value 127340099.936100006 of field area_m2 of feature 581950 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:22,409] {collection.py:558} WARNING - Value 309701699.838199973 of field area_m2 of feature 584324 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:22,495] {collection.py:558} WARNING - Value 260436599.859800011 of field area_m2 of feature 584688 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:23,684] {collection.py:558} WARNING - Value 158415299.831900001 of field area_m2 of feature 590716 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:24,311] {collection.py:558} WARNING - Value 303392699.66079998 of field area_m2 of feature 593820 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:24,527] {collection.py:558} WARNING - Value 5874129893.50220013 of field area_m2 of feature 594893 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:24,572] {collection.py:558} WARNING - Value 192725099.78459999 of field area_m2 of feature 595124 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:24,736] {collection.py:558} WARNING - Value 112083299.875300005 of field area_m2 of feature 595996 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:24,768] {collection.py:558} WARNING - Value 114044399.873300001 of field area_m2 of feature 596142 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:24,919] {collection.py:558} WARNING - Value 3205896296.44680023 of field area_m2 of feature 596754 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:27,248] {collection.py:558} WARNING - Value 102263399.908500001 of field area_m2 of feature 608774 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:29,493] {collection.py:558} WARNING - Value 102535199.915199995 of field area_m2 of feature 619762 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:29,514] {collection.py:558} WARNING - Value 156018599.870000005 of field area_m2 of feature 619832 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:30,589] {collection.py:558} WARNING - Value 102167999.915800005 of field area_m2 of feature 624916 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:31,749] {collection.py:558} WARNING - Value 233110799.73969999 of field area_m2 of feature 630314 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:31,829] {collection.py:558} WARNING - Value 156980699.826200008 of field area_m2 of feature 630750 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:32,013] {collection.py:558} WARNING - Value 178758899.803499997 of field area_m2 of feature 631677 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:32,205] {collection.py:558} WARNING - Value 8090102691.38650036 of field area_m2 of feature 632636 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:32,214] {collection.py:558} WARNING - Value 105578099.892299995 of field area_m2 of feature 632669 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:32,231] {collection.py:558} WARNING - Value 106389899.890200004 of field area_m2 of feature 632743 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:32,334] {collection.py:558} WARNING - Value 716843699.260800004 of field area_m2 of feature 633154 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:32,430] {collection.py:558} WARNING - Value 103686299.884100005 of field area_m2 of feature 633673 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,231] {collection.py:558} WARNING - Value 338139899.667699993 of field area_m2 of feature 637634 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,249] {collection.py:558} WARNING - Value 1232255698.81789994 of field area_m2 of feature 637690 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,512] {collection.py:558} WARNING - Value 308462399.722100019 of field area_m2 of feature 639070 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,516] {collection.py:558} WARNING - Value 164154599.853500009 of field area_m2 of feature 639083 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,522] {collection.py:558} WARNING - Value 234037799.790899992 of field area_m2 of feature 639095 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,544] {collection.py:558} WARNING - Value 435469499.620599985 of field area_m2 of feature 639190 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,580] {collection.py:558} WARNING - Value 188394299.84040001 of field area_m2 of feature 639354 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,841] {collection.py:558} WARNING - Value 299315699.799399972 of field area_m2 of feature 640661 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:33,912] {collection.py:558} WARNING - Value 262446299.795899987 of field area_m2 of feature 641008 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:34,634] {collection.py:558} WARNING - Value 109794599.9199 of field area_m2 of feature 644825 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:34,705] {collection.py:558} WARNING - Value 353191499.766799986 of field area_m2 of feature 645137 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:35,604] {collection.py:558} WARNING - Value 1809169178.64179993 of field area_m2 of feature 649577 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:35,784] {collection.py:558} WARNING - Value 128251799.954300001 of field area_m2 of feature 650426 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:35,864] {collection.py:558} WARNING - Value 362924041.065299988 of field area_m2 of feature 650757 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:35,893] {collection.py:558} WARNING - Value 1263188179.37059999 of field area_m2 of feature 650765 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:35,910] {collection.py:558} WARNING - Value 107560400.147200003 of field area_m2 of feature 650815 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:35,969] {collection.py:558} WARNING - Value 612746099.614799976 of field area_m2 of feature 651066 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:36,264] {collection.py:558} WARNING - Value 340191499.223800004 of field area_m2 of feature 652421 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:37,202] {collection.py:558} WARNING - Value 3201483598.08500004 of field area_m2 of feature 657169 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:37,602] {collection.py:558} WARNING - Value 254291034.581400007 of field area_m2 of feature 659293 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:37,622] {collection.py:558} WARNING - Value 131949899.949499995 of field area_m2 of feature 659358 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:37,897] {collection.py:558} WARNING - Value 167678099.893400013 of field area_m2 of feature 660748 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:37,972] {collection.py:558} WARNING - Value 122930999.921000004 of field area_m2 of feature 661095 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:37,988] {collection.py:558} WARNING - Value 124744499.921299994 of field area_m2 of feature 661154 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:38,168] {collection.py:558} WARNING - Value 126231299.934699997 of field area_m2 of feature 661951 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:38,328] {collection.py:558} WARNING - Value 262320299.882800013 of field area_m2 of feature 662661 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:38,381] {collection.py:558} WARNING - Value 131048099.934499994 of field area_m2 of feature 662922 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:38,689] {collection.py:558} WARNING - Value 124705799.947999999 of field area_m2 of feature 664461 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:39,297] {collection.py:558} WARNING - Value 103840200.064799994 of field area_m2 of feature 667529 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,002] {collection.py:558} WARNING - Value 120878100.076000005 of field area_m2 of feature 671117 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,006] {collection.py:558} WARNING - Value 113894100.071700007 of field area_m2 of feature 671119 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,020] {collection.py:558} WARNING - Value 173166300.108999997 of field area_m2 of feature 671176 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,038] {collection.py:558} WARNING - Value 198943200.12529999 of field area_m2 of feature 671258 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,140] {collection.py:558} WARNING - Value 223601400.140799999 of field area_m2 of feature 671767 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,186] {collection.py:558} WARNING - Value 527008500.331700027 of field area_m2 of feature 671984 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,338] {collection.py:558} WARNING - Value 333459900.209299982 of field area_m2 of feature 672762 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,352] {collection.py:558} WARNING - Value 530027100.333100021 of field area_m2 of feature 672801 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,393] {collection.py:558} WARNING - Value 373376700.234000027 of field area_m2 of feature 672969 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,400] {collection.py:558} WARNING - Value 160509600.100800008 of field area_m2 of feature 672991 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,453] {collection.py:558} WARNING - Value 161140500.101300001 of field area_m2 of feature 673226 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,499] {collection.py:558} WARNING - Value 105343200.066100001 of field area_m2 of feature 673443 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:40,703] {collection.py:558} WARNING - Value 280663200.176599979 of field area_m2 of feature 674509 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,043] {collection.py:558} WARNING - Value 103287600.063999996 of field area_m2 of feature 676342 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,218] {collection.py:558} WARNING - Value 218672100.050700009 of field area_m2 of feature 677261 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,224] {collection.py:558} WARNING - Value 421173900.106100023 of field area_m2 of feature 677263 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,231] {collection.py:558} WARNING - Value 302638500.082700014 of field area_m2 of feature 677271 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,237] {collection.py:558} WARNING - Value 741023100.198699951 of field area_m2 of feature 677272 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,253] {collection.py:558} WARNING - Value 530729100.132499993 of field area_m2 of feature 677316 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,371] {collection.py:558} WARNING - Value 6203749547.06840038 of field area_m2 of feature 677403 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:41,602] {collection.py:558} WARNING - Value 307326375.416499972 of field area_m2 of feature 678420 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:42,050] {collection.py:558} WARNING - Value 114232544.199699998 of field area_m2 of feature 680800 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:42,116] {collection.py:558} WARNING - Value 255224700.140599996 of field area_m2 of feature 681144 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:42,817] {collection.py:558} WARNING - Value 204441300.122200012 of field area_m2 of feature 684702 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:43,419] {collection.py:558} WARNING - Value 971037900.576699972 of field area_m2 of feature 687546 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:43,457] {collection.py:558} WARNING - Value 175680900.105100006 of field area_m2 of feature 687725 not successfully written. Possibly due to too larger number with respect to field width\n", + "[2023-10-23 11:41:49,955] {io.py:240} INFO - Waterbody polygons written to s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental/continentalwaterbodiesv0_0_1.shp\n" ] } ], @@ -655,14 +655,6 @@ " file_name_prefix=file_name_prefix,\n", ")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8c370f83-43a2-4328-9cee-1e73f9390d90", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 290f0bed5a9d6178b61cba27a9d1ebe61a5fa928 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 11:57:54 +0000 Subject: [PATCH 054/130] Update order of notebooks run to produce continental waterbodies version 0.0.1 --- ...s.ipynb => 02_WriteFinalWaterbodies.ipynb} | 0 notebooks/ApplyFilters.ipynb | 158 ++++++++++++++++++ ...olygons.ipynb => FixHolesInPolygons.ipynb} | 0 ...lygons.ipynb => HandleLargePolygons.ipynb} | 0 4 files changed, 158 insertions(+) rename notebooks/{04_WriteFinalWaterbodies.ipynb => 02_WriteFinalWaterbodies.ipynb} (100%) create mode 100644 notebooks/ApplyFilters.ipynb rename notebooks/{02_FixHolesInPolygons.ipynb => FixHolesInPolygons.ipynb} (100%) rename notebooks/{03_HandleLargePolygons.ipynb => HandleLargePolygons.ipynb} (100%) diff --git a/notebooks/04_WriteFinalWaterbodies.ipynb b/notebooks/02_WriteFinalWaterbodies.ipynb similarity index 100% rename from notebooks/04_WriteFinalWaterbodies.ipynb rename to notebooks/02_WriteFinalWaterbodies.ipynb diff --git a/notebooks/ApplyFilters.ipynb b/notebooks/ApplyFilters.ipynb new file mode 100644 index 0000000..6a75bcd --- /dev/null +++ b/notebooks/ApplyFilters.ipynb @@ -0,0 +1,158 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "35b518b7-59c1-42e5-8eca-4e6831a43018", + "metadata": {}, + "outputs": [], + "source": [ + "import logging\n", + "\n", + "import geopandas as gpd\n", + "\n", + "from deafrica_waterbodies.cli.logs import logging_setup\n", + "from deafrica_waterbodies.filters import filter_using_land_sea_mask" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "597d7da8-d56e-472b-96c6-002f430e5e0f", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "# These are the default AWS configurations for the Analysis Sandbox.\n", + "# that are set in the environmnet variables.\n", + "aws_default_config = {\n", + " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", + " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", + " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", + "}\n", + "\n", + "# To access public bucket, need to remove the AWS credentials in\n", + "# the environment variables or the following error will occur.\n", + "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", + "\n", + "for key in aws_default_config.keys():\n", + " if key in os.environ:\n", + " del os.environ[key]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6de91524-3642-426e-8c86-711e4487cad4", + "metadata": {}, + "outputs": [], + "source": [ + "verbose = 1\n", + "output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", + "polygons_vector_file = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/senegalbasinwaterbodiesv0_polygons_within_polygons_removed.parquet\"\n", + "land_sea_mask_fp = \"data/goas_v01.shp\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "98d95ab9-904b-4a2a-b2b3-5cd0dc1428eb", + "metadata": {}, + "outputs": [], + "source": [ + "# Set up logger.\n", + "logging_setup(verbose=1)\n", + "_log = logging.getLogger(__name__)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "590920e7-7c91-4c14-8060-53395dc61214", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-19 20:38:52,414] {3539245125.py:2} INFO - Loading polygons...\n", + "[2023-10-19 20:39:00,883] {3539245125.py:11} INFO - Polygons count 35009.\n" + ] + } + ], + "source": [ + "# Load the polygons\n", + "_log.info(\"Loading polygons...\")\n", + "\n", + "try:\n", + " polygons_gdf = gpd.read_file(polygons_vector_file)\n", + "except Exception as error:\n", + " _log.exception(f\"Could not read file {polygons_vector_file}\")\n", + " _log.error(error)\n", + " raise error\n", + "else:\n", + " _log.info(f\"Polygons count {len(polygons_gdf)}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3e3780dc-3cc6-459d-9171-d52c56999b01", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-10-19 20:39:00,890] {filters.py:159} INFO - Filtering out ocean polygons from the water body polygons...\n", + "[2023-10-19 20:39:56,842] {filters.py:174} INFO - Filtered out 1111 water body polygons.\n" + ] + } + ], + "source": [ + "filtered_polygons_gdf = filter_using_land_sea_mask(polygons_gdf, land_sea_mask_fp)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ca5d977c-157f-4941-8417-7063886284fb", + "metadata": {}, + "outputs": [], + "source": [ + "filtered_polygons_fp = os.path.join(output_directory, \"filtered_using_land_sea_mask.parquet\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e128cae9-b2c2-46bb-9339-223d94e26273", + "metadata": {}, + "outputs": [], + "source": [ + "filtered_polygons_gdf.to_parquet(filtered_polygons_fp)" + ] + } + ], + "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": 5 +} diff --git a/notebooks/02_FixHolesInPolygons.ipynb b/notebooks/FixHolesInPolygons.ipynb similarity index 100% rename from notebooks/02_FixHolesInPolygons.ipynb rename to notebooks/FixHolesInPolygons.ipynb diff --git a/notebooks/03_HandleLargePolygons.ipynb b/notebooks/HandleLargePolygons.ipynb similarity index 100% rename from notebooks/03_HandleLargePolygons.ipynb rename to notebooks/HandleLargePolygons.ipynb From 22a62e684d4016e147b98648899ae79cf03ec02c Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 21:17:27 +0300 Subject: [PATCH 055/130] Use dask chunks when loading data --- deafrica_waterbodies/make_timeseries.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/make_timeseries.py b/deafrica_waterbodies/make_timeseries.py index 6dd90e7..097b92d 100644 --- a/deafrica_waterbodies/make_timeseries.py +++ b/deafrica_waterbodies/make_timeseries.py @@ -169,7 +169,7 @@ def generate_timeseries_from_wofs_ls( # We will be using wofs_ls data. output_crs = "EPSG:6933" resolution = (-30, 30) - # dask_chunks = {"x": 3200, "y": 3200, "time": 1} # TODO: Check if using dask speeds up runtime. + dask_chunks = {"x": 3200, "y": 3200, "time": 1} # Load the waterbody polygons. try: @@ -274,6 +274,7 @@ def generate_timeseries_from_wofs_ls( time=time_range, resolution=resolution, output_crs=output_crs, + dask_chunks=dask_chunks, resampling="nearest", group_by="solar_day", fuse_func=wofs_fuser, @@ -309,7 +310,7 @@ def generate_timeseries_from_wofs_ls( wofl = wofls_da_masked.sel(time=timestep) # Number of pixels in the timestep for the water body. - pixel_count = np.count_nonzero(np.isnan(wofl)) + pixel_count = np.count_nonzero(~np.isnan(wofl)) # Apply WOfS bitmasking to the Water Observation Feature Layers # See: the Applying WOfS Bitmasking notebook in the From b659fc43373d8e9dfb1bdabb4f75620bb0339924 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 23:09:49 +0300 Subject: [PATCH 056/130] Update timeseries functions to match deafrica-conflux --- deafrica_waterbodies/make_timeseries.py | 374 +++++++++++++----------- 1 file changed, 199 insertions(+), 175 deletions(-) diff --git a/deafrica_waterbodies/make_timeseries.py b/deafrica_waterbodies/make_timeseries.py index 097b92d..ea9ae76 100644 --- a/deafrica_waterbodies/make_timeseries.py +++ b/deafrica_waterbodies/make_timeseries.py @@ -1,8 +1,6 @@ -import collections import datetime import logging import os -import urllib from pathlib import Path import boto3 @@ -15,6 +13,7 @@ from deafrica_tools.datahandling import wofs_fuser from deafrica_tools.spatial import xr_rasterize from mypy_boto3_s3.client import S3Client +from odc.stats.model import DateTimeRange from tqdm.auto import tqdm from deafrica_waterbodies.id_field import guess_id_field @@ -120,10 +119,8 @@ def generate_timeseries_from_wofs_ls( use_id: str, missing_only: bool = False, time_span: str = "all", - start_date: datetime.datetime | None = None, - end_date: datetime.datetime | None = None, + temporal_range: str = None, subset_polygons_ids: list[str] = [], - include_uncertainity: bool = True, ): """ Function to generate a timeseries csv file for each waterbody polygon in the @@ -148,21 +145,18 @@ def generate_timeseries_from_wofs_ls( time_span : str, optional Time span to generate the timeseries for. Valid options are `"all"`, `"custom"`, or `"append"`, by default "all" - start_date : datetime.datetime | None, optional - Start date for the time range to generate the timeseries for, if `time_span` - is set to `"custom"`, by default None - end_date : datetime.datetime | None, optional - End date for the time range to generate the timeseries for, if `time_span` - is set to `"custom"`, by default None + temporal_range: str | None, optional + Time range to generate the timeseries for, if `time_span` is set to + `"custom"`. Example '2020-05--P1M' for the month of May 2020, by default + None subset_polygons_ids : list[str], optional A list of ids of the waterbodies to generate the timeseries for from the waterbodies in `waterbodies_vector_file`. - include_uncertainity: bool, optional - Option to include uncertainities in the output timeseries. If you - specify `include_uncertainity=True` then you will only filter out - timesteps with 100% invalid pixels. If `include_uncertainity=False` - you will filter out timesteps with more than 10% invalid pixels. """ + # Support pathlib paths. + waterbodies_vector_file = str(waterbodies_vector_file) + output_directory = str(output_directory) + # Get the service client. s3_client = boto3.client("s3") @@ -182,12 +176,16 @@ def generate_timeseries_from_wofs_ls( _log.info(f"Guessed ID field: {id_field}") polygons_gdf.set_index(id_field, inplace=True) + # Reproject to a projected crs. polygons_gdf = polygons_gdf.to_crs(output_crs) + assert polygons_gdf.crs.is_projected + # Select polygons using polygons using values in the id column. if subset_polygons_ids: polygons_gdf = polygons_gdf.loc[subset_polygons_ids] - # Get the IDs for the waterbody polygons. + # Get the IDs for the water body polygons with no timeseries csv file in the + # output directory. if missing_only: polygon_ids = get_polygon_ids_for_missing_timeseries( polygons_gdf, output_directory, s3_client=s3_client @@ -195,122 +193,124 @@ def generate_timeseries_from_wofs_ls( else: polygon_ids = polygons_gdf.index.to_list() - # Time span is mutually exclusive with start_date and end_date. - valid_time_span_options = ["all", "custom", "append"] + if not polygon_ids: + _log.info("No polygons identified with missing timeseries.") + else: + _log.info(f"Number of polygons to generate timeseries for {len(polygons_gdf)}.") - if time_span not in valid_time_span_options: - _log.error(f"{time_span} is an invalid time span.") - raise ValueError( - f"Please select a valid time span option: {' '.join(valid_time_span_options)}" - ) + # Time span is mutually exclusive with start_date and end_date. + valid_time_span_options = ["all", "custom", "append"] - # Checks. - if time_span == "all": - if start_date or end_date: - _log.error("Time span set to all yet, start and end date specified.") + if time_span not in valid_time_span_options: + _log.error(f"{time_span} is an invalid time span.") raise ValueError( - "If a time span is set to 'all' do not pass a start date nor an end date." + f"Please select a valid time span option: {' '.join(valid_time_span_options)}" ) - else: - start_date_str = "1984" - end_date_str = datetime.datetime.now().strftime("%Y-%m-%d") - elif time_span == "append": - # Start date will be defined in polygons_id loop. - end_date_str = datetime.datetime.now().strftime("%Y-%m-%d") - elif time_span == "custom": - start_date_str = start_date.strftime("%Y-%m-%d") - end_date_str = end_date.strftime("%Y-%m-%d") - - # For logging purposes only. - if time_span != "append": - _log.info(f"Generating timeseries for the time range: {start_date_str} to {end_date_str}.") - - if include_uncertainity: - # Only filter out timesteps with 100% invalid pixels. - invalid_percent_threshold = 100 - else: - # Filter out timesteps with less than 90% valid pixels. - invalid_percent_threshold = 10 - - # Connect to the datacube - dc = datacube.Datacube(app="deafricawaterbodies-timeseries") - with tqdm(total=len(polygon_ids)) as bar: - for poly_id in polygon_ids: - # Polygon's timeseries file path. - - # This is specific for DE Africa waterbodies which are expected - # to have a url pointing to the expected timeseries file for the - # polygon. + # Checks. + if time_span == "all": + if temporal_range: + _log.error("Time span set to `all` yet temporal range specified.") + raise ValueError("If time span is set to 'all' do not pass a temporal range.") + else: + start_date_str = "1984" + end_date_str = datetime.datetime.now().strftime("%Y-%m-%d") + elif time_span == "append": + # Start date will be defined in polygons_id loop. + end_date_str = datetime.datetime.now().strftime("%Y-%m-%d") + elif time_span == "custom": try: - timeseries_url = polygons_gdf.loc[poly_id].timeseries - path = urllib.parse.urlparse(timeseries_url).path - csv_file = os.path.split(path)[-1] - except AttributeError: - csv_file = f"{poly_id}.csv" - - poly_timeseries_fp = os.path.join(output_directory, poly_id[:4], csv_file) - - if time_span == "append": - last_observation_date = get_last_observation_date_from_csv( - poly_timeseries_fp, s3_client - ) - start_date = last_observation_date + dateutil.relativedelta.relativedelta(days=1) - start_date_str = start_date.strftime("%Y-%m-%d") + temporal_range_ = DateTimeRange(temporal_range) + except ValueError: + _log.exception(f"Failed to parse supplied temporal_range: '{temporal_range}'") + else: + start_date_str = temporal_range_.start.strftime("%Y-%m-%d") + end_date_str = temporal_range_.end.strftime("%Y-%m-%d") - time_range = (start_date_str, end_date_str) - _log.debug( - f"Generating timeseries for {poly_id} for the time range: {time_range[0]} to {time_range[1]}." + # For logging purposes only. + if time_span != "append": + _log.info( + f"Generating timeseries for the time range: {start_date_str} to {end_date_str}." ) - poly_geom = polygons_gdf.loc[poly_id].geometry - poly_gdf = gpd.GeoDataFrame(geometry=[poly_geom], crs=output_crs) - poly_geopolygon = Geometry(geom=poly_geom, crs=output_crs) - - # Load the Water Observations from Space. - wofls_ds = dc.load( - product="wofs_ls", - geopolygon=poly_geopolygon, - time=time_range, - resolution=resolution, - output_crs=output_crs, - dask_chunks=dask_chunks, - resampling="nearest", - group_by="solar_day", - fuse_func=wofs_fuser, - ) - wofls_da = wofls_ds.water + # Connect to the datacube + dc = datacube.Datacube(app="deafricawaterbodies-timeseries") + + with tqdm(total=len(polygon_ids)) as bar: + for poly_id in polygon_ids: + # Polygon's timeseries file path. + poly_timeseries_fp = os.path.join(output_directory, poly_id[:4], f"{poly_id}.csv") - # If no data is found. - if not wofls_ds: + if time_span == "append": + try: + last_observation_date = get_last_observation_date_from_csv( + poly_timeseries_fp, s3_client + ) + except FileNotFoundError: + start_date_str = "1984" + _log.info( + f"Could not find last observation date for polygon {poly_id}, defaulting to using the start date {start_date_str}." + ) + else: + start_date = last_observation_date + dateutil.relativedelta.relativedelta( + days=1 + ) + start_date_str = start_date.strftime("%Y-%m-%d") + + time_range = (start_date_str, end_date_str) _log.info( - f"There is no new data for {poly_id} for the time range: {time_range[0]} to {time_range[1]}." + f"Generating timeseries for {poly_id} for the time range: {time_range[0]} to {time_range[1]}." ) - continue - else: - # Mask the loaded WOfS data using the rasterized waterbody polygon, - # if the height and width of the bounding box of the waterbody polygon - # are large than the length of a pixel. - pixel_length = resolution[1] # should be a positive number. - if ( - poly_geopolygon.boundingbox.height > pixel_length - and poly_geopolygon.boundingbox.width > pixel_length - ): - poly_mask = xr_rasterize(poly_gdf, wofls_da) - wofls_da_masked = wofls_da.where(poly_mask, np.nan) - else: - wofls_da_masked = wofls_da - - # Get the area of water in the waterbody for each timestep. - timesteps = list(wofls_da_masked.time.values) - - poly_timeseries_data_dict = collections.defaultdict(list) - for timestep in timesteps: - wofl = wofls_da_masked.sel(time=timestep) + poly_geom = polygons_gdf.loc[poly_id].geometry + poly_gdf = gpd.GeoDataFrame(geometry=[poly_geom], crs=output_crs) + poly_geopolygon = Geometry(geom=poly_geom, crs=output_crs) + + # Load the Water Observations from Space. + wofls_ds = dc.load( + product="wofs_ls", + geopolygon=poly_geopolygon, + time=time_range, + resolution=resolution, + output_crs=output_crs, + dask_chunks=dask_chunks, + resampling="nearest", + group_by="solar_day", + fuse_func=wofs_fuser, + ) - # Number of pixels in the timestep for the water body. - pixel_count = np.count_nonzero(~np.isnan(wofl)) + # If no data is found. + if not wofls_ds: + _log.info( + f"There is data for {poly_id} for the time range: {time_range[0]} to {time_range[1]}." + ) + continue + else: + wofls_da = wofls_ds.water + # Mask the loaded WOfS data using the rasterized waterbody polygon, + # if the height and width of the bounding box of the waterbody polygon + # are large than the length of a pixel. + pixel_length = abs(resolution[0]) # should be a positive number. + if ( + poly_geopolygon.boundingbox.height > pixel_length + and poly_geopolygon.boundingbox.width > pixel_length + ): + poly_mask = xr_rasterize(poly_gdf, wofls_da) + wofls_da_masked = wofls_da.where(poly_mask, np.nan) + else: + _log.info( + f"Water body polygon bounding box length and width are smaller than pixel length {pixel_length} metres." + ) + wofls_da_masked = wofls_da + + # Compute the array at this point. + wofls_da_masked = wofls_da_masked.compute() + + # Get the area of each pixel. + pixel_area = pixel_length**2 + + # Get the number of pixels for the waterbody. + pixel_count = (~np.isnan(wofls_da_masked)).sum(["x", "y"]) # Apply WOfS bitmasking to the Water Observation Feature Layers # See: the Applying WOfS Bitmasking notebook in the @@ -318,73 +318,97 @@ def generate_timeseries_from_wofs_ls( # digitalearthafrica/deafrica-sandbox-notebooks Github repository. # Number of pixels observed to be valid (clear) and dry. - valid_and_dry_count = np.count_nonzero(wofl == 0) + valid_and_dry_count = (wofls_da_masked == 0).sum(["x", "y"]) + # Percentage of pixels observed to be valid (clear) and dry. + valid_and_dry_percentage = (valid_and_dry_count / pixel_count) * 100.0 + # Area covered by valid (clear) and dry pixels. + valid_and_dry_area = valid_and_dry_count * pixel_area # Number of pixels observed to be valid (clear) and wet. - valid_and_wet_count = np.count_nonzero(wofl == 128) + valid_and_wet_count = (wofls_da_masked == 128).sum(["x", "y"]) + # Percentage of pixels observed to be valid (clear) and wet. + valid_and_wet_percentage = (valid_and_wet_count / pixel_count) * 100.0 + # Area covered by valid (clear) and wet pixels. + valid_and_wet_area = valid_and_wet_count * pixel_area # Number of valid (clear) pixels. valid_count = valid_and_dry_count + valid_and_wet_count # Number of invalid (not clear) pixels. invalid_count = pixel_count - valid_count - - # Convert the counts into percentages. - try: - valid_and_wet_percentage = (valid_and_wet_count / pixel_count) * 100 - except ZeroDivisionError: - valid_and_wet_percentage = 0 - try: - valid_and_dry_percentage = (valid_and_dry_count / pixel_count) * 100 - except ZeroDivisionError: - valid_and_dry_percentage = 0 - try: - invalid_percentage = (invalid_count / pixel_count) * 100 - except ZeroDivisionError: - invalid_percentage = 0 - - # Filter the timesteps based on the invalid pixel percentage - # threshold. - # If above threshold, set timeseries values for the timestep - # as empty string. - if invalid_percentage >= invalid_percent_threshold: - valid_and_wet_percentage = "" - valid_and_wet_count = "" - valid_and_dry_percentage = "" - valid_and_dry_count = "" - invalid_percentage = "" - invalid_count = "" - - # Convert the timestep date from numpy.datetime64 to string. - observation_date = pd.to_datetime(timestep) - observation_date_str = observation_date.strftime("%Y-%m-%d") - - poly_timeseries_data_dict["Observation Date"].extend([observation_date_str]) - # poly_timeseries_data_dict["Total pixel count"].extend([pixel_count]) - poly_timeseries_data_dict["Wet pixel percentage"].extend( - [valid_and_wet_percentage] + # Area covered by invalid (not clear) pixels. + invalid_area = invalid_count * pixel_area + # Percentage of invalid pixels. + invalid_percentage = (invalid_count / pixel_count) * 100.0 + + # Create dataframes from the xarray.DataArrays. + valid_and_wet_percentage_df = valid_and_wet_percentage.to_dataframe( + name="pc_wet" + ).drop(columns="spatial_ref", errors="ignore") + valid_and_wet_count_df = valid_and_wet_count.to_dataframe(name="px_wet").drop( + columns="spatial_ref", errors="ignore" + ) + valid_and_wet_area_df = valid_and_wet_area.to_dataframe( + name="area_wet_m2" + ).drop(columns="spatial_ref", errors="ignore") + valid_and_dry_percentage_df = valid_and_dry_percentage.to_dataframe( + name="pc_dry" + ).drop(columns="spatial_ref", errors="ignore") + valid_and_dry_count_df = valid_and_dry_count.to_dataframe(name="px_dry").drop( + columns="spatial_ref", errors="ignore" ) - poly_timeseries_data_dict["Wet pixel count"].extend([valid_and_wet_count]) - poly_timeseries_data_dict["Dry pixel percentage"].extend( - [valid_and_dry_percentage] + valid_and_dry_area_df = valid_and_dry_area.to_dataframe( + name="area_dry_m2" + ).drop(columns="spatial_ref", errors="ignore") + invalid_percentage_df = invalid_percentage.to_dataframe(name="pc_invalid").drop( + columns="spatial_ref", errors="ignore" ) - poly_timeseries_data_dict["Dry pixel count"].extend([valid_and_dry_count]) - poly_timeseries_data_dict["Invalid pixel percentage"].extend( - [invalid_percentage] + invalid_count_df = invalid_count.to_dataframe(name="px_invalid").drop( + columns="spatial_ref", errors="ignore" + ) + invalid_area_df = invalid_area.to_dataframe(name="area_invalid_m2").drop( + columns="spatial_ref", errors="ignore" ) - poly_timeseries_data_dict["Invalid pixel count"].extend([invalid_count]) - # Convert the timeseries data dictionary for the polygon into - # a DataFrame. - poly_timeseries_df = pd.DataFrame(poly_timeseries_data_dict) + # Merge the individual dataframes into a single dataframe. + timeseries_df = pd.concat( + [ + valid_and_wet_percentage_df, + valid_and_wet_count_df, + valid_and_wet_area_df, + valid_and_dry_percentage_df, + valid_and_dry_count_df, + valid_and_dry_area_df, + invalid_percentage_df, + invalid_count_df, + invalid_area_df, + ], + ignore_index=False, + join="outer", + axis="columns", + ) - if time_span == "append": - # Append the DataFrame to an existing csv file. - poly_timeseries_df.to_csv( - poly_timeseries_fp, mode="a", index=False, header=False + # Set pc_wet and pc_dry values to nan, which will be used if insufficient pixels are observed. + timeseries_df["pc_wet"] = timeseries_df.apply( + lambda row: np.nan if row.pc_invalid > 10.0 else row.pc_wet, axis=1 ) - else: - # Write the DataFrame to a new csv file. - poly_timeseries_df.to_csv(poly_timeseries_fp, mode="w", index=False) - bar.update(1) - _log.info(f"Done! Generated timeseries for {len(polygon_ids)}.") + timeseries_df["pc_dry"] = timeseries_df.apply( + lambda row: np.nan if row.pc_invalid > 10.0 else row.pc_dry, axis=1 + ) + + # Parse the datetime index. + timeseries_df.index = timeseries_df.index.strftime("%Y-%m-%d") + + # Sort by date. + timeseries_df.sort_index(ascending=True, inplace=True) + + if time_span == "append": + # Append the DataFrame to an existing csv file. + timeseries_df.to_csv( + poly_timeseries_fp, mode="a", index=False, header=False + ) + else: + # Write the DataFrame to a new csv file. + timeseries_df.to_csv(poly_timeseries_fp, mode="w", index=False) + bar.update(1) + _log.info(f"Done! Generated timeseries for {len(polygon_ids)}.") From 961ce0a7995c9e0f0277fca0e23eb7cdb4ca0c15 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 23:46:44 +0300 Subject: [PATCH 057/130] update function to return timeseries file paths --- deafrica_waterbodies/make_timeseries.py | 70 ++++++++++++------------- 1 file changed, 34 insertions(+), 36 deletions(-) diff --git a/deafrica_waterbodies/make_timeseries.py b/deafrica_waterbodies/make_timeseries.py index ea9ae76..ac719dc 100644 --- a/deafrica_waterbodies/make_timeseries.py +++ b/deafrica_waterbodies/make_timeseries.py @@ -6,24 +6,25 @@ import boto3 import datacube import dateutil +import fsspec import geopandas as gpd import numpy as np import pandas as pd from datacube.utils.geometry import Geometry from deafrica_tools.datahandling import wofs_fuser from deafrica_tools.spatial import xr_rasterize -from mypy_boto3_s3.client import S3Client from odc.stats.model import DateTimeRange from tqdm.auto import tqdm from deafrica_waterbodies.id_field import guess_id_field -from deafrica_waterbodies.io import check_dir_exists, check_file_exists +from deafrica_waterbodies.io import check_dir_exists, check_file_exists, check_if_s3_uri _log = logging.getLogger(__name__) def get_polygon_ids_for_missing_timeseries( - polygons_gdf: gpd.GeoDataFrame, output_directory: str | Path, s3_client: S3Client | None = None + polygons_gdf: gpd.GeoDataFrame, + output_directory: str | Path, ) -> list[str]: """ Get IDs for polygons whose timeseries .csv file does not exist @@ -36,9 +37,6 @@ def get_polygon_ids_for_missing_timeseries( output_directory : str File URI or S3 URI of the directory containing the waterbody timeseries files. - s3_client : S3Client - A low-level client representing Amazon Simple Storage Service (S3), by default None. - Returns ------- list[str] @@ -48,10 +46,6 @@ def get_polygon_ids_for_missing_timeseries( # Support pathlib paths. output_directory = str(output_directory) - # Get the service client. - if s3_client is None: - s3_client = boto3.client("s3") - polygon_ids = polygons_gdf.index.to_list() # Check if output_dir exists. @@ -70,7 +64,7 @@ def get_polygon_ids_for_missing_timeseries( def get_last_observation_date_from_csv( - csv_file_path: str | Path, s3_client: S3Client | None = None + csv_file_path: str | Path, ) -> pd.Timestamp: """ Get the date of the last observation from a water body polygon's @@ -80,32 +74,24 @@ def get_last_observation_date_from_csv( ---------- csv_file_path : str | Path S3 URI or File URI of the timeseries csv file for a waterbody polygon. - s3_client : S3Client | None - A low-level client representing Amazon Simple Storage Service (S3), by default None. - Returns ------- pd.Timestamp Date of the last observation from a water body polygon's timeseries file. """ - # Get the service client. - if s3_client is None: - s3_client = boto3.client("s3") - # Check if the file exists. if check_file_exists(csv_file_path): # Read file using pandas. # Should work for s3 files also. - timeseries_df = pd.read_csv(csv_file_path) + df = pd.read_csv(csv_file_path) - # Convert to datetime. - timeseries_df["Observation Date"] = pd.to_datetime(timeseries_df["Observation Date"]) - - # Sort in acending order - timeseries_df.sort_values(by="Observation Date", ascending=True, inplace=True) - - last_date = timeseries_df["Observation Date"].to_list()[-1] + if "date" not in df.columns: + df.sort_index(ascending=True, inplace=True) + last_date = df.index.to_list()[-1] + else: + df.sort_values(["date"], ascending=True, inplace=True) + last_date = df["date"].to_list()[-1] return last_date else: @@ -157,8 +143,15 @@ def generate_timeseries_from_wofs_ls( waterbodies_vector_file = str(waterbodies_vector_file) output_directory = str(output_directory) - # Get the service client. - s3_client = boto3.client("s3") + # Create the output directory if it does not exist. + if not check_dir_exists(output_directory): + if check_if_s3_uri(output_directory): + fs = fsspec.filesystem("s3") + else: + fs = fsspec.filesystem("file") + + fs.mkdirs(output_directory, exist_ok=True) + _log.info(f"Created directory {output_directory}") # We will be using wofs_ls data. output_crs = "EPSG:6933" @@ -180,25 +173,24 @@ def generate_timeseries_from_wofs_ls( polygons_gdf = polygons_gdf.to_crs(output_crs) assert polygons_gdf.crs.is_projected - # Select polygons using polygons using values in the id column. + # Select polygons using values in the id column. if subset_polygons_ids: polygons_gdf = polygons_gdf.loc[subset_polygons_ids] # Get the IDs for the water body polygons with no timeseries csv file in the # output directory. if missing_only: - polygon_ids = get_polygon_ids_for_missing_timeseries( - polygons_gdf, output_directory, s3_client=s3_client - ) + polygon_ids = get_polygon_ids_for_missing_timeseries(polygons_gdf, output_directory) else: polygon_ids = polygons_gdf.index.to_list() if not polygon_ids: _log.info("No polygons identified with missing timeseries.") + return [] else: _log.info(f"Number of polygons to generate timeseries for {len(polygons_gdf)}.") - # Time span is mutually exclusive with start_date and end_date. + # Time span is mutually exclusive with temporal_range. valid_time_span_options = ["all", "custom", "append"] if time_span not in valid_time_span_options: @@ -236,6 +228,7 @@ def generate_timeseries_from_wofs_ls( # Connect to the datacube dc = datacube.Datacube(app="deafricawaterbodies-timeseries") + generated_timeseries_fps = [] with tqdm(total=len(polygon_ids)) as bar: for poly_id in polygon_ids: # Polygon's timeseries file path. @@ -244,7 +237,7 @@ def generate_timeseries_from_wofs_ls( if time_span == "append": try: last_observation_date = get_last_observation_date_from_csv( - poly_timeseries_fp, s3_client + poly_timeseries_fp ) except FileNotFoundError: start_date_str = "1984" @@ -282,7 +275,7 @@ def generate_timeseries_from_wofs_ls( # If no data is found. if not wofls_ds: _log.info( - f"There is data for {poly_id} for the time range: {time_range[0]} to {time_range[1]}." + f"There is no data for {poly_id} for the time range: {time_range[0]} to {time_range[1]}." ) continue else: @@ -407,8 +400,13 @@ def generate_timeseries_from_wofs_ls( timeseries_df.to_csv( poly_timeseries_fp, mode="a", index=False, header=False ) + _log.info(f"Timeseries appended to csv file {poly_timeseries_fp}") else: # Write the DataFrame to a new csv file. timeseries_df.to_csv(poly_timeseries_fp, mode="w", index=False) + _log.info(f"Timeseries written to file {poly_timeseries_fp}") + + generated_timeseries_fps.append(poly_timeseries_fp) bar.update(1) - _log.info(f"Done! Generated timeseries for {len(polygon_ids)}.") + _log.info(f"Done! Generated timeseries for {len(polygon_ids)} polygons.") + return generated_timeseries_fps From 6834c44f4a391937a6d1608eb0515ad634966b88 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 23 Oct 2023 23:58:38 +0300 Subject: [PATCH 058/130] Fix missing directories --- deafrica_waterbodies/make_timeseries.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/deafrica_waterbodies/make_timeseries.py b/deafrica_waterbodies/make_timeseries.py index ac719dc..b958289 100644 --- a/deafrica_waterbodies/make_timeseries.py +++ b/deafrica_waterbodies/make_timeseries.py @@ -231,8 +231,14 @@ def generate_timeseries_from_wofs_ls( generated_timeseries_fps = [] with tqdm(total=len(polygon_ids)) as bar: for poly_id in polygon_ids: + # Parent directory for csv files. + poly_timeseries_parent_dir = os.path.join(output_directory, poly_id[:4]) + if not check_dir_exists(poly_timeseries_parent_dir): + fs.mkdirs(poly_timeseries_parent_dir, exist_ok=True) + _log.info(f"Created directory {poly_timeseries_parent_dir}") + # Polygon's timeseries file path. - poly_timeseries_fp = os.path.join(output_directory, poly_id[:4], f"{poly_id}.csv") + poly_timeseries_fp = os.path.join(poly_timeseries_parent_dir, f"{poly_id}.csv") if time_span == "append": try: From 8dedb17a4bfeda188715511394a477896c6158e6 Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 24 Oct 2023 00:00:54 +0300 Subject: [PATCH 059/130] minor update --- deafrica_waterbodies/make_timeseries.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/deafrica_waterbodies/make_timeseries.py b/deafrica_waterbodies/make_timeseries.py index b958289..7d47b0a 100644 --- a/deafrica_waterbodies/make_timeseries.py +++ b/deafrica_waterbodies/make_timeseries.py @@ -3,7 +3,6 @@ import os from pathlib import Path -import boto3 import datacube import dateutil import fsspec @@ -234,6 +233,10 @@ def generate_timeseries_from_wofs_ls( # Parent directory for csv files. poly_timeseries_parent_dir = os.path.join(output_directory, poly_id[:4]) if not check_dir_exists(poly_timeseries_parent_dir): + if check_if_s3_uri(poly_timeseries_parent_dir): + fs = fsspec.filesystem("s3") + else: + fs = fsspec.filesystem("file") fs.mkdirs(poly_timeseries_parent_dir, exist_ok=True) _log.info(f"Created directory {poly_timeseries_parent_dir}") From 62beab5205ec37ff3e34626e439a6037977c04dd Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 24 Oct 2023 11:09:08 +0300 Subject: [PATCH 060/130] fix naming of timeseries csv files --- deafrica_waterbodies/attributes.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index 6393aa0..64dd427 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -78,7 +78,7 @@ def get_timeseries_s3_object_url( subfolder = uid[:4] - csv_file = f"{uid}_v{version[0]}.csv" + csv_file = f"{uid}.csv" timeseries_s3_object_url = f"https://{timeseries_bucket}.s3.af-south-1.amazonaws.com/{version}/timeseries/{subfolder}/{csv_file}" From cc2f5ef88fa180f9d98b9628fd3925a2c4e988b8 Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 24 Oct 2023 11:09:59 +0300 Subject: [PATCH 061/130] Format queues module using black and isort --- deafrica_waterbodies/queues.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/queues.py b/deafrica_waterbodies/queues.py index 4998ccf..fb46587 100644 --- a/deafrica_waterbodies/queues.py +++ b/deafrica_waterbodies/queues.py @@ -220,7 +220,7 @@ def batch_messages(messages: list, n: int = 10): list[list, list] A list of lists containing the batched messages. """ - batched_messages = [messages[i: i + n] for i in range(0, len(messages), n)] + batched_messages = [messages[i : i + n] for i in range(0, len(messages), n)] assert len(batched_messages) == math.ceil(len(messages) / n) From 75f8b5a01bd34ffd81015098eba05ef818c7f8ba Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 24 Oct 2023 12:49:26 +0300 Subject: [PATCH 062/130] Add odc-stats as dependency --- pyproject.toml | 1 + requirements.in | 1 + requirements.txt | 91 ++++++++++++++++++++++++++++++++++-------------- 3 files changed, 67 insertions(+), 26 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 3e7355b..dd04d4d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -36,6 +36,7 @@ dependencies = [ 'geopandas', 'numpy', 'odc-dscache', + 'odc-stats', 'pandas', 'python-dateutil', 'python-geohash', diff --git a/requirements.in b/requirements.in index 5106a8a..b265370 100644 --- a/requirements.in +++ b/requirements.in @@ -10,6 +10,7 @@ gdal geopandas numpy odc-dscache --extra-index-url="https://packages.dea.ga.gov.au" +odc-stats pandas python-dateutil python-geohash diff --git a/requirements.txt b/requirements.txt index 53afe80..ca3f8b5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -12,6 +12,7 @@ affine==2.4.0 # eodatasets3 # odc-algo # odc-geo + # odc-stac # rasterio # rasterstats aiobotocore[boto3]==2.7.0 @@ -52,7 +53,7 @@ attrs==23.1.0 # jsonschema # rasterio # sarif-om -aws-sam-translator==1.78.0 +aws-sam-translator==1.79.0 # via cfn-lint aws-xray-sdk==2.12.1 # via moto @@ -62,7 +63,7 @@ backcall==0.2.0 # via ipython beautifulsoup4==4.12.2 # via nbconvert -black==23.10.0 +black==23.10.1 # via # -r requirements.in # deafrica-tools @@ -81,7 +82,7 @@ boto3==1.28.64 # eodatasets3 # moto # odc-cloud -boto3-stubs[s3,sqs]==1.28.65 +boto3-stubs[s3,sqs]==1.28.69 # via -r requirements.in botocore==1.31.64 # via @@ -93,8 +94,9 @@ botocore==1.31.64 # eodatasets3 # moto # odc-cloud + # odc-stats # s3transfer -botocore-stubs==1.31.65 +botocore-stubs==1.31.69 # via boto3-stubs bottleneck==1.3.7 # via datacube @@ -120,11 +122,11 @@ cffi==1.16.0 # via # argon2-cffi-bindings # cryptography -cfn-lint==0.82.1 +cfn-lint==0.83.0 # via moto -cftime==1.6.2 +cftime==1.6.3 # via netcdf4 -charset-normalizer==3.3.0 +charset-normalizer==3.3.1 # via # aiohttp # requests @@ -132,6 +134,7 @@ ciso8601==2.3.0 # via # datacube # eodatasets3 + # odc-stats click==8.1.7 # via # -r requirements.in @@ -146,6 +149,7 @@ click==8.1.7 # fiona # odc-apps-dc-tools # odc-dscache + # odc-stats # rasterio # rasterstats click-plugins==1.1.1 @@ -188,6 +192,8 @@ dask[array,complete,dataframe,diagnostics,distributed]==2023.10.0 # deafrica-tools # distributed # odc-algo + # odc-stac + # odc-stats dask-gateway==2023.9.0 # via deafrica-tools dask-glm==0.3.0 @@ -204,6 +210,7 @@ datacube[performance,s3]==1.8.16 # odc-algo # odc-apps-dc-tools # odc-dscache + # odc-stats # odc-ui datadog==0.47.0 # via odc-apps-dc-tools @@ -227,6 +234,7 @@ distributed==2023.10.0 # dask-ml # datacube # odc-algo + # odc-stats docker==6.1.3 # via moto ecdsa==0.18.0 @@ -235,7 +243,9 @@ ecdsa==0.18.0 # python-jose # sshpubkeys eodatasets3==0.29.7 - # via odc-apps-dc-tools + # via + # odc-apps-dc-tools + # odc-stats exceptiongroup==1.1.3 # via # anyio @@ -250,6 +260,7 @@ fiona==1.9.5 # via # deafrica-tools # geopandas + # odc-stats # rasterstats flake8==6.0.0 # via @@ -265,17 +276,19 @@ frozenlist==1.4.0 # via # aiohttp # aiosignal -fsspec==2023.9.2 +fsspec==2023.10.0 # via # -r requirements.in # dask # deafrica-tools # odc-apps-dc-tools + # odc-stats gdal==3.6.3 # via # -r requirements.in # deafrica-tools -geoalchemy2==0.14.1 + # odc-stats +geoalchemy2==0.14.2 # via datacube geographiclib==2.0 # via geopy @@ -302,7 +315,7 @@ idna==3.4 # moto # requests # yarl -imageio==2.31.5 +imageio==2.31.6 # via # pims # scikit-image @@ -431,13 +444,13 @@ jupyterlab-widgets==3.0.9 # via ipywidgets kiwisolver==1.4.5 # via matplotlib -lark==1.1.7 +lark==1.1.8 # via datacube lazy-loader==0.3 # via scikit-image lazy-object-proxy==1.9.0 # via openapi-spec-validator -llvmlite==0.41.0 +llvmlite==0.41.1 # via numba lmdb==1.4.1 # via odc-dscache @@ -506,13 +519,13 @@ netcdf4==1.6.4 # via # datacube # pytmd -networkx==3.1 +networkx==3.2 # via # cfn-lint # scikit-image notebook-shim==0.2.3 # via jupyterlab -numba==0.58.0 +numba==0.58.1 # via # dask-ml # sparse @@ -520,7 +533,7 @@ numexpr==2.8.7 # via # deafrica-tools # odc-algo -numpy==1.25.2 +numpy==1.26.1 # via # -r requirements.in # bokeh @@ -543,6 +556,8 @@ numpy==1.25.2 # numexpr # odc-algo # odc-geo + # odc-stac + # odc-stats # odc-ui # pandas # pims @@ -562,17 +577,30 @@ numpy==1.25.2 odc-algo==0.2.3 # via # deafrica-tools + # odc-stats # odc-ui odc-apps-dc-tools==0.2.14 # via -r requirements.in odc-cloud[async]==0.2.3 - # via odc-apps-dc-tools + # via + # odc-apps-dc-tools + # odc-stats odc-dscache==0.2.2 - # via -r requirements.in + # via + # -r requirements.in + # odc-stats odc-geo==0.4.1 - # via deafrica-tools + # via + # deafrica-tools + # odc-stac odc-io==0.2.1 - # via odc-apps-dc-tools + # via + # odc-apps-dc-tools + # odc-stats +odc-stac==0.3.7 + # via odc-stats +odc-stats==1.0.35 + # via -r requirements.in odc-ui==0.2.1.dev3676 # via deafrica-tools openapi-schema-validator==0.4.4 @@ -616,6 +644,8 @@ pandas==2.1.1 # deafrica-tools # geopandas # odc-dscache + # odc-stac + # odc-stats # odc-ui # seaborn # xarray @@ -637,7 +667,7 @@ pexpect==4.8.0 # via ipython pickleshare==0.7.5 # via ipython -pillow==10.1.0 +pillow==10.0.1 # via # bokeh # imageio @@ -708,6 +738,8 @@ pystac[validation]==1.8.3 # via # eodatasets3 # odc-apps-dc-tools + # odc-stac + # odc-stats # pystac-client # rio-stac pystac-client==0.7.5 @@ -767,12 +799,14 @@ pyzmq==25.1.1 # ipykernel # jupyter-client # jupyter-server -rasterio==1.3.8.post2 +rasterio==1.3.9 # via # datacube # deafrica-tools # eodatasets3 # odc-algo + # odc-stac + # odc-stats # odc-ui # rasterstats # rio-stac @@ -808,7 +842,7 @@ rio-stac==0.8.1 # via odc-apps-dc-tools rsa==4.9 # via python-jose -ruamel-yaml==0.17.35 +ruamel-yaml==0.18.1 # via # datacube # eodatasets3 @@ -822,7 +856,7 @@ scikit-image==0.22.0 # via # deafrica-tools # odc-algo -scikit-learn==1.3.1 +scikit-learn==1.3.2 # via # dask-glm # dask-ml @@ -890,7 +924,7 @@ structlog==23.2.0 # via eodatasets3 sympy==1.12 # via cfn-lint -tblib==2.0.0 +tblib==3.0.0 # via distributed terminado==0.17.1 # via @@ -918,6 +952,8 @@ toolz==0.12.0 # odc-algo # odc-apps-dc-tools # odc-dscache + # odc-stac + # odc-stats # partd tornado==6.3.3 # via @@ -933,6 +969,7 @@ tqdm==4.66.1 # via # -r requirements.in # deafrica-tools + # odc-stats traitlets==5.11.2 # via # comm @@ -1005,12 +1042,14 @@ wrapt==1.15.0 # aiobotocore # aws-xray-sdk # deprecat -xarray==2023.9.0 +xarray==2023.10.1 # via # datacube # deafrica-tools # eodatasets3 # odc-algo + # odc-stac + # odc-stats # odc-ui xmltodict==0.13.0 # via moto From dc936605c3f2ef512323c7a15747be0bc28c3017 Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 24 Oct 2023 16:12:26 +0300 Subject: [PATCH 063/130] Update how version is assigned in timeseries attribute --- deafrica_waterbodies/attributes.py | 145 ++++++++++++++++++++++------- 1 file changed, 113 insertions(+), 32 deletions(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index 64dd427..e14a2a4 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -1,5 +1,17 @@ +import logging +import os +from urllib.parse import urlparse + +import boto3 import geohash as gh import geopandas as gpd +from botocore import UNSIGNED +from botocore.client import Config +from botocore.exceptions import NoCredentialsError + +from deafrica_waterbodies.io import check_if_s3_uri + +_log = logging.getLogger(__name__) def assign_unique_ids(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: @@ -47,76 +59,145 @@ def assign_unique_ids(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: return polygons_with_unique_ids_sorted -def get_timeseries_s3_object_url( +def get_timeseries_s3_url( uid: str, - product_version: str, - timeseries_bucket: str, + timeseries_product_version: str, + bucket_name: str, + region_code: str, + object_prefix: str, ) -> str: """ - Get the timeseries s3 object URL given a unique identifier for a polygon. + Get the timeseries S3 Object URL given the unique identifier for a polygon. Parameters ---------- uid : str Unique identifier - product_version : str - The product version for the DE Africa Waterbodies service. - timeseries_bucket : str - The s3 bucket for the DE Africa Waterbodies service timeseries. + timeseries_product_version : str + The product version for the DE Africa Waterbodies timeseries. + bucket_name : str + The S3 bucket containing the timeseries csv files. + region_code: + The location of the S3 bucket specified by `bucket_name`. + object_prefix: + The folder on S3 containing the timeseries csv files. Returns ------- str - A s3 object URL for the timeseries for a waterbody polygon. + A S3 Object URL for the timeseries for a waterbody polygon. """ - # Incase storage location is local. - if timeseries_bucket is None: - timeseries_bucket == "deafrica-waterbodies-dev" + version = timeseries_product_version.replace(".", "_") + subfolder = uid[:4] + csv_file = f"{uid}_v{version}.csv" - version = product_version.replace(".", "-") + # Construct the S3 Object URL + timeseries_s3_object_url = f"https://{bucket_name}.s3.{region_code}.amazonaws.com/{object_prefix}/{subfolder}/{csv_file}" - subfolder = uid[:4] + return timeseries_s3_object_url - csv_file = f"{uid}.csv" - timeseries_s3_object_url = f"https://{timeseries_bucket}.s3.af-south-1.amazonaws.com/{version}/timeseries/{subfolder}/{csv_file}" +def get_timeseries_fp( + uid: str, + timeseries_product_version: str, + timeseries_dir: str, +) -> str: + """ + Get the timeseries file path given the unique identifier for a polygon. - return timeseries_s3_object_url + Parameters + ---------- + uid : str + Polygon unique identifier + timeseries_product_version : str + The product version for the DE Africa Waterbodies timeseries. + timeseries_dir : str + The directory containing the DE Africa Waterbodies timeseries csv files. + + Returns + ------- + str + A file path for the timeseries for a waterbody polygon. + """ + + version = timeseries_product_version.replace(".", "_") + subfolder = uid[:4] + csv_file = f"{uid}_v{version}.csv" + + # Construct the file path + timeseries_fp = os.path.join(timeseries_dir, {subfolder}, {csv_file}) + + return timeseries_fp def add_timeseries_attribute( - polygons: gpd.GeoDataFrame, product_version: str, timeseries_bucket: str + polygons: gpd.GeoDataFrame, + timeseries_product_version: str, + timeseries_dir: str, ) -> gpd.GeoDataFrame: """ - Function to assign the s3 object URL for the timeseries for each waterbody polygon. + Function to assign a file path or S3 Object URL for the timeseries for each waterbody polygon. Parameters ---------- polygons : gpd.GeoDataFrame GeoDataFrame containing the waterbody polygons. - product_version : str - The product version for the DE Africa Waterbodies service. - timeseries_bucket : str - The s3 bucket for the DE Africa Waterbodies service timeseries. + timeseries_product_version : str + The product version for the DE Africa Waterbodies timeseries. + timeseries_dir : str + The directory containing the DE Africa Waterbodies timeseries csv files. Returns ------- gpd.GeoDataFrame GeoDataFrame containing the waterbody polygons with an additional column "timeseries". - The "timeseries" column contains the s3 object URL for the timeseries for each + The "timeseries" column contains the file path or S3 Object URL for the timeseries for each of the waterbody polygons. """ + if check_if_s3_uri(timeseries_dir): + # Parse the S3 URI. + parsed = urlparse(timeseries_dir, allow_fragments=False) + bucket_name = parsed.netloc + object_prefix = parsed.path.lstrip("/").rstrip("/") + + # Get the bucket location. + try: + # Get the service client. + s3_client = boto3.client("s3") + region_code = s3_client.get_bucket_location(Bucket=bucket_name)["LocationConstraint"] + except NoCredentialsError: + try: + # Try with unisigned request. + s3_client = boto3.client("s3", config=Config(signature_version=UNSIGNED)) + region_code = s3_client.get_bucket_location(Bucket=bucket_name)[ + "LocationConstraint" + ] + except Exception as error: + _log.error(error) + raise error + + polygons["timeseries"] = polygons.apply( + lambda row: get_timeseries_s3_url( + uid=row["UID"], + timeseries_product_version=timeseries_product_version, + bucket_name=bucket_name, + region_code=region_code, + object_prefix=object_prefix, + ), + axis=1, + ) + else: + polygons["timeseries"] = polygons.apply( + lambda row: get_timeseries_fp( + uid=row["UID"], + timeseries_product_version=timeseries_product_version, + timeseries_dir=timeseries_dir, + ), + axis=1, + ) - polygons["timeseries"] = polygons.apply( - lambda row: get_timeseries_s3_object_url( - uid=row["UID"], - product_version=product_version, - timeseries_bucket=timeseries_bucket, - ), - axis=1, - ) return polygons From 8ff1fac704773c32d2c683d8a97f9b425dc0a858 Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 31 Oct 2023 11:03:42 +0300 Subject: [PATCH 064/130] Update add_timeseries_attribute --- deafrica_waterbodies/attributes.py | 25 ++++--------------------- 1 file changed, 4 insertions(+), 21 deletions(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index e14a2a4..cd3cc90 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -2,12 +2,8 @@ import os from urllib.parse import urlparse -import boto3 import geohash as gh import geopandas as gpd -from botocore import UNSIGNED -from botocore.client import Config -from botocore.exceptions import NoCredentialsError from deafrica_waterbodies.io import check_if_s3_uri @@ -135,6 +131,7 @@ def add_timeseries_attribute( polygons: gpd.GeoDataFrame, timeseries_product_version: str, timeseries_dir: str, + region_code: str = "af-south-1", ) -> gpd.GeoDataFrame: """ Function to assign a file path or S3 Object URL for the timeseries for each waterbody polygon. @@ -147,6 +144,8 @@ def add_timeseries_attribute( The product version for the DE Africa Waterbodies timeseries. timeseries_dir : str The directory containing the DE Africa Waterbodies timeseries csv files. + region_code: str + This is the location of the bucket if `timeseries_dir` is a S3 URI. Returns ------- @@ -160,23 +159,7 @@ def add_timeseries_attribute( # Parse the S3 URI. parsed = urlparse(timeseries_dir, allow_fragments=False) bucket_name = parsed.netloc - object_prefix = parsed.path.lstrip("/").rstrip("/") - - # Get the bucket location. - try: - # Get the service client. - s3_client = boto3.client("s3") - region_code = s3_client.get_bucket_location(Bucket=bucket_name)["LocationConstraint"] - except NoCredentialsError: - try: - # Try with unisigned request. - s3_client = boto3.client("s3", config=Config(signature_version=UNSIGNED)) - region_code = s3_client.get_bucket_location(Bucket=bucket_name)[ - "LocationConstraint" - ] - except Exception as error: - _log.error(error) - raise error + object_prefix = parsed.path.strip("/") polygons["timeseries"] = polygons.apply( lambda row: get_timeseries_s3_url( From 2ed7c79e0fbfd3e2845f4fa30ee8a85512781788 Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 31 Oct 2023 11:41:28 +0300 Subject: [PATCH 065/130] Update naming for the timeseries and polygons --- deafrica_waterbodies/attributes.py | 24 ++++++++++++------------ deafrica_waterbodies/io.py | 4 +++- 2 files changed, 15 insertions(+), 13 deletions(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index cd3cc90..55b02e3 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -83,10 +83,10 @@ def get_timeseries_s3_url( str A S3 Object URL for the timeseries for a waterbody polygon. """ + assert timeseries_product_version.startswith("v") - version = timeseries_product_version.replace(".", "_") subfolder = uid[:4] - csv_file = f"{uid}_v{version}.csv" + csv_file = f"{uid}_{timeseries_product_version}.csv" # Construct the S3 Object URL timeseries_s3_object_url = f"https://{bucket_name}.s3.{region_code}.amazonaws.com/{object_prefix}/{subfolder}/{csv_file}" @@ -97,7 +97,7 @@ def get_timeseries_s3_url( def get_timeseries_fp( uid: str, timeseries_product_version: str, - timeseries_dir: str, + timeseries_directory: str, ) -> str: """ Get the timeseries file path given the unique identifier for a polygon. @@ -108,7 +108,7 @@ def get_timeseries_fp( Polygon unique identifier timeseries_product_version : str The product version for the DE Africa Waterbodies timeseries. - timeseries_dir : str + timeseries_directory : str The directory containing the DE Africa Waterbodies timeseries csv files. Returns @@ -116,13 +116,13 @@ def get_timeseries_fp( str A file path for the timeseries for a waterbody polygon. """ + assert timeseries_product_version.startswith("v") - version = timeseries_product_version.replace(".", "_") subfolder = uid[:4] - csv_file = f"{uid}_v{version}.csv" + csv_file = f"{uid}_{timeseries_product_version}.csv" # Construct the file path - timeseries_fp = os.path.join(timeseries_dir, {subfolder}, {csv_file}) + timeseries_fp = os.path.join(timeseries_directory, {subfolder}, {csv_file}) return timeseries_fp @@ -130,7 +130,7 @@ def get_timeseries_fp( def add_timeseries_attribute( polygons: gpd.GeoDataFrame, timeseries_product_version: str, - timeseries_dir: str, + timeseries_directory: str, region_code: str = "af-south-1", ) -> gpd.GeoDataFrame: """ @@ -142,7 +142,7 @@ def add_timeseries_attribute( GeoDataFrame containing the waterbody polygons. timeseries_product_version : str The product version for the DE Africa Waterbodies timeseries. - timeseries_dir : str + timeseries_directory : str The directory containing the DE Africa Waterbodies timeseries csv files. region_code: str This is the location of the bucket if `timeseries_dir` is a S3 URI. @@ -155,9 +155,9 @@ def add_timeseries_attribute( The "timeseries" column contains the file path or S3 Object URL for the timeseries for each of the waterbody polygons. """ - if check_if_s3_uri(timeseries_dir): + if check_if_s3_uri(timeseries_directory): # Parse the S3 URI. - parsed = urlparse(timeseries_dir, allow_fragments=False) + parsed = urlparse(timeseries_directory, allow_fragments=False) bucket_name = parsed.netloc object_prefix = parsed.path.strip("/") @@ -176,7 +176,7 @@ def add_timeseries_attribute( lambda row: get_timeseries_fp( uid=row["UID"], timeseries_product_version=timeseries_product_version, - timeseries_dir=timeseries_dir, + timeseries_directory=timeseries_directory, ), axis=1, ) diff --git a/deafrica_waterbodies/io.py b/deafrica_waterbodies/io.py index dd555e3..c252cb1 100644 --- a/deafrica_waterbodies/io.py +++ b/deafrica_waterbodies/io.py @@ -201,7 +201,9 @@ def write_waterbodies_to_file( file_name_prefix: str, optional Prefix to use when naming the output file(s). """ - output_fn = f"{file_name_prefix}v{product_version.replace('.', '_')}.shp" + assert product_version.startswith("v") + + output_fn = f"{file_name_prefix}_{product_version}.shp" output_fp = os.path.join(output_directory, output_fn) if check_if_s3_uri(output_directory): From 45261cafa41f049b66473343706533798427fb1a Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 31 Oct 2023 12:33:28 +0300 Subject: [PATCH 066/130] Remove product version number from file naming --- deafrica_waterbodies/attributes.py | 19 ++----------------- deafrica_waterbodies/io.py | 7 +------ 2 files changed, 3 insertions(+), 23 deletions(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index 55b02e3..74fba47 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -57,7 +57,6 @@ def assign_unique_ids(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: def get_timeseries_s3_url( uid: str, - timeseries_product_version: str, bucket_name: str, region_code: str, object_prefix: str, @@ -69,8 +68,6 @@ def get_timeseries_s3_url( ---------- uid : str Unique identifier - timeseries_product_version : str - The product version for the DE Africa Waterbodies timeseries. bucket_name : str The S3 bucket containing the timeseries csv files. region_code: @@ -83,10 +80,8 @@ def get_timeseries_s3_url( str A S3 Object URL for the timeseries for a waterbody polygon. """ - assert timeseries_product_version.startswith("v") - subfolder = uid[:4] - csv_file = f"{uid}_{timeseries_product_version}.csv" + csv_file = f"{uid}.csv" # Construct the S3 Object URL timeseries_s3_object_url = f"https://{bucket_name}.s3.{region_code}.amazonaws.com/{object_prefix}/{subfolder}/{csv_file}" @@ -96,7 +91,6 @@ def get_timeseries_s3_url( def get_timeseries_fp( uid: str, - timeseries_product_version: str, timeseries_directory: str, ) -> str: """ @@ -106,8 +100,6 @@ def get_timeseries_fp( ---------- uid : str Polygon unique identifier - timeseries_product_version : str - The product version for the DE Africa Waterbodies timeseries. timeseries_directory : str The directory containing the DE Africa Waterbodies timeseries csv files. @@ -116,10 +108,8 @@ def get_timeseries_fp( str A file path for the timeseries for a waterbody polygon. """ - assert timeseries_product_version.startswith("v") - subfolder = uid[:4] - csv_file = f"{uid}_{timeseries_product_version}.csv" + csv_file = f"{uid}.csv" # Construct the file path timeseries_fp = os.path.join(timeseries_directory, {subfolder}, {csv_file}) @@ -129,7 +119,6 @@ def get_timeseries_fp( def add_timeseries_attribute( polygons: gpd.GeoDataFrame, - timeseries_product_version: str, timeseries_directory: str, region_code: str = "af-south-1", ) -> gpd.GeoDataFrame: @@ -140,8 +129,6 @@ def add_timeseries_attribute( ---------- polygons : gpd.GeoDataFrame GeoDataFrame containing the waterbody polygons. - timeseries_product_version : str - The product version for the DE Africa Waterbodies timeseries. timeseries_directory : str The directory containing the DE Africa Waterbodies timeseries csv files. region_code: str @@ -164,7 +151,6 @@ def add_timeseries_attribute( polygons["timeseries"] = polygons.apply( lambda row: get_timeseries_s3_url( uid=row["UID"], - timeseries_product_version=timeseries_product_version, bucket_name=bucket_name, region_code=region_code, object_prefix=object_prefix, @@ -175,7 +161,6 @@ def add_timeseries_attribute( polygons["timeseries"] = polygons.apply( lambda row: get_timeseries_fp( uid=row["UID"], - timeseries_product_version=timeseries_product_version, timeseries_directory=timeseries_directory, ), axis=1, diff --git a/deafrica_waterbodies/io.py b/deafrica_waterbodies/io.py index c252cb1..2280bcc 100644 --- a/deafrica_waterbodies/io.py +++ b/deafrica_waterbodies/io.py @@ -183,7 +183,6 @@ def upload_file_to_s3( def write_waterbodies_to_file( waterbodies_gdf: gpd.GeoDataFrame, - product_version: str, output_directory: str | Path, file_name_prefix: str = "waterbodies", ): @@ -194,16 +193,12 @@ def write_waterbodies_to_file( ---------- waterbodies_gdf : gpd.GeoDataFrame The waterbody polygons. - product_version: str, - The DE Africa Waterbodies service product version. output_directory : str | Path, S3 URI or File URI of the directory to write the waterbody polygons to. file_name_prefix: str, optional Prefix to use when naming the output file(s). """ - assert product_version.startswith("v") - - output_fn = f"{file_name_prefix}_{product_version}.shp" + output_fn = f"{file_name_prefix}.shp" output_fp = os.path.join(output_directory, output_fn) if check_if_s3_uri(output_directory): From 40a78167e671a9f4468144c391f6b74085999ea0 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 02:48:25 +0300 Subject: [PATCH 067/130] remove unused command line tools --- deafrica_waterbodies/cli/get_dataset_ids.py | 71 ------ deafrica_waterbodies/cli/main.py | 10 - .../cli/merge_polygons_at_ds_boundaries.py | 98 ------- deafrica_waterbodies/cli/push_to_sqs_queue.py | 63 ----- .../cli/run_from_sqs_queue.py | 239 ------------------ deafrica_waterbodies/cli/run_from_txt.py | 145 ----------- 6 files changed, 626 deletions(-) delete mode 100644 deafrica_waterbodies/cli/get_dataset_ids.py delete mode 100644 deafrica_waterbodies/cli/merge_polygons_at_ds_boundaries.py delete mode 100644 deafrica_waterbodies/cli/push_to_sqs_queue.py delete mode 100644 deafrica_waterbodies/cli/run_from_sqs_queue.py delete mode 100644 deafrica_waterbodies/cli/run_from_txt.py diff --git a/deafrica_waterbodies/cli/get_dataset_ids.py b/deafrica_waterbodies/cli/get_dataset_ids.py deleted file mode 100644 index e63d8f7..0000000 --- a/deafrica_waterbodies/cli/get_dataset_ids.py +++ /dev/null @@ -1,71 +0,0 @@ -import logging - -import click -import fsspec -import geopandas as gpd - -from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.datasets import get_datasets_ids -from deafrica_waterbodies.io import check_if_s3_uri - - -@click.command("get-dataset-ids", no_args_is_help=True) -@click.option("-v", "--verbose", count=True) -@click.option( - "--aoi-vector-file", - type=str, - default=None, - help="Path to the vector file defining the area of interest.", -) -@click.option( - "--num-workers", type=int, help="Number of worker processes to use when filtering datasets." -) -@click.option( - "--dataset-ids-text-file", - type=click.Path(), - help="File URI or S3 URI of the text file to write the dataset ids to.", -) -def get_dataset_ids( - verbose, - aoi_vector_file, - num_workers, - dataset_ids_text_file, -): - """ - Get the dataset ids of the WOfS All Time summary datasets/scenes to generate - the waterbody polygons for. - """ - # Set up logger. - logging_setup(verbose=verbose) - _log = logging.getLogger(__name__) - - # Support pathlib Paths. - aoi_vector_file = str(aoi_vector_file) - dataset_ids_text_file = str(dataset_ids_text_file) - - # Load the area of interest as a GeoDataFrame. - if aoi_vector_file is not None: - try: - aoi_gdf = gpd.read_file(aoi_vector_file) - except Exception as error: - _log.exception(f"Could not read the file {aoi_vector_file}") - raise error - else: - aoi_gdf = None - - # Get the WOfS All Time Summary scene ids for the scenes whose extent - # intersects with the area of interest. - dataset_ids = get_datasets_ids(aoi_gdf=aoi_gdf, num_workers=num_workers) - - # Set the filesystem to use. - if check_if_s3_uri(dataset_ids_text_file): - fs = fsspec.filesystem("s3") - else: - fs = fsspec.filesystem("file") - - # Write the dataset ids to the text file. - with fs.open(dataset_ids_text_file, "w") as file: - for dataset_id in dataset_ids: - file.write(f"{dataset_id}\n") - - _log.info(f"Dataset IDs written to: {dataset_ids_text_file}.") diff --git a/deafrica_waterbodies/cli/main.py b/deafrica_waterbodies/cli/main.py index e498f9c..8ffcae0 100644 --- a/deafrica_waterbodies/cli/main.py +++ b/deafrica_waterbodies/cli/main.py @@ -2,11 +2,6 @@ import deafrica_waterbodies.__version__ from deafrica_waterbodies.cli.filter_waterbody_polygons import filter_waterbody_polygons -from deafrica_waterbodies.cli.get_dataset_ids import get_dataset_ids -from deafrica_waterbodies.cli.merge_polygons_at_ds_boundaries import merge_polygons_at_ds_boundaries -from deafrica_waterbodies.cli.push_to_sqs_queue import push_to_sqs_queue -from deafrica_waterbodies.cli.run_from_sqs_queue import run_from_sqs_queue -from deafrica_waterbodies.cli.run_from_txt import run_from_txt from deafrica_waterbodies.cli.write_final_output import write_final_output @@ -16,10 +11,5 @@ def main(): pass -main.add_command(get_dataset_ids) -main.add_command(push_to_sqs_queue) -main.add_command(run_from_sqs_queue) -main.add_command(run_from_txt) -main.add_command(merge_polygons_at_ds_boundaries) main.add_command(filter_waterbody_polygons) main.add_command(write_final_output) diff --git a/deafrica_waterbodies/cli/merge_polygons_at_ds_boundaries.py b/deafrica_waterbodies/cli/merge_polygons_at_ds_boundaries.py deleted file mode 100644 index ed02159..0000000 --- a/deafrica_waterbodies/cli/merge_polygons_at_ds_boundaries.py +++ /dev/null @@ -1,98 +0,0 @@ -import logging -import os - -import click -import geopandas as gpd -import pandas as pd - -from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.io import find_parquet_files -from deafrica_waterbodies.make_polygons import merge_polygons_at_dataset_boundaries - - -@click.command("merge-polygons-at-ds-boundaries", no_args_is_help=True) -@click.option("-v", "--verbose", count=True) -@click.option( - "--output-directory", - type=click.Path(), - help="Directory containing the waterbody polygons.", -) -def merge_polygons_at_ds_boundaries(verbose, output_directory): - """ - Merge polygons at dataset boundaries. - """ - # Set up logger. - logging_setup(verbose=verbose) - _log = logging.getLogger(__name__) - - # Support pathlib paths. - output_directory = str(output_directory) - - # Directory containing the water body polygons generated from - # thresholding WOfS All time summary datasets. - polygons_from_thresholds_dir = os.path.join(output_directory, "polygons_from_thresholds") - - # Find all parquet files for the primary threshold. - primary_threshold_polygons_paths = find_parquet_files( - path=polygons_from_thresholds_dir, pattern=".*primary.*" - ) - _log.info(f"Found {len(primary_threshold_polygons_paths)} primary threshold polygons.") - - # Load all the primary threshold polygons into a single GeoDataFrame. - _log.info("Loading the primary threshold polygons parquet files..") - primary_threshold_polygons_list = [] - for path in primary_threshold_polygons_paths: - gdf = gpd.read_parquet(path) - primary_threshold_polygons_list.append(gdf) - - primary_threshold_polygons = pd.concat(primary_threshold_polygons_list, ignore_index=True) - _log.info(f"Found {len(primary_threshold_polygons)} primary threshold polygons.") - - _log.info("Merging primary threshold waterbody polygons located at dataset/scene boundaries...") - primary_threshold_polygons_merged = merge_polygons_at_dataset_boundaries( - primary_threshold_polygons - ) - _log.info(f"Primary threshold polygons count {len(primary_threshold_polygons_merged)}.") - - _log.info("Writing primary threshold polygons merged at dataset boundaries to disk..") - primary_threshold_polygons_output_fp = os.path.join( - output_directory, "primary_threshold_polygons_merged_at_ds_boundaries.parquet" - ) - - primary_threshold_polygons_merged.to_parquet(primary_threshold_polygons_output_fp) - _log.info(f"Polygons written to {primary_threshold_polygons_output_fp}") - - # Find all parquet files for the secondary threshold. - secondary_threshold_polygons_paths = find_parquet_files( - path=polygons_from_thresholds_dir, pattern=".*secondary.*" - ) - _log.info( - f"Found {len(secondary_threshold_polygons_paths)} parquet files for the secondary threshold polygons." - ) - - # Load all the secondary threshold polygons into a single GeoDataFrame. - _log.info("Loading the secondary threshold polygons parquet files...") - secondary_threshold_polygons_list = [] - for path in secondary_threshold_polygons_paths: - gdf = gpd.read_parquet(path) - secondary_threshold_polygons_list.append(gdf) - - secondary_threshold_polygons = pd.concat(secondary_threshold_polygons_list, ignore_index=True) - _log.info(f"Found {len(secondary_threshold_polygons)} secondary threshold polygons.") - - _log.info( - "Merging secondary threshold waterbody polygons located at dataset/scene boundaries..." - ) - secondary_threshold_polygons_merged = merge_polygons_at_dataset_boundaries( - secondary_threshold_polygons - ) - _log.info(f"Secondary threshold polygons count {len(secondary_threshold_polygons_merged)}.") - - _log.info("Writing secondary threshold polygons merged at dataset boundaries to disk..") - secondary_threshold_polygons_output_fp = os.path.join( - output_directory, "secondary_threshold_polygons_merged_at_ds_boundaries.parquet" - ) - - secondary_threshold_polygons_merged.to_parquet(secondary_threshold_polygons_output_fp) - - _log.info(f"Polygons written to {secondary_threshold_polygons_output_fp}") diff --git a/deafrica_waterbodies/cli/push_to_sqs_queue.py b/deafrica_waterbodies/cli/push_to_sqs_queue.py deleted file mode 100644 index 62f4f72..0000000 --- a/deafrica_waterbodies/cli/push_to_sqs_queue.py +++ /dev/null @@ -1,63 +0,0 @@ -import logging - -import boto3 -import click - -from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.queues import ( - get_queue_url, - move_to_dead_letter_queue, - push_dataset_ids_to_queue_from_txt, -) - - -@click.command("push-to-sqs-queue", no_args_is_help=True) -@click.option("-v", "--verbose", count=True) -@click.option( - "--dataset-ids-text-file", - type=click.Path(), - required=True, - help="Path to dataset ids text file.", -) -@click.option( - "--dataset-ids-queue", required=True, help="Name of the queue to push the dataset ids to." -) -@click.option( - "--max-retries", - default=10, - help="Maximum number of times to retry sending/receiving messages to/from a SQS queue.", -) -def push_to_sqs_queue(verbose, dataset_ids_text_file, dataset_ids_queue, max_retries): - """ - Push dataset ids from the lines of a text file to a SQS queue. - """ - logging_setup(verbose=verbose) - _log = logging.getLogger(__name__) # noqa F841 - - # Create an sqs client. - sqs_client = boto3.client("sqs") - - # Support pathlib paths. - dataset_ids_text_file = str(dataset_ids_text_file) - - failed_to_push = push_dataset_ids_to_queue_from_txt( - text_file_path=dataset_ids_text_file, - queue_name=dataset_ids_queue, - max_retries=max_retries, - sqs_client=sqs_client, - ) - - if failed_to_push: - # Push the failed dataset ids to the deadletter queue. - dead_letter_queue_name = f"{dataset_ids_queue}-deadletter" - dead_letter_queue_url = get_queue_url( - queue_name=dead_letter_queue_name, sqs_client=sqs_client - ) - - for idx in failed_to_push: - move_to_dead_letter_queue( - dead_letter_queue_url=dead_letter_queue_url, - message_body=idx, - max_retries=max_retries, - sqs_client=sqs_client, - ) diff --git a/deafrica_waterbodies/cli/run_from_sqs_queue.py b/deafrica_waterbodies/cli/run_from_sqs_queue.py deleted file mode 100644 index 34e24c0..0000000 --- a/deafrica_waterbodies/cli/run_from_sqs_queue.py +++ /dev/null @@ -1,239 +0,0 @@ -import logging -import os - -import boto3 -import click -import datacube -import fsspec -from rasterio.errors import RasterioIOError - -from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.io import check_dir_exists, check_file_exists, check_if_s3_uri -from deafrica_waterbodies.make_polygons import check_wetness_thresholds, get_polygons_from_dataset -from deafrica_waterbodies.queues import ( - delete_batch_with_retry, - get_queue_url, - move_to_dead_letter_queue, - receive_a_message, -) - - -@click.command("run-from-sqs-queue", no_args_is_help=True) -@click.option("-v", "--verbose", count=True) -@click.option( - "--primary-threshold", - default=0.1, - type=float, - help="Threshold to define the location of the waterbody polygons.", - show_default=True, -) -@click.option( - "--secondary-threshold", - default=0.05, - type=float, - help="Threshold to define the extent/shape of the waterbody polygons.", - show_default=True, -) -@click.option( - "--minimum-valid-observations", - default=128, - type=int, - help="Minimum number of observations for a pixel to be considered valid.", - show_default=True, -) -@click.option( - "--output-directory", - type=click.Path(), - help="Directory to write the waterbody polygons to.", -) -@click.option( - "--dataset-ids-queue", - type=str, - help="Name of the SQS queue to read dataset IDs from.", -) -@click.option( - "--visibility-timeout", - default=18 * 60, - help="The duration in seconds that a received SQS msg is invisible.", -) -@click.option( - "--max-retries", - default=10, - help="Maximum number of times to retry sending/receiving messages to/from a SQS queue.", -) -@click.option( - "--overwrite/--no-overwrite", - default=False, - help="Rerun scenes that have already been processed.", -) -def run_from_sqs_queue( - verbose, - primary_threshold, - secondary_threshold, - minimum_valid_observations, - output_directory, - dataset_ids_queue, - visibility_timeout, - max_retries, - overwrite, -): - """ - Generate waterbody polygons from WOfS All Time Summary scenes whose ids are - in a SQS queue. - """ - # Set up logger. - logging_setup(verbose=verbose) - _log = logging.getLogger(__name__) - - # Support pathlib paths. - output_directory = str(output_directory) - - dask_chunks = {"x": 3200, "y": 3200, "time": 1} - resolution = (-30, 30) - output_crs = "EPSG:6933" - - # Set the filesystem to use. - if check_if_s3_uri(output_directory): - fs = fsspec.filesystem("s3") - else: - fs = fsspec.filesystem("file") - - # Directory to write generated waterbody polygons to. - polygons_from_thresholds_dir = os.path.join(output_directory, "polygons_from_thresholds") - - # Check if the directory exists. If it does not, create it. - if not check_dir_exists(polygons_from_thresholds_dir): - fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True) - _log.info(f"Created directory {polygons_from_thresholds_dir}") - - # Check if the wetness thresholds have been set correctly. - minimum_wet_thresholds = [secondary_threshold, primary_threshold] - _log.info(check_wetness_thresholds(minimum_wet_thresholds)) - - # Connect to the datacube. - dc = datacube.Datacube(app="GenerateWaterbodyPolygons") - - # Create the service client. - sqs_client = boto3.client("sqs") - - dataset_ids_queue_url = get_queue_url(queue_name=dataset_ids_queue, sqs_client=sqs_client) - # Get the dead-letter queue. - dead_letter_queue_name = f"{dataset_ids_queue}-deadletter" - dead_letter_queue_url = get_queue_url(queue_name=dead_letter_queue_name, sqs_client=sqs_client) - - retries = 0 - while retries <= max_retries: - # Retrieve a single message from the dataset_ids_queue. - message = receive_a_message( - queue_url=dataset_ids_queue_url, - max_retries=max_retries, - visibility_timeout=visibility_timeout, - sqs_client=sqs_client, - ) - if message is None: - retries += 1 - else: - retries = 0 # reset the count - - # Process the ID. - dataset_id = message["Body"] - _log.info(f"Read dataset id {dataset_id} from queue {dataset_ids_queue_url}") - - entry_to_delete = [ - {"Id": message["MessageId"], "ReceiptHandle": message["ReceiptHandle"]} - ] - - # Produce the primary and secondary threshold polygons. - success_flag = True - - primary_threshold_polygons_fp = os.path.join( - polygons_from_thresholds_dir, f"{dataset_id}_primary_threshold_polygons.parquet" - ) - secondary_threshold_polygons_fp = os.path.join( - polygons_from_thresholds_dir, f"{dataset_id}_secondary_threshold_polygons.parquet" - ) - - if not overwrite: - _log.info( - f"Checking existence of {primary_threshold_polygons_fp} and {secondary_threshold_polygons_fp}" - ) - exists = check_file_exists(primary_threshold_polygons_fp) and check_file_exists( - secondary_threshold_polygons_fp - ) - - if overwrite or not exists: - try: - ( - primary_threshold_polygons, - secondary_threshold_polygons, - ) = get_polygons_from_dataset( - dataset_id=dataset_id, - dask_chunks=dask_chunks, - resolution=resolution, - output_crs=output_crs, - min_valid_observations=minimum_valid_observations, - primary_threshold=primary_threshold, - secondary_threshold=secondary_threshold, - dc=dc, - ) - - # Write the polygons to parquet files. - primary_threshold_polygons.to_parquet(primary_threshold_polygons_fp) - secondary_threshold_polygons.to_parquet(secondary_threshold_polygons_fp) - - except KeyError as keyerr: - _log.exception(f"Found {dataset_id} has KeyError: {str(keyerr)}") - _log.error(f"Moving {dataset_id} to deadletter queue {dead_letter_queue_url}") - move_to_dead_letter_queue( - dead_letter_queue_url=dead_letter_queue_url, - message_body=dataset_id, - sqs_client=sqs_client, - ) - success_flag = False - except TypeError as typeerr: - _log.exception(f"Found {dataset_id} has TypeError: {str(typeerr)}") - _log.error(f"Moving {dataset_id} to deadletter queue {dead_letter_queue_url}") - move_to_dead_letter_queue( - dead_letter_queue_url=dead_letter_queue_url, - message_body=dataset_id, - sqs_client=sqs_client, - ) - success_flag = False - except RasterioIOError as ioerror: - _log.exception(f"Found {dataset_id} has RasterioIOError: {str(ioerror)}") - _log.error(f"Moving {dataset_id} to deadletter queue {dead_letter_queue_url}") - move_to_dead_letter_queue( - dead_letter_queue_url=dead_letter_queue_url, - message_body=dataset_id, - sqs_client=sqs_client, - ) - success_flag = False - else: - _log.info( - f"{primary_threshold_polygons_fp} and {secondary_threshold_polygons_fp} already exist, skipping" - ) - - # Delete datased id from queue. - if success_flag: - _log.info(f"Successful, deleting {dataset_id}") - ( - successfully_deleted, - failed_to_delete, - ) = delete_batch_with_retry( - queue_url=dataset_ids_queue_url, - entries=entry_to_delete, - max_retries=max_retries, - sqs_client=sqs_client, - ) - if failed_to_delete: - _log.error( - f"Failed to delete dataset id {dataset_id} from queue {dataset_ids_queue_url}" - ) - raise RuntimeError(f"Failed to delete dataset id: {dataset_id}") - else: - _log.info(f"Deleted dataset id {dataset_id} from queue") - - else: - _log.info( - f"Not successful, moved {dataset_id} to dead letter queue {dead_letter_queue_url}" - ) diff --git a/deafrica_waterbodies/cli/run_from_txt.py b/deafrica_waterbodies/cli/run_from_txt.py deleted file mode 100644 index 7f8778d..0000000 --- a/deafrica_waterbodies/cli/run_from_txt.py +++ /dev/null @@ -1,145 +0,0 @@ -import logging -import os - -import click -import datacube -import fsspec - -from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.io import check_dir_exists, check_file_exists, check_if_s3_uri -from deafrica_waterbodies.make_polygons import check_wetness_thresholds, get_polygons_from_dataset - - -@click.command("run-from-txt", no_args_is_help=True) -@click.option("-v", "--verbose", count=True) -@click.option( - "--primary-threshold", - default=0.1, - type=float, - help="Threshold to define the location of the waterbody polygons.", - show_default=True, -) -@click.option( - "--secondary-threshold", - default=0.05, - type=float, - help="Threshold to define the extent/shape of the waterbody polygons.", - show_default=True, -) -@click.option( - "--minimum-valid-observations", - default=128, - type=int, - help="Minimum number of observations for a pixel to be considered valid.", - show_default=True, -) -@click.option( - "--output-directory", - type=click.Path(), - help="Directory to write the waterbody polygons to.", -) -@click.option( - "--dataset-ids-text-file", - type=click.Path(), - required=True, - help="Path to dataset ids text file.", -) -@click.option( - "--overwrite/--no-overwrite", - default=False, - help="Rerun scenes that have already been processed.", -) -def run_from_txt( - verbose, - primary_threshold, - secondary_threshold, - minimum_valid_observations, - output_directory, - dataset_ids_text_file, - overwrite, -): - """ - Generate waterbody polygons from WOfS All Time Summary scenes whose ids are - in a text file. - """ - # Set up logger. - logging_setup(verbose=verbose) - _log = logging.getLogger(__name__) - - # Support pathlib paths. - output_directory = str(output_directory) - dataset_ids_text_file = str(dataset_ids_text_file) - - dask_chunks = {"x": 3200, "y": 3200, "time": 1} - resolution = (-30, 30) - output_crs = "EPSG:6933" - - # Read the dataset ids from the text file. - if not check_file_exists(dataset_ids_text_file): - _log.error(f"Could not find text file {dataset_ids_text_file}!") - raise FileNotFoundError(f"Could not find text file {dataset_ids_text_file}!") - else: - if check_if_s3_uri(dataset_ids_text_file): - fs = fsspec.filesystem("s3") - else: - fs = fsspec.filesystem("file") - with fs.open(dataset_ids_text_file, "r") as file: - lines = file.readlines() - dataset_ids = [line.strip() for line in lines] - - # Directory to write generated waterbody polygons to. - polygons_from_thresholds_dir = os.path.join(output_directory, "polygons_from_thresholds") - - # Set the filesystem to use. - if check_if_s3_uri(polygons_from_thresholds_dir): - fs = fsspec.filesystem("s3") - else: - fs = fsspec.filesystem("file") - - # Check if the directory exists. If it does not, create it. - if not check_dir_exists(polygons_from_thresholds_dir): - fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True) - _log.info(f"Created directory {polygons_from_thresholds_dir}") - - # Check if the wetness thresholds have been set correctly. - minimum_wet_thresholds = [secondary_threshold, primary_threshold] - _log.info(check_wetness_thresholds(minimum_wet_thresholds)) - - # Connect to the datacube. - dc = datacube.Datacube(app="GenerateWaterbodyPolygons") - - # For each dataset id, threshold the scene to generate the primary and secondary threshold - # waterbody polygons. - for dataset_id in dataset_ids: - primary_threshold_polygons_fp = os.path.join( - polygons_from_thresholds_dir, f"{dataset_id}_primary_threshold_polygons.parquet" - ) - secondary_threshold_polygons_fp = os.path.join( - polygons_from_thresholds_dir, f"{dataset_id}_secondary_threshold_polygons.parquet" - ) - - if not overwrite: - _log.info( - f"Checking existence of {primary_threshold_polygons_fp} and {secondary_threshold_polygons_fp}" - ) - exists = check_file_exists(primary_threshold_polygons_fp) and check_file_exists( - secondary_threshold_polygons_fp - ) - - if overwrite or not exists: - ( - primary_threshold_polygons, - secondary_threshold_polygons, - ) = get_polygons_from_dataset( - dataset_id=dataset_id, - dask_chunks=dask_chunks, - resolution=resolution, - output_crs=output_crs, - min_valid_observations=minimum_valid_observations, - primary_threshold=primary_threshold, - secondary_threshold=secondary_threshold, - dc=dc, - ) - # Write the polygons to parquet files. - primary_threshold_polygons.to_parquet(primary_threshold_polygons_fp) - secondary_threshold_polygons.to_parquet(secondary_threshold_polygons_fp) From 800cafef7d57f9c78e093f1d9cd925352afb7a7f Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 20:52:55 +0300 Subject: [PATCH 068/130] add plugin for raster processing filtering --- deafrica_waterbodies/cli/generate_polygons.py | 190 ++++++++++++++++++ deafrica_waterbodies/cli/main.py | 2 + deafrica_waterbodies/filters.py | 10 - deafrica_waterbodies/tiling.py | 4 +- 4 files changed, 194 insertions(+), 12 deletions(-) create mode 100644 deafrica_waterbodies/cli/generate_polygons.py diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py new file mode 100644 index 0000000..a6fc1a0 --- /dev/null +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -0,0 +1,190 @@ +import logging +import os +from importlib import import_module + +import click +import datacube +import fsspec +import geopandas as gpd +import pandas as pd + +from deafrica_waterbodies.cli.logs import logging_setup +from deafrica_waterbodies.io import ( + check_dir_exists, + check_file_exists, + check_if_s3_uri, + find_parquet_files, +) +from deafrica_waterbodies.make_polygons import ( + merge_polygons_at_tile_boundaries, + process_raster_polygons, + set_wetness_thresholds, +) +from deafrica_waterbodies.plugins.utils import run_plugin, validate_plugin +from deafrica_waterbodies.tiling import get_wofs_ls_summary_alltime_tiles + + +@click.command( + "generate-polygons", + no_args_is_help=True, +) +@click.option("-v", "--verbose", count=True) +@click.option( + "--aoi-vector-file", default=None, type=str, help="Vector file defining the area interest." +) +@click.option( + "--tile-size-factor", + default=4, + type=float, + help="Factor by which to increase/decrease the WOfS All Time Summary product tiles/regions.", +) +@click.option( + "--num-workers", + default=8, + type=int, + help="Number of worker processes to use when filtering WOfS All Time Summary product tiles", +) +@click.option( + "--detection-threshold", + default=0.1, + type=float, + help="Threshold to define the location of the water body polygons.", + show_default=True, +) +@click.option( + "--extent-threshold", + default=0.05, + type=float, + help="Threshold to define the extent/shape of the water body polygons.", + show_default=True, +) +@click.option( + "--min-valid-observations", + default=60, + type=int, + help="Minimum number of observations for a pixel to be considered valid.", + show_default=True, +) +@click.option( + "--raster-processing-plugin-name", + default=None, + type=str, + help="Name of the plugin containing the filtering functions to use in the raster processing space. Plugin file must be in the deafrica_waterbodies/plugins/ directory.", +) +@click.option( + "--output-directory", + type=str, + help="Directory to write the water body polygons to.", +) +@click.option( + "--overwrite/--no-overwrite", + default=False, + help="Rerun tiles that have already been processed.", +) +def generate_polygons( + verbose, + aoi_vector_file, + tile_size_factor, + num_workers, + detection_threshold, + extent_threshold, + min_valid_observations, + plugin_name, + output_directory, + overwrite, +): + # Set up logger. + logging_setup(verbose=verbose) + _log = logging.getLogger(__name__) + + # Parameters to use when loading datasets. + dask_chunks = {"x": 3200, "y": 3200, "time": 1} + + # Support pathlib Paths. + if aoi_vector_file is not None: + aoi_vector_file = str(aoi_vector_file) + + output_directory = str(output_directory) + + # Set the filesystem to use. + if check_if_s3_uri(output_directory): + fs = fsspec.filesystem("s3") + else: + fs = fsspec.filesystem("file") + + # Load the area of interest as a GeoDataFrame. + if aoi_vector_file is not None: + try: + aoi_gdf = gpd.read_file(aoi_vector_file) + except Exception as error: + _log.exception(f"Could not read the file {aoi_vector_file}") + raise error + else: + aoi_gdf = None + + # Get the tiles fo the wofs_ls_summary_alltime product. + tiles, grid_workflow = get_wofs_ls_summary_alltime_tiles( + aoi_gdf=aoi_gdf, tile_size_factor=tile_size_factor, num_workers=num_workers + ) + + # Directory to write generated waterbody polygons to. + polygons_from_thresholds_dir = os.path.join(output_directory, "polygons_from_thresholds") + + # Check if the directory exists. If it does not, create it. + if not check_dir_exists(polygons_from_thresholds_dir): + fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True) + _log.info(f"Created directory {polygons_from_thresholds_dir}") + + # Set the wetness thresholds. + min_wet_thresholds = set_wetness_thresholds( + detection_threshold=detection_threshold, extent_threshold=extent_threshold + ) + + if plugin_name is not None: + # Read the plugin as a Python module. + module = import_module(f"deafrica_conflux.plugins.{plugin_name}") + plugin_file = module.__file__ + plugin = run_plugin(plugin_file) + _log.info(f"Using plugin {plugin_file}") + validate_plugin(plugin) + + # Generate the first set of polygons for each of the tiles. + for tile in tiles.items(): + tile_id = tile[0] + raster_polygons_fp = os.path.join( + polygons_from_thresholds_dir, f"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet" + ) + + if not overwrite: + _log.info(f"Checking existence of {raster_polygons_fp}") + exists = check_file_exists(raster_polygons_fp) + if exists: + _log.info( + f"{raster_polygons_fp} exists! \n Skipping generating water body polygons for {tile_id}." + ) + + if overwrite or not exists: + try: + _log.info(f"Generating water body polygons for tile {tile_id}.") + raster_polygons = process_raster_polygons( + tile=tile, + grid_workflow=grid_workflow, + dask_chunks=dask_chunks, + min_valid_observations=min_valid_observations, + min_wet_thresholds=min_wet_thresholds, + land_sea_mask_fp=land_sea_mask_fp, + filter_land_sea_mask=filter_hydrosheds_land_mask, + ) + if raster_polygons.empty: + _log.info(f"Tile {str(tile_id)} contains no water body polygons.") + else: + # Drop the attributes column if it exists. + raster_polygons.drop(columns=["attribute"], errors="ignore", inplace=True) + # Write the polygons to parquet files. + raster_polygons.to_parquet(raster_polygons_fp) + _log.info( + f"Tile {str(tile_id)} water body polygons written to {raster_polygons_fp}" + ) + except Exception as error: + _log.exception(f"\nTile {str(tile_id)} did not run. \n") + _log.exception(error) diff --git a/deafrica_waterbodies/cli/main.py b/deafrica_waterbodies/cli/main.py index 8ffcae0..cfa4b35 100644 --- a/deafrica_waterbodies/cli/main.py +++ b/deafrica_waterbodies/cli/main.py @@ -2,6 +2,7 @@ import deafrica_waterbodies.__version__ from deafrica_waterbodies.cli.filter_waterbody_polygons import filter_waterbody_polygons +from deafrica_waterbodies.cli.generate_polygons import generate_polygons from deafrica_waterbodies.cli.write_final_output import write_final_output @@ -13,3 +14,4 @@ def main(): main.add_command(filter_waterbody_polygons) main.add_command(write_final_output) +main.add_command(generate_polygons) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 058d576..9e29fc6 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -9,7 +9,6 @@ import geopandas as gpd import numpy as np import pandas as pd -import xarray as xr from shapely.geometry import MultiPolygon, Polygon _log = logging.getLogger(__name__) @@ -620,15 +619,6 @@ def fill_holes(geom: Polygon | MultiPolygon) -> Polygon | MultiPolygon: return remove_polygon_interiors(geom) -def filter_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: - """ - Function to filter the HydroSHEDs Land Mask into a boolean mask. - """ - # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. - boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) - return boolean_mask - - def remove_polygons_within_polygons(polygons_gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: """ Remove polygons within other polygons. diff --git a/deafrica_waterbodies/tiling.py b/deafrica_waterbodies/tiling.py index 10acb09..0ca412c 100644 --- a/deafrica_waterbodies/tiling.py +++ b/deafrica_waterbodies/tiling.py @@ -134,7 +134,7 @@ def tile_wofs_ls_summary_alltime( return tiles, gw -def get_tiles( +def get_wofs_ls_summary_alltime_tiles( aoi_gdf: gpd.GeoDataFrame | None, tile_size_factor: float = 2, num_workers: int = 8 ) -> tuple[dict, datacube.api.GridWorkflow]: """ @@ -148,7 +148,7 @@ def get_tiles( tile_size_factor : float, optional Number of times to increase the regular tile size when tiling the wofs_ls_summary_alltime product by, by default 2 - num_workers : int, datasetsoptional + num_workers : int, optional Number of worker processes to use when filtering tiles, by default 8 Returns ------- From ae862eb673baade66a6cfcf6222b1c7199a32507 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 20:57:33 +0300 Subject: [PATCH 069/130] remove default filter land mask function --- deafrica_waterbodies/make_polygons.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 40ad253..25fb6bd 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -24,7 +24,7 @@ from skimage import measure, morphology from skimage.segmentation import watershed -from deafrica_waterbodies.filters import filter_by_intersection, filter_hydrosheds_land_mask +from deafrica_waterbodies.filters import filter_by_intersection _log = logging.getLogger(__name__) @@ -134,12 +134,12 @@ def merge_polygons_at_tile_boundaries( def load_wofs_frequency( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, + filter_land_sea_mask: Callable, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, min_valid_observations: int = 128, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", resampling_method: str = "bilinear", - filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, ) -> tuple[xr.DataArray, xr.DataArray]: """ Load the WOfS All-Time Summary frequency measurement for a tile and threshold the data @@ -332,11 +332,11 @@ def sum_intensity(regionmask, intensity_image): def process_raster_polygons( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, + filter_land_sea_mask: Callable, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, min_valid_observations: int = 128, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", - filter_land_sea_mask: Callable = filter_hydrosheds_land_mask, ) -> gpd.GeoDataFrame: """ Generate water body polygons by thresholding a WOfS All Time Summary tile. From ebcd319f75b6912a89d1bccc53495725f2987021 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 21:07:37 +0300 Subject: [PATCH 070/130] Add plugins --- .../plugins/raster_processing_filtering.py | 13 ++++++ deafrica_waterbodies/plugins/utils.py | 44 +++++++++++++++++++ 2 files changed, 57 insertions(+) create mode 100644 deafrica_waterbodies/plugins/raster_processing_filtering.py create mode 100644 deafrica_waterbodies/plugins/utils.py diff --git a/deafrica_waterbodies/plugins/raster_processing_filtering.py b/deafrica_waterbodies/plugins/raster_processing_filtering.py new file mode 100644 index 0000000..1f7460a --- /dev/null +++ b/deafrica_waterbodies/plugins/raster_processing_filtering.py @@ -0,0 +1,13 @@ +""" +Plugin used to produce the DE Africa Waterbodies service polygons version +""" +import xarray as xr + + +def filter_land_sea_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: + """ + Function to filter the HydroSHEDs Land Mask into a boolean mask. + """ + # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. + boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) + return boolean_mask diff --git a/deafrica_waterbodies/plugins/utils.py b/deafrica_waterbodies/plugins/utils.py new file mode 100644 index 0000000..f620e34 --- /dev/null +++ b/deafrica_waterbodies/plugins/utils.py @@ -0,0 +1,44 @@ +""" +Matthew Alger, Vanessa Newey, Alex Leith +Geoscience Australia +2021 +""" +import importlib.util +from pathlib import Path +from types import ModuleType + + +def run_plugin(plugin_path: str | Path) -> ModuleType: + """Run a Python plugin from a path. + + Arguments + --------- + plugin_path : str | Path + Path to Python plugin file. + + Returns + ------- + module + """ + plugin_path = str(plugin_path) + + spec = importlib.util.spec_from_file_location("deafrica_waterbodies.plugin", plugin_path) + module = importlib.util.module_from_spec(spec) + spec.loader.exec_module(module) + return module + + +def validate_plugin(plugin: ModuleType): + """Check that a plugin declares required globals.""" + # Check globals. + required_globals = [ + "filter_land_sea_mask", + ] + for name in required_globals: + if not hasattr(plugin, name): + raise ValueError(f"Plugin missing {name}") + + # Check that functions are runnable. + required_functions = ["filter_land_sea_mask"] + for name in required_functions: + assert hasattr(getattr(plugin, name), "__call__") From b7c17aa79c1919f47c64a1ccce0757dd53df4afe Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 22:29:54 +0300 Subject: [PATCH 071/130] Add command line tool for generating polygons --- deafrica_waterbodies/cli/generate_polygons.py | 55 ++++++++++++++++++- deafrica_waterbodies/make_polygons.py | 4 +- .../plugins/raster_processing_filtering.py | 4 +- 3 files changed, 57 insertions(+), 6 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index a6fc1a0..0f678b3 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -3,7 +3,6 @@ from importlib import import_module import click -import datacube import fsspec import geopandas as gpd import pandas as pd @@ -140,14 +139,21 @@ def generate_polygons( detection_threshold=detection_threshold, extent_threshold=extent_threshold ) + # Set filters to apply during raster processing. if plugin_name is not None: # Read the plugin as a Python module. - module = import_module(f"deafrica_conflux.plugins.{plugin_name}") + module = import_module(f"deafrica_waterbodies.plugins.{plugin_name}") plugin_file = module.__file__ plugin = run_plugin(plugin_file) _log.info(f"Using plugin {plugin_file}") validate_plugin(plugin) + land_sea_mask_fp = plugin.land_sea_mask_fp + filter_land_sea_mask = plugin.filter_land_sea_mask + else: + land_sea_mask_fp = "" + filter_land_sea_mask = None + # Generate the first set of polygons for each of the tiles. for tile in tiles.items(): tile_id = tile[0] @@ -173,7 +179,7 @@ def generate_polygons( min_valid_observations=min_valid_observations, min_wet_thresholds=min_wet_thresholds, land_sea_mask_fp=land_sea_mask_fp, - filter_land_sea_mask=filter_hydrosheds_land_mask, + filter_land_sea_mask=filter_land_sea_mask, ) if raster_polygons.empty: _log.info(f"Tile {str(tile_id)} contains no water body polygons.") @@ -188,3 +194,46 @@ def generate_polygons( except Exception as error: _log.exception(f"\nTile {str(tile_id)} did not run. \n") _log.exception(error) + + # Get the extent for each tile. + crs = grid_workflow.grid_spec.crs + tile_ids = [tile[0] for tile in tiles.items()] + tile_extents_geoms = [tile[1].geobox.extent.geom for tile in tiles.items()] + tile_extents_gdf = gpd.GeoDataFrame( + {"tile_id": tile_ids, "geometry": tile_extents_geoms}, crs=crs + ) + + tile_extents_fp = os.path.join(output_directory, "tile_boundaries.parquet") + + tile_extents_gdf.to_parquet(tile_extents_fp) + _log.info(f"Tile boundaries written to {tile_extents_fp}") + + # Find all parquet files for the first set of polygons. + raster_polygon_paths = find_parquet_files( + path=polygons_from_thresholds_dir, pattern=".*raster_polygons.*" + ) + _log.info(f"Found {len(raster_polygon_paths)} parquet files for the raster polygons.") + + # Load all polygons into a single GeoDataFrame. + _log.info("Loading the raster polygons parquet files..") + raster_polygon_polygons_list = [] + for path in raster_polygon_paths: + gdf = gpd.read_parquet(path) + raster_polygon_polygons_list.append(gdf) + + raster_polygons = pd.concat(raster_polygon_polygons_list, ignore_index=True) + _log.info(f"Found {len(raster_polygons)} raster polygons.") + + _log.info("Merging raster waterbody polygons located at tile boundaries...") + raster_polygons_merged = merge_polygons_at_tile_boundaries(raster_polygons, tile_extents_gdf) + _log.info( + f"Raster polygons count after merging polygons at tile boundaries {len(raster_polygons_merged)}." + ) + + _log.info("Writing raster polygons merged at tile boundaries to disk..") + raster_polygons_output_fp = os.path.join( + output_directory, "raster_polygons_merged_at_tile_boundaries.parquet" + ) + + raster_polygons_merged.to_parquet(raster_polygons_output_fp) + _log.info(f"Polygons written to {raster_polygons_output_fp}") diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 25fb6bd..71d36b3 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -164,10 +164,10 @@ def load_wofs_frequency( File path to raster to use to mask ocean pixels in WOfS data, by default "" resampling_method: str, optional Resampling method to use when loading the land sea mask raster, by default "bilinear" - filter_land_sea_mask: Callable, optional + filter_land_sea_mask: Callable, Function to apply to the land sea mask xr.DataArray to generate a boolean mask where pixels with a value of True are land pixels and pixels with a - value of False are ocean pixels, by default `filter_hydrosheds_land_mask` + value of False are ocean pixels. Returns ------- diff --git a/deafrica_waterbodies/plugins/raster_processing_filtering.py b/deafrica_waterbodies/plugins/raster_processing_filtering.py index 1f7460a..e278278 100644 --- a/deafrica_waterbodies/plugins/raster_processing_filtering.py +++ b/deafrica_waterbodies/plugins/raster_processing_filtering.py @@ -1,8 +1,10 @@ """ -Plugin used to produce the DE Africa Waterbodies service polygons version +Raster processing """ import xarray as xr +land_sea_mask_fp = "/g/data/deafrica-waterbodies/masks/af_msk_3s.tif" + def filter_land_sea_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: """ From 862dbb3d0ec7002d96378565b5f1d182b72604c9 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 22:45:25 +0300 Subject: [PATCH 072/130] Add filtering steps to cli --- deafrica_waterbodies/cli/generate_polygons.py | 70 +++++++++++++++++-- 1 file changed, 64 insertions(+), 6 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index 0f678b3..71a7fcc 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -1,4 +1,5 @@ import logging +import math import os from importlib import import_module @@ -7,7 +8,13 @@ import geopandas as gpd import pandas as pd +from deafrica_waterbodies.attributes import ( + add_area_and_perimeter_attributes, + add_timeseries_attribute, + assign_unique_ids, +) from deafrica_waterbodies.cli.logs import logging_setup +from deafrica_waterbodies.filters import filter_by_area from deafrica_waterbodies.io import ( check_dir_exists, check_file_exists, @@ -70,15 +77,39 @@ type=str, help="Name of the plugin containing the filtering functions to use in the raster processing space. Plugin file must be in the deafrica_waterbodies/plugins/ directory.", ) +@click.option( + "--min-polygon-size", + default=4500, + show_default=True, + help="Minimum area in m2 of the waterbody polygons to be included.", +) +@click.option( + "--max-polygon-size", + default=math.inf, + show_default=True, + help="Maximum area in m2 of the waterbody polygons to be included.", +) @click.option( "--output-directory", type=str, help="Directory to write the water body polygons to.", ) @click.option( - "--overwrite/--no-overwrite", - default=False, - help="Rerun tiles that have already been processed.", + "--product-version", + type=str, + default="0.0.2", + show_default=True, + help="Product version for the DE Africa Waterbodies product.", +) +@click.option( + "--timeseries-bucket", + type=str, + help="The s3 bucket to containing the timeseries for the polygons.", +) +@click.option( + "--file-name-prefix", + type=str, + help="File name for the final output", ) def generate_polygons( verbose, @@ -91,6 +122,11 @@ def generate_polygons( plugin_name, output_directory, overwrite, + min_polygon_size, + max_polygon_size, + product_version, + timeseries_bucket, + file_name_prefix, ): # Set up logger. logging_setup(verbose=verbose) @@ -226,14 +262,36 @@ def generate_polygons( _log.info("Merging raster waterbody polygons located at tile boundaries...") raster_polygons_merged = merge_polygons_at_tile_boundaries(raster_polygons, tile_extents_gdf) + # Drop the attributes column if it exists. + raster_polygons_merged.drop(columns=["attribute"], errors="ignore", inplace=True) _log.info( f"Raster polygons count after merging polygons at tile boundaries {len(raster_polygons_merged)}." ) _log.info("Writing raster polygons merged at tile boundaries to disk..") - raster_polygons_output_fp = os.path.join( + raster_polygons_merged_fp = os.path.join( output_directory, "raster_polygons_merged_at_tile_boundaries.parquet" ) - raster_polygons_merged.to_parquet(raster_polygons_output_fp) - _log.info(f"Polygons written to {raster_polygons_output_fp}") + raster_polygons_merged.to_parquet(raster_polygons_merged_fp) + _log.info(f"Polygons written to {raster_polygons_merged_fp}") + + # Delete to conserve memeory + del raster_polygons + del tile_extents_gdf + + # Filter the polygons by area. + area_filtered_raster_polygons = filter_by_area( + raster_polygons_merged, min_polygon_size=min_polygon_size, max_polygon_size=max_polygon_size + ) + area_filtered_raster_polygons.to_parquet( + os.path.join(output_directory, "area_filtered_raster_polygons.parquet") + ) + + waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons) + waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf) + waterbodies_gdf = add_timeseries_attribute( + polygons=waterbodies_gdf, + product_version=product_version, + timeseries_bucket=timeseries_bucket, + ) From 7241c1317e46e7dc309cdeea464c49da552e4a6e Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 22:49:22 +0300 Subject: [PATCH 073/130] update main --- .../cli/filter_waterbody_polygons.py | 110 ------------------ .../cli/generate_timeseries.py | 4 +- deafrica_waterbodies/cli/group_options.py | 43 ------- deafrica_waterbodies/cli/main.py | 7 +- .../cli/write_final_output.py | 70 ----------- 5 files changed, 3 insertions(+), 231 deletions(-) delete mode 100644 deafrica_waterbodies/cli/filter_waterbody_polygons.py delete mode 100644 deafrica_waterbodies/cli/group_options.py delete mode 100644 deafrica_waterbodies/cli/write_final_output.py diff --git a/deafrica_waterbodies/cli/filter_waterbody_polygons.py b/deafrica_waterbodies/cli/filter_waterbody_polygons.py deleted file mode 100644 index 8b21858..0000000 --- a/deafrica_waterbodies/cli/filter_waterbody_polygons.py +++ /dev/null @@ -1,110 +0,0 @@ -import logging -import math -import os - -import click -import geopandas as gpd - -from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.filters import filter_waterbodies - - -@click.command("filter-waterbody-polygons", no_args_is_help=True) -@click.option("-v", "--verbose", count=True) -@click.option( - "--output-directory", - type=click.Path(), - help="Directory containing the waterbody polygons.", -) -@click.option( - "--min-polygon-size", - default=4500, - show_default=True, - help="Minimum area in m2 of the waterbody polygons to be included.", -) -@click.option( - "--max-polygon-size", - default=math.inf, - show_default=True, - help="Maximum area in m2 of the waterbody polygons to be included.", -) -@click.option( - "--land-sea-mask-fp", - default="", - help="File path to vector dataset to use to filter out ocean polygons.", -) -@click.option( - "--urban-mask-fp", - type=click.Path(), - default="", - help="File path to vector dataset to use to filter out urban/CBD areas.", -) -@click.option( - "--major-rivers-mask-fp", - type=click.Path(), - default="", - help="File path to vector dataset to use to filter out major rivers.", -) -@click.option( - "--handle-large-polygons", - default="nothing", - type=click.Choice(["erode-dilate-v1", "erode-dilate-v2", "nothing"]), - show_default=True, - help="Method to use to split large polygons above the Polsby–Popper test value.", -) -@click.option( - "--pp-test-threshold", - default=0.005, - show_default=True, - help="Polsby–Popper test value to use to split large polygons.", -) -def filter_waterbody_polygons( - verbose, - output_directory, - min_polygon_size, - max_polygon_size, - land_sea_mask_fp, - urban_mask_fp, - major_rivers_mask_fp, - handle_large_polygons, - pp_test_threshold, -): - """ - Filter the primary and secondary threshold waterbody polygons. - """ - # Set up logger. - logging_setup(verbose=verbose) - _log = logging.getLogger(__name__) - - # Support pathlib paths. - output_directory = str(output_directory) - - _log.info("Loading primary and secondary threshold polygons...") - - primary_threshold_polygons_fp = os.path.join( - output_directory, "primary_threshold_polygons_merged_at_ds_boundaries.parquet" - ) - secondary_threshold_polygons_fp = os.path.join( - output_directory, "secondary_threshold_polygons_merged_at_ds_boundaries.parquet" - ) - primary_threshold_polygons = gpd.read_parquet(primary_threshold_polygons_fp) - secondary_threshold_polygons = gpd.read_parquet(secondary_threshold_polygons_fp) - - _log.info(f"Primary threshold polygons count {len(primary_threshold_polygons)}.") - _log.info(f"Secondary threshold polygons count {len(secondary_threshold_polygons)}.") - - filtered_polygons = filter_waterbodies( - primary_threshold_polygons=primary_threshold_polygons, - secondary_threshold_polygons=secondary_threshold_polygons, - min_polygon_size=min_polygon_size, - max_polygon_size=max_polygon_size, - land_sea_mask_fp=land_sea_mask_fp, - urban_mask_fp=urban_mask_fp, - major_rivers_mask_fp=major_rivers_mask_fp, - handle_large_polygons=handle_large_polygons, - pp_test_threshold=pp_test_threshold, - ) - - filtered_polygons_fp = os.path.join(output_directory, "filtered_polygons.parquet") - filtered_polygons.to_parquet(filtered_polygons_fp) - _log.info(f"Filtered waterbody polygons written to {filtered_polygons_fp}") diff --git a/deafrica_waterbodies/cli/generate_timeseries.py b/deafrica_waterbodies/cli/generate_timeseries.py index c08a981..cf9c82b 100644 --- a/deafrica_waterbodies/cli/generate_timeseries.py +++ b/deafrica_waterbodies/cli/generate_timeseries.py @@ -2,9 +2,7 @@ from datacube.ui.click import parse_expressions from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.waterbodies.timeseries.make_timeseries import ( - generate_timeseries_from_wofs_ls, -) +from deafrica_waterbodies.make_timeseries import generate_timeseries_from_wofs_ls @click.command( diff --git a/deafrica_waterbodies/cli/group_options.py b/deafrica_waterbodies/cli/group_options.py deleted file mode 100644 index ffd9d2c..0000000 --- a/deafrica_waterbodies/cli/group_options.py +++ /dev/null @@ -1,43 +0,0 @@ -import click -from click import Option, UsageError - - -# From https://gist.github.com/jacobtolar/fb80d5552a9a9dfc32b12a829fa21c0c -class MutuallyExclusiveOption(Option): - def __init__(self, *args, **kwargs): - self.mutually_exclusive = set(kwargs.pop("mutually_exclusive", [])) - help = kwargs.get("help", "") - if self.mutually_exclusive: - ex_str = ", ".join(self.mutually_exclusive) - kwargs["help"] = help + ( - " NOTE: This argument is mutually exclusive with " " arguments: [" + ex_str + "]." - ) - super(MutuallyExclusiveOption, self).__init__(*args, **kwargs) - - def handle_parse_result(self, ctx, opts, args): - if self.mutually_exclusive.intersection(opts) and self.name in opts: - raise UsageError( - "Illegal usage: `{}` is mutually exclusive with " - "arguments `{}`.".format(self.name, ", ".join(self.mutually_exclusive)) - ) - - return super(MutuallyExclusiveOption, self).handle_parse_result(ctx, opts, args) - - -def command_required_option_from_option(require_name, require_map): - class CommandOptionRequiredClass(click.Command): - def invoke(self, ctx): - require = ctx.params[require_name] - if require not in require_map: - raise click.ClickException( - "Unexpected value for --'{}': {}".format(require_name, require) - ) - if ctx.params[require_map[require].lower()] is None: - raise click.ClickException( - "With {}={} must specify option --{}".format( - require_name, require, require_map[require] - ) - ) - super(CommandOptionRequiredClass, self).invoke(ctx) - - return CommandOptionRequiredClass diff --git a/deafrica_waterbodies/cli/main.py b/deafrica_waterbodies/cli/main.py index cfa4b35..6a6b7d5 100644 --- a/deafrica_waterbodies/cli/main.py +++ b/deafrica_waterbodies/cli/main.py @@ -1,10 +1,8 @@ import click import deafrica_waterbodies.__version__ -from deafrica_waterbodies.cli.filter_waterbody_polygons import filter_waterbody_polygons from deafrica_waterbodies.cli.generate_polygons import generate_polygons -from deafrica_waterbodies.cli.write_final_output import write_final_output - +from deafrica_waterbodies.cli.generate_timeseries import generate_timeseries @click.version_option(package_name="deafrica_waterbodies", version=deafrica_waterbodies.__version__) @click.group(help="Run deafrica-waterbodies.") @@ -12,6 +10,5 @@ def main(): pass -main.add_command(filter_waterbody_polygons) -main.add_command(write_final_output) main.add_command(generate_polygons) +main.add_command(generate_timeseries) diff --git a/deafrica_waterbodies/cli/write_final_output.py b/deafrica_waterbodies/cli/write_final_output.py deleted file mode 100644 index af796b6..0000000 --- a/deafrica_waterbodies/cli/write_final_output.py +++ /dev/null @@ -1,70 +0,0 @@ -import logging -import os - -import click -import geopandas as gpd - -from deafrica_waterbodies.attributes import ( - add_area_and_perimeter_attributes, - add_timeseries_attribute, - assign_unique_ids, -) -from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.io import write_waterbodies_to_file - - -@click.command("write-final-output", no_args_is_help=True) -@click.option("-v", "--verbose", count=True) -@click.option( - "--output-directory", - type=click.Path(), - help="Directory containing the waterbody polygons.", -) -@click.option( - "--product-version", - type=str, - default="0.0.1", - show_default=True, - help="Product version for the DE Africa Waterbodies product.", -) -@click.option( - "--timeseries-bucket", - type=str, - show_default=True, - help="The s3 bucket to containing the timeseries for the polygons.", -) -def write_final_output( - verbose, - output_directory, - product_version, - timeseries_bucket, -): - # Set up logger. - logging_setup(verbose=verbose) - _log = logging.getLogger(__name__) - - # Support pathlib paths. - output_directory = str(output_directory) - - _log.info("Loading filtered waterbody polygons...") - filtered_polygons_fp = os.path.join(output_directory, "filtered_polygons.parquet") - filtered_polygons = gpd.read_parquet(filtered_polygons_fp) - _log.info(f"Waterbody polygons count {len(filtered_polygons)}.") - - waterbodies_gdf = assign_unique_ids(polygons=filtered_polygons) - waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf) - waterbodies_gdf = add_timeseries_attribute( - polygons=waterbodies_gdf, - product_version=product_version, - timeseries_bucket=timeseries_bucket, - ) - - # Reproject to EPSG:4326 - waterbodies_gdf_4326 = waterbodies_gdf.to_crs("EPSG:4326") - - # Write to disk. - write_waterbodies_to_file( - waterbodies_gdf=waterbodies_gdf_4326, - product_version=product_version, - output_directory=output_directory, - ) From d2046529d0b12bedbd7d08de7a4fbfe5c8bc9962 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 22:58:18 +0300 Subject: [PATCH 074/130] Update timeseries cli --- .../cli/generate_timeseries.py | 43 +++---------------- deafrica_waterbodies/cli/main.py | 1 + 2 files changed, 8 insertions(+), 36 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_timeseries.py b/deafrica_waterbodies/cli/generate_timeseries.py index cf9c82b..d85db58 100644 --- a/deafrica_waterbodies/cli/generate_timeseries.py +++ b/deafrica_waterbodies/cli/generate_timeseries.py @@ -1,5 +1,4 @@ import click -from datacube.ui.click import parse_expressions from deafrica_waterbodies.cli.logs import logging_setup from deafrica_waterbodies.make_timeseries import generate_timeseries_from_wofs_ls @@ -38,20 +37,11 @@ "then --start-date and --end-date must also be specified.", ) @click.option( - "--start-date", + "--temporal-range", type=str, default=None, - help="Date string. E.g. 2019-01-01. " - "The start date for the waterbody timeseries query. If --start-date " - "is provided --end-date must also be provided.", -) -@click.option( - "--end-date", - type=str, - default=None, - help="Date string. E.g. 2019-12-01. " - "The end date for the waterbody timeseries query. If --end-date is " - "provided --start-date must also be provided.", + help="Time range to generate the timeseries for, if `time_span` is set to" + "`custom`. Example '2020-05--P1M' for the month of May 2020, by default", ) @click.option( "--missing-only/--not-missing-only", @@ -62,14 +52,6 @@ "every waterbody polygon in the --waterbodies-vector-file file, and overwrite " "any existing csv files.", ) -@click.option( - "--include-uncertainity/--do-not-include-uncertainity", - default=True, - help="Option to include uncertainities in the output timeseries." - "If you specify --include-uncertainity then you will only " - "filter out timesteps with 100% invalid pixels. Else you will " - "filter out timesteps with more than 10% invalid pixels", -) @click.option( "--subset-polygon-ids", default=None, @@ -81,10 +63,8 @@ def generate_timeseries( use_id, output_directory, time_span, - start_date, - end_date, + temporal_range, missing_only, - include_uncertainity, subset_polygon_ids, verbose, ): @@ -93,23 +73,14 @@ def generate_timeseries( """ logging_setup(verbose=verbose) - # Convert strings to datetime. - if time_span == "custom": - time_expression = parse_expressions(f"time in [{start_date}, {end_date}]") - start_date_dt = time_expression["time"].begin - end_date_dt = time_expression["time"].end - else: - start_date_dt = None - end_date_dt = None + # Parse string to list. + subset_polygon_ids = subset_polygon_ids.split(",") generate_timeseries_from_wofs_ls( waterbodies_vector_file=waterbodies_vector_file, output_directory=output_directory, - use_id=use_id, missing_only=missing_only, time_span=time_span, - start_date=start_date_dt, - end_date=end_date_dt, + temporal_range=temporal_range, subset_polygons_ids=subset_polygon_ids, - include_uncertainity=include_uncertainity, ) diff --git a/deafrica_waterbodies/cli/main.py b/deafrica_waterbodies/cli/main.py index 6a6b7d5..b1f56e8 100644 --- a/deafrica_waterbodies/cli/main.py +++ b/deafrica_waterbodies/cli/main.py @@ -4,6 +4,7 @@ from deafrica_waterbodies.cli.generate_polygons import generate_polygons from deafrica_waterbodies.cli.generate_timeseries import generate_timeseries + @click.version_option(package_name="deafrica_waterbodies", version=deafrica_waterbodies.__version__) @click.group(help="Run deafrica-waterbodies.") def main(): From 6c2b060649161e37139343ceb3d8e0da906989f1 Mon Sep 17 00:00:00 2001 From: vikineema Date: Wed, 8 Nov 2023 23:30:05 +0300 Subject: [PATCH 075/130] Add final step to write to shapefile --- deafrica_waterbodies/cli/generate_polygons.py | 35 ++++++++++--------- 1 file changed, 19 insertions(+), 16 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index 71a7fcc..f324d19 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -20,6 +20,7 @@ check_file_exists, check_if_s3_uri, find_parquet_files, + write_waterbodies_to_file, ) from deafrica_waterbodies.make_polygons import ( merge_polygons_at_tile_boundaries, @@ -95,16 +96,9 @@ help="Directory to write the water body polygons to.", ) @click.option( - "--product-version", + "--timeseries-directory", type=str, - default="0.0.2", - show_default=True, - help="Product version for the DE Africa Waterbodies product.", -) -@click.option( - "--timeseries-bucket", - type=str, - help="The s3 bucket to containing the timeseries for the polygons.", + help="The path to the directory containing the timeseries for the polygons.", ) @click.option( "--file-name-prefix", @@ -119,13 +113,12 @@ def generate_polygons( detection_threshold, extent_threshold, min_valid_observations, - plugin_name, + raster_processing_plugin_name, output_directory, overwrite, min_polygon_size, max_polygon_size, - product_version, - timeseries_bucket, + timeseries_directory, file_name_prefix, ): # Set up logger. @@ -176,9 +169,9 @@ def generate_polygons( ) # Set filters to apply during raster processing. - if plugin_name is not None: + if raster_processing_plugin_name is not None: # Read the plugin as a Python module. - module = import_module(f"deafrica_waterbodies.plugins.{plugin_name}") + module = import_module(f"deafrica_waterbodies.plugins.{raster_processing_plugin_name}") plugin_file = module.__file__ plugin = run_plugin(plugin_file) _log.info(f"Using plugin {plugin_file}") @@ -292,6 +285,16 @@ def generate_polygons( waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf) waterbodies_gdf = add_timeseries_attribute( polygons=waterbodies_gdf, - product_version=product_version, - timeseries_bucket=timeseries_bucket, + timeseries_directory=timeseries_directory, + region_code="af-south-1", + ) + + # Reproject to EPSG:4326 + waterbodies_gdf_4326 = waterbodies_gdf.to_crs("EPSG:4326") + + # Write to disk. + write_waterbodies_to_file( + waterbodies_gdf=waterbodies_gdf_4326, + output_directory=output_directory, + file_name_prefix=file_name_prefix, ) From 45dfd73c6cb1f7260d25dbb045f49d8d84504dce Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 10:46:21 +0300 Subject: [PATCH 076/130] Update generate-polygons cli docstring --- deafrica_waterbodies/cli/generate_polygons.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index f324d19..913ae56 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -121,6 +121,9 @@ def generate_polygons( timeseries_directory, file_name_prefix, ): + """ + Generate water body polygons from WOfS All Time Summary data + """ # Set up logger. logging_setup(verbose=verbose) _log = logging.getLogger(__name__) From 1daa22638a004ee7973f42f0e4c0b05e8592dd5c Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 16:50:35 +0300 Subject: [PATCH 077/130] Add tests for generate_polygons cli --- tests/README.md | 54 +++++++++++++++++++++++++ tests/data/sm9r6u9c1.parquet | Bin 0 -> 4680 bytes tests/data/sm9rtw98n.parquet | Bin 0 -> 4735 bytes tests/test_generate_polygons_cli.py | 60 ++++++++++++++++++++++++++++ 4 files changed, 114 insertions(+) create mode 100644 tests/README.md create mode 100644 tests/data/sm9r6u9c1.parquet create mode 100644 tests/data/sm9rtw98n.parquet create mode 100644 tests/test_generate_polygons_cli.py diff --git a/tests/README.md b/tests/README.md new file mode 100644 index 0000000..b38cf7a --- /dev/null +++ b/tests/README.md @@ -0,0 +1,54 @@ +# DE Africa Waterbodies testing readme + +## Setting up Docker for testing + +- we use `docker compose` to manage the test infrastructure (packages and environment) +- use `docker compose build` from the root directory +- to launch, `docker compose up -d` starts the docker +- you should have three containers running. You can check this by running `docker compose ps` +- from outside docker, run the shell script `tests/setup_test_datacube.sh` to set up the test datacube. This initialises the docker container datacube, downloads datasets required for testing and indexes them into this datacube. +- this process sets up a datacube and an environment to run conflux. +- now you can run tests in docker dancing penguin +- If the docker container needs rebuilding run `docker-compose build` +- Once you are done with testing, you can shut down the containers with `docker-compose down` + + +## Running tests in Docker +- Once containers are up, you can run testing with the command `docker-compose exec conflux pytest` +- If you want to run the tests interactively and have access to the interactive debugger, + Execute bash within the docker container conflux `docker-compose exec conflux bash` and then run `pytest` from the code directory: + +```bash +root@fe004etc:/code# pytest tests +``` + +## Running tests in sandbox +The tests assume that `dea-conflux` is installed. To install, follow the instructions in the [main README](../README.md). You can install `dea-conflux` locally for testing using `pip`: + +```bash +jovyan@jupyter:dea-conflux$ pip install -e . +``` + +Remember the dot (.)! + +To run tests, use `pytest` from the dea-conflux repository root, in the terminal: + +```bash +jovyan@jupyter:dea-conflux$ pytest tests +``` + +Tests are automatically triggered in GitHub for any pushes to any branch. This behaviour is controlled by `/.github/workflows/test.yml`. + +## Adding new test data +- the docker test datacube needs to have datasets in it to run tests on +- to add a new test dataset, first make sure the product is indexed in the test datacube in `setup_test_datacube.sh` +- this is done with a line like the following: + +```bash +docker-compose exec -T index bash -c "tail -n+2 product_list.csv | grep 'ga_ls_wo_3' | awk -F , '{print \$2}' | xargs datacube -v product add" +``` +- add the individual dataset with `s3-to-dc` inside the heredoc (with the others): + +```bash +s3-to-dc 's3://dea-public-data/derivative/ga_ls_wo_3/1-6-0/090/084/2000/02/02/*.json' --stac --no-sign-request --skip-lineage 'ga_ls_wo_3' +``` \ No newline at end of file diff --git a/tests/data/sm9r6u9c1.parquet b/tests/data/sm9r6u9c1.parquet new file mode 100644 index 0000000000000000000000000000000000000000..6581388512eef7baf7c76cb9ed240eb80b2bd4a5 GIT binary patch literal 4680 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min_valid_observations = 60 + raster_processing_plugin_name = "raster_processing_filtering" + output_directory = TEST_OUTPUT_DIRECTORY + min_polygon_size = 4500 + max_polygon_size = math.inf + timeseries_directory = TEST_OUTPUT_DIRECTORY / "timeseries" + file_name_prefix = "waterbodies" + + args = [ + "--verbose", + f"--aoi-vector-file={aoi_vector_file}", + f"--tile-size-factor={tile_size_factor}", + f"--num-wokers={num_workers}", + f"--detection-threshold={detection_threshold}", + f"--extent-threshold={extent_threshold}", + f"--min-valid-observations={min_valid_observations}", + f"--raster-processing-plugin-name={raster_processing_plugin_name}", + f"--min-polygon-size={min_polygon_size}", + f"--max-polygon-size={max_polygon_size}", + f"--output-directory={output_directory}", + "--overwrite" + f"--timeseries-directory={timeseries_directory}", + f"--file-name-prefix={file_name_prefix}" + ] + + result = runner.invoke(generate_polygons, args=args, catch_exceptions=True) + + assert result.exit_code == 0 + + waterbodies = gpd.read_file(os.path.join(output_directory, "waterbodies.shp")) + + assert len(waterbodies) == 2 From 421c81d78c9653b61e98a309f7c5a4b01c604187 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 19:54:22 +0300 Subject: [PATCH 078/130] Update repository README --- README.rst | 49 +++++++++++---------- figures/AgricultureArea.JPG | Bin 197051 -> 0 bytes figures/AllThresholds.JPG | Bin 260839 -> 0 bytes figures/CoastLimitations.JPG | Bin 51746 -> 0 bytes figures/Cotton.JPG | Bin 263486 -> 0 bytes figures/DEAWaterbodiesESRIBasemap.jpeg | Bin 202007 -> 0 bytes figures/DEAfricaWaterbodiesESRIBasemap.png | Bin 0 -> 387277 bytes figures/HighTideCoastline.JPG | Bin 75711 -> 0 bytes figures/HybridThreshold.JPG | Bin 272911 -> 0 bytes figures/ITEMAustralianShapefile.JPG | Bin 48588 -> 0 bytes figures/LakeFrome.JPG | Bin 186876 -> 0 bytes figures/MissingPolygons.PNG | Bin 968640 -> 0 bytes figures/No0.01.JPG | Bin 202890 -> 0 bytes figures/No0.02.JPG | Bin 186213 -> 0 bytes figures/OnRiverDam.JPG | Bin 47058 -> 0 bytes figures/PPtestlessthan005.JPG | Bin 221154 -> 0 bytes figures/ThresholdCompare.JPG | Bin 319242 -> 0 bytes figures/WACoastlineNoise.JPG | Bin 55663 -> 0 bytes figures/WorkflowDiagram.JPG | Bin 117055 -> 72764 bytes figures/dea_logo.jpg | Bin 25519 -> 0 bytes figures/dea_logo_wide.jpg | Bin 40624 -> 0 bytes figures/deafrica_logo.jpg | Bin 0 -> 6182 bytes figures/deafrica_logo_wide.jpg | Bin 0 -> 331773 bytes figures/menindeeLakes.JPG | Bin 48434 -> 0 bytes figures/skimageMeasureLabelBlobs.PNG | Bin 16009 -> 0 bytes 25 files changed, 25 insertions(+), 24 deletions(-) delete mode 100644 figures/AgricultureArea.JPG delete mode 100644 figures/AllThresholds.JPG delete mode 100644 figures/CoastLimitations.JPG delete mode 100644 figures/Cotton.JPG delete mode 100644 figures/DEAWaterbodiesESRIBasemap.jpeg create mode 100644 figures/DEAfricaWaterbodiesESRIBasemap.png delete mode 100644 figures/HighTideCoastline.JPG delete mode 100644 figures/HybridThreshold.JPG delete mode 100644 figures/ITEMAustralianShapefile.JPG delete mode 100644 figures/LakeFrome.JPG delete mode 100644 figures/MissingPolygons.PNG delete mode 100644 figures/No0.01.JPG delete mode 100644 figures/No0.02.JPG delete mode 100644 figures/OnRiverDam.JPG delete mode 100644 figures/PPtestlessthan005.JPG delete mode 100644 figures/ThresholdCompare.JPG delete mode 100644 figures/WACoastlineNoise.JPG delete mode 100644 figures/dea_logo.jpg delete mode 100644 figures/dea_logo_wide.jpg create mode 100644 figures/deafrica_logo.jpg create mode 100644 figures/deafrica_logo_wide.jpg delete mode 100644 figures/menindeeLakes.JPG delete mode 100644 figures/skimageMeasureLabelBlobs.PNG diff --git a/README.rst b/README.rst index 2a01d9f..287c26a 100644 --- a/README.rst +++ b/README.rst @@ -1,64 +1,65 @@ -.. image:: figures/dea_logo_wide.jpg +.. image:: figures/deafrica_logo_wide.jpg :width: 900 - :alt: Digital Earth Australia logo + :alt: Digital Earth Africa logo -Digital Earth Australia Waterbodies +Digital Earth Africa Waterbodies ################################### .. image:: https://img.shields.io/badge/License-Apache%202.0-blue.svg :target: https://opensource.org/licenses/Apache-2.0 - :alt: Digital Earth Australia logo + :alt: Digital Earth Africa logo -.. image:: https://github.com/GeoscienceAustralia/dea-waterbodies/actions/workflows/lint.yml/badge.svg - :target: https://github.com/GeoscienceAustralia/dea-waterbodies/actions/workflows/lint.yml +.. image:: https://github.com/digitalearthafrica/deafrica-waterbodies/actions/workflows/lint.yml/badge.svg + :target: https://github.com/digitalearthafrica/deafrica-waterbodies/actions/workflows/lint.yml :alt: Linting status -.. image:: https://github.com/GeoscienceAustralia/dea-waterbodies/actions/workflows/test.yml/badge.svg - :target: https://github.com/GeoscienceAustralia/dea-waterbodies/actions/workflows/test.yml +.. image:: https://github.com/digitalearthafrica/deafrica-waterbodies/actions/workflows/test.yml/badge.svg + :target: https://github.com/digitalearthafrica/deafrica-waterbodies/actions/workflows/test.yml :alt: Testing status -**License:** The code in this repository is licensed under the `Apache License, Version 2.0 `_. Digital Earth Australia data is licensed under the `Creative Commons by Attribution 4.0 license `_. +**License:** The code in this repository is licensed under the `Apache License, Version 2.0 `_. Digital Earth Africa data is licensed under the `Creative Commons by Attribution 4.0 license `_. -**Contact:** If you need assistance with any of the Jupyter Notebooks or Python code in this repository, please post a question on the `Open Data Cube Slack channel `_. If you would like to report an issue with this repo, or suggest feature requests, you can `open an issue on this repository `_. Non-technical questions about Digital Earth Australia Waterbodies can be sent to dea@ga.gov.au. +**Contact:** If you need assistance with any of the Jupyter Notebooks or Python code in this repository, please post a question on the `Open Data Cube Slack channel `_. If you would like to report an issue with this repo, or suggest feature requests, you can `open an issue on this repository `_. Non-technical questions about Digital Earth Africa Waterbodies can be sent to info@digitalearthafrica.org -**Citing Digital Earth Australia Waterbodies:** +. + +**Citing Digital Earth Africa Waterbodies:** Krause, Claire E.; Newey, Vanessa; Alger, Matthew J.; Lymburner, Leo. 2021. "Mapping and Monitoring the Multi-Decadal Dynamics of Australia’s Open Waterbodies Using Landsat" Remote Sens. 13, no. 8: 1437. https://doi.org/10.3390/rs13081437 ---------- -Up to date information about the extent and location of surface water provides all Australians with a common understanding of this valuable and increasingly scarce resource. Water detection algorithms are now being routinely applied to continental and global archives of satellite imagery. However, water resource management decisions typically take place at the waterbody rather than pixel scale. +Up to date information about the extent and location of surface water across Africa provides stakeholders with a common understanding of this valuable and increasingly scarce resource. Water detection algorithms are now being routinely applied to continental and global archives of satellite imagery. However, water resource management decisions typically take place at the waterbody rather than pixel scale. -This repository presents a workflow for generating polygons of persistent waterbodies from Landsat observations, enabling improved monitoring and management of water assets across Australia. We use `Digital Earth Australia’s (DEA) Water Observations from Space (WOfS) water classifier `_, which provides a water classified output for every available Landsat scene, to determine the spatial locations and extents of waterbodies across Australia. DEA Waterbodies uses Geoscience Australia’s archive of over 30 years of Landsat satellite imagery to identify where almost 300,000 waterbodies are in the Australian landscape. +This repository presents a workflow for generating polygons of persistent waterbodies from Landsat observations, enabling improved monitoring and management of water assets across Africa. We use `Digital Earth Africa’s (DE Africa) Water Observations from Space (WOfS) water classifier `_, which provides a water classified output for every available Landsat scene, to determine the spatial locations and extents of waterbodies across Africa. DE Africa Waterbodies uses Digital Earth Africa’s archive of over 30 years of Landsat satellite imagery to identify where almost 700,000 waterbodies are in the African landscape. .. image:: figures/WorkflowDiagram.JPG :width: 900 - :alt: Digital Earth Australia Waterbodies workflow diagram + :alt: Digital Earth Africa Waterbodies workflow diagram -*Digital Earth Australia Waterbodies workflow* +*Digital Earth Africa Waterbodies workflow* -Each polygon was then used to generate a time series of WOfS, providing a history of the change in the wet surface area of each waterbody every ~16 days since 1987. +Each polygon was then used to generate a time series of WOfS, providing a history of the change in the wet surface area of each waterbody every ~16 days since 1984. -.. image:: figures/DEAWaterbodiesESRIBasemap.jpeg +.. image:: figures/DEAfricaWaterbodiesESRIBasemap.png :width: 900 :alt: Digital Earth Australia Waterbodies -*Digital Earth Australia Waterbodies. Waterbody polygons mapped by this product are shown in blue. There are almost 300,000 across Australia.* - -DEA Waterbodies supports users to understand and manage water across Australia. DEA Waterbodies provides new insights into local through to national-scale surface water spatio-temporal dynamics by enabling the monitoring of important landscape features such as lakes and dams, improving our ability to use earth observation data to make meaningful decisions. It can be used to gain insights into the severity and spatial distribution of drought, or identify potential water sources for aerial firefighting during bushfires. +*Digital Earth Africa Waterbodies. Waterbody polygons mapped by this product are shown in blue. There are almost 700,000 across Africa.* -For more information about the DEA Waterbodies product, including instructions for accessing the product, frequently asked questions and data download links, see the `Digital Earth Australia website `_. +DE Africa Waterbodies supports users to understand and manage water across Africa. DE Africa Waterbodies provides new insights into local through to continental-scale surface water spatio-temporal dynamics by enabling the monitoring of important landscape features such as lakes and dams, improving our ability to use earth observation data to make meaningful decisions. It can be used to gain insights into the severity and spatial distribution of drought, or identify potential water sources. +For more information about the DE Africa Waterbodies product, including instructions for accessing the product, frequently asked questions and data download links, see the `Digital Earth Africa Data Catalogue `_. Installation ------------ -DEA Waterbodies has some requirements which can be installed with pip: +DE Africa Waterbodies has some requirements which can be installed with pip: .. code-block:: bash pip install --extra-index-url="https://packages.dea.ga.gov.au" -r requirements.txt -Once you have installed the requirements for DEA Waterbodies, install the module locally: +Once you have installed the requirements for DE Africa Waterbodies, install the module locally: .. code-block:: bash @@ -70,4 +71,4 @@ A command line interface is available for generating wet area time series for a .. code-block:: bash - waterbodies-ts --help + deafrica-waterbodies --help diff --git a/figures/AgricultureArea.JPG b/figures/AgricultureArea.JPG deleted file mode 100644 index b3747abb44dee67a96d4fd436439fac8697e2107..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 197051 zcmeFZbySf&8cQW>T=9zgu&&(u`vyUqPLIoLl82}0j3cwWk0z9q~ 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zWrhWcmU@jF+$zd$#5+E+Mkbncd|;4q_LS)Ah%L-RhQqY;C4D3Z_*lV$1Rb)0BggF@ zM!$uo(1bhXL%A?kf9O=^&7y&yT>+mRn85r?v9yx9pk`uZksNZ$lr2 zC3zXb3}yp+SJMyYV<_{ISED42Nv3s&;iW;49b+5jeKS7$gKy*v*9gF-G9te<_Mv3n?HK(iH>cT>(DO*w+7hRgR7=8J@VYs~4Av7bPZaxP% z41RT^Qp7XLA2-#ip?$Ww*x%w6A++=C{(9%9OgtB0f ze>;TN%4K)C_knud!_SQP?U^3b;R}DfyxBEzUjh2K_;br4N2VK}Eh!~;r{p%ah(5m9 z5^M}K#AH$Y^NifY9!q-~yk?4G9}ipn)Ck>Ay9jZo_+jXxs3^jXx=>la3JWT~;hRQ$g~ktP)4jc!kM!D+Q_Kzrujo;mt~1w- zYgI(H_MK#FKf&82j}Bk?_`4v2Fjar_9n98Ew0FN%TKUo_h$xw=Ux_weJT3a+H*l5F zhLy#DI@zo}fmQMo0q#l*5wrS59yeF|JlZ-nPeg%VWl`owlAMN%wAw-c?%LUYKb}Is zvtpw@&%z#`a~TF6D#z?|5GVI~xhUE``be(TNj<}e8cHQ>nNIw5G`81gSw1#AYN~Fb zkOGZ(r-*{+`R+wMCFYfpM5pTYyRKx_@G~gY(Ys)NcI;u?-i1`T)(K*`+Js~tFRbGT zyx1%d6y<8I828`Stb1DAOUvLlYt~P0Ry_Db;J;G7mt1S^Io&cZkGiEDi=ljdvDzi( h|H~(A&r(E6Ui!&s2fM$)>*L>89kczZ(DdhP{|^hcBLM&a From db3eee35de0542ba7c543fc47054aa36f5421f10 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 19:57:46 +0300 Subject: [PATCH 079/130] minor update --- README.rst | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/README.rst b/README.rst index 287c26a..abc2ec1 100644 --- a/README.rst +++ b/README.rst @@ -19,9 +19,7 @@ Digital Earth Africa Waterbodies **License:** The code in this repository is licensed under the `Apache License, Version 2.0 `_. Digital Earth Africa data is licensed under the `Creative Commons by Attribution 4.0 license `_. -**Contact:** If you need assistance with any of the Jupyter Notebooks or Python code in this repository, please post a question on the `Open Data Cube Slack channel `_. If you would like to report an issue with this repo, or suggest feature requests, you can `open an issue on this repository `_. Non-technical questions about Digital Earth Africa Waterbodies can be sent to info@digitalearthafrica.org - -. +**Contact:** If you need assistance with any of the Jupyter Notebooks or Python code in this repository, please post a question on the `Open Data Cube Slack channel `_. If you would like to report an issue with this repo, or suggest feature requests, you can `open an issue on this repository `_. Non-technical questions about Digital Earth Africa Waterbodies can be sent to info@digitalearthafrica.org. **Citing Digital Earth Africa Waterbodies:** From f95304c9cf668794c78c1ca90150412105b07497 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 20:38:11 +0300 Subject: [PATCH 080/130] Add overwrite option --- deafrica_waterbodies/cli/generate_polygons.py | 5 +++++ deafrica_waterbodies/cli/generate_timeseries.py | 1 - 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index 913ae56..1b8b7c3 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -51,6 +51,11 @@ type=int, help="Number of worker processes to use when filtering WOfS All Time Summary product tiles", ) +@click.option( + "--overwrite/--no-overwrite", + default=False, + help="Rerun tiles that have already been processed.", +) @click.option( "--detection-threshold", default=0.1, diff --git a/deafrica_waterbodies/cli/generate_timeseries.py b/deafrica_waterbodies/cli/generate_timeseries.py index d85db58..fe418f6 100644 --- a/deafrica_waterbodies/cli/generate_timeseries.py +++ b/deafrica_waterbodies/cli/generate_timeseries.py @@ -11,7 +11,6 @@ @click.option( "--waterbodies-vector-file", type=click.Path(), - default=None, help="REQUIRED. Path to the waterbody polygons vector file you " "want to run the time series generation for.", ) From 34396d106deae54b019e68d9fb4ffddd8a9f8070 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 20:51:36 +0300 Subject: [PATCH 081/130] Fix timeseries fp --- deafrica_waterbodies/attributes.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index 74fba47..870e23a 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -112,7 +112,7 @@ def get_timeseries_fp( csv_file = f"{uid}.csv" # Construct the file path - timeseries_fp = os.path.join(timeseries_directory, {subfolder}, {csv_file}) + timeseries_fp = os.path.join(timeseries_directory, subfolder, csv_file) return timeseries_fp From fde31dca9cbbf306511eaf980891e6cc4f45fd97 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 21:26:28 +0300 Subject: [PATCH 082/130] Update workflows --- .github/workflows/lint.yml | 8 ++++---- .github/workflows/push.yml | 23 ++++++++++++----------- .github/workflows/test.yml | 24 ++++++++---------------- 3 files changed, 24 insertions(+), 31 deletions(-) diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml index 32eaeec..538a009 100644 --- a/.github/workflows/lint.yml +++ b/.github/workflows/lint.yml @@ -9,11 +9,11 @@ jobs: max-parallel: 5 steps: - - uses: actions/checkout@v2 - - name: Set up Python 3.6 - uses: actions/setup-python@v2 + - uses: actions/checkout@v4 + - name: Set up Python 3.10.6 + uses: actions/setup-python@v4 with: - python-version: 3.6 + python-version: 3.10.6 - name: Add conda to system path run: | # $CONDA is an environment variable pointing to the root of the miniconda directory diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml index 8d5e263..8d76a8c 100644 --- a/.github/workflows/push.yml +++ b/.github/workflows/push.yml @@ -1,11 +1,12 @@ name: Push on: + workflow_dispatch: push: branches: - stable paths: - - 'dea_waterbodies/**' + - 'deafrica_waterbodies/**' - '.github/workflows/push.yml' - 'Dockerfile' @@ -13,14 +14,14 @@ on: types: [created, edited] env: - IMAGE_NAME: geoscienceaustralia/dea-waterbodies + IMAGE_NAME: digitalearthafrica/deafrica-waterbodies jobs: push: runs-on: ubuntu-latest steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 with: fetch-depth: 0 @@ -29,18 +30,18 @@ jobs: run: | echo "RELEASE=${GITHUB_REF/refs\/tags\/}" >> $GITHUB_ENV - name: Build and Push semver tagged Docker Image for Release - uses: whoan/docker-build-with-cache-action@v4 + uses: whoan/docker-build-with-cache-action@v6 if: github.event_name == 'release' with: image_name: ${{ env.IMAGE_NAME }} - username: ${{ secrets.DOCKER_USER }} - password: ${{ secrets.DOCKER_PASS }} + username: ${{ secrets.DOCKER_USERNAME }} + password: ${{ secrets.DEAFRICA_DOCKER_PASSWORD}} image_tag: ${{ env.RELEASE }} - name: Run Trivy vulnerability scanner for Release uses: aquasecurity/trivy-action@master if: github.event_name == 'release' with: - image-ref: 'docker.io/geoscienceaustralia/dea-waterbodies:${{ env.RELEASE }}' + image-ref: 'docker.io/digitalearthafrica/deafrica-waterbodies:${{ env.RELEASE }}' format: 'table' exit-code: '1' ignore-unfixed: true @@ -53,18 +54,18 @@ jobs: git fetch --all --tags echo "RELEASE=$(git describe --tags)" >> $GITHUB_ENV - name: Build and Push unstable Docker Image for push to main - uses: whoan/docker-build-with-cache-action@v4 + uses: whoan/docker-build-with-cache-action@v6 if: github.event_name != 'release' with: image_name: ${{ env.IMAGE_NAME }} - username: ${{ secrets.DOCKER_USER }} - password: ${{ secrets.DOCKER_PASS }} + username: ${{ secrets.DOCKER_USERNAME }} + password: ${{ secrets.DEAFRICA_DOCKER_PASSWORD}} image_tag: latest,${{ env.RELEASE }} - name: Run Trivy vulnerability scanner for push to main uses: aquasecurity/trivy-action@master if: github.event_name != 'release' with: - image-ref: 'docker.io/geoscienceaustralia/dea-waterbodies:${{ env.RELEASE }}' + image-ref: 'docker.io/digitalearthafrica/deafrica-waterbodies:${{ env.RELEASE }}' format: 'table' exit-code: '1' ignore-unfixed: true diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index ecd199f..721bbb6 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -3,10 +3,9 @@ name: Test on: [push] env: - ORG: geoscienceaustralia - IMAGE: dea-waterbodies - METADATA_CATALOG: https://raw.githubusercontent.com/GeoscienceAustralia/dea-config/a4f39b485b33608a016032d9987251881fec4b6f/workspaces/sandbox-metadata.yaml - PRODUCT_CATALOG: https://raw.githubusercontent.com/GeoscienceAustralia/dea-config/a4f39b485b33608a016032d9987251881fec4b6f/workspaces/sandbox-products.csv + ORG: digitalearthafrica + IMAGE: deafrica-waterbodies + PRODUCT_CATALOG: https://raw.githubusercontent.com/digitalearthafrica/config/master/prod/products_prod.csv jobs: test: @@ -14,26 +13,19 @@ jobs: steps: - name: Checkout - uses: actions/checkout@v2 - - - name: Pre-pull layers - run: docker-compose pull - + uses: actions/checkout@v4.0.0 - name: Activate Docker cache - uses: satackey/action-docker-layer-caching@v0.0.8 + uses: satackey/action-docker-layer-caching@v0.0.11 # Ignore the failure of a step and avoid terminating the job. continue-on-error: true - - name: Build dea-waterbodies image + - name: Setup deafrica-waterbodies test environment run: | - docker-compose build + make test-env - - name: Test dea-waterbodies image + - name: Run deafrica-waterbodies test run: | - docker-compose up -d - ./setup_test_datacube.sh docker-compose exec -T waterbodies bash -c "pytest ." - docker-compose down From 74e1f0d9d4381f219520d2563ce0186abc5e9a56 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 21:31:15 +0300 Subject: [PATCH 083/130] Add test environment set up --- Makefile | 6 ++---- index_tiles.sh | 19 ++++++++----------- tests/README.md | 12 ++++++------ tests/test_generate_polygons_cli.py | 20 ++++++++++++-------- tests/test_generate_timeseries_cli.py | 0 5 files changed, 28 insertions(+), 29 deletions(-) create mode 100644 tests/test_generate_timeseries_cli.py diff --git a/Makefile b/Makefile index 2e11865..f83b47e 100644 --- a/Makefile +++ b/Makefile @@ -49,9 +49,6 @@ run-tests: docker compose exec -T waterbodies bash -c "coverage xml" docker compose exec -T waterbodies bash -c "coverage html" -test: - docker-compose exec waterbodies pytest tests - down: ## Bring down the system docker compose down @@ -71,4 +68,5 @@ pip_compile: requirements.in lint: - docker-compose exec waterbodies black --check dea_waterbodies + docker-compose exec waterbodies black --check deafrica_waterbodies + docker-compose exec waterbodies isort --check deafrica_waterbodies \ No newline at end of file diff --git a/index_tiles.sh b/index_tiles.sh index 51fe8d2..25ceaf9 100644 --- a/index_tiles.sh +++ b/index_tiles.sh @@ -1,14 +1,11 @@ #!/bin/bash # Add the wofs_ls_summary_alltime datasets. -s3-to-dc "s3://deafrica-services/wofs_ls_summary_alltime/1-0-0/x164/y098/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls_summary_alltime' - -# Add the wofs_ls datasets covering the waterbody UID: edumesbb2 -s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/204/048/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' -s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/204/049/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' - -s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/205/048/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' -s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/205/049/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' - -s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/206/048/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' -s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/206/049/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' \ No newline at end of file +s3-to-dc "s3://deafrica-services/wofs_ls_summary_alltime/1-0-0/x194/y117/1984--P39Y/wofs_ls_summary_alltime_x194y117_1984--P39Y.stac-item.json" --stac --no-sign-request --skip-lineage 'wofs_ls_summary_alltime' + +# Add the wofs_ls datasets covering the waterbody UID: sm9rtw98n +s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/187/038/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' +s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/188/037/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' +s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/188/038/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' +s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/189/037/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' +s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/189/038/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' diff --git a/tests/README.md b/tests/README.md index b38cf7a..3960aa4 100644 --- a/tests/README.md +++ b/tests/README.md @@ -14,27 +14,27 @@ ## Running tests in Docker -- Once containers are up, you can run testing with the command `docker-compose exec conflux pytest` +- Once containers are up, you can run testing with the command `docker compose exec waterbodies pytest` - If you want to run the tests interactively and have access to the interactive debugger, - Execute bash within the docker container conflux `docker-compose exec conflux bash` and then run `pytest` from the code directory: + Execute bash within the docker container conflux `docker compose exec waterbodies bash` and then run `pytest` from the code directory: ```bash root@fe004etc:/code# pytest tests ``` ## Running tests in sandbox -The tests assume that `dea-conflux` is installed. To install, follow the instructions in the [main README](../README.md). You can install `dea-conflux` locally for testing using `pip`: +The tests assume that `deafrica-waterbodies` is installed. To install, follow the instructions in the [main README](../README.md). You can install `deafrica-conflux` locally for testing using `pip`: ```bash -jovyan@jupyter:dea-conflux$ pip install -e . +jovyan@jupyter-:~/dev/deafrica-waterbodies$ pip install -e . ``` Remember the dot (.)! -To run tests, use `pytest` from the dea-conflux repository root, in the terminal: +To run tests, use `pytest` from the deafrica-waterbodies repository root, in the terminal: ```bash -jovyan@jupyter:dea-conflux$ pytest tests +jovyan@jupyter-:~/dev/deafrica-waterbodies$ pytest tests ``` Tests are automatically triggered in GitHub for any pushes to any branch. This behaviour is controlled by `/.github/workflows/test.yml`. diff --git a/tests/test_generate_polygons_cli.py b/tests/test_generate_polygons_cli.py index 011e573..1ffc5a0 100644 --- a/tests/test_generate_polygons_cli.py +++ b/tests/test_generate_polygons_cli.py @@ -2,16 +2,16 @@ import os from pathlib import Path -import pytest +import fsspec import geopandas as gpd +import pytest from click.testing import CliRunner -from deafica_waterbodies.cli.generate_polygons import generate_polygons - +from deafrica_waterbodies.cli.generate_polygons import generate_polygons # Test directory. HERE = Path(__file__).parent.resolve() -TEST_WATERBODY = os.path.join(HERE, "data", "sm9r6u9c1.parquet") +TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.parquet") TEST_OUTPUT_DIRECTORY = HERE / "data" @@ -31,14 +31,14 @@ def test_generate_polygons(runner): output_directory = TEST_OUTPUT_DIRECTORY min_polygon_size = 4500 max_polygon_size = math.inf - timeseries_directory = TEST_OUTPUT_DIRECTORY / "timeseries" + timeseries_directory = os.path.join(TEST_OUTPUT_DIRECTORY, "timeseries") file_name_prefix = "waterbodies" args = [ "--verbose", f"--aoi-vector-file={aoi_vector_file}", f"--tile-size-factor={tile_size_factor}", - f"--num-wokers={num_workers}", + f"--num-workers={num_workers}", f"--detection-threshold={detection_threshold}", f"--extent-threshold={extent_threshold}", f"--min-valid-observations={min_valid_observations}", @@ -46,9 +46,9 @@ def test_generate_polygons(runner): f"--min-polygon-size={min_polygon_size}", f"--max-polygon-size={max_polygon_size}", f"--output-directory={output_directory}", - "--overwrite" + "--overwrite", f"--timeseries-directory={timeseries_directory}", - f"--file-name-prefix={file_name_prefix}" + f"--file-name-prefix={file_name_prefix}", ] result = runner.invoke(generate_polygons, args=args, catch_exceptions=True) @@ -58,3 +58,7 @@ def test_generate_polygons(runner): waterbodies = gpd.read_file(os.path.join(output_directory, "waterbodies.shp")) assert len(waterbodies) == 2 + + # File clean up. + fs = fsspec.filesystem("file") + fs.rm(output_directory, recursive=True) diff --git a/tests/test_generate_timeseries_cli.py b/tests/test_generate_timeseries_cli.py new file mode 100644 index 0000000..e69de29 From 1607d3304568cce3d51b65ef68ae6f97b18cc5a7 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 21:34:48 +0300 Subject: [PATCH 084/130] Update to use make commands --- .github/workflows/test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 721bbb6..d10dd80 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -26,6 +26,6 @@ jobs: - name: Run deafrica-waterbodies test run: | - docker-compose exec -T waterbodies bash -c "pytest ." + make run-tests From 51090fb87464387d080a9317eb20e538f4608982 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 21:36:29 +0300 Subject: [PATCH 085/130] Add step to tear down image --- .github/workflows/test.yml | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index d10dd80..87557a3 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -27,5 +27,9 @@ jobs: - name: Run deafrica-waterbodies test run: | make run-tests - + make down + - name: Clean deafrica-waterbodies image + run: | + (echo y) | docker container prune + (echo y) | docker image prune \ No newline at end of file From 0823b74f682ada4a3d955725bd0511d363305fb8 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 22:01:27 +0300 Subject: [PATCH 086/130] Update default values --- deafrica_waterbodies/cli/generate_timeseries.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/deafrica_waterbodies/cli/generate_timeseries.py b/deafrica_waterbodies/cli/generate_timeseries.py index fe418f6..0829cfb 100644 --- a/deafrica_waterbodies/cli/generate_timeseries.py +++ b/deafrica_waterbodies/cli/generate_timeseries.py @@ -73,7 +73,10 @@ def generate_timeseries( logging_setup(verbose=verbose) # Parse string to list. - subset_polygon_ids = subset_polygon_ids.split(",") + if subset_polygon_ids is not None: + subset_polygon_ids = subset_polygon_ids.split(",") + else: + subset_polygon_ids = [] generate_timeseries_from_wofs_ls( waterbodies_vector_file=waterbodies_vector_file, From a5b8c2ca927b9e1d3e1a63c95c705e21a24e2f42 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 22:04:19 +0300 Subject: [PATCH 087/130] Fix missing parameter --- deafrica_waterbodies/cli/generate_timeseries.py | 1 + 1 file changed, 1 insertion(+) diff --git a/deafrica_waterbodies/cli/generate_timeseries.py b/deafrica_waterbodies/cli/generate_timeseries.py index 0829cfb..ee7e77a 100644 --- a/deafrica_waterbodies/cli/generate_timeseries.py +++ b/deafrica_waterbodies/cli/generate_timeseries.py @@ -81,6 +81,7 @@ def generate_timeseries( generate_timeseries_from_wofs_ls( waterbodies_vector_file=waterbodies_vector_file, output_directory=output_directory, + use_id=use_id, missing_only=missing_only, time_span=time_span, temporal_range=temporal_range, From b95895f49648fdb9821c28e57c7db5b4d2c690fe Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 22:14:34 +0300 Subject: [PATCH 088/130] Add test for generate timeseries --- tests/test_generate_polygons_cli.py | 8 ++--- tests/test_generate_timeseries_cli.py | 50 +++++++++++++++++++++++++++ 2 files changed, 54 insertions(+), 4 deletions(-) diff --git a/tests/test_generate_polygons_cli.py b/tests/test_generate_polygons_cli.py index 1ffc5a0..f9fd011 100644 --- a/tests/test_generate_polygons_cli.py +++ b/tests/test_generate_polygons_cli.py @@ -12,7 +12,7 @@ # Test directory. HERE = Path(__file__).parent.resolve() TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.parquet") -TEST_OUTPUT_DIRECTORY = HERE / "data" +TEST_OUTPUT_DIRECTORY = HERE / "test_outputs" @pytest.fixture @@ -31,7 +31,7 @@ def test_generate_polygons(runner): output_directory = TEST_OUTPUT_DIRECTORY min_polygon_size = 4500 max_polygon_size = math.inf - timeseries_directory = os.path.join(TEST_OUTPUT_DIRECTORY, "timeseries") + timeseries_directory = TEST_OUTPUT_DIRECTORY file_name_prefix = "waterbodies" args = [ @@ -55,9 +55,9 @@ def test_generate_polygons(runner): assert result.exit_code == 0 - waterbodies = gpd.read_file(os.path.join(output_directory, "waterbodies.shp")) + test_waterbodies = gpd.read_file(os.path.join(output_directory, "waterbodies.shp")) - assert len(waterbodies) == 2 + assert len(test_waterbodies) == 2 # File clean up. fs = fsspec.filesystem("file") diff --git a/tests/test_generate_timeseries_cli.py b/tests/test_generate_timeseries_cli.py index e69de29..85baab0 100644 --- a/tests/test_generate_timeseries_cli.py +++ b/tests/test_generate_timeseries_cli.py @@ -0,0 +1,50 @@ +import os +from pathlib import Path + +import fsspec +import pandas as pd +import pytest +from click.testing import CliRunner + +from deafrica_waterbodies.cli.generate_timeseries import generate_timeseries + +# Test directory. +HERE = Path(__file__).parent.resolve() +TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.parquet") +TEST_OUTPUT_DIRECTORY = HERE / "test_outputs" + + +@pytest.fixture +def runner(): + return CliRunner(echo_stdin=True) + + +def test_generate_timeseries(runner): + waterbodies_vector_file = TEST_WATERBODY + use_id = "UID" + output_directory = TEST_OUTPUT_DIRECTORY + time_span = "custom" + temporal_range = "2023-01--P1M" + + args = [ + "--verbose", + f"--waterbodies-vector-file={waterbodies_vector_file}", + f"--use-id={use_id}", + f"--output-directory={output_directory}", + f"--time-span={time_span}", + f"--temporal-range={temporal_range}", + "--not-missing-only", + ] + + result = runner.invoke(generate_timeseries, args=args, catch_exceptions=True) + + assert result.exit_code == 0 + + test_timeseries = pd.read_csv(os.path.join(output_directory, "sm9r/sm9rtw98n.csv")) + + assert len(test_timeseries) == 9 + assert test_timeseries.iloc[3]["pc_wet"] == 49.66442953020135 + + # File clean up. + fs = fsspec.filesystem("file") + fs.rm(output_directory, recursive=True) From 782ceb21089a3f039fcc794b9b892bb0fa38b5a3 Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 9 Nov 2023 22:59:32 +0300 Subject: [PATCH 089/130] Handle failing tests --- tests/data/sm9r6u9c1.parquet | Bin 4680 -> 0 bytes tests/test_generate_polygons_cli.py | 7 ++++--- tests/test_generate_timeseries_cli.py | 7 ++++--- 3 files changed, 8 insertions(+), 6 deletions(-) delete mode 100644 tests/data/sm9r6u9c1.parquet diff --git a/tests/data/sm9r6u9c1.parquet b/tests/data/sm9r6u9c1.parquet deleted file mode 100644 index 6581388512eef7baf7c76cb9ed240eb80b2bd4a5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 4680 zcmeHLeQ*=U6+a0uvN4kr_!Nmsj>ll}QCmKpBwI2u=p^|=#+E;7OSTzmpH8wYqYqo3 zNZ=_YX`0fs2}46^CZP}*22xU>Njo7^5~qPQ@gyxD4K2Z;q=BYGCj=*L7*a_4cF(dM z8>W-C4FB}TxBK?@-oE|q+qZiwH?b{RY9>WedG(Z-BIXfq9fTaj(9wjRV zoTRd-ETvqM(M(7(V#zH~f*`UB#88SwA~B(UU8JOP6b6#WQpjg>5ii#jWGJyrEPFvD z8xpCFYRQ-JttbY<1SKY*AfX}%XfL4hGZUCgX9E@unj&R!6R({*i!x$K_PA0$Ax`0Z zXr_|N9pgNs&2GbdcZg(rMe1WS)SG80Z|mol{Js$2!6P{^8t|SL;EYBt$w(-`8F>Po zLU!|PB{g%5>@1h1YmBZC-p^*Khi5^6r+c}L?|(l5%>Mb8%+n{3(a0qk2@R5wCs05p zXUHQtlQN{=8}SFbf|D}jhD7})%8}`QZsYxyQ}~;Rx-80MN&2ce0q%NZvHoa9X{pD{ z^+fzUSCZsn-iSNw@q42s9&bVu)oHk%l4v*{>n+i0xFDAfhqz=^!-s>Vs^aHM6SRib zFs0FWq=)0ZT{ye>UM}SGmZB`f190pr>y%8>BKI} ziTQ)xD6G9VikJRSmh71<^~hZHsX1t~-6g_zEl{^i;Y~%+9?hV|t6(LniLl^L|8cRsb~DJ9$=It2dZXWsbZlWQ_e2N?-(fj(^~^IJa=2J>Zo=c73Q z-K#Wg9TuSSh0i|yfy!(?+q3G_E)3fA+)ssqa|?k2fZ)q(9F*Id1MpDJYr8{=EQx_DUzqa3-k^4-nC zYJRRd_xrg3U3+5bj^~8cY}!JAvGlQlAyl0hxC)h)#4WPoW9yoR$^wKu*1QucGX3y( zxAj&cQ?j7w*e}z9_z#cz)5is|;`M&zKFv-72piLTwwE4;(dLYv+ZM!Y-#nxxpzi>w zHKVFqyAi6q4G-P>#&y*Z?Dc(j&BSn*q2+doOGUNIv@w*di>UrZ+Af>rhj$S|KVnmozTj}YKiPm$~*$x%4fhnlz$>xUzqSl zqW*BGu%b{4S4XhQStod*}1b1XU5a!n={ZTKBnjzX1OZ9t! zFFIaD9*(3`JsIe2MS=NRMwgFyCsMBR+jmWe%>h}blDV_-= z+g%LqR=Ypx?+Dfuu(3(3Z}p|>Z4IgVK0Doz?npNDv3j8on{-suQG3t?b8*H!HPtldGU0guFReS& z65xZ5sGD&_JWL?niRL|N4(+-Y17G7rb937RmV~=D5OOnme|x*u)YHt?pvcZH#cLj7U{>A9(ti>%|zT#ldVcaCzBne3bZVi7L4+!L<>Lm zK;E#drzQ~VY2Kt3B3sI)MEFe@HGLctd$N_TWg^I>6~<{vAj=i9b$FXB+a Date: Thu, 9 Nov 2023 23:02:11 +0300 Subject: [PATCH 090/130] Fix test waterbody file path --- tests/test_generate_polygons_cli.py | 2 +- tests/test_generate_timeseries_cli.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_generate_polygons_cli.py b/tests/test_generate_polygons_cli.py index 1f88baf..b2f0ad3 100644 --- a/tests/test_generate_polygons_cli.py +++ b/tests/test_generate_polygons_cli.py @@ -11,7 +11,7 @@ # Test directory. HERE = Path(__file__).parent.resolve() -TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.geojson") +TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.parquet") TEST_OUTPUT_DIRECTORY = HERE / "test_outputs" diff --git a/tests/test_generate_timeseries_cli.py b/tests/test_generate_timeseries_cli.py index bcb78e0..bf4b83f 100644 --- a/tests/test_generate_timeseries_cli.py +++ b/tests/test_generate_timeseries_cli.py @@ -10,7 +10,7 @@ # Test directory. HERE = Path(__file__).parent.resolve() -TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.geojson") +TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.parquet") TEST_OUTPUT_DIRECTORY = HERE / "test_outputs" From 44ff6b73ba1637e7e80d0aa6a1500c96886627bc Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 10:55:05 +0300 Subject: [PATCH 091/130] Update requirements --- pyproject.toml | 8 +- requirements.in | 9 +- requirements.txt | 245 ++++++++++++++++++++++++++--------------------- 3 files changed, 148 insertions(+), 114 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index dd04d4d..c5c11a8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,9 +25,11 @@ classifiers=[ ] requires-python = ">=3.6.0" dependencies = [ - 'boto3', - 'boto3-stubs[sqs,s3]', - 'botocore', + 'aiobotocore[awscli,boto3]', + # 'boto3', + # 'botocore', + 'types-aiobotocore[essential]', + # 'boto3-stubs[sqs,s3]', 'click', 'datacube', 'deafrica-tools >= 2.1.2', diff --git a/requirements.in b/requirements.in index b265370..0f7b3c0 100644 --- a/requirements.in +++ b/requirements.in @@ -1,7 +1,9 @@ # Dependencies listed in pyproject.toml -boto3 -boto3-stubs[sqs,s3] -botocore +aiobotocore[awscli,boto3] >= 2.7.0 +#boto3 +#botocore +types-aiobotocore[essential] +#boto3-stubs[sqs,s3] click datacube deafrica-tools >= 2.1.2 --extra-index-url="https://packages.dea.ga.gov.au" @@ -22,6 +24,7 @@ isort flake8 # Testing pytest +coverage jupyterlab moto[all] # Required by index_tiles.sh diff --git a/requirements.txt b/requirements.txt index ca3f8b5..0186202 100644 --- a/requirements.txt +++ b/requirements.txt @@ -15,8 +15,9 @@ affine==2.4.0 # odc-stac # rasterio # rasterstats -aiobotocore[boto3]==2.7.0 +aiobotocore[awscli,boto3]==2.7.0 # via + # -r requirements.in # deafrica-tools # odc-cloud aiohttp==3.8.6 @@ -28,6 +29,8 @@ aioitertools==0.11.0 # via aiobotocore aiosignal==1.3.1 # via aiohttp +annotated-types==0.6.0 + # via pydantic anyio==4.0.0 # via jupyter-server argon2-cffi==23.1.0 @@ -36,7 +39,7 @@ argon2-cffi-bindings==21.2.0 # via argon2-cffi arrow==1.3.0 # via isoduration -asttokens==2.4.0 +asttokens==2.4.1 # via stack-data async-lru==2.0.4 # via jupyterlab @@ -52,43 +55,41 @@ attrs==23.1.0 # jschema-to-python # jsonschema # rasterio + # referencing # sarif-om aws-sam-translator==1.79.0 # via cfn-lint aws-xray-sdk==2.12.1 # via moto -babel==2.13.0 +awscli==1.29.64 + # via aiobotocore +babel==2.13.1 # via jupyterlab-server -backcall==0.2.0 - # via ipython beautifulsoup4==4.12.2 # via nbconvert -black==23.10.1 +black==23.11.0 # via # -r requirements.in # deafrica-tools bleach==6.1.0 # via nbconvert -bokeh==3.3.0 +bokeh==3.3.1 # via dask -boltons==23.0.0 +boltons==23.1.1 # via eodatasets3 boto3==1.28.64 # via - # -r requirements.in # aiobotocore # aws-sam-translator # datacube # eodatasets3 # moto # odc-cloud -boto3-stubs[s3,sqs]==1.28.69 - # via -r requirements.in botocore==1.31.64 # via - # -r requirements.in # aiobotocore # aws-xray-sdk + # awscli # boto3 # datacube # eodatasets3 @@ -96,16 +97,16 @@ botocore==1.31.64 # odc-cloud # odc-stats # s3transfer -botocore-stubs==1.31.69 - # via boto3-stubs +botocore-stubs==1.31.83 + # via types-aiobotocore bottleneck==1.3.7 # via datacube -branca==0.6.0 +branca==0.7.0 # via # deafrica-tools # folium # ipyleaflet -cachetools==5.3.1 +cachetools==5.3.2 # via # datacube # odc-geo @@ -122,15 +123,15 @@ cffi==1.16.0 # via # argon2-cffi-bindings # cryptography -cfn-lint==0.83.0 +cfn-lint==0.83.1 # via moto cftime==1.6.3 # via netcdf4 -charset-normalizer==3.3.1 +charset-normalizer==3.3.2 # via # aiohttp # requests -ciso8601==2.3.0 +ciso8601==2.3.1 # via # datacube # eodatasets3 @@ -167,22 +168,26 @@ cloudpickle==3.0.0 # dask-glm # datacube # distributed -comm==0.1.4 +colorama==0.4.4 + # via awscli +comm==0.2.0 # via # ipykernel # ipywidgets -contourpy==1.1.1 +contourpy==1.2.0 # via # bokeh # matplotlib -cryptography==41.0.4 +coverage==7.3.2 + # via -r requirements.in +cryptography==41.0.5 # via # moto # python-jose # sshpubkeys cycler==0.12.1 # via matplotlib -dask[array,complete,dataframe,diagnostics,distributed]==2023.10.0 +dask[array,complete,dataframe,diagnostics,distributed]==2023.10.1 # via # dask-gateway # dask-glm @@ -196,13 +201,13 @@ dask[array,complete,dataframe,diagnostics,distributed]==2023.10.0 # odc-stats dask-gateway==2023.9.0 # via deafrica-tools -dask-glm==0.3.0 +dask-glm==0.3.1 # via dask-ml dask-image==2023.8.1 # via odc-algo dask-ml==2023.3.24 # via deafrica-tools -datacube[performance,s3]==1.8.16 +datacube[performance,s3]==1.8.17 # via # -r requirements.in # deafrica-tools @@ -214,7 +219,7 @@ datacube[performance,s3]==1.8.16 # odc-ui datadog==0.47.0 # via odc-apps-dc-tools -deafrica-tools==2.1.2 +deafrica-tools==2.3.0 # via -r requirements.in debugpy==1.8.0 # via ipykernel @@ -226,7 +231,7 @@ defusedxml==0.7.1 # nbconvert deprecat==2.1.1 # via datacube -distributed==2023.10.0 +distributed==2023.10.1 # via # dask # dask-gateway @@ -237,6 +242,8 @@ distributed==2023.10.0 # odc-stats docker==6.1.3 # via moto +docutils==0.16 + # via awscli ecdsa==0.18.0 # via # moto @@ -252,7 +259,7 @@ exceptiongroup==1.1.3 # cattrs # ipython # pytest -executing==2.0.0 +executing==2.0.1 # via stack-data fastjsonschema==2.18.1 # via nbformat @@ -266,9 +273,9 @@ flake8==6.0.0 # via # -r requirements.in # deafrica-tools -folium==0.14.0 +folium==0.15.0 # via deafrica-tools -fonttools==4.43.1 +fonttools==4.44.0 # via matplotlib fqdn==1.5.1 # via jsonschema @@ -292,7 +299,7 @@ geoalchemy2==0.14.2 # via datacube geographiclib==2.0 # via geopy -geojson==3.0.1 +geojson==3.1.0 # via deafrica-tools geopandas==0.14.0 # via @@ -302,7 +309,7 @@ geopy==2.4.0 # via deafrica-tools graphql-core==3.2.3 # via moto -greenlet==3.0.0 +greenlet==3.0.1 # via sqlalchemy h5py==3.10.0 # via eodatasets3 @@ -312,28 +319,25 @@ idna==3.4 # via # anyio # jsonschema - # moto # requests # yarl -imageio==2.31.6 +imageio==2.32.0 # via # pims # scikit-image importlib-metadata==6.8.0 - # via - # dask - # moto -importlib-resources==6.1.0 + # via dask +importlib-resources==6.1.1 # via odc-apps-dc-tools iniconfig==2.0.0 # via pytest -ipykernel==6.25.2 +ipykernel==6.26.0 # via jupyterlab ipyleaflet==0.17.4 # via # deafrica-tools # odc-ui -ipython==8.16.1 +ipython==8.17.2 # via # deafrica-tools # ipykernel @@ -382,36 +386,37 @@ jsondiff==2.0.0 jsonpatch==1.33 # via cfn-lint jsonpickle==3.0.2 - # via - # aws-xray-sdk - # jschema-to-python + # via jschema-to-python jsonpointer==2.4 # via # jsonpatch # jsonschema -jsonschema[format-nongpl]==4.17.3 +jsonschema[format-nongpl]==4.19.2 # via # aws-sam-translator # cfn-lint # datacube # eodatasets3 - # jsonschema-spec # jupyter-events # jupyterlab-server # nbformat # openapi-schema-validator # openapi-spec-validator # pystac -jsonschema-spec==0.1.5 +jsonschema-path==0.3.1 # via openapi-spec-validator +jsonschema-specifications==2023.7.1 + # via + # jsonschema + # openapi-schema-validator junit-xml==1.9 # via cfn-lint -jupyter-client==8.4.0 +jupyter-client==8.6.0 # via # ipykernel # jupyter-server # nbclient -jupyter-core==5.4.0 +jupyter-core==5.5.0 # via # ipykernel # jupyter-client @@ -420,11 +425,11 @@ jupyter-core==5.4.0 # nbclient # nbconvert # nbformat -jupyter-events==0.6.3 +jupyter-events==0.9.0 # via jupyter-server jupyter-lsp==2.2.0 # via jupyterlab -jupyter-server==2.8.0 +jupyter-server==2.10.0 # via # jupyter-lsp # jupyterlab @@ -434,11 +439,11 @@ jupyter-server-terminals==0.4.4 # via jupyter-server jupyter-ui-poll==0.2.2 # via odc-ui -jupyterlab==4.0.7 +jupyterlab==4.0.8 # via -r requirements.in jupyterlab-pygments==0.2.2 # via nbconvert -jupyterlab-server==2.24.0 +jupyterlab-server==2.25.1 # via jupyterlab jupyterlab-widgets==3.0.9 # via ipywidgets @@ -469,7 +474,7 @@ markupsafe==2.1.3 # jinja2 # nbconvert # werkzeug -matplotlib==3.8.0 +matplotlib==3.8.1 # via # deafrica-tools # odc-ui @@ -482,7 +487,7 @@ mccabe==0.7.0 # via flake8 mistune==3.0.2 # via nbconvert -moto[all]==4.2.6 +moto[all]==4.2.7 # via -r requirements.in mpmath==1.3.0 # via sympy @@ -498,15 +503,11 @@ multipledispatch==1.0.0 # via # dask-glm # dask-ml -mypy-boto3-s3==1.28.55 - # via boto3-stubs -mypy-boto3-sqs==1.28.36 - # via boto3-stubs mypy-extensions==1.0.0 # via black -nbclient==0.8.0 +nbclient==0.9.0 # via nbconvert -nbconvert==7.9.2 +nbconvert==7.11.0 # via jupyter-server nbformat==5.9.2 # via @@ -515,11 +516,11 @@ nbformat==5.9.2 # nbconvert nest-asyncio==1.5.8 # via ipykernel -netcdf4==1.6.4 +netcdf4==1.6.5 # via # datacube # pytmd -networkx==3.2 +networkx==3.2.1 # via # cfn-lint # scikit-image @@ -599,17 +600,17 @@ odc-io==0.2.1 # odc-stats odc-stac==0.3.7 # via odc-stats -odc-stats==1.0.35 +odc-stats==1.0.36 # via -r requirements.in odc-ui==0.2.1.dev3676 # via deafrica-tools -openapi-schema-validator==0.4.4 +openapi-schema-validator==0.6.2 # via openapi-spec-validator -openapi-spec-validator==0.5.7 +openapi-spec-validator==0.7.1 # via moto overrides==7.4.0 # via jupyter-server -owslib==0.29.2 +owslib==0.29.3 # via deafrica-tools packaging==23.2 # via @@ -633,7 +634,7 @@ packaging==23.2 # scikit-image # setuptools-scm # xarray -pandas==2.1.1 +pandas==2.1.2 # via # -r requirements.in # bokeh @@ -656,17 +657,15 @@ parso==0.8.3 partd==1.4.1 # via dask pathable==0.4.3 - # via jsonschema-spec + # via jsonschema-path pathspec==0.11.2 # via black -pbr==5.11.1 +pbr==6.0.0 # via # jschema-to-python # sarif-om pexpect==4.8.0 # via ipython -pickleshare==0.7.5 - # via ipython pillow==10.0.1 # via # bokeh @@ -681,7 +680,7 @@ platformdirs==3.11.0 # jupyter-core pluggy==1.3.0 # via pytest -prometheus-client==0.17.1 +prometheus-client==0.18.0 # via jupyter-server prompt-toolkit==3.0.39 # via ipython @@ -699,9 +698,9 @@ ptyprocess==0.7.0 # terminado pure-eval==0.2.2 # via stack-data -py-partiql-parser==0.4.0 +py-partiql-parser==0.4.1 # via moto -pyarrow==13.0.0 +pyarrow==14.0.1 # via dask pyasn1==0.5.0 # via @@ -711,8 +710,10 @@ pycodestyle==2.10.0 # via flake8 pycparser==2.21 # via cffi -pydantic==1.10.13 +pydantic==2.4.2 # via aws-sam-translator +pydantic-core==2.10.1 + # via pydantic pyflakes==3.0.1 # via flake8 pygments==2.16.1 @@ -732,9 +733,7 @@ pyproj==3.6.1 # geopandas # odc-geo # pytmd -pyrsistent==0.19.3 - # via jsonschema -pystac[validation]==1.8.3 +pystac[validation]==1.9.0 # via # eodatasets3 # odc-apps-dc-tools @@ -746,7 +745,7 @@ pystac-client==0.7.5 # via # deafrica-tools # odc-apps-dc-tools -pytest==7.4.2 +pytest==7.4.3 # via # -r requirements.in # deafrica-tools @@ -771,7 +770,7 @@ python-jose[cryptography]==3.3.0 # via moto python-json-logger==2.0.7 # via jupyter-events -python-rapidjson==1.12 +python-rapidjson==1.13 # via eodatasets3 pytmd==2.0.8 # via deafrica-tools @@ -782,13 +781,14 @@ pytz==2023.3.post1 # pandas pyyaml==6.0.1 # via + # awscli # bokeh # cfn-lint # dask # dask-gateway # datacube # distributed - # jsonschema-spec + # jsonschema-path # jupyter-events # moto # odc-apps-dc-tools @@ -812,6 +812,12 @@ rasterio==1.3.9 # rio-stac rasterstats==0.19.0 # via deafrica-tools +referencing==0.30.2 + # via + # jsonschema + # jsonschema-path + # jsonschema-specifications + # jupyter-events regex==2023.10.3 # via cfn-lint requests==2.31.0 @@ -820,14 +826,14 @@ requests==2.31.0 # deafrica-tools # docker # folium - # jsonschema-spec + # jsonschema-path # jupyterlab-server # moto # owslib # pystac-client # responses # urlpath -responses==0.23.3 +responses==0.24.0 # via moto rfc3339-validator==0.1.4 # via @@ -840,16 +846,24 @@ rfc3986-validator==0.1.1 # jupyter-events rio-stac==0.8.1 # via odc-apps-dc-tools -rsa==4.9 - # via python-jose -ruamel-yaml==0.18.1 +rpds-py==0.12.0 + # via + # jsonschema + # referencing +rsa==4.7.2 + # via + # awscli + # python-jose +ruamel-yaml==0.18.5 # via # datacube # eodatasets3 ruamel-yaml-clib==0.2.8 # via ruamel-yaml s3transfer==0.7.0 - # via boto3 + # via + # awscli + # boto3 sarif-om==1.0.4 # via cfn-lint scikit-image==0.22.0 @@ -911,7 +925,7 @@ soupsieve==2.5 # via beautifulsoup4 sparse==0.14.0 # via dask-glm -sqlalchemy==1.4.49 +sqlalchemy==1.4.50 # via # -r requirements.in # datacube @@ -926,7 +940,7 @@ sympy==1.12 # via cfn-lint tblib==3.0.0 # via distributed -terminado==0.17.1 +terminado==0.18.0 # via # jupyter-server # jupyter-server-terminals @@ -970,7 +984,7 @@ tqdm==4.66.1 # -r requirements.in # deafrica-tools # odc-stats -traitlets==5.11.2 +traitlets==5.13.0 # via # comm # ipykernel @@ -988,26 +1002,43 @@ traitlets==5.11.2 # traittypes traittypes==0.2.1 # via ipyleaflet -types-awscrt==0.19.3 +types-aiobotocore[essential]==2.7.0 + # via -r requirements.in +types-aiobotocore-cloudformation==2.7.0 + # via types-aiobotocore +types-aiobotocore-dynamodb==2.7.0 + # via types-aiobotocore +types-aiobotocore-ec2==2.7.0 + # via types-aiobotocore +types-aiobotocore-lambda==2.7.0 + # via types-aiobotocore +types-aiobotocore-rds==2.7.0 + # via types-aiobotocore +types-aiobotocore-s3==2.7.0 + # via types-aiobotocore +types-aiobotocore-sqs==2.7.0 + # via types-aiobotocore +types-awscrt==0.19.9 # via botocore-stubs types-python-dateutil==2.8.19.14 # via arrow -types-pyyaml==6.0.12.12 - # via responses -types-s3transfer==0.7.0 - # via boto3-stubs -typing-extensions==4.5.0 +typing-extensions==4.8.0 # via # async-lru # aws-sam-translator # black - # boto3-stubs # cattrs - # jsonschema-spec - # mypy-boto3-s3 - # mypy-boto3-sqs # pydantic + # pydantic-core # setuptools-scm + # types-aiobotocore + # types-aiobotocore-cloudformation + # types-aiobotocore-dynamodb + # types-aiobotocore-ec2 + # types-aiobotocore-lambda + # types-aiobotocore-rds + # types-aiobotocore-s3 + # types-aiobotocore-sqs tzdata==2023.3 # via pandas uri-template==1.3.0 @@ -1021,7 +1052,7 @@ urllib3==2.0.7 # responses urlpath==1.2.0 # via odc-apps-dc-tools -wcwidth==0.2.8 +wcwidth==0.2.9 # via prompt-toolkit webcolors==1.13 # via jsonschema @@ -1033,11 +1064,11 @@ websocket-client==1.6.4 # via # docker # jupyter-server -werkzeug==3.0.0 +werkzeug==3.0.1 # via moto widgetsnbextension==4.0.9 # via ipywidgets -wrapt==1.15.0 +wrapt==1.16.0 # via # aiobotocore # aws-xray-sdk @@ -1053,7 +1084,7 @@ xarray==2023.10.1 # odc-ui xmltodict==0.13.0 # via moto -xyzservices==2023.10.0 +xyzservices==2023.10.1 # via # bokeh # ipyleaflet @@ -1062,10 +1093,8 @@ yarl==1.9.2 zict==3.0.0 # via distributed zipp==3.17.0 - # via - # importlib-metadata - # moto -zstandard==0.21.0 + # via importlib-metadata +zstandard==0.22.0 # via odc-dscache # The following packages are considered to be unsafe in a requirements file: From b174751d5750c4006e7d0d3ea1bf356c8817169e Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 11:24:04 +0300 Subject: [PATCH 092/130] Add workflow to publish deafrica-waterbodies to PYPI --- .github/workflows/publish.yml | 36 +++++++++++++++++++++++++++++++++++ .github/workflows/test.yml | 2 +- 2 files changed, 37 insertions(+), 1 deletion(-) create mode 100644 .github/workflows/publish.yml diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml new file mode 100644 index 0000000..e280fe5 --- /dev/null +++ b/.github/workflows/publish.yml @@ -0,0 +1,36 @@ + +name: Publish deafrica-waterbodies to PyPI +on: + push: + branches: + - main + paths: + - 'deafrica_waterbodies/**' + + workflow_dispatch: + +jobs: + build-n-publish: + name: Build and publish deafrica-waterbodies to PyPI + runs-on: ubuntu-latest + defaults: + run: + working-directory: ./deafrica_waterbodies + + steps: + - name: Checkout the digitalearthafrica/deafrica-waterbodiesrepository + uses: actions/checkout@v3 + - name: Set up Python 3.10.6 + uses: actions/setup-python@v4 + with: + python-version: "3.10.6" # Version range or exact version of a Python version to use, using SemVer's version range syntax + architecture: 'x64' # optional x64 or x86. Defaults to x64 if not specified. + - name: Install pypa/build + run: python3 -m pip install build --user + - name: Build a binary wheel and a source tarball + run: python3 -m build --sdist --wheel --outdir dist/ . + - name: Publish distribution 📦 to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + with: + password: ${{ secrets.PYPI_API_TOKEN }} + packages-dir: deafrica_waterbodies/dist/ \ No newline at end of file diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 87557a3..f47c7e8 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -27,7 +27,7 @@ jobs: - name: Run deafrica-waterbodies test run: | make run-tests - make down + make clean - name: Clean deafrica-waterbodies image run: | From ad4c7cda0d357b4f394e7d4a40ee0569feb0243b Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 15:20:11 +0300 Subject: [PATCH 093/130] Update test data --- .gitignore | 10 +++------- tests/data/sm9rtw98n.geojson | 7 +++++++ tests/data/sm9rtw98n.parquet | Bin 4735 -> 0 bytes 3 files changed, 10 insertions(+), 7 deletions(-) create mode 100644 tests/data/sm9rtw98n.geojson delete mode 100644 tests/data/sm9rtw98n.parquet diff --git a/.gitignore b/.gitignore index 25816d1..0d1adcb 100644 --- a/.gitignore +++ b/.gitignore @@ -11,13 +11,6 @@ watercourses *.shp *.shx -# Explicitly allow test data -!tests/data/*.cpg -!tests/data/*.dbf -!tests/data/*.prj -!tests/data/*.shp -!tests/data/*.shx - # graphs *.graphml *.gml @@ -26,3 +19,6 @@ watercourses *.csv *.geojson *.json + +# Explicitly allow test data +!tests/data/*.geojson \ No newline at end of file diff --git a/tests/data/sm9rtw98n.geojson b/tests/data/sm9rtw98n.geojson new file mode 100644 index 0000000..da86b85 --- /dev/null +++ b/tests/data/sm9rtw98n.geojson @@ -0,0 +1,7 @@ +{ +"type": "FeatureCollection", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:OGC::CRS84" } }, +"features": [ +{ "type": "Feature", "properties": { "area_m2": 670500.0004, "UID": "sm9rtw98n", "WB_ID": 702846, "perim_m": 8160.0, "timeseries": "https://deafrica-waterbodies-dev.s3.af-south-1.amazonaws.com/waterbodies/v0.0.2/surface_area_change/sm9r/sm9rtw98n.csv" }, "geometry": { "type": "Polygon", "coordinates": [ [ [ 13.251935888451037, 32.299845492052341 ], [ 13.251935888451037, 32.299568347080807 ], [ 13.251624963416701, 32.299568347080807 ], [ 13.251624963416701, 32.298459775506743 ], [ 13.251314038382363, 32.298459775506743 ], [ 13.251314038382363, 32.298736917153512 ], [ 13.251003113348025, 32.298736917153512 ], [ 13.251003113348025, 32.299014059631396 ], [ 13.250692188313687, 32.299014059631396 ], [ 13.250692188313687, 32.299291202940552 ], [ 13.250381263279355, 32.299291202940552 ], [ 13.250381263279355, 32.298459775506743 ], [ 13.250692188313687, 32.298459775506743 ], [ 13.250692188313687, 32.298182634691187 ], [ 13.251003113348025, 32.298182634691187 ], [ 13.251003113348025, 32.297905494706711 ], [ 13.249448488176343, 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zPT9-^tj4x*Q7%Pq5>H(8p8E>@K`<%5PKW2;=1G{biy2=sXx_4QsmGbp!PRY{{aRAux#eRf9fbJo?X zxV~io#`f8)ssI{mp`&`EC+_L+*T-CXW2H4&oow_PX|uPFF}1QvbFwdPYVDAlJ@KT; zqfD$ZR42?yH|RPBO$K+;WH3cct)>B!w@qR48VAkZY8o)woNP-r8cYfBrCQVKrp>L* zDwCI$o4h94WT7KQzXoEl3^;3RXq#1o;{aZAd!WVV@S7uc#vFDszGNqgdqxcHiWZfl z)`DWQ8-2Q%z0Mb~GfGc;yIj-L%+{jJ8qhMBk)&@!Z6|6Bcv0~B)HT6+qntN4W3UeC zrFMT-cXmVPQoCK5tRz`bh;LdI#7!iK6OFeu&lGz7wv2}LmWPz1Lkp|`4p|t zs6kt8z$Bo!PzN>Kgl$~VEkp8gFLz From f9142dcdc9f1912c7496fb46f592e1f2929d7ddc Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 15:41:02 +0300 Subject: [PATCH 094/130] Update tests to use geojson instead of parquet files --- index_tiles.sh | 2 +- pyproject.toml | 4 +-- requirements.in | 4 +-- requirements.txt | 42 ++++++++++----------------- tests/test_generate_polygons_cli.py | 6 ++-- tests/test_generate_timeseries_cli.py | 2 +- 6 files changed, 25 insertions(+), 35 deletions(-) diff --git a/index_tiles.sh b/index_tiles.sh index 25ceaf9..495a2b0 100644 --- a/index_tiles.sh +++ b/index_tiles.sh @@ -1,7 +1,7 @@ #!/bin/bash # Add the wofs_ls_summary_alltime datasets. -s3-to-dc "s3://deafrica-services/wofs_ls_summary_alltime/1-0-0/x194/y117/1984--P39Y/wofs_ls_summary_alltime_x194y117_1984--P39Y.stac-item.json" --stac --no-sign-request --skip-lineage 'wofs_ls_summary_alltime' +s3-to-dc "s3://deafrica-services/wofs_ls_summary_alltime/1-0-0/x194/y117/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls_summary_alltime' # Add the wofs_ls datasets covering the waterbody UID: sm9rtw98n s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/187/038/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' diff --git a/pyproject.toml b/pyproject.toml index c5c11a8..7424175 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -28,8 +28,8 @@ dependencies = [ 'aiobotocore[awscli,boto3]', # 'boto3', # 'botocore', - 'types-aiobotocore[essential]', - # 'boto3-stubs[sqs,s3]', + # 'types-aiobotocore[essential]', + 'boto3-stubs[sqs,s3]', 'click', 'datacube', 'deafrica-tools >= 2.1.2', diff --git a/requirements.in b/requirements.in index 0f7b3c0..a054f60 100644 --- a/requirements.in +++ b/requirements.in @@ -2,8 +2,8 @@ aiobotocore[awscli,boto3] >= 2.7.0 #boto3 #botocore -types-aiobotocore[essential] -#boto3-stubs[sqs,s3] +#types-aiobotocore[essential] +boto3-stubs[sqs,s3] click datacube deafrica-tools >= 2.1.2 --extra-index-url="https://packages.dea.ga.gov.au" diff --git a/requirements.txt b/requirements.txt index 0186202..4afffed 100644 --- a/requirements.txt +++ b/requirements.txt @@ -18,6 +18,7 @@ affine==2.4.0 aiobotocore[awscli,boto3]==2.7.0 # via # -r requirements.in + # aiobotocore # deafrica-tools # odc-cloud aiohttp==3.8.6 @@ -85,6 +86,8 @@ boto3==1.28.64 # eodatasets3 # moto # odc-cloud +boto3-stubs[s3,sqs]==1.28.83 + # via -r requirements.in botocore==1.31.64 # via # aiobotocore @@ -98,7 +101,7 @@ botocore==1.31.64 # odc-stats # s3transfer botocore-stubs==1.31.83 - # via types-aiobotocore + # via boto3-stubs bottleneck==1.3.7 # via datacube branca==0.7.0 @@ -503,6 +506,10 @@ multipledispatch==1.0.0 # via # dask-glm # dask-ml +mypy-boto3-s3==1.28.55 + # via boto3-stubs +mypy-boto3-sqs==1.28.82 + # via boto3-stubs mypy-extensions==1.0.0 # via black nbclient==0.9.0 @@ -767,7 +774,9 @@ python-dateutil==2.8.2 python-geohash==0.8.5 # via -r requirements.in python-jose[cryptography]==3.3.0 - # via moto + # via + # moto + # python-jose python-json-logger==2.0.7 # via jupyter-events python-rapidjson==1.13 @@ -1002,43 +1011,24 @@ traitlets==5.13.0 # traittypes traittypes==0.2.1 # via ipyleaflet -types-aiobotocore[essential]==2.7.0 - # via -r requirements.in -types-aiobotocore-cloudformation==2.7.0 - # via types-aiobotocore -types-aiobotocore-dynamodb==2.7.0 - # via types-aiobotocore -types-aiobotocore-ec2==2.7.0 - # via types-aiobotocore -types-aiobotocore-lambda==2.7.0 - # via types-aiobotocore -types-aiobotocore-rds==2.7.0 - # via types-aiobotocore -types-aiobotocore-s3==2.7.0 - # via types-aiobotocore -types-aiobotocore-sqs==2.7.0 - # via types-aiobotocore types-awscrt==0.19.9 # via botocore-stubs types-python-dateutil==2.8.19.14 # via arrow +types-s3transfer==0.7.0 + # via boto3-stubs typing-extensions==4.8.0 # via # async-lru # aws-sam-translator # black + # boto3-stubs # cattrs + # mypy-boto3-s3 + # mypy-boto3-sqs # pydantic # pydantic-core # setuptools-scm - # types-aiobotocore - # types-aiobotocore-cloudformation - # types-aiobotocore-dynamodb - # types-aiobotocore-ec2 - # types-aiobotocore-lambda - # types-aiobotocore-rds - # types-aiobotocore-s3 - # types-aiobotocore-sqs tzdata==2023.3 # via pandas uri-template==1.3.0 diff --git a/tests/test_generate_polygons_cli.py b/tests/test_generate_polygons_cli.py index b2f0ad3..ce74701 100644 --- a/tests/test_generate_polygons_cli.py +++ b/tests/test_generate_polygons_cli.py @@ -11,7 +11,7 @@ # Test directory. HERE = Path(__file__).parent.resolve() -TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.parquet") +TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.geojson") TEST_OUTPUT_DIRECTORY = HERE / "test_outputs" @@ -27,7 +27,7 @@ def test_generate_polygons(runner, capsys: pytest.CaptureFixture): detection_threshold = 0.1 extent_threshold = 0.05 min_valid_observations = 60 - raster_processing_plugin_name = "raster_processing_filtering" + # raster_processing_plugin_name = "raster_processing_filtering" output_directory = TEST_OUTPUT_DIRECTORY min_polygon_size = 4500 max_polygon_size = math.inf @@ -42,7 +42,7 @@ def test_generate_polygons(runner, capsys: pytest.CaptureFixture): f"--detection-threshold={detection_threshold}", f"--extent-threshold={extent_threshold}", f"--min-valid-observations={min_valid_observations}", - f"--raster-processing-plugin-name={raster_processing_plugin_name}", + # f"--raster-processing-plugin-name={raster_processing_plugin_name}", f"--min-polygon-size={min_polygon_size}", f"--max-polygon-size={max_polygon_size}", f"--output-directory={output_directory}", diff --git a/tests/test_generate_timeseries_cli.py b/tests/test_generate_timeseries_cli.py index bf4b83f..bcb78e0 100644 --- a/tests/test_generate_timeseries_cli.py +++ b/tests/test_generate_timeseries_cli.py @@ -10,7 +10,7 @@ # Test directory. HERE = Path(__file__).parent.resolve() -TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.parquet") +TEST_WATERBODY = os.path.join(HERE, "data", "sm9rtw98n.geojson") TEST_OUTPUT_DIRECTORY = HERE / "test_outputs" From 3569f563caa114cae2919a11ef6695bab1465f34 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 21:56:15 +0300 Subject: [PATCH 095/130] Update ocean filtering plugins --- .../ocean_filtering_using_hydrosheds.py | 28 +++++++++++++++++++ .../plugins/raster_processing_filtering.py | 15 ---------- 2 files changed, 28 insertions(+), 15 deletions(-) create mode 100644 deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py delete mode 100644 deafrica_waterbodies/plugins/raster_processing_filtering.py diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py new file mode 100644 index 0000000..049cf13 --- /dev/null +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -0,0 +1,28 @@ +""" +Ocean filtering using HydroSHEDS Land Mask +""" +import xarray as xr +from datacube.testutils.io import rio_slurp_xarray + +land_sea_mask_fp = "/g/data/deafrica-waterbodies/masks/af_msk_3s.tif" + + +def filter_land_sea_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: + """ + Function to filter the HydroSHEDs Land Mask into a boolean mask. + """ + # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. + boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) + return boolean_mask + + +def load_land_sea_mask(land_sea_mask_fp, wofs_alltime_summary_ds, resampling_method): + land_sea_mask_ds = rio_slurp_xarray( + fname=land_sea_mask_fp, + gbox=wofs_alltime_summary_ds.geobox, + resampling=resampling_method, + ) + # Filter the land sea mask. + boolean_land_sea_mask = filter_land_sea_mask(land_sea_mask_ds) + + return boolean_land_sea_mask diff --git a/deafrica_waterbodies/plugins/raster_processing_filtering.py b/deafrica_waterbodies/plugins/raster_processing_filtering.py deleted file mode 100644 index e278278..0000000 --- a/deafrica_waterbodies/plugins/raster_processing_filtering.py +++ /dev/null @@ -1,15 +0,0 @@ -""" -Raster processing -""" -import xarray as xr - -land_sea_mask_fp = "/g/data/deafrica-waterbodies/masks/af_msk_3s.tif" - - -def filter_land_sea_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: - """ - Function to filter the HydroSHEDs Land Mask into a boolean mask. - """ - # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. - boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) - return boolean_mask From 6cf2fe20829424101da662bf1f0bfc19fc9fc554 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 23:05:46 +0300 Subject: [PATCH 096/130] Update plugin --- .../plugins/ocean_filtering_using_hydrosheds.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py index 049cf13..b5f34dc 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -13,15 +13,20 @@ def filter_land_sea_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: """ # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) + return boolean_mask -def load_land_sea_mask(land_sea_mask_fp, wofs_alltime_summary_ds, resampling_method): +def load_land_sea_mask( + land_sea_mask_fp: str, + wofs_alltime_summary_ds: xr.DataArray, +) -> xr.DataArray: land_sea_mask_ds = rio_slurp_xarray( fname=land_sea_mask_fp, gbox=wofs_alltime_summary_ds.geobox, - resampling=resampling_method, + resampling="bilinear", ) + # Filter the land sea mask. boolean_land_sea_mask = filter_land_sea_mask(land_sea_mask_ds) From a8766b28ae6b6a54803d47692b6c0208aa0af478 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 23:21:00 +0300 Subject: [PATCH 097/130] update docs for plugin --- .../ocean_filtering_using_hydrosheds.py | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py index b5f34dc..b320eae 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -4,8 +4,6 @@ import xarray as xr from datacube.testutils.io import rio_slurp_xarray -land_sea_mask_fp = "/g/data/deafrica-waterbodies/masks/af_msk_3s.tif" - def filter_land_sea_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: """ @@ -21,6 +19,22 @@ def load_land_sea_mask( land_sea_mask_fp: str, wofs_alltime_summary_ds: xr.DataArray, ) -> xr.DataArray: + """ + Load and reproject the HydroSHEDS Land Mask raster from the file path provided to + match the loaded datacube WOfS All Time Summary data. + + Parameters + ---------- + land_sea_mask_fp : str + File path to the HydroSHEDS Land Mask raster. + wofs_alltime_summary_ds : xr.DataArray + Loaded datacube WOfS All Time Summary data to match to + + Returns + ------- + xr.DataArray + A boolean land and sea mask from the HydroSHEDs Land Mask. + """ land_sea_mask_ds = rio_slurp_xarray( fname=land_sea_mask_fp, gbox=wofs_alltime_summary_ds.geobox, From b6f9255762505cdfe873ee644efd3d8dfb1cd9b7 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 23:28:06 +0300 Subject: [PATCH 098/130] Update plugin validation --- deafrica_waterbodies/plugins/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/plugins/utils.py b/deafrica_waterbodies/plugins/utils.py index f620e34..af50cac 100644 --- a/deafrica_waterbodies/plugins/utils.py +++ b/deafrica_waterbodies/plugins/utils.py @@ -32,13 +32,13 @@ def validate_plugin(plugin: ModuleType): """Check that a plugin declares required globals.""" # Check globals. required_globals = [ - "filter_land_sea_mask", + "load_land_sea_mask", ] for name in required_globals: if not hasattr(plugin, name): raise ValueError(f"Plugin missing {name}") # Check that functions are runnable. - required_functions = ["filter_land_sea_mask"] + required_functions = ["load_land_sea_mask"] for name in required_functions: assert hasattr(getattr(plugin, name), "__call__") From 906f66132f431e50e86241273858aa8b1c0646ef Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 10 Nov 2023 23:41:12 +0300 Subject: [PATCH 099/130] Update the plugin --- .../plugins/ocean_filtering_using_hydrosheds.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py index b320eae..96d8198 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -5,9 +5,10 @@ from datacube.testutils.io import rio_slurp_xarray -def filter_land_sea_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: +def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: """ - Function to filter the HydroSHEDs Land Mask into a boolean mask. + Function to transform the HydroSHEDs Land Mask into a boolean mask where + 0/False are ocean pixels and 1/True are land pixels. """ # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) @@ -21,7 +22,8 @@ def load_land_sea_mask( ) -> xr.DataArray: """ Load and reproject the HydroSHEDS Land Mask raster from the file path provided to - match the loaded datacube WOfS All Time Summary data. + match the loaded datacube WOfS All Time Summary data and transform the raster into + a boolean mask where 0/False are ocean pixels and 1/True are land pixels. Parameters ---------- @@ -42,6 +44,6 @@ def load_land_sea_mask( ) # Filter the land sea mask. - boolean_land_sea_mask = filter_land_sea_mask(land_sea_mask_ds) + boolean_land_sea_mask = transform_hydrosheds_land_mask(land_sea_mask_ds) return boolean_land_sea_mask From e6f26e347dc5defa23c9053a40867f6386646c9a Mon Sep 17 00:00:00 2001 From: vikineema Date: Sat, 11 Nov 2023 00:00:59 +0300 Subject: [PATCH 100/130] Add plugin for filtering ocean pixels using polygons --- .../plugins/ocean_filtering_using_goas.py | 62 +++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 deafrica_waterbodies/plugins/ocean_filtering_using_goas.py diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py new file mode 100644 index 0000000..973987a --- /dev/null +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py @@ -0,0 +1,62 @@ +""" +Ocean filtering using Marine Regions Global Oceans and Seas v01 +""" +import os + +import geopandas as gpd +import numpy as np +import xarray as xr +from deafrica_tools.spatial import xr_rasterize + +# File extensions to recognise as Parquet files. +PARQUET_EXTENSIONS = {".pq", ".parquet"} + + +def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: + """ + Function to transform the HydroSHEDs Land Mask into a boolean mask where + 0/False are ocean pixels and 1/True are land pixels. + """ + # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. + boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) + + return boolean_mask + + +def load_land_sea_mask( + land_sea_mask_fp: str, + wofs_alltime_summary_ds: xr.DataArray, +) -> xr.DataArray: + """ + Load the Marine Regions Global Oceans and Seas v01 from the file path + provided. Rasterize the vector data to match the loaded datacube WOfS + All Time Summary data and transform the raster into + a boolean mask where 0/False are ocean pixels and 1/True are land pixels. + + Parameters + ---------- + land_sea_mask_fp : str + File path to the Marine Regions Global Oceans and Seas v01 vector data. + wofs_alltime_summary_ds : xr.DataArray + Loaded datacube WOfS All Time Summary data to match to. + + Returns + ------- + xr.DataArray + A boolean land and sea mask from the Marine Regions Global Oceans and Seas v01 data. + """ + + _, file_extension = os.path.splitext(land_sea_mask_fp) + if file_extension not in PARQUET_EXTENSIONS: + land_sea_mask_gdf = gpd.read_file(land_sea_mask_fp).to_crs( + wofs_alltime_summary_ds.geobox.crs + ) + else: + land_sea_mask_gdf = gpd.read_parquet(land_sea_mask_fp).to_crs( + wofs_alltime_summary_ds.geobox.crs + ) + + land_sea_mask_ds = xr_rasterize(land_sea_mask_gdf, wofs_alltime_summary_ds) + boolean_land_sea_mask = np.logical_not(land_sea_mask_ds) + + return boolean_land_sea_mask From 656ae0e7e9814126e323036f661b74aea12b7207 Mon Sep 17 00:00:00 2001 From: vikineema Date: Sat, 11 Nov 2023 00:17:11 +0300 Subject: [PATCH 101/130] Update raster processing function to use updated plugins --- deafrica_waterbodies/make_polygons.py | 38 +++++++++------------------ 1 file changed, 13 insertions(+), 25 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 71d36b3..3d44e5f 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -9,7 +9,7 @@ import logging from pathlib import Path -from typing import Callable +from types import ModuleType import datacube import datacube.model @@ -19,7 +19,6 @@ import scipy.ndimage as ndi import shapely import xarray as xr -from datacube.testutils.io import rio_slurp_xarray from deafrica_tools.spatial import xr_vectorize from skimage import measure, morphology from skimage.segmentation import watershed @@ -134,12 +133,11 @@ def merge_polygons_at_tile_boundaries( def load_wofs_frequency( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, - filter_land_sea_mask: Callable, + plugin: ModuleType, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, min_valid_observations: int = 128, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", - resampling_method: str = "bilinear", ) -> tuple[xr.DataArray, xr.DataArray]: """ Load the WOfS All-Time Summary frequency measurement for a tile and threshold the data @@ -152,6 +150,8 @@ def load_wofs_frequency( generate waterbody polygons for. grid_workflow: datacube.api.GridWorkflow, Grid Workflow used to generate the tiles and to be used to load the Tile object. + plugin: ModuleType + A validated plugin to load masks with. dask_chunks : dict, optional dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} min_valid_observations : int, optional @@ -162,12 +162,6 @@ def load_wofs_frequency( the extent threshold listed first, by default [0.05, 0.1] land_sea_mask_fp: str | Path, optional File path to raster to use to mask ocean pixels in WOfS data, by default "" - resampling_method: str, optional - Resampling method to use when loading the land sea mask raster, by default "bilinear" - filter_land_sea_mask: Callable, - Function to apply to the land sea mask xr.DataArray to generate a boolean - mask where pixels with a value of True are land pixels and pixels with a - value of False are ocean pixels. Returns ------- @@ -176,6 +170,9 @@ def load_wofs_frequency( thresholds. """ + if land_sea_mask_fp: + assert plugin is not None + # Set up the detection and extent thresholds. extent_threshold = min_wet_thresholds[0] detection_threshold = min_wet_thresholds[-1] @@ -192,15 +189,10 @@ def load_wofs_frequency( # Load the land sea mask. if land_sea_mask_fp: - land_sea_mask = rio_slurp_xarray( - fname=land_sea_mask_fp, - gbox=wofs_alltime_summary.geobox, - resampling=resampling_method, + boolean_land_sea_mask = plugin.load_land_sea_mask( + land_sea_mask_fp=land_sea_mask_fp, wofs_alltime_summary_ds=wofs_alltime_summary ) - # Filter the land sea mask. - boolean_land_sea_mask = filter_land_sea_mask(land_sea_mask) - # Mask the WOfS All-Time Summary dataset using the boolean land sea mask. wofs_alltime_summary = wofs_alltime_summary.where(boolean_land_sea_mask) @@ -332,7 +324,7 @@ def sum_intensity(regionmask, intensity_image): def process_raster_polygons( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, - filter_land_sea_mask: Callable, + plugin: ModuleType, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, min_valid_observations: int = 128, min_wet_thresholds: list[int | float] = [0.05, 0.1], @@ -348,6 +340,8 @@ def process_raster_polygons( generate waterbody polygons for. grid_workflow: datacube.api.GridWorkflow, Grid Workflow used to generate the tiles and to be used to load the Tile object. + plugin: ModuleType + A validated plugin to load masks with. dask_chunks : dict, optional dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} min_valid_observations : int, optional @@ -358,12 +352,6 @@ def process_raster_polygons( the extent threshold listed first, by default [0.05, 0.1] land_sea_mask_fp: str | Path, optional File path to raster to use to mask ocean pixels in WOfS data, by default "" - resampling_method: str, optional - Resampling method to use when loading the land sea mask raster, by default "bilinear" - filter_land_sea_mask: Callable, optional - Function to apply to the land sea mask xr.DataArray to generate a boolean - mask where pixels with a value of True are land pixels and pixels with a - value of False are ocean pixels, by default `filter_hydrosheds_land_mask` Returns ------- gpd.GeoDataFrame @@ -373,11 +361,11 @@ def process_raster_polygons( xr_detection, xr_extent = load_wofs_frequency( tile=tile, grid_workflow=grid_workflow, + plugin=plugin, dask_chunks=dask_chunks, min_valid_observations=min_valid_observations, min_wet_thresholds=min_wet_thresholds, land_sea_mask_fp=land_sea_mask_fp, - filter_land_sea_mask=filter_land_sea_mask, ) # Get the crs. From f650bdae59fa508f1069bf3bcb794a676881126f Mon Sep 17 00:00:00 2001 From: vikineema Date: Thu, 16 Nov 2023 00:21:50 +0300 Subject: [PATCH 102/130] Add function to erode land in the land sea mask --- .../plugins/ocean_filtering_using_goas.py | 32 ++++++++++++++++++- .../ocean_filtering_using_hydrosheds.py | 32 ++++++++++++++++++- 2 files changed, 62 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py index 973987a..6c0a39f 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py @@ -5,12 +5,15 @@ import geopandas as gpd import numpy as np +import skimage.morphology import xarray as xr from deafrica_tools.spatial import xr_rasterize # File extensions to recognise as Parquet files. PARQUET_EXTENSIONS = {".pq", ".parquet"} +buffer_pixels = 2 + def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: """ @@ -23,6 +26,30 @@ def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.Dat return boolean_mask +def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: int) -> xr.DataArray: + """ + Shrink the land in the land/sea mask. + + Parameters + ---------- + boolean_land_sea_mask : xr.DataArray + Boolean mask where 0/False are ocean pixels and 1/True are land pixels. + buffer_pixels : int + Number of pixels to erode the land by. + + Returns + ------- + xr.DataArray + Eroded land sea mask where 0/False are ocean pixels and 1/True are land pixels. + """ + eroded_boolean_land_sea_mask = xr.apply_ufunc( + skimage.morphology.binary_erosion, + boolean_land_sea_mask, + skimage.morphology.disk(buffer_pixels), + ) + return eroded_boolean_land_sea_mask + + def load_land_sea_mask( land_sea_mask_fp: str, wofs_alltime_summary_ds: xr.DataArray, @@ -59,4 +86,7 @@ def load_land_sea_mask( land_sea_mask_ds = xr_rasterize(land_sea_mask_gdf, wofs_alltime_summary_ds) boolean_land_sea_mask = np.logical_not(land_sea_mask_ds) - return boolean_land_sea_mask + # Erode the land in the land sea mask + eroded_boolean_land_sea_mask = erode_land_sea_mask(boolean_land_sea_mask, buffer_pixels) + + return eroded_boolean_land_sea_mask diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py index 96d8198..c39e767 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -1,9 +1,12 @@ """ Ocean filtering using HydroSHEDS Land Mask """ +import skimage.morphology import xarray as xr from datacube.testutils.io import rio_slurp_xarray +buffer_pixels = 2 + def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: """ @@ -16,6 +19,30 @@ def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.Dat return boolean_mask +def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: int) -> xr.DataArray: + """ + Shrink the land in the land/sea mask. + + Parameters + ---------- + boolean_land_sea_mask : xr.DataArray + Boolean mask where 0/False are ocean pixels and 1/True are land pixels. + buffer_pixels : int + Number of pixels to erode the land by. + + Returns + ------- + xr.DataArray + Eroded land sea mask where 0/False are ocean pixels and 1/True are land pixels. + """ + eroded_boolean_land_sea_mask = xr.apply_ufunc( + skimage.morphology.binary_erosion, + boolean_land_sea_mask, + skimage.morphology.disk(buffer_pixels), + ) + return eroded_boolean_land_sea_mask + + def load_land_sea_mask( land_sea_mask_fp: str, wofs_alltime_summary_ds: xr.DataArray, @@ -46,4 +73,7 @@ def load_land_sea_mask( # Filter the land sea mask. boolean_land_sea_mask = transform_hydrosheds_land_mask(land_sea_mask_ds) - return boolean_land_sea_mask + # Erode the land in the land sea mask + eroded_boolean_land_sea_mask = erode_land_sea_mask(boolean_land_sea_mask, buffer_pixels) + + return eroded_boolean_land_sea_mask From 06dd91427e2ee90955a89d999efb664eff60a47b Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 00:27:24 +0300 Subject: [PATCH 103/130] Buffer land sea masks by 5 pixels --- deafrica_waterbodies/plugins/ocean_filtering_using_goas.py | 2 +- .../plugins/ocean_filtering_using_hydrosheds.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py index 6c0a39f..2071bb5 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py @@ -12,7 +12,7 @@ # File extensions to recognise as Parquet files. PARQUET_EXTENSIONS = {".pq", ".parquet"} -buffer_pixels = 2 +buffer_pixels = 5 def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py index c39e767..cf326c0 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -5,7 +5,7 @@ import xarray as xr from datacube.testutils.io import rio_slurp_xarray -buffer_pixels = 2 +buffer_pixels = 5 def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: From cb0e175dbb52e6cc1283af80f9fc3e793ee31215 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 07:43:57 +0000 Subject: [PATCH 104/130] Replace polygon generation notebooks --- notebooks/01_GeneratePolygonsUsingTiles.ipynb | 450 ------------ notebooks/02_WriteFinalWaterbodies.ipynb | 681 ------------------ notebooks/GeneratePolygonsUsingTiles.ipynb | 492 +++++++++++++ 3 files changed, 492 insertions(+), 1131 deletions(-) delete mode 100644 notebooks/01_GeneratePolygonsUsingTiles.ipynb delete mode 100644 notebooks/02_WriteFinalWaterbodies.ipynb create mode 100644 notebooks/GeneratePolygonsUsingTiles.ipynb diff --git a/notebooks/01_GeneratePolygonsUsingTiles.ipynb b/notebooks/01_GeneratePolygonsUsingTiles.ipynb deleted file mode 100644 index 76eb01d..0000000 --- a/notebooks/01_GeneratePolygonsUsingTiles.ipynb +++ /dev/null @@ -1,450 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "3347ff15-1868-4c84-a330-d21b790c5d78", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "import os\n", - "\n", - "import click\n", - "import datacube\n", - "import fsspec\n", - "import geopandas as gpd\n", - "import pandas as pd\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.io import (\n", - " check_dir_exists,\n", - " check_file_exists,\n", - " check_if_s3_uri,\n", - " find_parquet_files,\n", - ")\n", - "from deafrica_waterbodies.make_polygons import (\n", - " set_wetness_thresholds,\n", - " process_raster_polygons,\n", - " merge_polygons_at_tile_boundaries\n", - ")\n", - "from deafrica_waterbodies.tiling import (\n", - " get_tiles,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "39c574ee-39c4-4931-b807-5d3f97900cd2", - "metadata": {}, - "outputs": [], - "source": [ - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "2e50efa3-b5ba-44b3-b164-608d17e6413e", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "\n", - "aoi_vector_file = None\n", - "# aoi_vector_file = \"data/SenegalBasin.geojson\"\n", - "tile_size_factor = 4\n", - "num_workers = 16\n", - "\n", - "detection_threshold: float = 0.1\n", - "extent_threshold: float = 0.05\n", - "min_valid_observations: int = 128\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "# output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", - "overwrite = True\n", - "land_sea_mask_fp = \"data/af_msk_3s.tif\"" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "e98a89fc-74fe-483b-89d5-b268c175d59c", - "metadata": {}, - "outputs": [], - "source": [ - "import xarray as xr\n", - "def filter_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray:\n", - " \"\"\"\n", - " Function to filter the HydroSHEDs Land Mask into a boolean mask.\n", - " \"\"\"\n", - " # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data.\n", - " boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2)\n", - " return boolean_mask" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e2dfbcc2-fd39-4900-815c-09a11c448b8d", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "9d0742d7-6ca2-4286-9313-3efda5173f38", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib Paths.\n", - "if aoi_vector_file is not None:\n", - " aoi_vector_file = str(aoi_vector_file)\n", - "output_directory = str(output_directory)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "18db4ad8-7193-47e4-a4b4-44085924a793", - "metadata": {}, - "outputs": [], - "source": [ - "# Parameters to use when loading datasets.\n", - "dask_chunks = {\"x\": 3200, \"y\": 3200, \"time\": 1}" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "95a0ca66-2695-42c8-968a-523151d514c0", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the area of interest as a GeoDataFrame.\n", - "if aoi_vector_file is not None:\n", - " try:\n", - " aoi_gdf = gpd.read_file(aoi_vector_file)\n", - " except Exception as error:\n", - " _log.exception(f\"Could not read the file {aoi_vector_file}\")\n", - " raise error\n", - "else:\n", - " aoi_gdf = None" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ea4b4349-4d9c-4e55-aae0-b661ccde8da0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-18 17:18:47,412] {tiling.py:113} INFO - New tile size is (384000.0, 384000.0).\n", - "[2023-10-18 17:18:49,335] {tiling.py:132} INFO - Number of wofs_ls_summary_alltime tiles: 329\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "329it [00:01, 222.54it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-18 17:18:51,006] {tiling.py:167} INFO - Filtered out 320 tiles.\n", - "[2023-10-18 17:18:51,007] {tiling.py:168} INFO - Number of wofs_ls_summary_alltime tiles covering the area of interest: 9\n" - ] - } - ], - "source": [ - "# Get the tiles fo the wofs_ls_summary_alltime product.\n", - "tiles, grid_workflow = get_tiles(aoi_gdf=aoi_gdf,\n", - " tile_size_factor=tile_size_factor,\n", - " num_workers=num_workers)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "065f28f6-49f4-49c3-959f-1c55a30a4f18", - "metadata": {}, - "outputs": [], - "source": [ - "# For testing only work with 5 tiles.\n", - "#import itertools\n", - "# Initialize limit \n", - "# N = 5\n", - "# Using islice() + items() \n", - "# Get first N items in dictionary \n", - "# tiles = dict(itertools.islice(tiles.items(), N)) " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "73816db0-7445-423a-a616-9966187a0ab6", - "metadata": {}, - "outputs": [], - "source": [ - "# Directory to write generated waterbody polygons to.\n", - "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "843a0c8b-9bc5-469e-8bc2-9a2a0588265b", - "metadata": {}, - "outputs": [], - "source": [ - "# Set the filesystem to use.\n", - "if check_if_s3_uri(polygons_from_thresholds_dir):\n", - " fs = fsspec.filesystem(\"s3\")\n", - "else:\n", - " fs = fsspec.filesystem(\"file\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "cbe40837-f598-4d7c-a3fd-6c1deb2b0589", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-18 17:18:51,230] {credentials.py:620} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n", - "[2023-10-18 17:18:51,551] {3896921575.py:4} INFO - Created directory s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds\n" - ] - } - ], - "source": [ - "# Check if the directory exists. If it does not, create it.\n", - "if not check_dir_exists(polygons_from_thresholds_dir):\n", - " fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True)\n", - " _log.info(f\"Created directory {polygons_from_thresholds_dir}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "1c85a8d3-9543-4a57-90b8-3ac5e6cae71c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-18 17:18:51,556] {make_polygons.py:70} INFO - We will be running a hybrid wetness threshold.\n", - " You have set 0.1 as the location threshold, which will define the location of the water body polygons.\n", - " You have set 0.05 as the extent threshold, which will define the extent/shape of the water body polygons.\n" - ] - } - ], - "source": [ - "# Set the wetness thresholds.\n", - "min_wet_thresholds = set_wetness_thresholds(detection_threshold=detection_threshold, extent_threshold=extent_threshold)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "26f37f02-ce60-43c9-9dc4-4c5298b15a81", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-18 17:18:51,563] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 24).\n", - "[2023-10-18 17:20:10,495] {2831178259.py:29} INFO - Tile (42, 24) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_24_raster_polygons.parquet\n", - "[2023-10-18 17:20:10,496] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 25).\n", - "[2023-10-18 17:21:22,068] {2831178259.py:29} INFO - Tile (42, 25) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_25_raster_polygons.parquet\n", - "[2023-10-18 17:21:22,069] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 23).\n", - "[2023-10-18 17:22:36,065] {2831178259.py:29} INFO - Tile (42, 23) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_23_raster_polygons.parquet\n", - "[2023-10-18 17:22:36,067] {2831178259.py:14} INFO - Generating water body polygons for tile (43, 23).\n", - "[2023-10-18 17:23:59,218] {2831178259.py:29} INFO - Tile (43, 23) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/43_23_raster_polygons.parquet\n", - "[2023-10-18 17:23:59,219] {2831178259.py:14} INFO - Generating water body polygons for tile (43, 25).\n", - "[2023-10-18 17:25:08,099] {2831178259.py:23} INFO - Tile (43, 25) contains no water body polygons.\n", - "[2023-10-18 17:25:08,100] {2831178259.py:14} INFO - Generating water body polygons for tile (43, 24).\n", - "[2023-10-18 17:26:20,162] {2831178259.py:29} INFO - Tile (43, 24) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/43_24_raster_polygons.parquet\n", - "[2023-10-18 17:26:20,163] {2831178259.py:14} INFO - Generating water body polygons for tile (41, 24).\n", - "[2023-10-18 17:27:41,421] {2831178259.py:29} INFO - Tile (41, 24) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/41_24_raster_polygons.parquet\n", - "[2023-10-18 17:27:41,422] {2831178259.py:14} INFO - Generating water body polygons for tile (41, 23).\n", - "[2023-10-18 17:29:18,729] {2831178259.py:29} INFO - Tile (41, 23) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/41_23_raster_polygons.parquet\n", - "[2023-10-18 17:29:18,730] {2831178259.py:14} INFO - Generating water body polygons for tile (42, 22).\n", - "[2023-10-18 17:30:39,431] {2831178259.py:29} INFO - Tile (42, 22) water body polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/polygons_from_thresholds/42_22_raster_polygons.parquet\n" - ] - } - ], - "source": [ - "# Generate the first set of polygons for each of the tiles.\n", - "for tile in tiles.items():\n", - " tile_id = tile[0]\n", - " raster_polygons_fp = os.path.join(polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet\")\n", - "\n", - " if not overwrite:\n", - " _log.info(f\"Checking existence of {raster_polygons_fp}\")\n", - " exists = check_file_exists(raster_polygons_fp)\n", - " if exists:\n", - " _log.info(f\"{raster_polygons_fp} exists! \\n Skipping generating water body polygons for {tile_id}.\")\n", - "\n", - " if overwrite or not exists:\n", - " try:\n", - " _log.info(f\"Generating water body polygons for tile {tile_id}.\")\n", - " raster_polygons = process_raster_polygons(tile=tile,\n", - " grid_workflow=grid_workflow,\n", - " dask_chunks=dask_chunks,\n", - " min_valid_observations=min_valid_observations,\n", - " min_wet_thresholds=min_wet_thresholds,\n", - " land_sea_mask_fp=land_sea_mask_fp,\n", - " filter_land_sea_mask=filter_hydrosheds_land_mask)\n", - " if raster_polygons.empty:\n", - " _log.info(f\"Tile {str(tile_id)} contains no water body polygons.\")\n", - " else:\n", - " # Drop the attributes column if it exists.\n", - " raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", - " # Write the polygons to parquet files.\n", - " raster_polygons.to_parquet(raster_polygons_fp)\n", - " _log.info(f\"Tile {str(tile_id)} water body polygons written to {raster_polygons_fp}\")\n", - " except Exception as error:\n", - " _log.exception(\n", - " f\"\\nTile {str(tile_id)} did not run. \\n\"\n", - " )\n", - " _log.exception(error)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "27d552b8-32fd-427c-835b-92245f627d92", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-18 17:30:39,592] {1768085930.py:12} INFO - Tile boundaries written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/tile_boundaries.parquet\n" - ] - } - ], - "source": [ - "# Get the extent for each tile.\n", - "crs = grid_workflow.grid_spec.crs\n", - "tile_ids = [tile[0] for tile in tiles.items()]\n", - "tile_extents_geoms = [tile[1].geobox.extent.geom for tile in tiles.items()]\n", - "tile_extents_gdf = gpd.GeoDataFrame({\"tile_id\":tile_ids, \"geometry\":tile_extents_geoms}, crs=crs)\n", - "\n", - "tile_extents_fp = os.path.join(\n", - " output_directory, \"tile_boundaries.parquet\"\n", - ")\n", - "\n", - "tile_extents_gdf.to_parquet(tile_extents_fp)\n", - "_log.info(f\"Tile boundaries written to {tile_extents_fp}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "b394ffbb-bf75-4cc8-9c1c-09212772419a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-18 17:30:39,655] {1335075486.py:3} INFO - Found 8 parquet files for the raster polygons.\n", - "[2023-10-18 17:30:39,656] {1335075486.py:6} INFO - Loading the raster polygons parquet files..\n", - "[2023-10-18 17:30:41,159] {1335075486.py:13} INFO - Found 54030 raster polygons.\n", - "[2023-10-18 17:30:41,160] {1335075486.py:15} INFO - Merging raster waterbody polygons located at tile boundaries...\n", - "[2023-10-18 17:30:46,298] {1335075486.py:19} INFO - Raster polygons count after merging polygons at tile boundaries 53977.\n", - "[2023-10-18 17:30:46,299] {1335075486.py:21} INFO - Writing raster polygons merged at tile boundaries to disk..\n", - "[2023-10-18 17:30:46,974] {1335075486.py:27} INFO - Polygons written to s3://deafrica-waterbodies-dev/0-0-1/shapefile/raster_polygons_merged_at_tile_boundaries.parquet\n" - ] - } - ], - "source": [ - "# Find all parquet files for the first set of polygons.\n", - "raster_polygon_paths = find_parquet_files(path=polygons_from_thresholds_dir, pattern=\".*raster_polygons.*\")\n", - "_log.info(f\"Found {len(raster_polygon_paths)} parquet files for the raster polygons.\")\n", - "\n", - "# Load all polygons into a single GeoDataFrame.\n", - "_log.info(\"Loading the raster polygons parquet files..\")\n", - "raster_polygon_polygons_list = []\n", - "for path in raster_polygon_paths:\n", - " gdf = gpd.read_parquet(path)\n", - " raster_polygon_polygons_list.append(gdf)\n", - "\n", - "raster_polygons = pd.concat(raster_polygon_polygons_list, ignore_index=True)\n", - "_log.info(f\"Found {len(raster_polygons)} raster polygons.\")\n", - "\n", - "_log.info(\"Merging raster waterbody polygons located at tile boundaries...\")\n", - "raster_polygons_merged = merge_polygons_at_tile_boundaries(\n", - " raster_polygons, tile_extents_gdf\n", - ")\n", - "_log.info(f\"Raster polygons count after merging polygons at tile boundaries {len(raster_polygons_merged)}.\")\n", - "\n", - "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", - "raster_polygons_output_fp = os.path.join(\n", - " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", - ")\n", - "\n", - "raster_polygons_merged.to_parquet(raster_polygons_output_fp)\n", - "_log.info(f\"Polygons written to {raster_polygons_output_fp}\")" - ] - } - ], - "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": {}, - "version_major": 2, - "version_minor": 0 - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/02_WriteFinalWaterbodies.ipynb b/notebooks/02_WriteFinalWaterbodies.ipynb deleted file mode 100644 index 8a18a02..0000000 --- a/notebooks/02_WriteFinalWaterbodies.ipynb +++ /dev/null @@ -1,681 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "41ab3fc2-410a-4d68-b108-de4105a606b8", - "metadata": {}, - "outputs": [], - "source": [ - "import logging\n", - "import os\n", - "import math\n", - "\n", - "import geopandas as gpd\n", - "\n", - "from deafrica_waterbodies.filters import filter_by_area\n", - "from deafrica_waterbodies.attributes import (\n", - " add_area_and_perimeter_attributes,\n", - " add_timeseries_attribute,\n", - " assign_unique_ids,\n", - ")\n", - "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.io import write_waterbodies_to_file" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "f84dce1e-c5a4-4c38-bad6-a4c97efaf64b", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "# These are the default AWS configurations for the Analysis Sandbox.\n", - "# that are set in the environmnet variables.\n", - "aws_default_config = {\n", - " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", - " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", - " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", - "}\n", - "\n", - "# To access public bucket, need to remove the AWS credentials in\n", - "# the environment variables or the following error will occur.\n", - "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", - "\n", - "for key in aws_default_config.keys():\n", - " if key in os.environ:\n", - " del os.environ[key]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "4da721f5-a525-48b5-ba43-35ad774c0e15", - "metadata": {}, - "outputs": [], - "source": [ - "verbose = 1\n", - "output_directory = \"s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental\"\n", - "# output_directory = \"s3://deafrica-waterbodies-dev/0-0-1/shapefile/\"\n", - "min_polygon_size = 4500 # 5 pixels\n", - "max_polygon_size = math.inf\n", - "product_version = \"0.0.1\"\n", - "timeseries_bucket = \"deafrica-waterbodies-dev\"\n", - "file_name_prefix = \"continentalwaterbodies\"" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "2f860555-2a8d-461d-87bc-fe82f5dfd431", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up logger.\n", - "logging_setup(verbose=verbose)\n", - "_log = logging.getLogger(__name__)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "09a1670d-8ee1-4bf3-a7dd-36ef052f8ad4", - "metadata": {}, - "outputs": [], - "source": [ - "# Support pathlib paths.\n", - "output_directory = str(output_directory)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "567a03c4-17c9-496f-994e-8e0c9a5d6f88", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-23 11:38:14,130] {13206279.py:1} INFO - Loading raster polygons...\n", - "[2023-10-23 11:38:20,421] {13206279.py:10} INFO - Raster polygons count 1078401.\n" - ] - } - ], - "source": [ - "_log.info(\"Loading raster polygons...\")\n", - "# Load the raster waterbody polygons.\n", - "raster_polygons_fp = os.path.join(output_directory, \"raster_polygons_large_polygons_handled.parquet\")\n", - "\n", - "raster_polygons = gpd.read_parquet(raster_polygons_fp)\n", - "\n", - "# Drop the attributes column if it exists.\n", - "raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", - "\n", - "_log.info(f\"Raster polygons count {len(raster_polygons)}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "4054aff4-0cb0-4a63-b2b1-4900c3462303", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - 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" - ], - "text/plain": [ - " geometry\n", - "0 POLYGON ((-1641390.000 1823040.000, -1641390.0...\n", - "1 POLYGON ((-1634430.000 1817610.000, -1634400.0...\n", - "2 POLYGON ((-1634100.000 1817100.000, -1634070.0...\n", - "3 POLYGON ((-1635450.000 1817370.000, -1635330.0...\n", - "4 POLYGON ((-1635630.000 1816980.000, -1635540.0..." - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "raster_polygons.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "1adbc884-fecd-4507-a7c0-46897053019b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-23 11:38:20,440] {filters.py:117} INFO - Filtering 1078401 polygons by minimum area 4500 and max area inf...\n", - "[2023-10-23 11:38:20,804] {filters.py:130} INFO - Filtered out 387303 polygons.\n" - ] - } - ], - "source": [ - "# Filter the polygons by area.\n", - "area_filtered_raster_polygons = filter_by_area(raster_polygons, min_polygon_size=min_polygon_size, max_polygon_size=max_polygon_size)\n", - "area_filtered_raster_polygons.to_parquet(os.path.join(output_directory, \"area_filtered_raster_polygons.parquet\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "3ee1f7d1-fc1a-48d1-9458-921ff812359d", - "metadata": {}, - "outputs": [], - "source": [ - "waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons)\n", - "waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf)\n", - "waterbodies_gdf = add_timeseries_attribute(\n", - " polygons=waterbodies_gdf,\n", - " product_version=product_version,\n", - " timeseries_bucket=timeseries_bucket,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "fc43f606-0f8a-4b7c-85df-5291b9861111", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " geometry area_m2 UID \\\n", - "0 POLYGON ((-1087200.000 849749.999, -1087080.00... 11700.0000 e9pvzx5t2 \n", - "1 POLYGON ((-1087140.000 850709.999, -1087080.00... 147599.9999 e9pvzxcs1 \n", - "2 POLYGON ((-1085580.000 849989.999, -1085580.00... 6300.0000 e9pvzzx9v \n", - "3 POLYGON ((-1119570.000 888719.999, -1119570.00... 11700.0000 e9pxxzp4y \n", - "4 POLYGON ((-1119990.000 889679.999, -1119960.00... 44100.0000 e9pxzb5ze \n", - "\n", - " WB_ID perim_m timeseries \n", - "0 0 780.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", - "1 1 4260.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", - "2 2 360.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", - "3 3 720.0 https://deafrica-waterbodies-dev.s3.af-south-1... \n", - "4 4 1680.0 https://deafrica-waterbodies-dev.s3.af-south-1... " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "waterbodies_gdf.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "43062616-d77d-47c6-8e2c-005d114dd6cd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'https://deafrica-waterbodies-dev.s3.af-south-1.amazonaws.com/0-0-1/timeseries/e9pv/e9pvzx5t2_v0.csv'" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "waterbodies_gdf.iloc[0].timeseries" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "1aede9ef-3a24-4b89-bcab-f247f6eb66a2", - "metadata": {}, - "outputs": [], - "source": [ - "# Reproject to EPSG:4326\n", - "waterbodies_gdf_4326 = waterbodies_gdf.to_crs(\"EPSG:4326\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "c2363caf-d318-4dcf-a50c-9e995503ad43", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-23 11:39:25,889] {collection.py:558} WARNING - Value 129574799.878199995 of field area_m2 of feature 38 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:28,071] {collection.py:558} WARNING - Value 116664299.904499993 of field area_m2 of feature 11205 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:28,963] {collection.py:558} WARNING - Value 161377199.884799987 of field area_m2 of feature 15464 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:29,223] {collection.py:558} WARNING - Value 251772299.746300012 of field area_m2 of feature 16811 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:29,269] {collection.py:558} WARNING - Value 288313199.709399998 of field area_m2 of feature 16998 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:29,844] {collection.py:558} WARNING - Value 440450079.445100009 of field area_m2 of feature 19996 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:31,010] {collection.py:558} WARNING - Value 127666799.873500004 of field area_m2 of feature 26111 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:31,060] {collection.py:558} WARNING - Value 652330079.318099976 of field area_m2 of feature 26286 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:31,289] {collection.py:558} WARNING - Value 401998499.659600019 of field area_m2 of feature 27529 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:31,394] {collection.py:558} WARNING - Value 7616053639.40340042 of field area_m2 of feature 27602 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:32,876] {collection.py:558} WARNING - Value 274118399.845899999 of field area_m2 of feature 35139 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:33,144] {collection.py:558} WARNING - Value 154716114.478599995 of field area_m2 of feature 36310 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:34,139] {collection.py:558} WARNING - Value 589657499.686300039 of field area_m2 of feature 41134 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:34,284] {collection.py:558} WARNING - Value 934188299.48969996 of field area_m2 of feature 41744 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:35,009] {collection.py:558} WARNING - Value 336885017.048200011 of field area_m2 of feature 45282 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:35,597] {collection.py:558} WARNING - Value 854248499.631399989 of field area_m2 of feature 48138 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:35,766] {collection.py:558} WARNING - Value 242092487.360599995 of field area_m2 of feature 48953 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:35,937] {collection.py:558} WARNING - Value 227436299.939599991 of field area_m2 of feature 49734 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:36,485] {collection.py:558} WARNING - Value 130046399.957599998 of field area_m2 of feature 52255 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:36,869] {collection.py:558} WARNING - Value 163347299.956499994 of field area_m2 of feature 54039 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:36,895] {collection.py:558} WARNING - Value 186969599.949800014 of field area_m2 of feature 54150 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:37,313] {collection.py:558} WARNING - Value 351334374.740100026 of field area_m2 of feature 56115 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:37,380] {collection.py:558} WARNING - Value 460450799.762899995 of field area_m2 of feature 56432 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:37,490] {collection.py:558} WARNING - Value 424767277.409099996 of field area_m2 of feature 56969 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:37,972] {collection.py:558} WARNING - Value 948613257.49000001 of field area_m2 of feature 59274 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:38,693] {collection.py:558} WARNING - Value 124275599.920200005 of field area_m2 of feature 62848 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:39,022] {collection.py:558} WARNING - Value 430965595.848800004 of field area_m2 of feature 64440 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:39,529] {collection.py:558} WARNING - Value 108565207.9859 of field area_m2 of feature 66738 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:39,674] {collection.py:558} WARNING - Value 232051499.853700012 of field area_m2 of feature 67435 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:40,716] {collection.py:558} WARNING - Value 173012399.936800003 of field area_m2 of feature 72217 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:41,018] {collection.py:558} WARNING - Value 136746899.952100009 of field area_m2 of feature 73602 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:41,705] {collection.py:558} WARNING - Value 202610699.936100006 of field area_m2 of feature 76670 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:42,174] {collection.py:558} WARNING - Value 4157132769.28240013 of field area_m2 of feature 78314 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:42,219] {collection.py:558} WARNING - Value 105817499.968899995 of field area_m2 of feature 78469 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:42,239] {collection.py:558} WARNING - Value 116207099.969500005 of field area_m2 of feature 78532 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:42,248] {collection.py:558} WARNING - Value 100958399.973800004 of field area_m2 of feature 78571 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:42,907] {collection.py:558} WARNING - Value 968477577.434700012 of field area_m2 of feature 81559 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:43,602] {collection.py:558} WARNING - Value 128628900.078999996 of field area_m2 of feature 85197 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:43,816] {collection.py:558} WARNING - Value 193765500.105100006 of field area_m2 of feature 86339 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:44,318] {collection.py:558} WARNING - Value 103695300.065300003 of field area_m2 of feature 88941 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:44,640] {collection.py:558} WARNING - Value 270279900.170000017 of field area_m2 of feature 90664 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:49,844] {collection.py:558} WARNING - Value 131614200.075000003 of field area_m2 of feature 119934 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:50,149] {collection.py:558} WARNING - Value 347243400.201799989 of field area_m2 of feature 121475 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:53,896] {collection.py:558} WARNING - Value 234390600.114399999 of field area_m2 of feature 142568 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:55,831] {collection.py:558} WARNING - Value 317450700.145799994 of field area_m2 of feature 153549 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:57,714] {collection.py:558} WARNING - Value 129021300.0616 of field area_m2 of feature 164256 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:57,814] {collection.py:558} WARNING - Value 383535000.192600012 of field area_m2 of feature 164753 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:59,395] {collection.py:558} WARNING - Value 200761200.066500008 of field area_m2 of feature 173115 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:59,441] {collection.py:558} WARNING - Value 134875800.040300012 of field area_m2 of feature 173336 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:39:59,706] {collection.py:558} WARNING - Value 111985200.037699997 of field area_m2 of feature 174557 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:00,012] {collection.py:558} WARNING - Value 116780400.032399997 of field area_m2 of feature 176065 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:00,475] {collection.py:558} WARNING - Value 579838499.966899991 of field area_m2 of feature 178417 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:00,481] {collection.py:558} WARNING - Value 155730599.989300013 of field area_m2 of feature 178419 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:00,488] {collection.py:558} WARNING - Value 539074799.961599946 of field area_m2 of feature 178421 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:00,970] {collection.py:558} WARNING - Value 126520199.976600006 of field area_m2 of feature 181016 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:04,407] {collection.py:558} WARNING - Value 157175099.922300011 of field area_m2 of feature 198554 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:06,512] {collection.py:558} WARNING - Value 249162299.872299999 of field area_m2 of feature 209259 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:07,218] {collection.py:558} WARNING - Value 136304099.918599993 of field area_m2 of feature 212627 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:07,359] {collection.py:558} WARNING - Value 532593899.689599991 of field area_m2 of feature 213152 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:07,423] {collection.py:558} WARNING - Value 284442299.825900018 of field area_m2 of feature 213350 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:07,441] {collection.py:558} WARNING - Value 105826499.934300005 of field area_m2 of feature 213404 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:07,497] {collection.py:558} WARNING - Value 122335199.921800002 of field area_m2 of feature 213629 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:07,509] {collection.py:558} WARNING - Value 111293099.928599998 of field area_m2 of feature 213654 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:07,947] {collection.py:558} WARNING - Value 166295699.814700007 of field area_m2 of feature 215613 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:08,208] {collection.py:558} WARNING - Value 129414599.894899994 of field area_m2 of feature 216868 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:08,642] {collection.py:558} WARNING - Value 170502299.870999992 of field area_m2 of feature 219103 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:08,720] {collection.py:558} WARNING - Value 162766921.419800013 of field area_m2 of feature 219536 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:08,942] {collection.py:558} WARNING - Value 150992099.852400005 of field area_m2 of feature 220653 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:11,914] {collection.py:558} WARNING - Value 100236599.891299993 of field area_m2 of feature 236507 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:13,889] {collection.py:558} WARNING - Value 775619070.477800012 of field area_m2 of feature 246735 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:14,637] {collection.py:558} WARNING - Value 207794700.014499992 of field area_m2 of feature 250383 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:15,400] {collection.py:558} WARNING - Value 587707200.055799961 of field area_m2 of feature 253943 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:15,422] {collection.py:558} WARNING - Value 176421600.013599992 of field area_m2 of feature 253992 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:15,430] {collection.py:558} WARNING - Value 250802100.016099989 of field area_m2 of feature 254005 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:15,447] {collection.py:558} WARNING - Value 1694654100.16739988 of field area_m2 of feature 254030 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:15,456] {collection.py:558} WARNING - Value 500995800.032599986 of field area_m2 of feature 254046 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:15,779] {collection.py:558} WARNING - Value 113958899.999500006 of field area_m2 of feature 255600 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:18,456] {collection.py:558} WARNING - Value 121696199.985300004 of field area_m2 of feature 269518 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:18,473] {collection.py:558} WARNING - Value 102341699.986900002 of field area_m2 of feature 269578 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:18,527] {collection.py:558} WARNING - Value 911954699.871000051 of field area_m2 of feature 269763 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:18,746] {collection.py:558} WARNING - Value 142251996.874500006 of field area_m2 of feature 270699 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:19,139] {collection.py:558} WARNING - Value 5434802819.07069969 of field area_m2 of feature 272553 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:19,599] {collection.py:558} WARNING - Value 111238200.009399995 of field area_m2 of feature 274998 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:21,078] {collection.py:558} WARNING - Value 124579799.996000007 of field area_m2 of feature 283093 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:21,939] {collection.py:558} WARNING - Value 1350150436.73970008 of field area_m2 of feature 287428 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:22,003] {collection.py:558} WARNING - Value 115355699.964000002 of field area_m2 of feature 287716 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:22,766] {collection.py:558} WARNING - Value 400311316.820299983 of field area_m2 of feature 291300 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:22,839] {collection.py:558} WARNING - Value 195296404.182099998 of field area_m2 of feature 291567 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:23,601] {collection.py:558} WARNING - Value 395500499.880200028 of field area_m2 of feature 295004 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:23,731] {collection.py:558} WARNING - Value 106320599.968600005 of field area_m2 of feature 295632 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:23,852] {collection.py:558} WARNING - Value 178282799.946999997 of field area_m2 of feature 296191 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:24,023] {collection.py:558} WARNING - Value 261129599.916900009 of field area_m2 of feature 296988 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:24,120] {collection.py:558} WARNING - Value 182212199.942299992 of field area_m2 of feature 297429 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:24,143] {collection.py:558} WARNING - Value 198230399.936300009 of field area_m2 of feature 297493 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:25,034] {collection.py:558} WARNING - Value 128546099.9234 of field area_m2 of feature 301496 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:25,696] {collection.py:558} WARNING - Value 217030149.497000009 of field area_m2 of feature 304870 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:26,112] {collection.py:558} WARNING - Value 2729248393.54589987 of field area_m2 of feature 306924 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:26,628] {collection.py:558} WARNING - Value 1274477399.23790002 of field area_m2 of feature 309393 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:26,723] {collection.py:558} WARNING - Value 182519999.885899991 of field area_m2 of feature 309761 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:26,821] {collection.py:558} WARNING - Value 330668099.792800009 of field area_m2 of feature 310154 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:27,196] {collection.py:558} WARNING - Value 117486899.928200006 of field area_m2 of feature 311742 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:27,325] {collection.py:558} WARNING - Value 108634499.931299999 of field area_m2 of feature 312301 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:27,729] {collection.py:558} WARNING - Value 125525188.040399998 of field area_m2 of feature 314255 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:27,978] {collection.py:558} WARNING - Value 127223100.012500003 of field area_m2 of feature 315471 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:28,379] {collection.py:558} WARNING - Value 127327499.993399993 of field area_m2 of feature 317404 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:28,700] {collection.py:558} WARNING - Value 1062495843.99450004 of field area_m2 of feature 318942 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:29,805] {collection.py:558} WARNING - Value 186726600.032499999 of field area_m2 of feature 324435 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:29,903] {collection.py:558} WARNING - Value 195577860.81220001 of field area_m2 of feature 324886 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:30,005] {collection.py:558} WARNING - Value 147634733.94569999 of field area_m2 of feature 325354 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:31,794] {collection.py:558} WARNING - Value 1261758599.5711 of field area_m2 of feature 334310 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:31,833] {collection.py:558} WARNING - Value 224779499.913599998 of field area_m2 of feature 334468 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:32,346] {collection.py:558} WARNING - Value 29907151182.1796989 of field area_m2 of feature 337012 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:34,164] {collection.py:558} WARNING - Value 236770199.834600002 of field area_m2 of feature 346128 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:34,248] {collection.py:558} WARNING - Value 248988599.83070001 of field area_m2 of feature 346555 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:34,415] {collection.py:558} WARNING - Value 103728599.917199999 of field area_m2 of feature 347406 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:34,436] {collection.py:558} WARNING - Value 133324199.891399994 of field area_m2 of feature 347495 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:34,523] {collection.py:558} WARNING - Value 738330299.38440001 of field area_m2 of feature 347876 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:35,171] {collection.py:558} WARNING - Value 396423899.66140002 of field area_m2 of feature 351292 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:35,327] {collection.py:558} WARNING - Value 241871399.790800005 of field area_m2 of feature 352066 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:35,424] {collection.py:558} WARNING - Value 224271750.444099993 of field area_m2 of feature 352504 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:35,702] {collection.py:558} WARNING - Value 228169583.863299996 of field area_m2 of feature 353830 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:36,000] {collection.py:558} WARNING - Value 3547090797.65950012 of field area_m2 of feature 355127 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:36,505] {collection.py:558} WARNING - Value 5404007695.64369965 of field area_m2 of feature 357259 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:36,622] {collection.py:558} WARNING - Value 1531401298.73079991 of field area_m2 of feature 357793 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:36,811] {collection.py:558} WARNING - Value 210277799.851200014 of field area_m2 of feature 358667 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:37,257] {collection.py:558} WARNING - Value 32660028868.6958008 of field area_m2 of feature 360640 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:37,298] {collection.py:558} WARNING - Value 6106146294.67580032 of field area_m2 of feature 360760 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:37,930] {collection.py:558} WARNING - Value 343874320.869400024 of field area_m2 of feature 363809 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:38,721] {collection.py:558} WARNING - Value 281129434.089699984 of field area_m2 of feature 367836 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:39,508] {collection.py:558} WARNING - Value 215998199.779799998 of field area_m2 of feature 371904 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:39,520] {collection.py:558} WARNING - Value 621082799.373700023 of field area_m2 of feature 371921 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:40,153] {collection.py:558} WARNING - Value 2719110597.00579977 of field area_m2 of feature 374794 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:40,235] {collection.py:558} WARNING - Value 140912099.845699996 of field area_m2 of feature 375151 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:40,641] {collection.py:558} WARNING - Value 2260952997.47340012 of field area_m2 of feature 377160 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:40,671] {collection.py:558} WARNING - Value 210584699.768400013 of field area_m2 of feature 377291 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:41,158] {collection.py:558} WARNING - Value 69449997522.8592987 of field area_m2 of feature 379283 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:42,269] {collection.py:558} WARNING - Value 636750899.411499977 of field area_m2 of feature 384795 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:42,343] {collection.py:558} WARNING - Value 966887099.060700059 of field area_m2 of feature 385135 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:42,522] {collection.py:558} WARNING - Value 219664784.573700011 of field area_m2 of feature 385917 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:42,717] {collection.py:558} WARNING - Value 117938030.280300006 of field area_m2 of feature 386857 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:43,204] {collection.py:558} WARNING - Value 373435199.749499977 of field area_m2 of feature 389213 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:43,765] {collection.py:558} WARNING - Value 1345984198.61960006 of field area_m2 of feature 391980 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:43,899] {collection.py:558} WARNING - Value 420244199.558799982 of field area_m2 of feature 392578 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:43,947] {collection.py:558} WARNING - Value 1293047998.62260008 of field area_m2 of feature 392775 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:43,993] {collection.py:558} WARNING - Value 614744999.345299959 of field area_m2 of feature 392999 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:44,280] {collection.py:558} WARNING - Value 137929499.853399992 of field area_m2 of feature 394446 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:44,495] {collection.py:558} WARNING - Value 909858599.003399968 of field area_m2 of feature 395506 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:44,717] {collection.py:558} WARNING - Value 167212799.8134 of field area_m2 of feature 396654 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:44,788] {collection.py:558} WARNING - Value 126844199.861699998 of field area_m2 of feature 397024 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:45,072] {collection.py:558} WARNING - Value 113411699.873600006 of field area_m2 of feature 398562 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:56,443] {collection.py:558} WARNING - Value 377267399.938000023 of field area_m2 of feature 458606 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:57,217] {collection.py:558} WARNING - Value 181484099.951200008 of field area_m2 of feature 462621 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:57,580] {collection.py:558} WARNING - Value 120363269.118699998 of field area_m2 of feature 464362 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:40:58,075] {collection.py:558} WARNING - Value 301154352.934700012 of field area_m2 of feature 466778 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:03,569] {collection.py:558} WARNING - Value 188539199.820100009 of field area_m2 of feature 494556 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:03,646] {collection.py:558} WARNING - Value 161073899.855399996 of field area_m2 of feature 494904 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:03,789] {collection.py:558} WARNING - Value 132898499.873600006 of field area_m2 of feature 495582 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:04,371] {collection.py:558} WARNING - Value 156707999.896699995 of field area_m2 of feature 498290 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:04,611] {collection.py:558} WARNING - Value 322045199.747300029 of field area_m2 of feature 499407 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:04,715] {collection.py:558} WARNING - Value 1979569554.10019994 of field area_m2 of feature 499762 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:05,249] {collection.py:558} WARNING - Value 1396048665.06019998 of field area_m2 of feature 502083 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:05,613] {collection.py:558} WARNING - Value 260178299.743999988 of field area_m2 of feature 503828 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:06,455] {collection.py:558} WARNING - Value 358979399.730499983 of field area_m2 of feature 507880 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:06,470] {collection.py:558} WARNING - Value 353006099.737100005 of field area_m2 of feature 507905 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:06,965] {collection.py:558} WARNING - Value 712738963.494500041 of field area_m2 of feature 510326 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:07,516] {collection.py:558} WARNING - Value 203086658.186300009 of field area_m2 of feature 513069 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:07,756] {collection.py:558} WARNING - Value 431663792.797100008 of field area_m2 of feature 514052 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:08,661] {collection.py:558} WARNING - Value 19018016912.3792 of field area_m2 of feature 517457 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:08,710] {collection.py:558} WARNING - Value 148428486.144199997 of field area_m2 of feature 517611 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:09,728] {collection.py:558} WARNING - Value 297885265.867399991 of field area_m2 of feature 522582 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:09,967] {collection.py:558} WARNING - Value 280139399.732500017 of field area_m2 of feature 523824 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:10,919] {collection.py:558} WARNING - Value 702211499.426499963 of field area_m2 of feature 528682 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:11,088] {collection.py:558} WARNING - Value 295125299.792400002 of field area_m2 of feature 529346 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:11,867] {collection.py:558} WARNING - Value 126850499.912900001 of field area_m2 of feature 532977 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:12,169] {collection.py:558} WARNING - Value 685316409.531200051 of field area_m2 of feature 534283 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:13,465] {collection.py:558} WARNING - Value 118059299.913100004 of field area_m2 of feature 540811 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:14,520] {collection.py:558} WARNING - Value 139657809.676999986 of field area_m2 of feature 546094 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:15,814] {collection.py:558} WARNING - Value 196853399.916000009 of field area_m2 of feature 552520 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:15,983] {collection.py:558} WARNING - Value 125938799.954600006 of field area_m2 of feature 553295 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:17,514] {collection.py:558} WARNING - Value 151136999.927700013 of field area_m2 of feature 561494 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:17,693] {collection.py:558} WARNING - Value 150777899.902799994 of field area_m2 of feature 562438 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:19,965] {collection.py:558} WARNING - Value 218379599.88499999 of field area_m2 of feature 573580 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:20,618] {collection.py:558} WARNING - Value 2619528298.8288002 of field area_m2 of feature 576088 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:20,856] {collection.py:558} WARNING - Value 212929199.869899988 of field area_m2 of feature 577073 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:21,581] {collection.py:558} WARNING - Value 1839819599.04329991 of field area_m2 of feature 580446 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:21,625] {collection.py:558} WARNING - Value 1495238399.25999999 of field area_m2 of feature 580590 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:21,921] {collection.py:558} WARNING - Value 127340099.936100006 of field area_m2 of feature 581950 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:22,409] {collection.py:558} WARNING - Value 309701699.838199973 of field area_m2 of feature 584324 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:22,495] {collection.py:558} WARNING - Value 260436599.859800011 of field area_m2 of feature 584688 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:23,684] {collection.py:558} WARNING - Value 158415299.831900001 of field area_m2 of feature 590716 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:24,311] {collection.py:558} WARNING - Value 303392699.66079998 of field area_m2 of feature 593820 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:24,527] {collection.py:558} WARNING - Value 5874129893.50220013 of field area_m2 of feature 594893 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:24,572] {collection.py:558} WARNING - Value 192725099.78459999 of field area_m2 of feature 595124 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:24,736] {collection.py:558} WARNING - Value 112083299.875300005 of field area_m2 of feature 595996 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:24,768] {collection.py:558} WARNING - Value 114044399.873300001 of field area_m2 of feature 596142 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:24,919] {collection.py:558} WARNING - Value 3205896296.44680023 of field area_m2 of feature 596754 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:27,248] {collection.py:558} WARNING - Value 102263399.908500001 of field area_m2 of feature 608774 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:29,493] {collection.py:558} WARNING - Value 102535199.915199995 of field area_m2 of feature 619762 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:29,514] {collection.py:558} WARNING - Value 156018599.870000005 of field area_m2 of feature 619832 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:30,589] {collection.py:558} WARNING - Value 102167999.915800005 of field area_m2 of feature 624916 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:31,749] {collection.py:558} WARNING - Value 233110799.73969999 of field area_m2 of feature 630314 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:31,829] {collection.py:558} WARNING - Value 156980699.826200008 of field area_m2 of feature 630750 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:32,013] {collection.py:558} WARNING - Value 178758899.803499997 of field area_m2 of feature 631677 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:32,205] {collection.py:558} WARNING - Value 8090102691.38650036 of field area_m2 of feature 632636 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:32,214] {collection.py:558} WARNING - Value 105578099.892299995 of field area_m2 of feature 632669 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:32,231] {collection.py:558} WARNING - Value 106389899.890200004 of field area_m2 of feature 632743 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:32,334] {collection.py:558} WARNING - Value 716843699.260800004 of field area_m2 of feature 633154 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:32,430] {collection.py:558} WARNING - Value 103686299.884100005 of field area_m2 of feature 633673 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,231] {collection.py:558} WARNING - Value 338139899.667699993 of field area_m2 of feature 637634 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,249] {collection.py:558} WARNING - Value 1232255698.81789994 of field area_m2 of feature 637690 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,512] {collection.py:558} WARNING - Value 308462399.722100019 of field area_m2 of feature 639070 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,516] {collection.py:558} WARNING - Value 164154599.853500009 of field area_m2 of feature 639083 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,522] {collection.py:558} WARNING - Value 234037799.790899992 of field area_m2 of feature 639095 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,544] {collection.py:558} WARNING - Value 435469499.620599985 of field area_m2 of feature 639190 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,580] {collection.py:558} WARNING - Value 188394299.84040001 of field area_m2 of feature 639354 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,841] {collection.py:558} WARNING - Value 299315699.799399972 of field area_m2 of feature 640661 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:33,912] {collection.py:558} WARNING - Value 262446299.795899987 of field area_m2 of feature 641008 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:34,634] {collection.py:558} WARNING - Value 109794599.9199 of field area_m2 of feature 644825 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:34,705] {collection.py:558} WARNING - Value 353191499.766799986 of field area_m2 of feature 645137 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:35,604] {collection.py:558} WARNING - Value 1809169178.64179993 of field area_m2 of feature 649577 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:35,784] {collection.py:558} WARNING - Value 128251799.954300001 of field area_m2 of feature 650426 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:35,864] {collection.py:558} WARNING - Value 362924041.065299988 of field area_m2 of feature 650757 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:35,893] {collection.py:558} WARNING - Value 1263188179.37059999 of field area_m2 of feature 650765 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:35,910] {collection.py:558} WARNING - Value 107560400.147200003 of field area_m2 of feature 650815 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:35,969] {collection.py:558} WARNING - Value 612746099.614799976 of field area_m2 of feature 651066 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:36,264] {collection.py:558} WARNING - Value 340191499.223800004 of field area_m2 of feature 652421 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:37,202] {collection.py:558} WARNING - Value 3201483598.08500004 of field area_m2 of feature 657169 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:37,602] {collection.py:558} WARNING - Value 254291034.581400007 of field area_m2 of feature 659293 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:37,622] {collection.py:558} WARNING - Value 131949899.949499995 of field area_m2 of feature 659358 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:37,897] {collection.py:558} WARNING - Value 167678099.893400013 of field area_m2 of feature 660748 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:37,972] {collection.py:558} WARNING - Value 122930999.921000004 of field area_m2 of feature 661095 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:37,988] {collection.py:558} WARNING - Value 124744499.921299994 of field area_m2 of feature 661154 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:38,168] {collection.py:558} WARNING - Value 126231299.934699997 of field area_m2 of feature 661951 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:38,328] {collection.py:558} WARNING - Value 262320299.882800013 of field area_m2 of feature 662661 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:38,381] {collection.py:558} WARNING - Value 131048099.934499994 of field area_m2 of feature 662922 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:38,689] {collection.py:558} WARNING - Value 124705799.947999999 of field area_m2 of feature 664461 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:39,297] {collection.py:558} WARNING - Value 103840200.064799994 of field area_m2 of feature 667529 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,002] {collection.py:558} WARNING - Value 120878100.076000005 of field area_m2 of feature 671117 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,006] {collection.py:558} WARNING - Value 113894100.071700007 of field area_m2 of feature 671119 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,020] {collection.py:558} WARNING - Value 173166300.108999997 of field area_m2 of feature 671176 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,038] {collection.py:558} WARNING - Value 198943200.12529999 of field area_m2 of feature 671258 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,140] {collection.py:558} WARNING - Value 223601400.140799999 of field area_m2 of feature 671767 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,186] {collection.py:558} WARNING - Value 527008500.331700027 of field area_m2 of feature 671984 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,338] {collection.py:558} WARNING - Value 333459900.209299982 of field area_m2 of feature 672762 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,352] {collection.py:558} WARNING - Value 530027100.333100021 of field area_m2 of feature 672801 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,393] {collection.py:558} WARNING - Value 373376700.234000027 of field area_m2 of feature 672969 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,400] {collection.py:558} WARNING - Value 160509600.100800008 of field area_m2 of feature 672991 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,453] {collection.py:558} WARNING - Value 161140500.101300001 of field area_m2 of feature 673226 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,499] {collection.py:558} WARNING - Value 105343200.066100001 of field area_m2 of feature 673443 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:40,703] {collection.py:558} WARNING - Value 280663200.176599979 of field area_m2 of feature 674509 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,043] {collection.py:558} WARNING - Value 103287600.063999996 of field area_m2 of feature 676342 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,218] {collection.py:558} WARNING - Value 218672100.050700009 of field area_m2 of feature 677261 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,224] {collection.py:558} WARNING - Value 421173900.106100023 of field area_m2 of feature 677263 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,231] {collection.py:558} WARNING - Value 302638500.082700014 of field area_m2 of feature 677271 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,237] {collection.py:558} WARNING - Value 741023100.198699951 of field area_m2 of feature 677272 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,253] {collection.py:558} WARNING - Value 530729100.132499993 of field area_m2 of feature 677316 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,371] {collection.py:558} WARNING - Value 6203749547.06840038 of field area_m2 of feature 677403 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:41,602] {collection.py:558} WARNING - Value 307326375.416499972 of field area_m2 of feature 678420 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:42,050] {collection.py:558} WARNING - Value 114232544.199699998 of field area_m2 of feature 680800 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:42,116] {collection.py:558} WARNING - Value 255224700.140599996 of field area_m2 of feature 681144 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:42,817] {collection.py:558} WARNING - Value 204441300.122200012 of field area_m2 of feature 684702 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:43,419] {collection.py:558} WARNING - Value 971037900.576699972 of field area_m2 of feature 687546 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:43,457] {collection.py:558} WARNING - Value 175680900.105100006 of field area_m2 of feature 687725 not successfully written. Possibly due to too larger number with respect to field width\n", - "[2023-10-23 11:41:49,955] {io.py:240} INFO - Waterbody polygons written to s3://deafrica-waterbodies-dev/test_out_dir/raster_processing/continental/continentalwaterbodiesv0_0_1.shp\n" - ] - } - ], - "source": [ - "# Write to disk.\n", - "write_waterbodies_to_file(\n", - " waterbodies_gdf=waterbodies_gdf_4326,\n", - " product_version=product_version,\n", - " output_directory=output_directory,\n", - " file_name_prefix=file_name_prefix,\n", - ")" - ] - } - ], - "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": 5 -} diff --git a/notebooks/GeneratePolygonsUsingTiles.ipynb b/notebooks/GeneratePolygonsUsingTiles.ipynb new file mode 100644 index 0000000..145630a --- /dev/null +++ b/notebooks/GeneratePolygonsUsingTiles.ipynb @@ -0,0 +1,492 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b607bfb4-872e-4e69-8be2-cbc7a6c686e7", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "# These are the default AWS configurations for the Analysis Sandbox.\n", + "# that are set in the environmnet variables.\n", + "aws_default_config = {\n", + " # \"AWS_NO_SIGN_REQUEST\": \"YES\",\n", + " \"AWS_SECRET_ACCESS_KEY\": \"fake\",\n", + " \"AWS_ACCESS_KEY_ID\": \"fake\",\n", + "}\n", + "\n", + "# To access public bucket, need to remove the AWS credentials in\n", + "# the environment variables or the following error will occur.\n", + "# PermissionError: The AWS Access Key Id you provided does not exist in our records.\n", + "\n", + "for key in aws_default_config.keys():\n", + " if key in os.environ:\n", + " del os.environ[key]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c399025b-61f8-40bf-9c0f-5619e8a8b605", + "metadata": {}, + "outputs": [], + "source": [ + "import logging\n", + "import math\n", + "import os\n", + "from importlib import import_module\n", + "\n", + "import click\n", + "import fsspec\n", + "import geopandas as gpd\n", + "import pandas as pd\n", + "\n", + "from deafrica_waterbodies.attributes import (\n", + " add_area_and_perimeter_attributes,\n", + " add_timeseries_attribute,\n", + " assign_unique_ids,\n", + ")\n", + "from deafrica_waterbodies.cli.logs import logging_setup\n", + "from deafrica_waterbodies.filters import filter_by_area\n", + "from deafrica_waterbodies.io import (\n", + " check_dir_exists,\n", + " check_file_exists,\n", + " check_if_s3_uri,\n", + " find_parquet_files,\n", + " write_waterbodies_to_file,\n", + ")\n", + "from deafrica_waterbodies.make_polygons import (\n", + " merge_polygons_at_tile_boundaries,\n", + " process_raster_polygons,\n", + " set_wetness_thresholds,\n", + ")\n", + "from deafrica_waterbodies.plugins.utils import run_plugin, validate_plugin\n", + "from deafrica_waterbodies.tiling import get_wofs_ls_summary_alltime_tiles" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9c92d45c-5adc-4fc9-8c40-b216f3a005a9", + "metadata": {}, + "outputs": [], + "source": [ + "verbose=1\n", + "aoi_vector_file=None\n", + "tile_size_factor=4\n", + "num_workers=8\n", + "detection_threshold=0.1\n", + "extent_threshold=0.05\n", + "min_valid_observations=60\n", + "raster_processing_plugin_name=\"ocean_filtering_using_hydrosheds\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/waterbodies/v0.0.2/historical_extent/\"\n", + "overwrite=\"True\"\n", + "min_polygon_size=4500\n", + "max_polygon_size=math.inf\n", + "timeseries_directory = \"s3://deafrica-waterbodies-dev/waterbodies/v0.0.2/surface_area_change/\"\n", + "file_name_prefix=\"waterbodies\"\n", + "land_sea_mask_fp=\"/g/data/deafrica-waterbodies/masks/af_msk_3s.tif\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d7132d9d-f150-48d5-90f7-b83ada1758c0", + "metadata": {}, + "outputs": [], + "source": [ + "# Set up logger.\n", + "logging_setup(verbose=verbose)\n", + "_log = logging.getLogger(__name__)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "184184d8-1921-4f70-b9d6-3c7795a5e78e", + "metadata": {}, + "outputs": [], + "source": [ + "# Parameters to use when loading datasets.\n", + "dask_chunks = {\"x\": 3200, \"y\": 3200, \"time\": 1}" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dcdac149-a47d-47d2-a306-7b8a1815f949", + "metadata": {}, + "outputs": [], + "source": [ + "# Support pathlib Paths.\n", + "if aoi_vector_file is not None:\n", + " aoi_vector_file = str(aoi_vector_file)\n", + "\n", + "output_directory = str(output_directory)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "42cc868e-9542-48a3-947a-0938ec225fe4", + "metadata": {}, + "outputs": [], + "source": [ + "# Set the filesystem to use.\n", + "if check_if_s3_uri(output_directory):\n", + " fs = fsspec.filesystem(\"s3\")\n", + "else:\n", + " fs = fsspec.filesystem(\"file\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "67e4e31c-4871-418c-96d6-081152a73ff3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-11-17 07:41:18,344] {credentials.py:611} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n" + ] + } + ], + "source": [ + "# Directory to write generated waterbody polygons to.\n", + "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")\n", + "\n", + "# Check if the directory exists. If it does not, create it.\n", + "if not check_dir_exists(polygons_from_thresholds_dir):\n", + " fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True)\n", + " _log.info(f\"Created directory {polygons_from_thresholds_dir}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "75aa5e30-f4a3-4e88-8e55-4fcab4de580f", + "metadata": {}, + "outputs": [], + "source": [ + "# Load the area of interest as a GeoDataFrame.\n", + "if aoi_vector_file is not None:\n", + " try:\n", + " aoi_gdf = gpd.read_file(aoi_vector_file)\n", + " except Exception as error:\n", + " _log.exception(f\"Could not read the file {aoi_vector_file}\")\n", + " raise error\n", + "else:\n", + " aoi_gdf = None" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f7569db1-2ad2-40dc-8b58-97c2fdc0c574", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-11-17 07:41:18,606] {tiling.py:113} INFO - New tile size is (384000.0, 384000.0).\n", + "[2023-11-17 07:41:20,674] {tiling.py:132} INFO - Number of wofs_ls_summary_alltime tiles: 329\n" + ] + } + ], + "source": [ + "# Get the tiles fo the wofs_ls_summary_alltime product.\n", + "tiles, grid_workflow = get_wofs_ls_summary_alltime_tiles(\n", + " aoi_gdf=aoi_gdf, tile_size_factor=tile_size_factor, num_workers=num_workers\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a97737d0-e14d-456a-9167-3960106552d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-11-17 07:41:20,680] {make_polygons.py:69} INFO - We will be running a hybrid wetness threshold.\n", + " You have set 0.1 as the location threshold, which will define the location of the water body polygons.\n", + " You have set 0.05 as the extent threshold, which will define the extent/shape of the water body polygons.\n" + ] + } + ], + "source": [ + "# Set the wetness thresholds.\n", + "min_wet_thresholds = set_wetness_thresholds(\n", + " detection_threshold=detection_threshold, extent_threshold=extent_threshold\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c06fc4c1-8ad0-46db-b5e8-45bf695ad7e6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-11-17 07:41:20,708] {136687532.py:7} INFO - Using plugin /home/jovyan/dev/deafrica-waterbodies/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py\n" + ] + } + ], + "source": [ + "# Set filters to apply during raster processing.\n", + "if raster_processing_plugin_name is not None:\n", + " # Read the plugin as a Python module.\n", + " module = import_module(f\"deafrica_waterbodies.plugins.{raster_processing_plugin_name}\")\n", + " plugin_file = module.__file__\n", + " plugin = run_plugin(plugin_file)\n", + " _log.info(f\"Using plugin {plugin_file}\")\n", + " validate_plugin(plugin)\n", + "else:\n", + " plugin = None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6b3954c2-b769-4a8c-ac55-b3f1c9242ccb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2023-11-17 07:41:20,715] {1473515291.py:18} INFO - Generating water body polygons for tile (42, 24).\n" + ] + } + ], + "source": [ + "# Generate the first set of polygons for each of the tiles.\n", + "for tile in tiles.items():\n", + " tile_id = tile[0]\n", + " raster_polygons_fp = os.path.join(\n", + " polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet\"\n", + " )\n", + "\n", + " if not overwrite:\n", + " _log.info(f\"Checking existence of {raster_polygons_fp}\")\n", + " exists = check_file_exists(raster_polygons_fp)\n", + " if exists:\n", + " _log.info(\n", + " f\"{raster_polygons_fp} exists! \\n Skipping generating water body polygons for {tile_id}.\"\n", + " )\n", + "\n", + " if overwrite or not exists:\n", + " try:\n", + " _log.info(f\"Generating water body polygons for tile {tile_id}.\")\n", + " raster_polygons = process_raster_polygons(\n", + " tile=tile,\n", + " grid_workflow=grid_workflow,\n", + " plugin=plugin,\n", + " dask_chunks=dask_chunks,\n", + " min_valid_observations=min_valid_observations,\n", + " min_wet_thresholds=min_wet_thresholds,\n", + " land_sea_mask_fp=land_sea_mask_fp,\n", + " )\n", + " if raster_polygons.empty:\n", + " _log.info(f\"Tile {str(tile_id)} contains no water body polygons.\")\n", + " else:\n", + " # Drop the attributes column if it exists.\n", + " raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + " # Write the polygons to parquet files.\n", + " raster_polygons.to_parquet(raster_polygons_fp)\n", + " _log.info(\n", + " f\"Tile {str(tile_id)} water body polygons written to {raster_polygons_fp}\"\n", + " )\n", + " except Exception as error:\n", + " _log.exception(f\"\\nTile {str(tile_id)} did not run. \\n\")\n", + " _log.exception(error)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0768855d-de9f-4397-bdec-7c5264449645", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the extent for each tile.\n", + "crs = grid_workflow.grid_spec.crs\n", + "tile_ids = [tile[0] for tile in tiles.items()]\n", + "tile_extents_geoms = [tile[1].geobox.extent.geom for tile in tiles.items()]\n", + "tile_extents_gdf = gpd.GeoDataFrame(\n", + " {\"tile_id\": tile_ids, \"geometry\": tile_extents_geoms}, crs=crs\n", + ")\n", + "\n", + "tile_extents_fp = os.path.join(output_directory, \"tile_boundaries.parquet\")\n", + "\n", + "tile_extents_gdf.to_parquet(tile_extents_fp)\n", + "_log.info(f\"Tile boundaries written to {tile_extents_fp}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37caa0c7-73fa-4c5c-8c89-b9c597aa4bd2", + "metadata": {}, + "outputs": [], + "source": [ + "# Find all parquet files for the first set of polygons.\n", + "raster_polygon_paths = find_parquet_files(\n", + " path=polygons_from_thresholds_dir, pattern=\".*raster_polygons.*\"\n", + ")\n", + "_log.info(f\"Found {len(raster_polygon_paths)} parquet files for the raster polygons.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc8b2839-476e-45e1-9353-35f27bc3bc39", + "metadata": {}, + "outputs": [], + "source": [ + "# Load all polygons into a single GeoDataFrame.\n", + "_log.info(\"Loading the raster polygons parquet files..\")\n", + "raster_polygon_polygons_list = []\n", + "for path in raster_polygon_paths:\n", + " gdf = gpd.read_parquet(path)\n", + " raster_polygon_polygons_list.append(gdf)\n", + "\n", + "raster_polygons = pd.concat(raster_polygon_polygons_list, ignore_index=True)\n", + "_log.info(f\"Found {len(raster_polygons)} raster polygons.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2fa2c1c1-b91c-4123-8001-45e26846d9d5", + "metadata": {}, + "outputs": [], + "source": [ + "_log.info(\"Merging raster waterbody polygons located at tile boundaries...\")\n", + "raster_polygons_merged = merge_polygons_at_tile_boundaries(raster_polygons, tile_extents_gdf)\n", + "# Drop the attributes column if it exists.\n", + "raster_polygons_merged.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + "_log.info(\n", + " f\"Raster polygons count after merging polygons at tile boundaries {len(raster_polygons_merged)}.\"\n", + ")\n", + "\n", + "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", + "raster_polygons_merged_fp = os.path.join(\n", + " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", + ")\n", + "raster_polygons_merged.to_parquet(raster_polygons_merged_fp)\n", + "_log.info(f\"Polygons written to {raster_polygons_merged_fp}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aca91459-e7ae-4c69-9b74-52b1d87b1e94", + "metadata": {}, + "outputs": [], + "source": [ + "# Delete to conserve memeory\n", + "del raster_polygons\n", + "del tile_extents_gdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea283da0-cbd9-41ee-bacc-0529b5167c49", + "metadata": {}, + "outputs": [], + "source": [ + "# Filter the polygons by area.\n", + "area_filtered_raster_polygons = filter_by_area(\n", + " raster_polygons_merged, min_polygon_size=min_polygon_size, max_polygon_size=max_polygon_size\n", + ")\n", + "area_filtered_raster_polygons.to_parquet(\n", + " os.path.join(output_directory, \"area_filtered_raster_polygons.parquet\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e7e0d9b2-ea43-4a5c-aba5-dd99c4b7729d", + "metadata": {}, + "outputs": [], + "source": [ + "waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons)\n", + "waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf)\n", + "waterbodies_gdf = add_timeseries_attribute(\n", + " polygons=waterbodies_gdf,\n", + " timeseries_directory=timeseries_directory,\n", + " region_code=\"af-south-1\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c6cb3e4-c8de-4154-8d07-222c0fec33d8", + "metadata": {}, + "outputs": [], + "source": [ + "# Reproject to EPSG:4326\n", + "waterbodies_gdf_4326 = waterbodies_gdf.to_crs(\"EPSG:4326\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "320e6d92-7f8a-4c8e-81f5-c724c6b8eb7e", + "metadata": {}, + "outputs": [], + "source": [ + "# Write to disk.\n", + "write_waterbodies_to_file(\n", + " waterbodies_gdf=waterbodies_gdf_4326,\n", + " output_directory=output_directory,\n", + " file_name_prefix=file_name_prefix,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa359c39-de0c-4ad6-ad88-dd516ad62972", + "metadata": {}, + "outputs": [], + "source": [ + "waterbodies_gdf_4326.to_parquet(os.path.join(output_directory, f\"{file_name_prefix}.parquet\"))" + ] + } + ], + "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": 5 +} From cb2d6afe19b3d6ff648808b51feda1f51ed2e662 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 10:53:11 +0300 Subject: [PATCH 105/130] Add comments on parameter selection --- deafrica_waterbodies/cli/generate_polygons.py | 1 + 1 file changed, 1 insertion(+) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index 1b8b7c3..2d9c695 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -134,6 +134,7 @@ def generate_polygons( _log = logging.getLogger(__name__) # Parameters to use when loading datasets. + # Chunk size was chosen to match Landsat WOfS scene size. dask_chunks = {"x": 3200, "y": 3200, "time": 1} # Support pathlib Paths. From 8e792c15bd171102c2ec7c465c31291845c5b423 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 10:57:15 +0300 Subject: [PATCH 106/130] Update default min_valid_observations --- deafrica_waterbodies/make_polygons.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 3d44e5f..4b49d21 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -326,7 +326,7 @@ def process_raster_polygons( grid_workflow: datacube.api.GridWorkflow, plugin: ModuleType, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, - min_valid_observations: int = 128, + min_valid_observations: int = 60, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", ) -> gpd.GeoDataFrame: From b10b4bf952fe5d3d68014ce3cfb53b1003e48319 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 11:18:02 +0300 Subject: [PATCH 107/130] Update default min_valid_observations --- deafrica_waterbodies/make_polygons.py | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 4b49d21..7c40372 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -135,7 +135,7 @@ def load_wofs_frequency( grid_workflow: datacube.api.GridWorkflow, plugin: ModuleType, dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, - min_valid_observations: int = 128, + min_valid_observations: int = 60, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", ) -> tuple[xr.DataArray, xr.DataArray]: @@ -151,12 +151,12 @@ def load_wofs_frequency( grid_workflow: datacube.api.GridWorkflow, Grid Workflow used to generate the tiles and to be used to load the Tile object. plugin: ModuleType - A validated plugin to load masks with. + A validated plugin to load filtering masks with. dask_chunks : dict, optional dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} min_valid_observations : int, optional Threshold to use to mask out pixels based on the number of valid WOfS - observations for each pixel, by default 128 + observations for each pixel, by default 60 min_wet_thresholds: list[int | float], optional A list containing the extent threshold and the detection threshold, with the extent threshold listed first, by default [0.05, 0.1] @@ -301,6 +301,15 @@ def run_watershed(waterbodies_for_segementation: np.ndarray, segmentation_marker def confirm_extent_contains_detection(extent, detection): + """_summary_ + + Parameters + ---------- + extent : _type_ + _description_ + detection : _type_ + _description_ + """ def sum_intensity(regionmask, intensity_image): return np.sum(intensity_image[regionmask]) @@ -346,7 +355,7 @@ def process_raster_polygons( dask_chunks to use to load WOfS data, by default {"x": 3200, "y": 3200, "time": 1} min_valid_observations : int, optional Threshold to use to mask out pixels based on the number of valid WOfS - observations for each pixel, by default 128 + observations for each pixel, by default 60 min_wet_thresholds: list[int | float], optional A list containing the extent threshold and the detection threshold, with the extent threshold listed first, by default [0.05, 0.1] From 10b6509733bc71c2067bb7e30e4da8530568547e Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 12:37:12 +0300 Subject: [PATCH 108/130] update make polygons cli to match notebooks --- deafrica_waterbodies/cli/generate_polygons.py | 58 ++++++++++--------- 1 file changed, 31 insertions(+), 27 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index 2d9c695..a9a6ed7 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -52,9 +52,11 @@ help="Number of worker processes to use when filtering WOfS All Time Summary product tiles", ) @click.option( - "--overwrite/--no-overwrite", - default=False, - help="Rerun tiles that have already been processed.", + "--min-valid-observations", + default=60, + type=int, + help="Minimum number of observations for a pixel to be considered valid.", + show_default=True, ) @click.option( "--detection-threshold", @@ -71,17 +73,21 @@ show_default=True, ) @click.option( - "--min-valid-observations", - default=60, - type=int, - help="Minimum number of observations for a pixel to be considered valid.", - show_default=True, + "--land-sea-mask-fp", + default="", + help="File path to vector/raster dataset to use to filter out ocean polygons.", ) @click.option( "--raster-processing-plugin-name", default=None, type=str, - help="Name of the plugin containing the filtering functions to use in the raster processing space. Plugin file must be in the deafrica_waterbodies/plugins/ directory.", + help="Name of the plugin containing the filtering functions to use in the raster processing space." + "Plugin file must be in the deafrica_waterbodies/plugins/ directory.", +) +@click.option( + "--overwrite/--no-overwrite", + default=False, + help="Rerun tiles that have already been processed.", ) @click.option( "--min-polygon-size", @@ -107,6 +113,7 @@ ) @click.option( "--file-name-prefix", + default="waterbodies", type=str, help="File name for the final output", ) @@ -115,14 +122,15 @@ def generate_polygons( aoi_vector_file, tile_size_factor, num_workers, + min_valid_observations, detection_threshold, extent_threshold, - min_valid_observations, + land_sea_mask_fp, raster_processing_plugin_name, - output_directory, overwrite, min_polygon_size, max_polygon_size, + output_directory, timeseries_directory, file_name_prefix, ): @@ -134,7 +142,6 @@ def generate_polygons( _log = logging.getLogger(__name__) # Parameters to use when loading datasets. - # Chunk size was chosen to match Landsat WOfS scene size. dask_chunks = {"x": 3200, "y": 3200, "time": 1} # Support pathlib Paths. @@ -149,6 +156,14 @@ def generate_polygons( else: fs = fsspec.filesystem("file") + # Directory to write generated waterbody polygons to. + polygons_from_thresholds_dir = os.path.join(output_directory, "polygons_from_thresholds") + + # Check if the directory exists. If it does not, create it. + if not check_dir_exists(polygons_from_thresholds_dir): + fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True) + _log.info(f"Created directory {polygons_from_thresholds_dir}") + # Load the area of interest as a GeoDataFrame. if aoi_vector_file is not None: try: @@ -164,14 +179,6 @@ def generate_polygons( aoi_gdf=aoi_gdf, tile_size_factor=tile_size_factor, num_workers=num_workers ) - # Directory to write generated waterbody polygons to. - polygons_from_thresholds_dir = os.path.join(output_directory, "polygons_from_thresholds") - - # Check if the directory exists. If it does not, create it. - if not check_dir_exists(polygons_from_thresholds_dir): - fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True) - _log.info(f"Created directory {polygons_from_thresholds_dir}") - # Set the wetness thresholds. min_wet_thresholds = set_wetness_thresholds( detection_threshold=detection_threshold, extent_threshold=extent_threshold @@ -185,12 +192,8 @@ def generate_polygons( plugin = run_plugin(plugin_file) _log.info(f"Using plugin {plugin_file}") validate_plugin(plugin) - - land_sea_mask_fp = plugin.land_sea_mask_fp - filter_land_sea_mask = plugin.filter_land_sea_mask else: - land_sea_mask_fp = "" - filter_land_sea_mask = None + plugin = None # Generate the first set of polygons for each of the tiles. for tile in tiles.items(): @@ -213,11 +216,11 @@ def generate_polygons( raster_polygons = process_raster_polygons( tile=tile, grid_workflow=grid_workflow, + plugin=plugin, dask_chunks=dask_chunks, min_valid_observations=min_valid_observations, min_wet_thresholds=min_wet_thresholds, land_sea_mask_fp=land_sea_mask_fp, - filter_land_sea_mask=filter_land_sea_mask, ) if raster_polygons.empty: _log.info(f"Tile {str(tile_id)} contains no water body polygons.") @@ -274,7 +277,6 @@ def generate_polygons( raster_polygons_merged_fp = os.path.join( output_directory, "raster_polygons_merged_at_tile_boundaries.parquet" ) - raster_polygons_merged.to_parquet(raster_polygons_merged_fp) _log.info(f"Polygons written to {raster_polygons_merged_fp}") @@ -307,3 +309,5 @@ def generate_polygons( output_directory=output_directory, file_name_prefix=file_name_prefix, ) + + # waterbodies_gdf_4326.to_parquet(os.path.join(output_directory, f"{file_name_prefix}.parquet")) From 9e6147d66a7f82bdd64e2745c18e624963973840 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 15:50:21 +0300 Subject: [PATCH 109/130] Update number of pixels to buffer by in plugin --- deafrica_waterbodies/make_polygons.py | 1 + deafrica_waterbodies/plugins/ocean_filtering_using_goas.py | 6 +++--- .../plugins/ocean_filtering_using_hydrosheds.py | 6 +++--- 3 files changed, 7 insertions(+), 6 deletions(-) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 7c40372..20019c1 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -310,6 +310,7 @@ def confirm_extent_contains_detection(extent, detection): detection : _type_ _description_ """ + def sum_intensity(regionmask, intensity_image): return np.sum(intensity_image[regionmask]) diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py index 2071bb5..320d52e 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py @@ -12,7 +12,7 @@ # File extensions to recognise as Parquet files. PARQUET_EXTENSIONS = {".pq", ".parquet"} -buffer_pixels = 5 +buffer_pixels = 500 / 30 def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: @@ -26,7 +26,7 @@ def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.Dat return boolean_mask -def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: int) -> xr.DataArray: +def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: float) -> xr.DataArray: """ Shrink the land in the land/sea mask. @@ -34,7 +34,7 @@ def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: int) ---------- boolean_land_sea_mask : xr.DataArray Boolean mask where 0/False are ocean pixels and 1/True are land pixels. - buffer_pixels : int + buffer_pixels : float Number of pixels to erode the land by. Returns diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py index cf326c0..b5469e0 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -5,7 +5,7 @@ import xarray as xr from datacube.testutils.io import rio_slurp_xarray -buffer_pixels = 5 +buffer_pixels = 500 / 30 def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: @@ -19,7 +19,7 @@ def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.Dat return boolean_mask -def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: int) -> xr.DataArray: +def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: float) -> xr.DataArray: """ Shrink the land in the land/sea mask. @@ -27,7 +27,7 @@ def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: int) ---------- boolean_land_sea_mask : xr.DataArray Boolean mask where 0/False are ocean pixels and 1/True are land pixels. - buffer_pixels : int + buffer_pixels : float Number of pixels to erode the land by. Returns From 96a8a036f9b312de2c6a952669db32dcdd55a7ba Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 17:09:59 +0300 Subject: [PATCH 110/130] update docstrings for make_polygons functions --- deafrica_waterbodies/cli/generate_polygons.py | 6 +- deafrica_waterbodies/make_polygons.py | 93 ++++++++++++++----- 2 files changed, 72 insertions(+), 27 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index a9a6ed7..76753df 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -303,11 +303,11 @@ def generate_polygons( # Reproject to EPSG:4326 waterbodies_gdf_4326 = waterbodies_gdf.to_crs("EPSG:4326") - # Write to disk. + # Write shapefile to disk. write_waterbodies_to_file( waterbodies_gdf=waterbodies_gdf_4326, output_directory=output_directory, file_name_prefix=file_name_prefix, ) - - # waterbodies_gdf_4326.to_parquet(os.path.join(output_directory, f"{file_name_prefix}.parquet")) + # Write parquet file to disk. + waterbodies_gdf_4326.to_parquet(os.path.join(output_directory, f"{file_name_prefix}.parquet")) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 20019c1..f935042 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -38,9 +38,9 @@ def set_wetness_thresholds( Parameters ---------- detection_threshold : int | float - Threshold used to set the location of the water body polygons. + Threshold used to set the location of the waterbody polygons. extent_threshold : int | float - Threshold used to set the shape/extent of the water body polygons. + Threshold used to set the shape/extent of the waterbody polygons. Returns ------- @@ -68,8 +68,8 @@ def set_wetness_thresholds( else: _log.info( f"""We will be running a hybrid wetness threshold. - You have set {detection_threshold} as the location threshold, which will define the location of the water body polygons. - You have set {extent_threshold} as the extent threshold, which will define the extent/shape of the water body polygons.""" + You have set {detection_threshold} as the location threshold, which will define the location of the waterbody polygons. + You have set {extent_threshold} as the extent threshold, which will define the extent/shape of the waterbody polygons.""" ) return [extent_threshold, detection_threshold] @@ -84,7 +84,7 @@ def merge_polygons_at_tile_boundaries( ---------- waterbody_polygons : gpd.GeoDataFrame The waterbody polygons. - tile_exents_gdf: gpd.GeoDataFrame + tile_extents_gdf: gpd.GeoDataFrame The extents of the tiles used to generate the waterbody polygons. Returns @@ -227,14 +227,14 @@ def load_wofs_frequency( def remove_small_waterbodies(waterbody_raster: np.ndarray, min_size: int = 6) -> np.ndarray: """ - Remove water bodies from the raster that are smaller than the specified size. + Remove water bodies from the raster that are smaller than the specified number of pixels. Parameters ---------- waterbody_raster : np.ndarray Raster image to filter. min_size : int, optional - The smallest allowable water body size, by default 6 + The smallest allowable waterbody size i.e. minimum number of pixels a waterbody must have, by default 6 Returns ------- @@ -250,13 +250,23 @@ def remove_small_waterbodies(waterbody_raster: np.ndarray, min_size: int = 6) -> return waterbodies_small_removed -# Need a step to only segment the largest objects -# only segment bigger than minsize def select_waterbodies_for_segmentation( waterbodies_labelled: np.ndarray, min_size: int = 1000 ) -> np.ndarray: """ - Function to select the waterbodies to be segmented. + Select waterbodies larger than the specified number of pixels for segmentation. + + Parameters + ---------- + waterbodies_labelled : np.ndarray + Raster image to filter. + min_size : int, optional + Minimum number of pixels to classify a waterbody as large, by default 1000 + + Returns + ------- + np.ndarray + Raster containing the large waterbodies to be segmented. """ props = measure.regionprops(waterbodies_labelled) @@ -278,7 +288,21 @@ def generate_segmentation_markers( marker_source: np.ndarray, erosion_radius: int = 1, min_size: int = 100 ) -> np.ndarray: """ - Function to create watershed segementation markers. + Create watershed segmentation markers. + + Parameters + ---------- + marker_source : np.ndarray + Raster image to generate watershed segmentation markers from. + erosion_radius : int, optional + Radius to use to generate footprint for erosion., by default 1 + min_size : int, optional + The smallest allowable object size, by default 100 + + Returns + ------- + np.ndarray + Watershed segmentation markers. """ markers = morphology.erosion(marker_source, footprint=morphology.disk(radius=erosion_radius)) markers_relabelled = morphology.label(markers, background=0) @@ -290,25 +314,46 @@ def generate_segmentation_markers( return markers_acceptable_size -def run_watershed(waterbodies_for_segementation: np.ndarray, segmentation_markers): +def run_watershed( + waterbodies_for_segmentation: np.ndarray, segmentation_markers: np.ndarray +) -> np.ndarray: """ - Run segmentation + Segment large waterbodies. + + Parameters + ---------- + waterbodies_for_segmentation : np.ndarray + Raster image containing the large waterbodies to be segmented. + segmentation_markers : np.ndarray + Raster image containing the watershed segmentation markers. + + Returns + ------- + np.ndarray + Raster image with the large waterbodies segmented. """ - distance = ndi.distance_transform_edt(waterbodies_for_segementation) - segmented = watershed(-distance, segmentation_markers, mask=waterbodies_for_segementation) + distance = ndi.distance_transform_edt(waterbodies_for_segmentation) + segmented = watershed(-distance, segmentation_markers, mask=waterbodies_for_segmentation) return segmented -def confirm_extent_contains_detection(extent, detection): - """_summary_ +def confirm_extent_contains_detection(extent: np.ndarray, detection: np.ndarray) -> np.ndarray: + """ + Filter the waterbodies in the extent raster to keep only waterbodies that contain a waterbody pixel from the + detection raster. Parameters ---------- - extent : _type_ - _description_ - detection : _type_ - _description_ + extent : np.ndarray + Raster of the extent of the waterbodies. + detection : np.ndarray + Raster of the location of the waterbodies. + + Returns + ------- + np.ndarray + Filtered waterbodies in the extent raster. """ def sum_intensity(regionmask, intensity_image): @@ -341,7 +386,7 @@ def process_raster_polygons( land_sea_mask_fp: str | Path = "", ) -> gpd.GeoDataFrame: """ - Generate water body polygons by thresholding a WOfS All Time Summary tile. + Generate waterbody polygons by thresholding a WOfS All Time Summary tile. Parameters ---------- @@ -365,7 +410,7 @@ def process_raster_polygons( Returns ------- gpd.GeoDataFrame - Water body polygons. + waterbody polygons. """ # Load and threshold the WOfS All Time Summary tile. xr_detection, xr_extent = load_wofs_frequency( @@ -396,7 +441,7 @@ def process_raster_polygons( np_extent_segment = select_waterbodies_for_segmentation(np_extent_small_removed, min_size=1000) np_extent_nosegment = np.where(np_extent_segment > 0, 0, np_extent_small_removed) - # Create watershed segementation markers by taking the detection threshold pixels and eroding them by 1 + # Create watershed segmentation markers by taking the detection threshold pixels and eroding them by 1 # Includes removal of any markers smaller than 100 pixels segmentation_markers = generate_segmentation_markers( np_detection, erosion_radius=1, min_size=100 From db07f17ca65e06cbaa0ec998f000376a8570a518 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 17:21:52 +0300 Subject: [PATCH 111/130] Update workflow diagram --- figures/WorkflowDiagram.JPG | Bin 72764 -> 76239 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git 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zJd%@Ky3fG0(lWm1_UvB3=|X=cABSYA39+lF`Eur<8%|q3E8Tleoogw)PKhFVj{W#c z8yb9`%ZYrd2jMs{)x4fXISRi8xv5)QcRjRyWi%A`aN@0g>%PgRmiiN~0_`Lt@2b=B z{Jdg74GDL!T&57w^vBjW^u$JZ$PsYTU!g^Jo}#Vwa%25)cEMoJ;Gm~|V!!`*b9HGg zq-L_I-ue5F5A*+@4pI^Fac4I{1gOWnJZhZ2efQlH7ej!VkhyqvV^cvA4P~qK=(k&~ zM<13}T1#sy6j^S!eDpc}WUKyRaW3NTJ^33$_J8O~FXdlZx&JS|(iTWr!cRdQKSLhb zzo+`RSjnS!9jD#R_~o+Y10dhKC8TXQnLM-~{KDI`UiFnr3xKOaCCXd3+7cqt)p9T` zPQ_sS-N)Ydzu;fyRAFlsaSObJ7YNLmA98blV?O&a>D}p{_ucsqS=L^?*mPx z;P}OL5_$F`Fd*>bUbGg~Zaa2ZU3#pe_P Date: Fri, 17 Nov 2023 17:40:55 +0300 Subject: [PATCH 112/130] Update testing docs --- tests/README.md | 37 ++++++++++++++++++------------------- 1 file changed, 18 insertions(+), 19 deletions(-) diff --git a/tests/README.md b/tests/README.md index 3960aa4..7063937 100644 --- a/tests/README.md +++ b/tests/README.md @@ -2,28 +2,26 @@ ## Setting up Docker for testing -- we use `docker compose` to manage the test infrastructure (packages and environment) -- use `docker compose build` from the root directory -- to launch, `docker compose up -d` starts the docker -- you should have three containers running. You can check this by running `docker compose ps` -- from outside docker, run the shell script `tests/setup_test_datacube.sh` to set up the test datacube. This initialises the docker container datacube, downloads datasets required for testing and indexes them into this datacube. -- this process sets up a datacube and an environment to run conflux. -- now you can run tests in docker dancing penguin -- If the docker container needs rebuilding run `docker-compose build` -- Once you are done with testing, you can shut down the containers with `docker-compose down` - +- We use `docker compose` to manage the test infrastructure (packages and environment) . +- Use the command `make test-env` from the root directory to set up and launch the test environment. This sets up the test datacube and an environment to run `deafrica-waterbodies` in. +- You should have three containers running. You can check this by running `docker compose ps` . ![Expected Running Containers](../figures/ExpectedRunningContainers.png) +- Now you can run tests in docker dancing penguin . +- If the docker container needs rebuilding run `docker compose build` or `make build` +- Once you are done with testing, you can shut down the containers with `docker compose down` `make down` or `make clean` ## Running tests in Docker + - Once containers are up, you can run testing with the command `docker compose exec waterbodies pytest` - If you want to run the tests interactively and have access to the interactive debugger, - Execute bash within the docker container conflux `docker compose exec waterbodies bash` and then run `pytest` from the code directory: + Execute bash within the docker container waterbodies `docker compose exec waterbodies bash` or `make shell` and then run `pytest` from the code directory: ```bash root@fe004etc:/code# pytest tests ``` ## Running tests in sandbox -The tests assume that `deafrica-waterbodies` is installed. To install, follow the instructions in the [main README](../README.md). You can install `deafrica-conflux` locally for testing using `pip`: + +The tests assume that `deafrica-waterbodies` is installed. To install, follow the instructions in the [main README](../README.md). You can install `deafrica-waterbodies` locally for testing using `pip`: ```bash jovyan@jupyter-:~/dev/deafrica-waterbodies$ pip install -e . @@ -40,15 +38,16 @@ jovyan@jupyter-:~/dev/deafrica-waterbodies$ pytest tests Tests are automatically triggered in GitHub for any pushes to any branch. This behaviour is controlled by `/.github/workflows/test.yml`. ## Adding new test data -- the docker test datacube needs to have datasets in it to run tests on -- to add a new test dataset, first make sure the product is indexed in the test datacube in `setup_test_datacube.sh` -- this is done with a line like the following: + +- The docker test datacube needs to have datasets in it to run tests on. +- To add a new test dataset, first make sure the product is indexed in the test datacube. This is done with a line like the following: ```bash -docker-compose exec -T index bash -c "tail -n+2 product_list.csv | grep 'ga_ls_wo_3' | awk -F , '{print \$2}' | xargs datacube -v product add" +docker compose exec -T index datacube -v product add https://raw.githubusercontent.com/digitalearthafrica/config/master/products/wofs_ls_summary_alltime.odc-product.yaml ``` -- add the individual dataset with `s3-to-dc` inside the heredoc (with the others): + +- Add the individual dataset with `s3-to-dc` inside the heredoc (with the others): ```bash -s3-to-dc 's3://dea-public-data/derivative/ga_ls_wo_3/1-6-0/090/084/2000/02/02/*.json' --stac --no-sign-request --skip-lineage 'ga_ls_wo_3' -``` \ No newline at end of file +s3-to-dc "s3://deafrica-services/wofs_ls/1-0-0/189/038/2023/01/*/*.json" --stac --no-sign-request --skip-lineage 'wofs_ls' +``` From a24cd56034f7cceb06b08cfcdd282211bdcad969 Mon Sep 17 00:00:00 2001 From: vikineema Date: Fri, 17 Nov 2023 18:26:38 +0300 Subject: [PATCH 113/130] Add comments on dask chunks selection --- deafrica_waterbodies/make_polygons.py | 4 ++-- figures/ExpectedRunningContainers.png | Bin 0 -> 38933 bytes 2 files changed, 2 insertions(+), 2 deletions(-) create mode 100644 figures/ExpectedRunningContainers.png diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index f935042..afbacab 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -134,7 +134,7 @@ def load_wofs_frequency( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, plugin: ModuleType, - dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, + dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, # based on Landsat WOfS scene size min_valid_observations: int = 60, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", @@ -380,7 +380,7 @@ def process_raster_polygons( tile: 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zcZhY#X5PpzKHDPVSo1$mJA2UaAaK^ODmeD<@0-TVYi}^!R=7R&59l7PZ?d=TBma0F zY2(m(daQT${WteiW1a!mwgA^6L`#XVFuZ*E61Y5m;bkM>(zOZ=aPRNL@3y9$Q(w$A zsAjL)RRvrtBDmdSmuShBtuuieb%1M|S3ckVw)Je<^(!IbA{`a?QuFfe?T`QOl(+E2 zdK2I%8gNhKq<6dBo6Z2|TdJz6fZL^jC$=of*!lh7woO`(fusLZy#vGjs+Q$%wBGhU zASf(qYu3~PC15UW2j;(6-?>#+G!N7+s*Z@b@yc{H@VcQJIc300OuNM=&Hww2V;8(V zR`TL0aPQtrQ{XB|&a|Vz3k899H3O&0-Ro>FZ4D9>n8yI@n1VYx3LH!q7RNWb0Wf#qjQx+B-#>6k>gWV}ii5vVfbwS9P75 zYhAvrcI(={Z)O)`olw^AtWJeCUj!IxSfyZWmP-E@2Y*95;^6L9Euwb}+`=LLfCaH~ zr&9j_rvYqhAIGP-2B5cK20hu!pnd@AizeVIY(~EZNN)k?;tAiG<{(+|p4EcU4eAkK eZ-N`u!aw%Oe;hAQRC|@o00f?{elF{r5}E-2)Y9kx literal 0 HcmV?d00001 From c6bf382c655e10e6cec89df7039fbaf9425535ca Mon Sep 17 00:00:00 2001 From: vikineema Date: Sat, 18 Nov 2023 13:49:55 +0300 Subject: [PATCH 114/130] Add precision parameter to assign_unique_ids --- deafrica_waterbodies/attributes.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index 870e23a..c5c6fff 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -10,7 +10,7 @@ _log = logging.getLogger(__name__) -def assign_unique_ids(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: +def assign_unique_ids(polygons: gpd.GeoDataFrame, precision: int = 10) -> gpd.GeoDataFrame: """ Function to assign a unique ID to each waterbody polygon. @@ -18,7 +18,9 @@ def assign_unique_ids(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: ---------- polygons : gpd.GeoDataFrame GeoDataFrame containing the waterbody polygons. - + precision : int + Precision to use when encoding a polygon's centroid using geohash to + generate the polygon's unique identifier. Returns ------- gpd.GeoDataFrame @@ -35,7 +37,7 @@ def assign_unique_ids(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: # Generate a unique id for each polygon. polygons_with_unique_ids = polygons.to_crs(epsg=4326) polygons_with_unique_ids["UID"] = polygons_with_unique_ids.apply( - lambda x: gh.encode(x.geometry.centroid.y, x.geometry.centroid.x, precision=9), axis=1 + lambda x: gh.encode(x.geometry.centroid.y, x.geometry.centroid.x, precision=precision), axis=1 ) # Check that our unique ID is in fact unique From 3a7c00af8f8b049126f25437dbb654b1e83bad6e Mon Sep 17 00:00:00 2001 From: vikineema Date: Sat, 18 Nov 2023 14:34:10 +0300 Subject: [PATCH 115/130] Update number of polygons across Africa --- README.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.rst b/README.rst index abc2ec1..db1367a 100644 --- a/README.rst +++ b/README.rst @@ -29,7 +29,7 @@ Digital Earth Africa Waterbodies Up to date information about the extent and location of surface water across Africa provides stakeholders with a common understanding of this valuable and increasingly scarce resource. Water detection algorithms are now being routinely applied to continental and global archives of satellite imagery. However, water resource management decisions typically take place at the waterbody rather than pixel scale. -This repository presents a workflow for generating polygons of persistent waterbodies from Landsat observations, enabling improved monitoring and management of water assets across Africa. We use `Digital Earth Africa’s (DE Africa) Water Observations from Space (WOfS) water classifier `_, which provides a water classified output for every available Landsat scene, to determine the spatial locations and extents of waterbodies across Africa. DE Africa Waterbodies uses Digital Earth Africa’s archive of over 30 years of Landsat satellite imagery to identify where almost 700,000 waterbodies are in the African landscape. +This repository presents a workflow for generating polygons of persistent waterbodies from Landsat observations, enabling improved monitoring and management of water assets across Africa. We use `Digital Earth Africa’s (DE Africa) Water Observations from Space (WOfS) water classifier `_, which provides a water classified output for every available Landsat scene, to determine the spatial locations and extents of waterbodies across Africa. DE Africa Waterbodies uses Digital Earth Africa’s archive of over 30 years of Landsat satellite imagery to identify where over 700,000 waterbodies are in the African landscape. .. image:: figures/WorkflowDiagram.JPG :width: 900 @@ -43,7 +43,7 @@ Each polygon was then used to generate a time series of WOfS, providing a histor :width: 900 :alt: Digital Earth Australia Waterbodies -*Digital Earth Africa Waterbodies. Waterbody polygons mapped by this product are shown in blue. There are almost 700,000 across Africa.* +*Digital Earth Africa Waterbodies. Waterbody polygons mapped by this product are shown in blue. There are over 700,000 across Africa.* DE Africa Waterbodies supports users to understand and manage water across Africa. DE Africa Waterbodies provides new insights into local through to continental-scale surface water spatio-temporal dynamics by enabling the monitoring of important landscape features such as lakes and dams, improving our ability to use earth observation data to make meaningful decisions. It can be used to gain insights into the severity and spatial distribution of drought, or identify potential water sources. For more information about the DE Africa Waterbodies product, including instructions for accessing the product, frequently asked questions and data download links, see the `Digital Earth Africa Data Catalogue `_. From 408a15caa7dbee04819852004e3cff6a85fe6b9e Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 11:22:04 +0300 Subject: [PATCH 116/130] Add function to calculate the length of waterbodies --- deafrica_waterbodies/attributes.py | 50 +++++++++++++++++++++++++++--- 1 file changed, 46 insertions(+), 4 deletions(-) diff --git a/deafrica_waterbodies/attributes.py b/deafrica_waterbodies/attributes.py index c5c6fff..d882fb9 100644 --- a/deafrica_waterbodies/attributes.py +++ b/deafrica_waterbodies/attributes.py @@ -4,6 +4,7 @@ import geohash as gh import geopandas as gpd +from shapely import Point, Polygon from deafrica_waterbodies.io import check_if_s3_uri @@ -37,7 +38,8 @@ def assign_unique_ids(polygons: gpd.GeoDataFrame, precision: int = 10) -> gpd.Ge # Generate a unique id for each polygon. polygons_with_unique_ids = polygons.to_crs(epsg=4326) polygons_with_unique_ids["UID"] = polygons_with_unique_ids.apply( - lambda x: gh.encode(x.geometry.centroid.y, x.geometry.centroid.x, precision=precision), axis=1 + lambda x: gh.encode(x.geometry.centroid.y, x.geometry.centroid.x, precision=precision), + axis=1, ) # Check that our unique ID is in fact unique @@ -171,9 +173,44 @@ def add_timeseries_attribute( return polygons -def add_area_and_perimeter_attributes(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: +def get_polygon_length(poly: Polygon) -> float: """ - Function to add the area and perimeter for each waterbody polygon. + Calculate the length of a polygon. + + Parameters + ---------- + poly : Polygon + Polygon to get length for. + + Returns + ------- + float + Length of polygon i.e. longest edge of the mminimum bounding of the polygon. + """ + # Calculate the minimum bounding box (oriented rectangle) of the polygon + min_bbox = poly.minimum_rotated_rectangle + + # Get the coordinates of polygon vertices. + x, y = min_bbox.exterior.coords.xy + + # Get the length of bounding box edges + edge_length = ( + Point(x[0], y[0]).distance(Point(x[1], y[1])), + Point(x[1], y[1]).distance(Point(x[2], y[2])), + ) + + # Get the length of polygon as the longest edge of the bounding box. + length = max(edge_length) + + # Get width of the polygon as the shortest edge of the bounding box. + # width = min(edge_length) + + return length + + +def add_polygon_properties(polygons: gpd.GeoDataFrame) -> gpd.GeoDataFrame: + """ + Function to add the area, perimeter and length for each waterbody polygon. Parameters ---------- @@ -184,16 +221,21 @@ def add_area_and_perimeter_attributes(polygons: gpd.GeoDataFrame) -> gpd.GeoData ------- gpd.GeoDataFrame GeoDataFrame with the crs "EPSG:6933" containing the waterbody polygons - with additional columns "area_m2" and "perim_m". + with additional columns "area_m2", "perim_m" and "length_m". The "area_m2" column contains the area in meters squared of each waterbody polygon calculated in the crs "EPS:6933". The "perim_m" column contains the perimeter in meters of each waterbody polygon calculated in the crs "EPS:6933". + The "length_m" column contains the major axis length in meters of each + waterbody polygon calculated in the crs "EPS:6933". """ # Reproject into a projected crs polygons_6933 = polygons.to_crs("EPSG:6933") + # Get the major axis length of each polygon. + polygons_6933["length_m"] = polygons_6933["geometry"].apply(get_polygon_length) + # Perimeter polygons_6933["perim_m"] = polygons_6933.geometry.length polygons_6933["perim_m"] = polygons_6933["perim_m"].round(decimals=4) From 62ddb3e9aec3356be14ddd1d8ab43ed633468d0a Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 11:37:46 +0300 Subject: [PATCH 117/130] Update polygon generation cli --- deafrica_waterbodies/cli/generate_polygons.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index 76753df..a9053c4 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -9,7 +9,7 @@ import pandas as pd from deafrica_waterbodies.attributes import ( - add_area_and_perimeter_attributes, + add_polygon_properties, add_timeseries_attribute, assign_unique_ids, ) @@ -292,8 +292,8 @@ def generate_polygons( os.path.join(output_directory, "area_filtered_raster_polygons.parquet") ) - waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons) - waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf) + waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons, precision=10) + waterbodies_gdf = add_polygon_properties(polygons=waterbodies_gdf) waterbodies_gdf = add_timeseries_attribute( polygons=waterbodies_gdf, timeseries_directory=timeseries_directory, From 3eb8558d76ba6f16965ccd7db5350daaabd8ee9a Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 12:01:50 +0300 Subject: [PATCH 118/130] Remove deprecated filter functions --- deafrica_waterbodies/filters.py | 385 ------------------------- deafrica_waterbodies/group_polygons.py | 168 +++++++++++ 2 files changed, 168 insertions(+), 385 deletions(-) create mode 100644 deafrica_waterbodies/group_polygons.py diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 9e29fc6..9da3b62 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -3,8 +3,6 @@ """ import logging import math -import warnings -from pathlib import Path import geopandas as gpd import numpy as np @@ -131,152 +129,6 @@ def filter_by_area( return area_filtered_polygons_gdf -def filter_using_land_sea_mask( - polygons_gdf: gpd.GeoDataFrame, - land_sea_mask_fp: str | Path = "", -) -> gpd.GeoDataFrame: - """ - Filter the water body polygons using a land/sea mask to filter out ocean polygons. - - Parameters - ---------- - polygons_gdf : gpd.GeoDataFrame - land_sea_mask_fp : str | Path, optional - Vector file path to the polygons to use to filter out ocean waterbody polygons, by default "" - - Returns - ------- - gpd.GeoDataFrame: - The filtered water body polygons with ocean polygons removed. - """ - crs = polygons_gdf.crs - - # Support pathlib Paths - land_sea_mask_fp = str(land_sea_mask_fp) - - if land_sea_mask_fp: - _log.info("Filtering out ocean polygons from the water body polygons...") - try: - land_sea_mask = gpd.read_file(land_sea_mask_fp).to_crs(crs) - except Exception as error: - _log.exception(f"Could not read file {land_sea_mask_fp}") - _log.error(error) - raise error - else: - inland_polygons = filter_by_intersection( - gpd_data=polygons_gdf, - gpd_filter=land_sea_mask, - filtertype="intersects", - invert_mask=True, - return_inverse=False, - ) - _log.info( - f"Filtered out {len(polygons_gdf) - len(inland_polygons)} water body polygons." - ) - - return inland_polygons - - else: - _log.info("Skipping filtering out ocean polygons step.") - return polygons_gdf - - -def filter_using_urban_mask( - polygons_gdf: gpd.GeoDataFrame, - urban_mask_fp: str | Path = "", -) -> gpd.GeoDataFrame: - """ - Filter out the missclassified waterbodies from the water body polygons using - an urban/CBDs mask. - WOfS has a known limitation, where deep shadows thrown by tall CBD buildings - are misclassified as water. This results in 'waterbodies' around these - misclassified shadows in capital cities. - - Parameters - ---------- - polygons_gdf: gpd.GeoDataFrame - urban_mask_fp : str | Path, optional - Vector file path to the polygons to use to filter out CBDs, by default "" - - Returns - ------- - polygons_gdf: gpd.GeoDataFrame - Water body polygons with missclassified waterbodies removed. - """ - crs = polygons_gdf.crs - - if urban_mask_fp: - _log.info("Filteringpr out CBDs polygons from the water body polygons...") - try: - urban_mask = gpd.read_file(urban_mask_fp).to_crs(crs) - except Exception as error: - _log.exception(f"Could not read file {urban_mask_fp}") - _log.error(error) - raise error - else: - cbd_filtered_polygons_gdf = filter_by_intersection( - gpd_data=polygons_gdf, - gpd_filter=urban_mask, - filtertype="intersects", - invert_mask=True, - return_inverse=False, - ) - - _log.info( - f"Filtered out {len(cbd_filtered_polygons_gdf) - len(polygons_gdf)} water body polygons." - ) - - return cbd_filtered_polygons_gdf - else: - _log.info("Skipping filtering out CBDs step.") - return polygons_gdf - - -def filter_using_major_rivers_mask( - polygons_gdf: gpd.GeoDataFrame, major_rivers_mask_fp: str | Path = "" -) -> gpd.GeoDataFrame: - """ - Filter out major rivers polygons from a set of waterbody polygons. - - Parameters - ---------- - polygons_gdf : gpd.GeoDataFrame - major_rivers_mask_fp : str | Path, optional - Vector file path to the polygons to use to filter out major river waterbody polygons, by default "" - - Returns - ------- - gpd.GeoDataFrame - Filtered set of waterbody polygons with major rivers polygons removed. - - """ - crs = polygons_gdf.crs - - if major_rivers_mask_fp: - _log.info("Filtering out major rivers polygons from the waterbody polygons...") - try: - major_rivers = gpd.read_file(major_rivers_mask_fp).to_crs(crs) - except Exception as error: - _log.exception(f"Could not read file {major_rivers_mask_fp}") - _log.error(error) - raise error - else: - major_rivers_filtered_polygons = filter_by_intersection( - gpd_data=polygons_gdf, - gpd_filter=major_rivers, - filtertype="intersects", - invert_mask=True, - return_inverse=False, - ) - _log.info( - f"Filtered out {len(polygons_gdf) - len(major_rivers_filtered_polygons)} water body polygons." - ) - return major_rivers_filtered_polygons - else: - _log.info("Skipping filtering out major rivers polygons step.") - return polygons_gdf - - def pp_test_gdf(input_gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: """ Function to calculate the Polsby–Popper test values on a @@ -303,243 +155,6 @@ def pp_test_gdf(input_gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: return input_gdf -def erode_dilate_v1( - waterbody_polygons: gpd.GeoDataFrame, pp_test_threshold: float | int -) -> gpd.GeoDataFrame: - """ - Split large polygons using the `erode-dilate-v1` method. - - Parameters - ---------- - waterbody_polygons : gpd.GeoDataFrame - Polygons to split. - pp_test_threshold: float | int - Polsby–Popper value threshold below which a polygon is a candidate for - splitting. - Returns - ------- - gpd.GeoDataFrame - Polygons with polygons below the threshold split. - """ - crs = waterbody_polygons.crs - assert crs.is_projected - - # Calculate the Polsby–Popper values. - waterbody_polygons_ = pp_test_gdf(input_gdf=waterbody_polygons) - - # Get the polygons to be split. - splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test <= pp_test_threshold] - not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_test_threshold] - - if len(splittable_polygons) >= 1: - _log.info( - f"Splitting {len(splittable_polygons)} out of {len(waterbody_polygons_)} polygons." - ) - - # Buffer the polygons. - splittable_polygons_buffered = splittable_polygons.buffer(-50) - - # Explode multi-part geometries into multiple single geometries. - split_polygons = splittable_polygons_buffered.explode(index_parts=True).reset_index( - drop=True - ) - - # Buffer the polygons. - split_polygons_buffered = split_polygons.buffer(50) - - # Merge the split polygons with the not split polygons. - large_polygons_handled = pd.concat( - [not_splittable_polygons.geometry, split_polygons_buffered], ignore_index=True - ) - - # Convert the Geoseries into a GeoDataFrame. - large_polygons_handled = gpd.GeoDataFrame(geometry=large_polygons_handled, crs=crs) - _log.info( - f"Polygon count after splitting using erode-dilate-v1 method: {len(large_polygons_handled)}" - ) - return large_polygons_handled - else: - info_msg = ( - f"There are no polygons with a Polsby–Popper score above the {pp_test_threshold}. " - "No polygons were split." - ) - _log.info(info_msg) - - # Return the geometry column only. - waterbody_polygons_ = gpd.GeoDataFrame( - geometry=waterbody_polygons_.geometry, crs=crs - ).reset_index(drop=True) - - return waterbody_polygons_ - - -def erode_dilate_v2( - waterbody_polygons: gpd.GeoDataFrame, pp_test_threshold: float | int -) -> gpd.GeoDataFrame: - """ - Split large polygons using the `erode-dilate-v2` method. - - Parameters - ---------- - waterbody_polygons : gpd.GeoDataFrame - Polygons to split. - pp_test_threshold: float | int - Polsby–Popper value threshold below which a polygon is a candidate for - splitting. - Returns - ------- - gpd.GeoDataFrame - Polygons with polygons below the threshold split. - """ - crs = waterbody_polygons.crs - assert crs.is_projected - - # Calculate the Polsby–Popper values. - waterbody_polygons_ = pp_test_gdf(input_gdf=waterbody_polygons) - - # Get the polygons to be split. - splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test <= pp_test_threshold] - not_splittable_polygons = waterbody_polygons_[waterbody_polygons_.pp_test > pp_test_threshold] - - if len(splittable_polygons) >= 1: - _log.info( - f"Splitting {len(splittable_polygons)} out of {len(waterbody_polygons_)} polygons." - ) - - # Buffer the polygons. - splittable_polygons_buffered = splittable_polygons.buffer(-100).buffer(125) - - # Get the union of all the buffered polygons as a single geometry, - splittable_polygons_buffered_union = gpd.GeoDataFrame( - geometry=[splittable_polygons_buffered.unary_union], crs=crs - ) - - # Get the difference of each geometry in the splittable_polygons_ and the single geometry in - # splittable_polygons_buffered_union - subtracted = splittable_polygons.overlay( - splittable_polygons_buffered_union, how="difference" - ) - - # Explode multi-part geometries into multiple single geometries. - subtracted = subtracted.explode(index_parts=True).reset_index(drop=True) - - # Get the difference of each geometry in subtracted and each geometry in splittable_polygons. - resubtracted = splittable_polygons.overlay(subtracted, how="difference") - - # Explode multi-part geometries into multiple single geometries. - resubtracted = resubtracted.explode(index_parts=True).reset_index(drop=True) - - # Assign each chopped-off bit of the polygon to its nearest big - # neighbour. - unassigned = np.ones(len(subtracted), dtype=bool) - recombined = [] - - for row in resubtracted.itertuples(): - mask = subtracted.exterior.intersects(row.geometry.exterior) & unassigned - neighbours = subtracted[mask] - unassigned[mask] = False - poly = row.geometry.union(neighbours.unary_union) - recombined.append(poly) - - recombined_gdf = gpd.GeoDataFrame(geometry=recombined, crs=crs) - # Get only the actual geometry objects that are neither missing nor empty - recombined_gdf_masked = recombined_gdf[ - ~(recombined_gdf.geometry.is_empty | recombined_gdf.geometry.isna()) - ] - - # All remaining polygons are not part of a big polygon. - results = pd.concat( - [recombined_gdf_masked, subtracted[unassigned], not_splittable_polygons], - ignore_index=True, - ) - - # Explode multi-part geometries into multiple single geometries. - large_polygons_handled = results.explode(index_parts=True).reset_index(drop=True) - - # Return the geometry column only. - large_polygons_handled = gpd.GeoDataFrame(geometry=large_polygons_handled.geometry, crs=crs) - - _log.info( - f"Polygon count after splitting using erode-dilate-v2 method: {len(large_polygons_handled)}" - ) - return large_polygons_handled - else: - info_msg = ( - f"There are no polygons with a Polsby–Popper score above the {pp_test_threshold}. " - "No polygons were split." - ) - _log.info(info_msg) - - # Return the geometry column only. - waterbody_polygons_ = gpd.GeoDataFrame( - geometry=waterbody_polygons_.geometry, crs=crs - ).reset_index(drop=True) - - return waterbody_polygons_ - - -def split_large_polygons( - waterbody_polygons: gpd.GeoDataFrame, pp_test_threshold: float = 0.005, method: str = "nothing" -) -> gpd.GeoDataFrame: - """ - Function to split large polygons. - - Parameters - ---------- - waterbody_polygons : gpd.GeoDataFrame - Set of polygons for which to split the large polygons. - pp_test_threshold : float, optional - Threshold for the Polsby–Popper test values of the polygons by which to - classify if a polygon is large or not, by default 0.005 - method : str, optional - Method to use to split large polygons., by default "nothing" - - Returns - ------- - gpd.GeoDataFrame - Set of polygons with large polygons split. - """ - - warnings.simplefilter(action="ignore", category=FutureWarning) - - # Confirm the option to use. - valid_options = ["erode-dilate-v1", "erode-dilate-v2", "nothing"] - if method not in valid_options: - _log.info( - f"{method} method not implemented to handle large polygons. Defaulting to not splitting large polygons." - ) - method = "nothing" - - # Split large polygons. - if method == "nothing": - info_msg = ( - "You have chosen not to split large polygons. If you meant to use this option, please " - f"select one of the following methods: {valid_options[:2]}." - ) - _log.info(info_msg) - - # Return the geometry column only. - waterbody_polygons_ = gpd.GeoDataFrame( - geometry=waterbody_polygons.geometry, crs=waterbody_polygons.crs - ).reset_index(drop=True) - - return waterbody_polygons_ - else: - _log.info( - f"Splitting large polygons using the `{method}` method, using the threshold {pp_test_threshold}." - ) - if method == "erode-dilate-v1": - large_polygons_handled = erode_dilate_v1( - waterbody_polygons=waterbody_polygons, pp_test_threshold=pp_test_threshold - ) - return large_polygons_handled - elif method == "erode-dilate-v2": - large_polygons_handled = erode_dilate_v2( - waterbody_polygons=waterbody_polygons, pp_test_threshold=pp_test_threshold - ) - return large_polygons_handled - - # From https://stackoverflow.com/a/70387141 def remove_polygon_interiors(poly: Polygon) -> Polygon: """ diff --git a/deafrica_waterbodies/group_polygons.py b/deafrica_waterbodies/group_polygons.py new file mode 100644 index 0000000..21a1b5a --- /dev/null +++ b/deafrica_waterbodies/group_polygons.py @@ -0,0 +1,168 @@ +import logging +import os + +import fsspec +import geopandas as gpd +import numpy as np +import pandas as pd + +from deafrica_waterbodies.io import check_dir_exists, check_if_s3_uri + +_log = logging.getLogger(__name__) + + +def filter_large_polygons( + polygons_gdf: gpd.GeoDataFrame, length_threshold_km: float = 150 +) -> gpd.GeoDataFrame: + """ + Filter out polygons whose length is greater than the length threshold. + + Parameters + ---------- + polygons_gdf : gpd.GeoDataFrame + Polygons to filter. + length_threshold_km : float, optional + Length threshold in kilometers by which to filter out large polygons, by default 150 + + Returns + ------- + gpd.GeoDataFrame + Polygons with large polygons filtered out. + """ + length_threshold_m = length_threshold_km * 1000 + + filtered_polygons_gdf = polygons_gdf[polygons_gdf["length_m"] <= length_threshold_m] + + _log.info( + f"Filtered out {len(polygons_gdf) - len(filtered_polygons_gdf)} polygons out of {len(polygons_gdf)} polygons." + ) + return filtered_polygons_gdf + + +def get_intersecting_polygons_ids( + region: gpd.GeoDataFrame, polygons_gdf: gpd.GeoDataFrame +) -> gpd.GeoDataFrame: + """ + Get the IDs of the polygons that intersect with a region. + + Parameters + ---------- + region : gpd.GeoDataFrame + A single row GeoDataFrame of the product region of interest. + polygons_gdf : gpd.GeoDataFrame + A set of polygons to filter by intersection with the region. + + Returns + ------- + gpd.GeoDataFrame + The single row GeoDataFrame of the product region of interest with a + column containing the ids of the polygons that intersect with the region. + """ + assert len(region) == 1 + + intersecting_polygons_ids = gpd.sjoin( + polygons_gdf, region, how="inner", predicate="intersects" + ).index.to_list() + region["intersecting_polygons_ids"] = ",".join(intersecting_polygons_ids) + + return region + + +def export_polygons( + region: pd.Series, polygons_gdf: gpd.GeoDataFrame, output_directory: str +) -> str: + """ + Export the set of polygons for a region as a parquet file. + + Parameters + ---------- + region : pd.Series + The row in a DataFrame representing a region. + polygons_gdf : gpd.GeoDataFrame + The set of polygons to select from. + output_directory : str + The output directory to write the output parquet file to. + + Returns + ------- + str + The file path of the output parquet file. + """ + region_id = region.name + polygon_ids = region.intersecting_polygons_ids.split(",") + + output_fp = os.path.join(output_directory, f"{region_id}.parquet") + + polygons_gdf.loc[polygon_ids].reset_index().to_parquet(output_fp) + + _log.info(f"Polygons for region {region_id} written to {output_fp}") + + return output_fp + + +def split_polygons_by_region( + polygons_gdf: gpd.GeoDataFrame, + output_directory: str, + product: str = "wofs_ls", + length_threshold_km: float = 150, +) -> dict: + """ + Split a set of polygons by the regions in a DE Africa's product regions + GeoJSON file. + + Parameters + ---------- + polygons_gdf : gpd.GeoDataFrame + The set of polygons to split by region, with the polygon IDs column set + as the index. + output_directory : str + The directory to write the parquet files for the GeoDataFrames + from the split by regions. + product : str, optional + The DE Africa product to use to get the regions and region codes, by default "wofs_ls" + length_threshold_km : float, optional + Length threshold in kilometers by which to filter out large polygons, by default 150 + + Returns + ------- + dict + A dictionary of the region codes and the file path to the polygons that + intersect with the region. + """ + # Filter out large polygons from the polygons. + polygons_gdf = filter_large_polygons( + polygons_gdf=polygons_gdf, length_threshold_km=length_threshold_km + ) + + # Load the regions file. + product_regions_fp = f"https://explorer.digitalearth.africa/api/regions/{product}" + product_regions = gpd.read_file(product_regions_fp).to_crs(polygons_gdf.crs) + product_regions.set_index("region_code", inplace=True) + + # Split each row in the product_regions into a GeoDataFrame of its own. + regions = np.array_split(product_regions, len(product_regions)) + assert len(regions) == len(product_regions) + + # For each region get the IDs for the polygons that intersect with the region. + regions_ = [get_intersecting_polygons_ids(region, polygons_gdf) for region in regions] + + # Filter to remove regions with no intersecting polygons. + filtered_regions = [region for region in regions_ if region.iloc[0].intersecting_polygons_ids] + + filtered_regions_gdf = pd.concat(filtered_regions, ignore_index=False) + + if not check_dir_exists(output_directory): + if check_if_s3_uri(output_directory): + fs = fsspec.filesystem("s3") + else: + fs = fsspec.filesystem("file") + + fs.mkdirs(output_directory, exist_ok=True) + _log.info(f"Created directory {output_directory}") + + # Export each regions' polygons as a parquet file. + filtered_regions_gdf["polygon_file_paths"] = filtered_regions_gdf.apply( + lambda row: export_polygons(row, polygons_gdf, output_directory), axis=1 + ) + + return filtered_regions_gdf["polygon_file_paths"].to_dict() From 5e15b03150694552989e8b7699385c99254e37fe Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 12:04:55 +0300 Subject: [PATCH 119/130] Add function to filter out large waterbody polygons --- deafrica_waterbodies/filters.py | 28 ++++++++++++++++++++++++++++ 1 file changed, 28 insertions(+) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 9da3b62..585e7d3 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -277,3 +277,31 @@ def remove_polygons_within_polygons(polygons_gdf: gpd.GeoDataFrame) -> gpd.GeoDa else: _log.info("Found no polygons within polygons.") return polygons_gdf + + +def filter_large_polygons( + polygons_gdf: gpd.GeoDataFrame, length_threshold_km: float = 150 +) -> gpd.GeoDataFrame: + """ + Filter out polygons whose length is greater than the length threshold. + + Parameters + ---------- + polygons_gdf : gpd.GeoDataFrame + Polygons to filter. + length_threshold_km : float, optional + Length threshold in kilometers by which to filter out large polygons, by default 150 + + Returns + ------- + gpd.GeoDataFrame + Polygons with large polygons filtered out. + """ + length_threshold_m = length_threshold_km * 1000 + + filtered_polygons_gdf = polygons_gdf[polygons_gdf["length_m"] <= length_threshold_m] + + _log.info( + f"Filtered out {len(polygons_gdf) - len(filtered_polygons_gdf)} polygons out of {len(polygons_gdf)} polygons." + ) + return filtered_polygons_gdf From fea85bb638c7ca95bb35d8ca09b773426cdc3e13 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 12:08:30 +0300 Subject: [PATCH 120/130] Rename function --- deafrica_waterbodies/filters.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index 585e7d3..a3938d6 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -279,7 +279,7 @@ def remove_polygons_within_polygons(polygons_gdf: gpd.GeoDataFrame) -> gpd.GeoDa return polygons_gdf -def filter_large_polygons( +def filter_by_length( polygons_gdf: gpd.GeoDataFrame, length_threshold_km: float = 150 ) -> gpd.GeoDataFrame: """ From f0cfd7206857a02080ee5a67715f9b380c160143 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 12:14:44 +0300 Subject: [PATCH 121/130] minor fix --- deafrica_waterbodies/filters.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/deafrica_waterbodies/filters.py b/deafrica_waterbodies/filters.py index a3938d6..4ddc3dc 100644 --- a/deafrica_waterbodies/filters.py +++ b/deafrica_waterbodies/filters.py @@ -304,4 +304,7 @@ def filter_by_length( _log.info( f"Filtered out {len(polygons_gdf) - len(filtered_polygons_gdf)} polygons out of {len(polygons_gdf)} polygons." ) + + filtered_polygons_gdf = gpd.GeoDataFrame(data=filtered_polygons_gdf) + return filtered_polygons_gdf From b3e5226e94c2beb91757635164dfc575c1d4b524 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 12:54:05 +0300 Subject: [PATCH 122/130] Add functions to group polygons by product regions --- deafrica_waterbodies/group_polygons.py | 36 -------------------------- 1 file changed, 36 deletions(-) diff --git a/deafrica_waterbodies/group_polygons.py b/deafrica_waterbodies/group_polygons.py index 21a1b5a..38c2c14 100644 --- a/deafrica_waterbodies/group_polygons.py +++ b/deafrica_waterbodies/group_polygons.py @@ -11,34 +11,6 @@ _log = logging.getLogger(__name__) -def filter_large_polygons( - polygons_gdf: gpd.GeoDataFrame, length_threshold_km: float = 150 -) -> gpd.GeoDataFrame: - """ - Filter out polygons whose length is greater than the length threshold. - - Parameters - ---------- - polygons_gdf : gpd.GeoDataFrame - Polygons to filter. - length_threshold_km : float, optional - Length threshold in kilometers by which to filter out large polygons, by default 150 - - Returns - ------- - gpd.GeoDataFrame - Polygons with large polygons filtered out. - """ - length_threshold_m = length_threshold_km * 1000 - - filtered_polygons_gdf = polygons_gdf[polygons_gdf["length_m"] <= length_threshold_m] - - _log.info( - f"Filtered out {len(polygons_gdf) - len(filtered_polygons_gdf)} polygons out of {len(polygons_gdf)} polygons." - ) - return filtered_polygons_gdf - - def get_intersecting_polygons_ids( region: gpd.GeoDataFrame, polygons_gdf: gpd.GeoDataFrame ) -> gpd.GeoDataFrame: @@ -104,7 +76,6 @@ def split_polygons_by_region( polygons_gdf: gpd.GeoDataFrame, output_directory: str, product: str = "wofs_ls", - length_threshold_km: float = 150, ) -> dict: """ Split a set of polygons by the regions in a DE Africa's product regions @@ -120,8 +91,6 @@ def split_polygons_by_region( from the split by regions. product : str, optional The DE Africa product to use to get the regions and region codes, by default "wofs_ls" - length_threshold_km : float, optional - Length threshold in kilometers by which to filter out large polygons, by default 150 Returns ------- @@ -129,11 +98,6 @@ def split_polygons_by_region( A dictionary of the region codes and the file path to the polygons that intersect with the region. """ - # Filter out large polygons from the polygons. - polygons_gdf = filter_large_polygons( - polygons_gdf=polygons_gdf, length_threshold_km=length_threshold_km - ) - # Load the regions file. product_regions_fp = f"https://explorer.digitalearth.africa/api/regions/{product}" product_regions = gpd.read_file(product_regions_fp).to_crs(polygons_gdf.crs) From f8fe3aecc13dfc20b2087420695794dde1b4f6ca Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 14:16:52 +0300 Subject: [PATCH 123/130] Update group polygons --- deafrica_waterbodies/group_polygons.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/deafrica_waterbodies/group_polygons.py b/deafrica_waterbodies/group_polygons.py index 38c2c14..5c95444 100644 --- a/deafrica_waterbodies/group_polygons.py +++ b/deafrica_waterbodies/group_polygons.py @@ -6,6 +6,7 @@ import numpy as np import pandas as pd +from deafrica_waterbodies.id_field import guess_id_field from deafrica_waterbodies.io import check_dir_exists, check_if_s3_uri _log = logging.getLogger(__name__) @@ -84,8 +85,7 @@ def split_polygons_by_region( Parameters ---------- polygons_gdf : gpd.GeoDataFrame - The set of polygons to split by region, with the polygon IDs column set - as the index. + The set of polygons to split by region. output_directory : str The directory to write the parquet files for the GeoDataFrames from the split by regions. @@ -98,6 +98,12 @@ def split_polygons_by_region( A dictionary of the region codes and the file path to the polygons that intersect with the region. """ + id_field = guess_id_field(polygons_gdf) + _log.info(f"Guessed ID field: {id_field}") + + # Set the ID field as the index. + polygons_gdf.set_index(id_field, inplace=True) + # Load the regions file. product_regions_fp = f"https://explorer.digitalearth.africa/api/regions/{product}" product_regions = gpd.read_file(product_regions_fp).to_crs(polygons_gdf.crs) From 9bf8d352adca00a589434faa84e36afe54774bbe Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 15:10:01 +0300 Subject: [PATCH 124/130] Add step to split polygons by region --- deafrica_waterbodies/cli/generate_polygons.py | 74 ++++++++++++++++--- deafrica_waterbodies/make_polygons.py | 12 ++- 2 files changed, 72 insertions(+), 14 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index a9053c4..cbc426d 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -14,7 +14,8 @@ assign_unique_ids, ) from deafrica_waterbodies.cli.logs import logging_setup -from deafrica_waterbodies.filters import filter_by_area +from deafrica_waterbodies.filters import filter_by_area, filter_by_length +from deafrica_waterbodies.group_polygons import split_polygons_by_region from deafrica_waterbodies.io import ( check_dir_exists, check_file_exists, @@ -101,6 +102,12 @@ show_default=True, help="Maximum area in m2 of the waterbody polygons to be included.", ) +@click.option( + "--length-threshold-km", + default=150, + show_default=True, + help="Length threshold in kilometers by which to filter out large polygons.", +) @click.option( "--output-directory", type=str, @@ -117,6 +124,11 @@ type=str, help="File name for the final output", ) +@click.option( + "--split-by-wofs-ls-regions/--no-split-by-wofs-ls-regions", + default=True, + help="Group waterbody polygons by wofs_ls regions.", +) def generate_polygons( verbose, aoi_vector_file, @@ -130,9 +142,11 @@ def generate_polygons( overwrite, min_polygon_size, max_polygon_size, + length_threshold_km, output_directory, timeseries_directory, file_name_prefix, + split_by_wofs_ls_regions, ): """ Generate water body polygons from WOfS All Time Summary data @@ -141,7 +155,8 @@ def generate_polygons( logging_setup(verbose=verbose) _log = logging.getLogger(__name__) - # Parameters to use when loading datasets. + # Parameters to use when loading datasetspolygons_split_by_region_dir. + # Chunks selected based on size of WOfs scene. dask_chunks = {"x": 3200, "y": 3200, "time": 1} # Support pathlib Paths. @@ -150,20 +165,42 @@ def generate_polygons( output_directory = str(output_directory) + # Directory to write outputs from intermediate steps + intermediate_outputs_dir = os.path.join(output_directory, "intermediate_outputs") + # Directory to write generated first set of waterbody polygons to. + polygons_from_thresholds_dir = os.path.join( + intermediate_outputs_dir, "polygons_from_thresholds" + ) + # Directory to write final output. + final_outputs_dir = os.path.join(output_directory, "historical_extent") + # Directory to store polygons split by region. + polygons_split_by_region_dir = os.path.join( + output_directory, "historical_extent_split_by_wofs_region" + ) + # Set the filesystem to use. if check_if_s3_uri(output_directory): fs = fsspec.filesystem("s3") else: fs = fsspec.filesystem("file") - # Directory to write generated waterbody polygons to. - polygons_from_thresholds_dir = os.path.join(output_directory, "polygons_from_thresholds") + if not check_dir_exists(intermediate_outputs_dir): + fs.mkdirs(intermediate_outputs_dir, exist_ok=True) + _log.info(f"Created directory {intermediate_outputs_dir}") - # Check if the directory exists. If it does not, create it. if not check_dir_exists(polygons_from_thresholds_dir): fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True) _log.info(f"Created directory {polygons_from_thresholds_dir}") + if not check_dir_exists(final_outputs_dir): + fs.mkdirs(final_outputs_dir, exist_ok=True) + _log.info(f"Created directory {final_outputs_dir}") + + if split_by_wofs_ls_regions: + if not check_dir_exists(polygons_split_by_region_dir): + fs.mkdirs(polygons_split_by_region_dir, exist_ok=True) + _log.info(f"Created directory {polygons_split_by_region_dir}") + # Load the area of interest as a GeoDataFrame. if aoi_vector_file is not None: try: @@ -244,7 +281,7 @@ def generate_polygons( {"tile_id": tile_ids, "geometry": tile_extents_geoms}, crs=crs ) - tile_extents_fp = os.path.join(output_directory, "tile_boundaries.parquet") + tile_extents_fp = os.path.join(intermediate_outputs_dir, "tile_boundaries.parquet") tile_extents_gdf.to_parquet(tile_extents_fp) _log.info(f"Tile boundaries written to {tile_extents_fp}") @@ -275,7 +312,7 @@ def generate_polygons( _log.info("Writing raster polygons merged at tile boundaries to disk..") raster_polygons_merged_fp = os.path.join( - output_directory, "raster_polygons_merged_at_tile_boundaries.parquet" + intermediate_outputs_dir, "raster_polygons_merged_at_tile_boundaries.parquet" ) raster_polygons_merged.to_parquet(raster_polygons_merged_fp) _log.info(f"Polygons written to {raster_polygons_merged_fp}") @@ -289,11 +326,17 @@ def generate_polygons( raster_polygons_merged, min_polygon_size=min_polygon_size, max_polygon_size=max_polygon_size ) area_filtered_raster_polygons.to_parquet( - os.path.join(output_directory, "area_filtered_raster_polygons.parquet") + os.path.join(intermediate_outputs_dir, "area_filtered_raster_polygons.parquet") ) waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons, precision=10) + waterbodies_gdf = add_polygon_properties(polygons=waterbodies_gdf) + + waterbodies_gdf = filter_by_length( + polygons_gdf=waterbodies_gdf, length_threshold_km=length_threshold_km + ) + waterbodies_gdf = add_timeseries_attribute( polygons=waterbodies_gdf, timeseries_directory=timeseries_directory, @@ -303,11 +346,18 @@ def generate_polygons( # Reproject to EPSG:4326 waterbodies_gdf_4326 = waterbodies_gdf.to_crs("EPSG:4326") - # Write shapefile to disk. + # Write to disk. write_waterbodies_to_file( waterbodies_gdf=waterbodies_gdf_4326, - output_directory=output_directory, + output_directory=final_outputs_dir, file_name_prefix=file_name_prefix, ) - # Write parquet file to disk. - waterbodies_gdf_4326.to_parquet(os.path.join(output_directory, f"{file_name_prefix}.parquet")) + + waterbodies_gdf_4326.to_parquet(os.path.join(final_outputs_dir, f"{file_name_prefix}.parquet")) + + if split_by_wofs_ls_regions: + split_by_region_fps = split_polygons_by_region( # noqa F841 + polygons_gdf=waterbodies_gdf_4326, + output_directory=polygons_split_by_region_dir, + product="wofs_ls", + ) diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index afbacab..81709d6 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -134,7 +134,11 @@ def load_wofs_frequency( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, plugin: ModuleType, - dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, # based on Landsat WOfS scene size + dask_chunks: dict[str, int] = { + "x": 3200, + "y": 3200, + "time": 1, + }, # based on Landsat WOfS scene size min_valid_observations: int = 60, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", @@ -380,7 +384,11 @@ def process_raster_polygons( tile: tuple[tuple[int, int], datacube.api.grid_workflow.Tile], grid_workflow: datacube.api.GridWorkflow, plugin: ModuleType, - dask_chunks: dict[str, int] = {"x": 3200, "y": 3200, "time": 1}, # based on Landsat WOfS scene size + dask_chunks: dict[str, int] = { + "x": 3200, + "y": 3200, + "time": 1, + }, # based on Landsat WOfS scene size min_valid_observations: int = 60, min_wet_thresholds: list[int | float] = [0.05, 0.1], land_sea_mask_fp: str | Path = "", From c2735565a1cabd2d36d2b21386a8d053831ece27 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 12:20:06 +0000 Subject: [PATCH 125/130] Update notebook to match cli --- notebooks/GeneratePolygonsUsingTiles.ipynb | 269 +++++++++++++-------- 1 file changed, 172 insertions(+), 97 deletions(-) diff --git a/notebooks/GeneratePolygonsUsingTiles.ipynb b/notebooks/GeneratePolygonsUsingTiles.ipynb index 145630a..14581f3 100644 --- a/notebooks/GeneratePolygonsUsingTiles.ipynb +++ b/notebooks/GeneratePolygonsUsingTiles.ipynb @@ -2,12 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "b607bfb4-872e-4e69-8be2-cbc7a6c686e7", "metadata": {}, "outputs": [], "source": [ "import os\n", + "\n", "# These are the default AWS configurations for the Analysis Sandbox.\n", "# that are set in the environmnet variables.\n", "aws_default_config = {\n", @@ -27,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "c399025b-61f8-40bf-9c0f-5619e8a8b605", "metadata": {}, "outputs": [], @@ -41,14 +42,14 @@ "import fsspec\n", "import geopandas as gpd\n", "import pandas as pd\n", - "\n", "from deafrica_waterbodies.attributes import (\n", - " add_area_and_perimeter_attributes,\n", + " add_polygon_properties,\n", " add_timeseries_attribute,\n", " assign_unique_ids,\n", ")\n", "from deafrica_waterbodies.cli.logs import logging_setup\n", - "from deafrica_waterbodies.filters import filter_by_area\n", + "from deafrica_waterbodies.filters import filter_by_area, filter_by_length\n", + "from deafrica_waterbodies.group_polygons import split_polygons_by_region\n", "from deafrica_waterbodies.io import (\n", " check_dir_exists,\n", " check_file_exists,\n", @@ -67,31 +68,35 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "9c92d45c-5adc-4fc9-8c40-b216f3a005a9", "metadata": {}, "outputs": [], "source": [ - "verbose=1\n", + "verbose = 1\n", "aoi_vector_file=None\n", "tile_size_factor=4\n", - "num_workers=8\n", - "detection_threshold=0.1\n", - "extent_threshold=0.05\n", - "min_valid_observations=60\n", - "raster_processing_plugin_name=\"ocean_filtering_using_hydrosheds\"\n", - "output_directory = \"s3://deafrica-waterbodies-dev/waterbodies/v0.0.2/historical_extent/\"\n", - "overwrite=\"True\"\n", - "min_polygon_size=4500\n", - "max_polygon_size=math.inf\n", - "timeseries_directory = \"s3://deafrica-waterbodies-dev/waterbodies/v0.0.2/surface_area_change/\"\n", - "file_name_prefix=\"waterbodies\"\n", - "land_sea_mask_fp=\"/g/data/deafrica-waterbodies/masks/af_msk_3s.tif\"" + "num_workers = 8\n", + "detection_threshold = 0.1\n", + "extent_threshold = 0.05\n", + "min_valid_observations = 60\n", + "raster_processing_plugin_name = \"ocean_filtering_using_hydrosheds\"\n", + "output_directory = \"s3://deafrica-waterbodiParameters to use when loading datasets.es-dev/waterbodies/v0.0.2\"\n", + "overwrite = \"True\"\n", + "min_polygon_size = 4500\n", + "max_polygon_size = math.inf\n", + "length_threshold_km = 150\n", + "timeseries_directory = (\n", + " \"s3://deafrica-waterbodies-dev/waterbodies/v0.0.2/surface_area_change/\"\n", + ")\n", + "file_name_prefix = \"waterbodies\"\n", + "land_sea_mask_fp = \"/g/data/deafrica-waterbodies/masks/af_msk_3s.tif\"\n", + "split_by_wofs_ls_regions = True" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "d7132d9d-f150-48d5-90f7-b83ada1758c0", "metadata": {}, "outputs": [], @@ -103,19 +108,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "184184d8-1921-4f70-b9d6-3c7795a5e78e", "metadata": {}, "outputs": [], "source": [ - "# Parameters to use when loading datasets.\n", + "# Parameters to use when loading datasetspolygons_split_by_region_dir.\n", + "# Chunks selected based on size of WOfs scene.\n", "dask_chunks = {\"x\": 3200, \"y\": 3200, \"time\": 1}" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "dcdac149-a47d-47d2-a306-7b8a1815f949", + "execution_count": null, + "id": "f092862a-38d5-43b1-8717-e150bc2602e6", "metadata": {}, "outputs": [], "source": [ @@ -128,7 +134,28 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, + "id": "4905772e-acaa-4452-a686-e9e23f1f9192", + "metadata": {}, + "outputs": [], + "source": [ + "# Directory to write outputs from intermediate steps\n", + "intermediate_outputs_dir = os.path.join(output_directory, \"intermediate_outputs\")\n", + "# Directory to write generated first set of waterbody polygons to.\n", + "polygons_from_thresholds_dir = os.path.join(\n", + " intermediate_outputs_dir, \"polygons_from_thresholds\"\n", + ")\n", + "# Directory to write final output.\n", + "final_outputs_dir = os.path.join(output_directory, \"historical_extent\")\n", + "# Directory to store polygons split by region.\n", + "polygons_split_by_region_dir = os.path.join(\n", + " output_directory, \"historical_extent_split_by_wofs_region\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "42cc868e-9542-48a3-947a-0938ec225fe4", "metadata": {}, "outputs": [], @@ -142,23 +169,23 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "67e4e31c-4871-418c-96d6-081152a73ff3", + "execution_count": null, + "id": "3c9169aa-aa7d-47ac-b5c9-60e132a49667", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-11-17 07:41:18,344] {credentials.py:611} INFO - Found credentials in shared credentials file: ~/.aws/credentials\n" - ] - } - ], + "outputs": [], + "source": [ + "if not check_dir_exists(intermediate_outputs_dir):\n", + " fs.mkdirs(intermediate_outputs_dir, exist_ok=True)\n", + " _log.info(f\"Created directory {intermediate_outputs_dir}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "41e53818-e4c4-45cb-bfa4-8ef3c238e048", + "metadata": {}, + "outputs": [], "source": [ - "# Directory to write generated waterbody polygons to.\n", - "polygons_from_thresholds_dir = os.path.join(output_directory, \"polygons_from_thresholds\")\n", - "\n", - "# Check if the directory exists. If it does not, create it.\n", "if not check_dir_exists(polygons_from_thresholds_dir):\n", " fs.mkdirs(polygons_from_thresholds_dir, exist_ok=True)\n", " _log.info(f\"Created directory {polygons_from_thresholds_dir}\")" @@ -166,7 +193,32 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, + "id": "4eded234-9771-415d-b4fc-e19936c1f341", + "metadata": {}, + "outputs": [], + "source": [ + "if not check_dir_exists(final_outputs_dir):\n", + " fs.mkdirs(final_outputs_dir, exist_ok=True)\n", + " _log.info(f\"Created directory {final_outputs_dir}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8aec2828-a15e-47cd-8d5b-c6e28346d0d9", + "metadata": {}, + "outputs": [], + "source": [ + "if split_by_wofs_ls_regions:\n", + " if not check_dir_exists(polygons_split_by_region_dir):\n", + " fs.mkdirs(polygons_split_by_region_dir, exist_ok=True)\n", + " _log.info(f\"Created directory {polygons_split_by_region_dir}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "75aa5e30-f4a3-4e88-8e55-4fcab4de580f", "metadata": {}, "outputs": [], @@ -184,19 +236,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "f7569db1-2ad2-40dc-8b58-97c2fdc0c574", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-11-17 07:41:18,606] {tiling.py:113} INFO - New tile size is (384000.0, 384000.0).\n", - "[2023-11-17 07:41:20,674] {tiling.py:132} INFO - Number of wofs_ls_summary_alltime tiles: 329\n" - ] - } - ], + "outputs": [], "source": [ "# Get the tiles fo the wofs_ls_summary_alltime product.\n", "tiles, grid_workflow = get_wofs_ls_summary_alltime_tiles(\n", @@ -206,20 +249,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "a97737d0-e14d-456a-9167-3960106552d4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-11-17 07:41:20,680] {make_polygons.py:69} INFO - We will be running a hybrid wetness threshold.\n", - " You have set 0.1 as the location threshold, which will define the location of the water body polygons.\n", - " You have set 0.05 as the extent threshold, which will define the extent/shape of the water body polygons.\n" - ] - } - ], + "outputs": [], "source": [ "# Set the wetness thresholds.\n", "min_wet_thresholds = set_wetness_thresholds(\n", @@ -229,23 +262,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "c06fc4c1-8ad0-46db-b5e8-45bf695ad7e6", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-11-17 07:41:20,708] {136687532.py:7} INFO - Using plugin /home/jovyan/dev/deafrica-waterbodies/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py\n" - ] - } - ], + "outputs": [], "source": [ "# Set filters to apply during raster processing.\n", "if raster_processing_plugin_name is not None:\n", " # Read the plugin as a Python module.\n", - " module = import_module(f\"deafrica_waterbodies.plugins.{raster_processing_plugin_name}\")\n", + " module = import_module(\n", + " f\"deafrica_waterbodies.plugins.{raster_processing_plugin_name}\"\n", + " )\n", " plugin_file = module.__file__\n", " plugin = run_plugin(plugin_file)\n", " _log.info(f\"Using plugin {plugin_file}\")\n", @@ -259,21 +286,14 @@ "execution_count": null, "id": "6b3954c2-b769-4a8c-ac55-b3f1c9242ccb", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-11-17 07:41:20,715] {1473515291.py:18} INFO - Generating water body polygons for tile (42, 24).\n" - ] - } - ], + "outputs": [], "source": [ "# Generate the first set of polygons for each of the tiles.\n", "for tile in tiles.items():\n", " tile_id = tile[0]\n", " raster_polygons_fp = os.path.join(\n", - " polygons_from_thresholds_dir, f\"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet\"\n", + " polygons_from_thresholds_dir,\n", + " f\"{tile_id[0]}_{tile_id[1]}_raster_polygons.parquet\",\n", " )\n", "\n", " if not overwrite:\n", @@ -300,7 +320,9 @@ " _log.info(f\"Tile {str(tile_id)} contains no water body polygons.\")\n", " else:\n", " # Drop the attributes column if it exists.\n", - " raster_polygons.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", + " raster_polygons.drop(\n", + " columns=[\"attribute\"], errors=\"ignore\", inplace=True\n", + " )\n", " # Write the polygons to parquet files.\n", " raster_polygons.to_parquet(raster_polygons_fp)\n", " _log.info(\n", @@ -326,7 +348,7 @@ " {\"tile_id\": tile_ids, \"geometry\": tile_extents_geoms}, crs=crs\n", ")\n", "\n", - "tile_extents_fp = os.path.join(output_directory, \"tile_boundaries.parquet\")\n", + "tile_extents_fp = os.path.join(intermediate_outputs_dir, \"tile_boundaries.parquet\")\n", "\n", "tile_extents_gdf.to_parquet(tile_extents_fp)\n", "_log.info(f\"Tile boundaries written to {tile_extents_fp}\")" @@ -372,7 +394,9 @@ "outputs": [], "source": [ "_log.info(\"Merging raster waterbody polygons located at tile boundaries...\")\n", - "raster_polygons_merged = merge_polygons_at_tile_boundaries(raster_polygons, tile_extents_gdf)\n", + "raster_polygons_merged = merge_polygons_at_tile_boundaries(\n", + " raster_polygons, tile_extents_gdf\n", + ")\n", "# Drop the attributes column if it exists.\n", "raster_polygons_merged.drop(columns=[\"attribute\"], errors=\"ignore\", inplace=True)\n", "_log.info(\n", @@ -381,7 +405,7 @@ "\n", "_log.info(\"Writing raster polygons merged at tile boundaries to disk..\")\n", "raster_polygons_merged_fp = os.path.join(\n", - " output_directory, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", + " intermediate_outputs_dir, \"raster_polygons_merged_at_tile_boundaries.parquet\"\n", ")\n", "raster_polygons_merged.to_parquet(raster_polygons_merged_fp)\n", "_log.info(f\"Polygons written to {raster_polygons_merged_fp}\")" @@ -408,26 +432,60 @@ "source": [ "# Filter the polygons by area.\n", "area_filtered_raster_polygons = filter_by_area(\n", - " raster_polygons_merged, min_polygon_size=min_polygon_size, max_polygon_size=max_polygon_size\n", + " raster_polygons_merged,\n", + " min_polygon_size=min_polygon_size,\n", + " max_polygon_size=max_polygon_size,\n", ")\n", "area_filtered_raster_polygons.to_parquet(\n", - " os.path.join(output_directory, \"area_filtered_raster_polygons.parquet\")\n", + " os.path.join(intermediate_outputs_dir, \"area_filtered_raster_polygons.parquet\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91fa202b-4702-4910-8d03-7233fbbc01ec", + "metadata": {}, + "outputs": [], + "source": [ + "waterbodies_gdf = assign_unique_ids(\n", + " polygons=area_filtered_raster_polygons, precision=10\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "27132243-4a0b-40f1-8d90-005c0e42b6d1", + "metadata": {}, + "outputs": [], + "source": [ + "waterbodies_gdf = add_polygon_properties(polygons=waterbodies_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff3e0a5e-0c4a-4d6a-8a07-81d105bd6130", + "metadata": {}, + "outputs": [], + "source": [ + "waterbodies_gdf = filter_by_length(\n", + " polygons_gdf=waterbodies_gdf, length_threshold_km=length_threshold_km\n", ")" ] }, { "cell_type": "code", "execution_count": null, - "id": "e7e0d9b2-ea43-4a5c-aba5-dd99c4b7729d", + "id": "5a65a786-54e3-4c05-be9a-0e6b941b3442", "metadata": {}, "outputs": [], "source": [ - "waterbodies_gdf = assign_unique_ids(polygons=area_filtered_raster_polygons)\n", - "waterbodies_gdf = add_area_and_perimeter_attributes(polygons=waterbodies_gdf)\n", "waterbodies_gdf = add_timeseries_attribute(\n", " polygons=waterbodies_gdf,\n", " timeseries_directory=timeseries_directory,\n", - " region_code=\"af-south-1\"\n", + " region_code=\"af-south-1\",\n", ")" ] }, @@ -452,7 +510,7 @@ "# Write to disk.\n", "write_waterbodies_to_file(\n", " waterbodies_gdf=waterbodies_gdf_4326,\n", - " output_directory=output_directory,\n", + " output_directory=final_outputs_dir,\n", " file_name_prefix=file_name_prefix,\n", ")" ] @@ -464,7 +522,24 @@ "metadata": {}, "outputs": [], "source": [ - "waterbodies_gdf_4326.to_parquet(os.path.join(output_directory, f\"{file_name_prefix}.parquet\"))" + "waterbodies_gdf_4326.to_parquet(\n", + " os.path.join(final_outputs_dir, f\"{file_name_prefix}.parquet\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "71f6e840-511c-4a81-9b0e-51c406639828", + "metadata": {}, + "outputs": [], + "source": [ + "if split_by_wofs_ls_regions:\n", + " split_by_region_fps = split_polygons_by_region(\n", + " polygons_gdf=waterbodies_gdf_4326,\n", + " output_directory=polygons_split_by_region_dir,\n", + " product=\"wofs_ls\",\n", + " )" ] } ], From afc2e185d1f638e8d859758f665f200cb01d2418 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 19:07:59 +0300 Subject: [PATCH 126/130] Remove hardcoded buffer distance --- .../plugins/ocean_filtering_using_goas.py | 46 +++---------------- .../ocean_filtering_using_hydrosheds.py | 38 ++++----------- deafrica_waterbodies/plugins/utils.py | 29 ++++++++++++ deafrica_waterbodies/tiling.py | 11 ++--- 4 files changed, 48 insertions(+), 76 deletions(-) diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py index 320d52e..4611cfc 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_goas.py @@ -5,60 +5,26 @@ import geopandas as gpd import numpy as np -import skimage.morphology import xarray as xr from deafrica_tools.spatial import xr_rasterize +from deafrica_waterbodies.plugins.utils import erode_land_sea_mask + # File extensions to recognise as Parquet files. PARQUET_EXTENSIONS = {".pq", ".parquet"} -buffer_pixels = 500 / 30 - - -def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: - """ - Function to transform the HydroSHEDs Land Mask into a boolean mask where - 0/False are ocean pixels and 1/True are land pixels. - """ - # Indicator values: 1 = land, 2 = ocean sink, 3 = inland sink, 255 is no data. - boolean_mask = (hydrosheds_land_mask != 255) & (hydrosheds_land_mask != 2) - - return boolean_mask - - -def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: float) -> xr.DataArray: - """ - Shrink the land in the land/sea mask. - - Parameters - ---------- - boolean_land_sea_mask : xr.DataArray - Boolean mask where 0/False are ocean pixels and 1/True are land pixels. - buffer_pixels : float - Number of pixels to erode the land by. - - Returns - ------- - xr.DataArray - Eroded land sea mask where 0/False are ocean pixels and 1/True are land pixels. - """ - eroded_boolean_land_sea_mask = xr.apply_ufunc( - skimage.morphology.binary_erosion, - boolean_land_sea_mask, - skimage.morphology.disk(buffer_pixels), - ) - return eroded_boolean_land_sea_mask - def load_land_sea_mask( land_sea_mask_fp: str, wofs_alltime_summary_ds: xr.DataArray, + buffer_dist_m: float = 500, ) -> xr.DataArray: """ Load the Marine Regions Global Oceans and Seas v01 from the file path provided. Rasterize the vector data to match the loaded datacube WOfS All Time Summary data and transform the raster into a boolean mask where 0/False are ocean pixels and 1/True are land pixels. + Erode the land pixels by the `buffer_dist_m` buffer distance. Parameters ---------- @@ -66,6 +32,8 @@ def load_land_sea_mask( File path to the Marine Regions Global Oceans and Seas v01 vector data. wofs_alltime_summary_ds : xr.DataArray Loaded datacube WOfS All Time Summary data to match to. + buffer_dist_m : float + Distance in meters to erode the land by in the land/sea mask. Returns ------- @@ -87,6 +55,6 @@ def load_land_sea_mask( boolean_land_sea_mask = np.logical_not(land_sea_mask_ds) # Erode the land in the land sea mask - eroded_boolean_land_sea_mask = erode_land_sea_mask(boolean_land_sea_mask, buffer_pixels) + eroded_boolean_land_sea_mask = erode_land_sea_mask(boolean_land_sea_mask, buffer_dist_m) return eroded_boolean_land_sea_mask diff --git a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py index b5469e0..439df95 100644 --- a/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py +++ b/deafrica_waterbodies/plugins/ocean_filtering_using_hydrosheds.py @@ -1,11 +1,10 @@ """ Ocean filtering using HydroSHEDS Land Mask """ -import skimage.morphology import xarray as xr from datacube.testutils.io import rio_slurp_xarray -buffer_pixels = 500 / 30 +from deafrica_waterbodies.plugins.utils import erode_land_sea_mask def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.DataArray: @@ -19,38 +18,16 @@ def transform_hydrosheds_land_mask(hydrosheds_land_mask: xr.DataArray) -> xr.Dat return boolean_mask -def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_pixels: float) -> xr.DataArray: - """ - Shrink the land in the land/sea mask. - - Parameters - ---------- - boolean_land_sea_mask : xr.DataArray - Boolean mask where 0/False are ocean pixels and 1/True are land pixels. - buffer_pixels : float - Number of pixels to erode the land by. - - Returns - ------- - xr.DataArray - Eroded land sea mask where 0/False are ocean pixels and 1/True are land pixels. - """ - eroded_boolean_land_sea_mask = xr.apply_ufunc( - skimage.morphology.binary_erosion, - boolean_land_sea_mask, - skimage.morphology.disk(buffer_pixels), - ) - return eroded_boolean_land_sea_mask - - def load_land_sea_mask( land_sea_mask_fp: str, wofs_alltime_summary_ds: xr.DataArray, + buffer_dist_m: float = 500, ) -> xr.DataArray: """ Load and reproject the HydroSHEDS Land Mask raster from the file path provided to - match the loaded datacube WOfS All Time Summary data and transform the raster into - a boolean mask where 0/False are ocean pixels and 1/True are land pixels. + match the loaded datacube WOfS All Time Summary data. Transform the loaded raster into + a boolean mask where 0/False are ocean pixels and 1/True are land pixels and erode the land + pixels by the `buffer_dist_m` buffer distance. Parameters ---------- @@ -58,7 +35,8 @@ def load_land_sea_mask( File path to the HydroSHEDS Land Mask raster. wofs_alltime_summary_ds : xr.DataArray Loaded datacube WOfS All Time Summary data to match to - + buffer_dist_m : float + Distance in meters to erode the land by in the land/sea mask. Returns ------- xr.DataArray @@ -74,6 +52,6 @@ def load_land_sea_mask( boolean_land_sea_mask = transform_hydrosheds_land_mask(land_sea_mask_ds) # Erode the land in the land sea mask - eroded_boolean_land_sea_mask = erode_land_sea_mask(boolean_land_sea_mask, buffer_pixels) + eroded_boolean_land_sea_mask = erode_land_sea_mask(boolean_land_sea_mask, buffer_dist_m) return eroded_boolean_land_sea_mask diff --git a/deafrica_waterbodies/plugins/utils.py b/deafrica_waterbodies/plugins/utils.py index af50cac..1c4e8f6 100644 --- a/deafrica_waterbodies/plugins/utils.py +++ b/deafrica_waterbodies/plugins/utils.py @@ -7,6 +7,9 @@ from pathlib import Path from types import ModuleType +import skimage +import xarray as xr + def run_plugin(plugin_path: str | Path) -> ModuleType: """Run a Python plugin from a path. @@ -42,3 +45,29 @@ def validate_plugin(plugin: ModuleType): required_functions = ["load_land_sea_mask"] for name in required_functions: assert hasattr(getattr(plugin, name), "__call__") + + +def erode_land_sea_mask(boolean_land_sea_mask: xr.DataArray, buffer_dist_m: float) -> xr.DataArray: + """ + Shrink the land in the land/sea mask. + + Parameters + ---------- + boolean_land_sea_mask : xr.DataArray + Boolean mask where 0/False are ocean pixels and 1/True are land pixels. + buffer_dist_m : float + Distance in meters to erode the land by in the land/sea mask. + + Returns + ------- + xr.DataArray + Eroded land sea mask where 0/False are ocean pixels and 1/True are land pixels. + """ + buffer_pixels = buffer_dist_m / abs(boolean_land_sea_mask.geobox.resolution[0]) + + eroded_boolean_land_sea_mask = xr.apply_ufunc( + skimage.morphology.binary_erosion, + boolean_land_sea_mask, + skimage.morphology.disk(buffer_pixels), + ) + return eroded_boolean_land_sea_mask diff --git a/deafrica_waterbodies/tiling.py b/deafrica_waterbodies/tiling.py index 0ca412c..152da9c 100644 --- a/deafrica_waterbodies/tiling.py +++ b/deafrica_waterbodies/tiling.py @@ -29,22 +29,20 @@ def check_tile_intersects_polygons( tuple Tile id if the extent of the geobox of a tile intersects with the polygons. """ - tile_id = tile[0] - tile_extent = tile[1].geobox.extent if polygons_gdf is not None: # Reproject the extent of the geobox of a tile to match the polygons. - tile_extent = tile_extent.to_crs(polygons_gdf.crs) + tile_extent = tile[1].geobox.extent.to_crs(polygons_gdf.crs) # Get the shapely geometry of the reprojected extent of the tile's geobox. tile_extent_geom = tile_extent.geom # Check if the extent intersects with any of the polygons. check_intersection = polygons_gdf.geometry.intersects(tile_extent_geom).any() if check_intersection: - return tile_id + return tile[0] else: return () else: - return tile_id + return tile[0] def filter_tiles( @@ -105,8 +103,7 @@ def tile_wofs_ls_summary_alltime( # wofs_ls_summary_alltime grid. # Regular grid. - grid = "africa_30" - grid, gridspec = parse_gridspec_with_name(grid) + grid, gridspec = parse_gridspec_with_name(s="africa_30") # Multiply the tile size. tile_size = tuple(tile_size_factor * elem for elem in gridspec.tile_size) From 1315aded81a4f44a3663bd5535bc535919b9e9c9 Mon Sep 17 00:00:00 2001 From: vikineema Date: Mon, 20 Nov 2023 19:39:26 +0300 Subject: [PATCH 127/130] Update tests for polygon generation --- tests/test_generate_polygons_cli.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/tests/test_generate_polygons_cli.py b/tests/test_generate_polygons_cli.py index ce74701..42ad3e9 100644 --- a/tests/test_generate_polygons_cli.py +++ b/tests/test_generate_polygons_cli.py @@ -31,6 +31,7 @@ def test_generate_polygons(runner, capsys: pytest.CaptureFixture): output_directory = TEST_OUTPUT_DIRECTORY min_polygon_size = 4500 max_polygon_size = math.inf + length_threshold_km = 150 timeseries_directory = TEST_OUTPUT_DIRECTORY file_name_prefix = "waterbodies" @@ -42,13 +43,14 @@ def test_generate_polygons(runner, capsys: pytest.CaptureFixture): f"--detection-threshold={detection_threshold}", f"--extent-threshold={extent_threshold}", f"--min-valid-observations={min_valid_observations}", - # f"--raster-processing-plugin-name={raster_processing_plugin_name}", f"--min-polygon-size={min_polygon_size}", f"--max-polygon-size={max_polygon_size}", - f"--output-directory={output_directory}", + f"--length-threshold-km={length_threshold_km}", "--overwrite", + "--no-split-by-wofs-ls-regions", f"--timeseries-directory={timeseries_directory}", f"--file-name-prefix={file_name_prefix}", + f"--output-directory={output_directory}", ] with capsys.disabled() as disabled: # noqa F841 @@ -56,7 +58,9 @@ def test_generate_polygons(runner, capsys: pytest.CaptureFixture): assert result.exit_code == 0 - test_waterbodies = gpd.read_file(os.path.join(output_directory, "waterbodies.shp")) + test_waterbodies = gpd.read_file( + os.path.join(output_directory, "historical_extent", "waterbodies.shp") + ) assert len(test_waterbodies) == 2 From aafcf9b13e036b0bd7ce2c865a67887771a173b8 Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 21 Nov 2023 13:23:53 +0300 Subject: [PATCH 128/130] filter large polygons before grouping by wofs_ls regions --- deafrica_waterbodies/cli/generate_polygons.py | 29 +++++++++---------- tests/test_generate_polygons_cli.py | 2 +- 2 files changed, 15 insertions(+), 16 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index cbc426d..64c4b4c 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -102,12 +102,6 @@ show_default=True, help="Maximum area in m2 of the waterbody polygons to be included.", ) -@click.option( - "--length-threshold-km", - default=150, - show_default=True, - help="Length threshold in kilometers by which to filter out large polygons.", -) @click.option( "--output-directory", type=str, @@ -125,10 +119,16 @@ help="File name for the final output", ) @click.option( - "--split-by-wofs-ls-regions/--no-split-by-wofs-ls-regions", + "--group-by-wofs-ls-regions/--not-group-by-wofs-ls-regions", default=True, help="Group waterbody polygons by wofs_ls regions.", ) +@click.option( + "--length-threshold-km", + default=150, + show_default=True, + help="Length threshold in kilometers by which to filter out large polygons before grouping polygons by wofs_ls region.", +) def generate_polygons( verbose, aoi_vector_file, @@ -142,11 +142,11 @@ def generate_polygons( overwrite, min_polygon_size, max_polygon_size, - length_threshold_km, output_directory, timeseries_directory, file_name_prefix, - split_by_wofs_ls_regions, + group_by_wofs_ls_regions, + length_threshold_km, ): """ Generate water body polygons from WOfS All Time Summary data @@ -196,7 +196,7 @@ def generate_polygons( fs.mkdirs(final_outputs_dir, exist_ok=True) _log.info(f"Created directory {final_outputs_dir}") - if split_by_wofs_ls_regions: + if group_by_wofs_ls_regions: if not check_dir_exists(polygons_split_by_region_dir): fs.mkdirs(polygons_split_by_region_dir, exist_ok=True) _log.info(f"Created directory {polygons_split_by_region_dir}") @@ -333,10 +333,6 @@ def generate_polygons( waterbodies_gdf = add_polygon_properties(polygons=waterbodies_gdf) - waterbodies_gdf = filter_by_length( - polygons_gdf=waterbodies_gdf, length_threshold_km=length_threshold_km - ) - waterbodies_gdf = add_timeseries_attribute( polygons=waterbodies_gdf, timeseries_directory=timeseries_directory, @@ -355,7 +351,10 @@ def generate_polygons( waterbodies_gdf_4326.to_parquet(os.path.join(final_outputs_dir, f"{file_name_prefix}.parquet")) - if split_by_wofs_ls_regions: + if group_by_wofs_ls_regions: + waterbodies_gdf_4326 = filter_by_length(polygons_gdf=waterbodies_gdf_4326, + length_threshold_km=length_threshold_km) + split_by_region_fps = split_polygons_by_region( # noqa F841 polygons_gdf=waterbodies_gdf_4326, output_directory=polygons_split_by_region_dir, diff --git a/tests/test_generate_polygons_cli.py b/tests/test_generate_polygons_cli.py index 42ad3e9..6606152 100644 --- a/tests/test_generate_polygons_cli.py +++ b/tests/test_generate_polygons_cli.py @@ -47,7 +47,7 @@ def test_generate_polygons(runner, capsys: pytest.CaptureFixture): f"--max-polygon-size={max_polygon_size}", f"--length-threshold-km={length_threshold_km}", "--overwrite", - "--no-split-by-wofs-ls-regions", + "--not-group-by-wofs-ls-regions", f"--timeseries-directory={timeseries_directory}", f"--file-name-prefix={file_name_prefix}", f"--output-directory={output_directory}", From 4498264260325e8d4c146b33c1a50d94213d96c5 Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 21 Nov 2023 14:13:58 +0300 Subject: [PATCH 129/130] Skip converting xarray to numpy --- deafrica_waterbodies/cli/generate_polygons.py | 5 +++-- deafrica_waterbodies/make_polygons.py | 10 +++------- 2 files changed, 6 insertions(+), 9 deletions(-) diff --git a/deafrica_waterbodies/cli/generate_polygons.py b/deafrica_waterbodies/cli/generate_polygons.py index 64c4b4c..975c5d6 100644 --- a/deafrica_waterbodies/cli/generate_polygons.py +++ b/deafrica_waterbodies/cli/generate_polygons.py @@ -352,8 +352,9 @@ def generate_polygons( waterbodies_gdf_4326.to_parquet(os.path.join(final_outputs_dir, f"{file_name_prefix}.parquet")) if group_by_wofs_ls_regions: - waterbodies_gdf_4326 = filter_by_length(polygons_gdf=waterbodies_gdf_4326, - length_threshold_km=length_threshold_km) + waterbodies_gdf_4326 = filter_by_length( + polygons_gdf=waterbodies_gdf_4326, length_threshold_km=length_threshold_km + ) split_by_region_fps = split_polygons_by_region( # noqa F841 polygons_gdf=waterbodies_gdf_4326, diff --git a/deafrica_waterbodies/make_polygons.py b/deafrica_waterbodies/make_polygons.py index 81709d6..1ef433e 100644 --- a/deafrica_waterbodies/make_polygons.py +++ b/deafrica_waterbodies/make_polygons.py @@ -438,12 +438,8 @@ def process_raster_polygons( _log.exception(error) output_crs = xr_extent.geobox.crs - # Convert to numpy arrays for image processing. - np_detection = xr_detection.to_numpy().astype(int) - np_extent = xr_extent.to_numpy().astype(int) - # Remove any objects of size 5 or less, as measured by connectivity=1 - np_extent_small_removed = remove_small_waterbodies(np_extent, min_size=6) + np_extent_small_removed = remove_small_waterbodies(xr_extent.values.astype(int), min_size=6) # Identify waterbodies to apply segmentation to np_extent_segment = select_waterbodies_for_segmentation(np_extent_small_removed, min_size=1000) @@ -452,7 +448,7 @@ def process_raster_polygons( # Create watershed segmentation markers by taking the detection threshold pixels and eroding them by 1 # Includes removal of any markers smaller than 100 pixels segmentation_markers = generate_segmentation_markers( - np_detection, erosion_radius=1, min_size=100 + xr_detection.values.astype(int), erosion_radius=1, min_size=100 ) # Run segmentation @@ -463,7 +459,7 @@ def process_raster_polygons( # Only keep extent areas that contain a detection pixel np_combined_extent_contains_detection = confirm_extent_contains_detection( - np_combined_extent, np_detection + np_combined_extent, xr_detection.values.astype(int) ) # Relabel and remove small objects From 6fc92953eb10309aa00ce756383f596099347b8f Mon Sep 17 00:00:00 2001 From: vikineema Date: Tue, 21 Nov 2023 11:25:51 +0000 Subject: [PATCH 130/130] Update notebook to match generate polygons cli --- notebooks/GeneratePolygonsUsingTiles.ipynb | 26 ++++++++-------------- 1 file changed, 9 insertions(+), 17 deletions(-) diff --git a/notebooks/GeneratePolygonsUsingTiles.ipynb b/notebooks/GeneratePolygonsUsingTiles.ipynb index 14581f3..b7a1592 100644 --- a/notebooks/GeneratePolygonsUsingTiles.ipynb +++ b/notebooks/GeneratePolygonsUsingTiles.ipynb @@ -81,17 +81,17 @@ "extent_threshold = 0.05\n", "min_valid_observations = 60\n", "raster_processing_plugin_name = \"ocean_filtering_using_hydrosheds\"\n", - "output_directory = \"s3://deafrica-waterbodiParameters to use when loading datasets.es-dev/waterbodies/v0.0.2\"\n", + "output_directory = \"s3://deafrica-waterbodies-dev/waterbodies/v0.0.2\"\n", "overwrite = \"True\"\n", "min_polygon_size = 4500\n", "max_polygon_size = math.inf\n", - "length_threshold_km = 150\n", "timeseries_directory = (\n", " \"s3://deafrica-waterbodies-dev/waterbodies/v0.0.2/surface_area_change/\"\n", ")\n", "file_name_prefix = \"waterbodies\"\n", "land_sea_mask_fp = \"/g/data/deafrica-waterbodies/masks/af_msk_3s.tif\"\n", - "split_by_wofs_ls_regions = True" + "group_by_wofs_ls_regions = True\n", + "length_threshold_km = 150" ] }, { @@ -210,7 +210,7 @@ "metadata": {}, "outputs": [], "source": [ - "if split_by_wofs_ls_regions:\n", + "if group_by_wofs_ls_regions:\n", " if not check_dir_exists(polygons_split_by_region_dir):\n", " fs.mkdirs(polygons_split_by_region_dir, exist_ok=True)\n", " _log.info(f\"Created directory {polygons_split_by_region_dir}\")" @@ -463,18 +463,6 @@ "waterbodies_gdf = add_polygon_properties(polygons=waterbodies_gdf)" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "ff3e0a5e-0c4a-4d6a-8a07-81d105bd6130", - "metadata": {}, - "outputs": [], - "source": [ - "waterbodies_gdf = filter_by_length(\n", - " polygons_gdf=waterbodies_gdf, length_threshold_km=length_threshold_km\n", - ")" - ] - }, { "cell_type": "code", "execution_count": null, @@ -534,7 +522,11 @@ "metadata": {}, "outputs": [], "source": [ - "if split_by_wofs_ls_regions:\n", + "if group_by_wofs_ls_regions:\n", + " waterbodies_gdf_4326 = filter_by_length(\n", + " polygons_gdf=waterbodies_gdf_4326, length_threshold_km=length_threshold_km\n", + ")\n", + " \n", " split_by_region_fps = split_polygons_by_region(\n", " polygons_gdf=waterbodies_gdf_4326,\n", " output_directory=polygons_split_by_region_dir,\n",

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