diff --git a/example_forest_by_admin2.ipynb b/example_forest_by_admin2.ipynb
index c2f1756..fc3d61f 100644
--- a/example_forest_by_admin2.ipynb
+++ b/example_forest_by_admin2.ipynb
@@ -18,14 +18,16 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "88a95b34-4d8e-4725-aaaf-227966e5cad1",
"metadata": {},
"outputs": [],
"source": [
"import ee\n",
"from earthengine_dask.core import ClusterGEE\n",
- "import google.auth"
+ "import google.auth\n",
+ "import pandas as pd\n",
+ "from pprint import pprint"
]
},
{
@@ -46,7 +48,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "7a15d6b4-2ff0-4a50-952d-4f2860de0624",
"metadata": {},
"outputs": [],
@@ -84,7 +86,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "bc7df765-5c8b-45da-8bb6-705601e6743d",
"metadata": {},
"outputs": [],
@@ -94,7 +96,55 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
+ "id": "439952f0",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'bands': [],\n",
+ " 'features': [{'bands': [{'crs': 'EPSG:4326',\n",
+ " 'crs_transform': [8.983152841195215e-05,\n",
+ " 0,\n",
+ " -170.00005897568744,\n",
+ " 0,\n",
+ " -8.983152841195215e-05,\n",
+ " 80.03737653225383],\n",
+ " 'data_type': {'max': 255,\n",
+ " 'min': 0,\n",
+ " 'precision': 'int',\n",
+ " 'type': 'PixelType'},\n",
+ " 'dimensions': [4007503, 1559941],\n",
+ " 'id': 'Map'}],\n",
+ " 'id': 'JRC/GFC2020/V1/2020',\n",
+ " 'properties': {'system:asset_size': 59186087403,\n",
+ " 'system:footprint': {'coordinates': [[-180, -90],\n",
+ " [180, -90],\n",
+ " [180, 90],\n",
+ " [-180, 90],\n",
+ " [-180, -90]],\n",
+ " 'type': 'LinearRing'},\n",
+ " 'system:index': '2020',\n",
+ " 'system:time_end': 1609372800000,\n",
+ " 'system:time_start': 1609372800000},\n",
+ " 'type': 'Image',\n",
+ " 'version': 1713492133769450.0}],\n",
+ " 'id': 'JRC/GFC2020/V1',\n",
+ " 'properties': {'max_mirrored_version': 1701018945816475},\n",
+ " 'type': 'ImageCollection',\n",
+ " 'version': 1713492133769450.0}\n"
+ ]
+ }
+ ],
+ "source": [
+ "pprint(ic.getInfo())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"id": "f313f69c-04b5-46ca-b3b6-31458e3a4e74",
"metadata": {},
"outputs": [
@@ -120,54 +170,84 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "a26ba1fd-1116-49b3-a908-d9189696fd63",
"metadata": {},
"outputs": [],
"source": [
- "forest_baseline = ic.first()"
+ "jrc_forest_baseline = ic.first()"
]
},
{
"cell_type": "markdown",
- "id": "5d39a93e-db34-407d-80a2-134308b480f2",
+ "id": "d85a36cf",
"metadata": {},
"source": [
- "Looking at the projection information, the image is in decimal degrees of latitude and longitude (EPSG:4326)."
+ "Verify that the image is binary."
]
},
{
"cell_type": "code",
- "execution_count": 6,
- "id": "6a41140f-bb9b-4c7e-909c-b8212ef50289",
+ "execution_count": null,
+ "id": "59ccc768",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "{'type': 'Projection',\n",
- " 'crs': 'EPSG:4326',\n",
- " 'transform': [8.983152841195215e-05,\n",
- " 0,\n",
- " -170.00005897568744,\n",
- " 0,\n",
- " -8.983152841195215e-05,\n",
- " 80.03737653225383]}"
+ "{'Map_max': 1, 'Map_min': 0}"
]
},
- "execution_count": 6,
+ "execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "proj_info = forest_baseline.projection().getInfo()\n",
- "proj_info"
+ "jrc_forest_baseline.unmask().reduceRegion(\n",
+ " reducer=ee.Reducer.minMax(),\n",
+ " geometry=ee.Geometry.BBox(10, 10, 11, 11),\n",
+ " maxPixels=1e10,\n",
+ ").getInfo()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5d39a93e-db34-407d-80a2-134308b480f2",
+ "metadata": {},
+ "source": [
+ "Looking at the projection information, the image is in decimal degrees of latitude and longitude (EPSG:4326)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6a41140f-bb9b-4c7e-909c-b8212ef50289",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'crs': 'EPSG:4326',\n",
+ " 'transform': [8.983152841195215e-05,\n",
+ " 0,\n",
+ " -170.00005897568744,\n",
+ " 0,\n",
+ " -8.983152841195215e-05,\n",
+ " 80.03737653225383],\n",
+ " 'type': 'Projection'}\n"
+ ]
+ }
+ ],
+ "source": [
+ "proj_info = jrc_forest_baseline.projection().getInfo()\n",
+ "pprint(proj_info)"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"id": "97270963-97cb-4416-8fbd-e1ffb51e69af",
"metadata": {},
"outputs": [
@@ -181,7 +261,67 @@
],
"source": [
"print(f'The nominal scale (at the equator) is '\n",
- " f'{forest_baseline.projection().nominalScale().getInfo()} meters/pixel.')"
+ " f'{jrc_forest_baseline.projection().nominalScale().getInfo()} meters/pixel.')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "94039753",
+ "metadata": {},
+ "source": [
+ "### LUCA Monthly Alerts"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6e31082d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from datetime import datetime\n",
+ "\n",
+ "UNIX_EPOCH = datetime(1970, 1, 1)\n",
+ "\n",
+ "ASSET_LOCATION = 'projects/global-forest-structure/assets/'\n",
+ "\n",
+ "alertsBase = ee.ImageCollection(ASSET_LOCATION + 'luca/mosaic1/luca')\n",
+ "alertsBase = alertsBase.mosaic().setDefaultProjection(\n",
+ " ee.Projection(\n",
+ " crs='EPSG:4326',\n",
+ " transform=[0.00008983152841195215, 0, -180,\n",
+ " 0, -0.00008983152841195215, 80]\n",
+ " )\n",
+ ")\n",
+ "alertsBase = alertsBase.select(\"date_sample\")\n",
+ "\n",
+ "def get_luca_alert_image_for_time_interval(start_date, end_date):\n",
+ " \"Get LUCA Alert image for a time interval.\"\n",
+ "\n",
+ " # Covert to LUCA date encoding (days since Unix epoch)\n",
+ " start_date_int = (start_date - UNIX_EPOCH).days\n",
+ " end_date_int = (end_date - UNIX_EPOCH).days\n",
+ "\n",
+ " # Create a binary image based on the starting and ending days\n",
+ " filtered = alertsBase.gte(start_date_int).And(alertsBase.lt(end_date_int))\n",
+ "\n",
+ " return filtered\n",
+ "\n",
+ "def get_luca_alert_image_for_month(year, month):\n",
+ " \"Get LUCA Alert image for a given month.\"\n",
+ " start_date = datetime(year, month, 1)\n",
+ " end_date = datetime(year, month + 1, 1)\n",
+ " return get_luca_alert_image_for_time_interval(start_date, end_date)\n",
+ "\n",
+ "luca_monthly_image = get_luca_alert_image_for_month(year=2023, month=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "930c34b3",
+ "metadata": {},
+ "source": [
+ "## Input: Administrative Boundaries"
]
},
{
@@ -189,29 +329,31 @@
"id": "5c8fe28b-cd0b-4a33-aa8c-5df008e4a7ec",
"metadata": {},
"source": [
- "## Input: Administrative Boundaries\n",
+ "### GeoBoundaries ADM2\n",
"\n",
"We will use the municipal level (ADM2) boundaries provided by the [geoBoundaries](https://www.geoboundaries.org/) global database of political administrative boundaries v6.0, which is also [available in Earth Engine](https://developers.google.com/earth-engine/datasets/catalog/WM_geoLab_geoBoundaries_600_ADM2)."
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"id": "c5073cf1-abdd-4413-a37e-99dbdd71a79f",
"metadata": {},
"outputs": [],
"source": [
- "admin = ee.FeatureCollection(\"WM/geoLab/geoBoundaries/600/ADM2\")\n",
- "# admin = admin.filter(ee.Filter.eq('shapeGroup', 'USA'))\n",
- "# admin = admin.filter(ee.Filter.eq('shapeName', 'Colorado'))\n",
- "# admin = admin.filter(ee.Filter.eq('shapeName', 'Boulder'))\n",
+ "geoboundaries_adm2 = ee.FeatureCollection(\"WM/geoLab/geoBoundaries/600/ADM2\")\n",
+ "geoboundaries_adm2 = geoboundaries_adm2.filter(ee.Filter.eq('shapeGroup', 'CAN'))\n",
+ "# geoboundaries_adm2 = geoboundaries_adm2.filter(ee.Filter.eq('shapeName', 'Colorado'))\n",
+ "# geoboundaries_adm2 = geoboundaries_adm2.filter(ee.Filter.eq('shapeName', 'Boulder'))\n",
"\n",
"# roi = ee.Geometry.Polygon(\n",
"# [[[-109.01952260759319, 40.971552045695994],\n",
"# [-109.01952260759319, 37.01127149086416],\n",
"# [-101.99925893571819, 37.01127149086416],\n",
"# [-101.99925893571819, 40.971552045695994]]], None, False)\n",
- "# admin = admin.filterBounds(roi)"
+ "# geoboundaries_adm2 = geoboundaries_adm2.filterBounds(roi)\n",
+ "\n",
+ "geoboundary_properties = None # i.e. use all the properties"
]
},
{
@@ -224,7 +366,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"id": "cdaa4d75-a6eb-4381-a916-9f4c88b02528",
"metadata": {},
"outputs": [
@@ -232,17 +374,41 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "There are 49617 features in the collection.\n"
+ "There are 76 features in the collection.\n"
]
}
],
"source": [
- "print(f'There are {admin.size().getInfo()} features in the collection.')"
+ "print(f'There are {geoboundaries_adm2.size().getInfo()} features in the collection.')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "521c96dd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'shapeGroup': 'CAN',\n",
+ " 'shapeID': '811477B25825438233887',\n",
+ " 'shapeName': 'Avalon Peninsula',\n",
+ " 'shapeType': 'ADM2'}"
+ ]
+ },
+ "execution_count": null,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "geoboundaries_adm2.first().getInfo()['properties']"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"id": "53a0dda6-71fa-423d-9b21-f6ad1bb50017",
"metadata": {},
"outputs": [],
@@ -250,6 +416,47423 @@
"# admin.aggregate_histogram('shapeName').getInfo()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a9177880",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "geoboundaries_id_field = 'shapeID'\n",
+ "geoboundaries_adm2_list = geoboundaries_adm2.aggregate_histogram(geoboundaries_id_field).getInfo().keys()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "51ff2a2c",
+ "metadata": {},
+ "source": [
+ "### GADM Level 2 Boundaries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b5023d4c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gadm2 = ee.FeatureCollection(\"projects/global-forest-structure/assets/admin_boundaries/gadm-level2\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "eb3f4663",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 14 features with invalid GID_2 values.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Check for problematic metadata\n",
+ "gadm2_invalid_metadata = gadm2.filter(ee.Filter.inList('GID_2', ['?', '']))\n",
+ "print(f'There are {gadm2_invalid_metadata.size().getInfo()} features with invalid GID_2 values.')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "64c6c7a2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Remove (14) problematic records that will need to be processed separately\n",
+ "gadm2 = gadm2.filter(ee.Filter.Not(ee.Filter.inList('GID_2', ['?', ''])))\n",
+ "\n",
+ "# gadm2 = gadm2.filter(ee.Filter.eq('GID_0', 'CAN'))\n",
+ "# gadm2 = gadm2.filter(ee.Filter.eq('HASC_1', 'US.CO'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e8377a23",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gadm2_properties = ['UID', 'GID_0', 'GID_1', 'GID_2', 'CONTINENT', 'NAME_0', 'NAME_1', 'NAME_2']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "bae273a6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 47223 features in the collection.\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f'There are {gadm2.size().getInfo()} features in the collection.')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "83258be7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'CC_1': '',\n",
+ " 'CC_2': '47',\n",
+ " 'CONTINENT': 'Europe',\n",
+ " 'COUNTRY': 'France',\n",
+ " 'DISPUTEDBY': '',\n",
+ " 'ENGTYPE_1': 'Region',\n",
+ " 'ENGTYPE_2': 'Department',\n",
+ " 'GID_0': 'FRA',\n",
+ " 'GID_1': 'FRA.10_1',\n",
+ " 'GID_2': 'FRA.10.10_1',\n",
+ " 'GOVERNEDBY': '',\n",
+ " 'HASC_1': 'FR.AC',\n",
+ " 'HASC_2': 'FR.LG',\n",
+ " 'ISO_1': 'FR-NAQ',\n",
+ " 'NAME_0': 'France',\n",
+ " 'NAME_1': 'Nouvelle-Aquitaine',\n",
+ " 'NAME_2': 'Lot-et-Garonne',\n",
+ " 'NL_NAME_1': '',\n",
+ " 'NL_NAME_2': '',\n",
+ " 'REGION': '',\n",
+ " 'SOVEREIGN': 'France',\n",
+ " 'SUBCONT': '',\n",
+ " 'TYPE_1': 'Région',\n",
+ " 'TYPE_2': 'Département',\n",
+ " 'UID': 84118,\n",
+ " 'VALIDFR_1': '2016-01-01',\n",
+ " 'VALIDFR_2': 'Unknown',\n",
+ " 'VARNAME_0': '',\n",
+ " 'VARNAME_1': '',\n",
+ " 'VARNAME_2': '',\n",
+ " 'VARREGION': ''}"
+ ]
+ },
+ "execution_count": null,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Display a sample record\n",
+ "gadm2.first().getInfo()['properties']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c5a7bb9a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'AFG.1.10_1': 1,\n",
+ " 'AFG.1.11_1': 1,\n",
+ " 'AFG.1.12_1': 1,\n",
+ " 'AFG.1.13_1': 1,\n",
+ " 'AFG.1.1_1': 1,\n",
+ " 'AFG.1.2_1': 1,\n",
+ " 'AFG.1.3_1': 1,\n",
+ " 'AFG.1.4_1': 1,\n",
+ " 'AFG.1.5_1': 1,\n",
+ " 'AFG.1.6_1': 1,\n",
+ " 'AFG.1.7_1': 1,\n",
+ " 'AFG.1.8_1': 1,\n",
+ " 'AFG.1.9_1': 1,\n",
+ " 'AFG.10.1_1': 1,\n",
+ " 'AFG.10.2_1': 1,\n",
+ " 'AFG.10.3_1': 1,\n",
+ " 'AFG.10.4_1': 1,\n",
+ " 'AFG.10.5_1': 1,\n",
+ " 'AFG.10.6_1': 1,\n",
+ " 'AFG.10.7_1': 1,\n",
+ " 'AFG.11.10_1': 1,\n",
+ " 'AFG.11.11_1': 1,\n",
+ " 'AFG.11.12_1': 1,\n",
+ " 'AFG.11.13_1': 1,\n",
+ " 'AFG.11.1_1': 1,\n",
+ " 'AFG.11.2_1': 1,\n",
+ " 'AFG.11.3_1': 1,\n",
+ " 'AFG.11.4_1': 1,\n",
+ " 'AFG.11.5_1': 1,\n",
+ " 'AFG.11.6_1': 1,\n",
+ " 'AFG.11.7_1': 1,\n",
+ " 'AFG.11.8_1': 1,\n",
+ " 'AFG.11.9_1': 1,\n",
+ " 'AFG.12.10_1': 1,\n",
+ " 'AFG.12.11_1': 1,\n",
+ " 'AFG.12.12_1': 1,\n",
+ " 'AFG.12.13_1': 1,\n",
+ " 'AFG.12.14_1': 1,\n",
+ " 'AFG.12.15_1': 1,\n",
+ " 'AFG.12.16_1': 1,\n",
+ " 'AFG.12.1_1': 1,\n",
+ " 'AFG.12.2_1': 1,\n",
+ " 'AFG.12.3_1': 1,\n",
+ " 'AFG.12.4_1': 1,\n",
+ " 'AFG.12.5_1': 1,\n",
+ " 'AFG.12.6_1': 1,\n",
+ " 'AFG.12.7_1': 1,\n",
+ " 'AFG.12.8_1': 1,\n",
+ " 'AFG.12.9_1': 1,\n",
+ " 'AFG.13.1_1': 1,\n",
+ " 'AFG.13.2_1': 1,\n",
+ " 'AFG.13.3_1': 1,\n",
+ " 'AFG.13.4_1': 1,\n",
+ " 'AFG.13.5_1': 1,\n",
+ " 'AFG.13.6_1': 1,\n",
+ " 'AFG.13.7_1': 1,\n",
+ " 'AFG.13.8_1': 1,\n",
+ " 'AFG.13.9_1': 1,\n",
+ " 'AFG.14.10_1': 1,\n",
+ " 'AFG.14.11_1': 1,\n",
+ " 'AFG.14.12_1': 1,\n",
+ " 'AFG.14.13_1': 1,\n",
+ " 'AFG.14.14_1': 1,\n",
+ " 'AFG.14.1_1': 1,\n",
+ " 'AFG.14.2_1': 1,\n",
+ " 'AFG.14.3_1': 1,\n",
+ " 'AFG.14.4_1': 1,\n",
+ " 'AFG.14.5_1': 1,\n",
+ " 'AFG.14.6_1': 1,\n",
+ " 'AFG.14.7_1': 1,\n",
+ " 'AFG.14.8_1': 1,\n",
+ " 'AFG.14.9_1': 1,\n",
+ " 'AFG.15.10_1': 1,\n",
+ " 'AFG.15.11_1': 1,\n",
+ " 'AFG.15.12_1': 1,\n",
+ " 'AFG.15.13_1': 1,\n",
+ " 'AFG.15.1_1': 1,\n",
+ " 'AFG.15.2_1': 1,\n",
+ " 'AFG.15.3_1': 1,\n",
+ " 'AFG.15.4_1': 1,\n",
+ " 'AFG.15.5_1': 1,\n",
+ " 'AFG.15.6_1': 1,\n",
+ " 'AFG.15.7_1': 1,\n",
+ " 'AFG.15.8_1': 1,\n",
+ " 'AFG.15.9_1': 1,\n",
+ " 'AFG.16.1_1': 1,\n",
+ " 'AFG.16.2_1': 1,\n",
+ " 'AFG.16.3_1': 1,\n",
+ " 'AFG.16.4_1': 1,\n",
+ " 'AFG.16.5_1': 1,\n",
+ " 'AFG.16.6_1': 1,\n",
+ " 'AFG.17.10_1': 1,\n",
+ " 'AFG.17.11_1': 1,\n",
+ " 'AFG.17.12_1': 1,\n",
+ " 'AFG.17.1_1': 1,\n",
+ " 'AFG.17.2_1': 1,\n",
+ " 'AFG.17.3_1': 1,\n",
+ " 'AFG.17.4_1': 1,\n",
+ " 'AFG.17.5_1': 1,\n",
+ " 'AFG.17.6_1': 1,\n",
+ " 'AFG.17.7_1': 1,\n",
+ " 'AFG.17.8_1': 1,\n",
+ " 'AFG.17.9_1': 1,\n",
+ " 'AFG.18.10_1': 1,\n",
+ " 'AFG.18.11_1': 1,\n",
+ " 'AFG.18.12_1': 1,\n",
+ " 'AFG.18.1_1': 1,\n",
+ " 'AFG.18.2_1': 1,\n",
+ " 'AFG.18.3_1': 1,\n",
+ " 'AFG.18.4_1': 1,\n",
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+ " 'IRN.10.8_1': 1,\n",
+ " 'IRN.11.10_1': 1,\n",
+ " 'IRN.11.11_1': 1,\n",
+ " 'IRN.11.12_1': 1,\n",
+ " 'IRN.11.13_1': 1,\n",
+ " 'IRN.11.14_1': 1,\n",
+ " 'IRN.11.15_1': 1,\n",
+ " 'IRN.11.16_1': 1,\n",
+ " 'IRN.11.17_1': 1,\n",
+ " 'IRN.11.1_1': 1,\n",
+ " 'IRN.11.2_1': 1,\n",
+ " 'IRN.11.3_1': 1,\n",
+ " 'IRN.11.4_1': 1,\n",
+ " 'IRN.11.5_1': 1,\n",
+ " 'IRN.11.6_1': 1,\n",
+ " 'IRN.11.7_1': 1,\n",
+ " 'IRN.11.8_1': 1,\n",
+ " 'IRN.11.9_1': 1,\n",
+ " 'IRN.12.1_1': 1,\n",
+ " 'IRN.12.2_1': 1,\n",
+ " 'IRN.12.3_1': 1,\n",
+ " 'IRN.12.4_1': 1,\n",
+ " 'IRN.12.5_1': 1,\n",
+ " 'IRN.12.6_1': 1,\n",
+ " 'IRN.12.7_1': 1,\n",
+ " 'IRN.13.10_1': 1,\n",
+ " 'IRN.13.1_1': 1,\n",
+ " 'IRN.13.2_1': 1,\n",
+ " 'IRN.13.3_1': 1,\n",
+ " 'IRN.13.4_1': 1,\n",
+ " 'IRN.13.5_1': 1,\n",
+ " 'IRN.13.6_1': 1,\n",
+ " 'IRN.13.7_1': 1,\n",
+ " 'IRN.13.8_1': 1,\n",
+ " 'IRN.13.9_1': 1,\n",
+ " 'IRN.14.10_1': 1,\n",
+ " 'IRN.14.11_1': 1,\n",
+ " 'IRN.14.1_1': 1,\n",
+ " 'IRN.14.2_1': 1,\n",
+ " 'IRN.14.3_1': 1,\n",
+ " 'IRN.14.4_1': 1,\n",
+ " 'IRN.14.5_1': 1,\n",
+ " 'IRN.14.6_1': 1,\n",
+ " 'IRN.14.7_1': 1,\n",
+ " 'IRN.14.8_1': 1,\n",
+ " 'IRN.14.9_1': 1,\n",
+ " 'IRN.15.10_1': 1,\n",
+ " 'IRN.15.11_1': 1,\n",
+ " 'IRN.15.12_1': 1,\n",
+ " 'IRN.15.13_1': 1,\n",
+ " 'IRN.15.14_1': 1,\n",
+ " 'IRN.15.15_1': 1,\n",
+ " 'IRN.15.1_1': 1,\n",
+ " 'IRN.15.2_1': 1,\n",
+ " 'IRN.15.3_1': 1,\n",
+ " 'IRN.15.4_1': 1,\n",
+ " 'IRN.15.5_1': 1,\n",
+ " 'IRN.15.6_1': 1,\n",
+ " 'IRN.15.7_1': 1,\n",
+ " 'IRN.15.8_1': 1,\n",
+ " 'IRN.15.9_1': 1,\n",
+ " 'IRN.16.1_1': 1,\n",
+ " 'IRN.16.2_1': 1,\n",
+ " 'IRN.16.3_1': 1,\n",
+ " 'IRN.17.1_1': 1,\n",
+ " 'IRN.17.2_1': 1,\n",
+ " 'IRN.17.3_1': 1,\n",
+ " 'IRN.17.4_1': 1,\n",
+ " 'IRN.17.5_1': 1,\n",
+ " 'IRN.17.6_1': 1,\n",
+ " 'IRN.17.7_1': 1,\n",
+ " 'IRN.17.8_1': 1,\n",
+ " 'IRN.18.1_1': 1,\n",
+ " 'IRN.18.2_1': 1,\n",
+ " 'IRN.18.3_1': 1,\n",
+ " 'IRN.18.4_1': 1,\n",
+ " 'IRN.18.5_1': 1,\n",
+ " 'IRN.18.6_1': 1,\n",
+ " 'IRN.18.7_1': 1,\n",
+ " 'IRN.18.8_1': 1,\n",
+ " 'IRN.19.1_1': 1,\n",
+ " 'IRN.19.2_1': 1,\n",
+ " 'IRN.19.3_1': 1,\n",
+ " 'IRN.19.4_1': 1,\n",
+ " 'IRN.19.5_1': 1,\n",
+ " 'IRN.19.6_1': 1,\n",
+ " 'IRN.19.7_1': 1,\n",
+ " 'IRN.19.8_1': 1,\n",
+ " 'IRN.19.9_1': 1,\n",
+ " 'IRN.2.1_1': 1,\n",
+ " 'IRN.2.2_1': 1,\n",
+ " 'IRN.2.3_1': 1,\n",
+ " 'IRN.2.4_1': 1,\n",
+ " 'IRN.2.5_1': 1,\n",
+ " 'IRN.2.6_1': 1,\n",
+ " 'IRN.20.10_1': 1,\n",
+ " 'IRN.20.11_1': 1,\n",
+ " 'IRN.20.12_1': 1,\n",
+ " 'IRN.20.1_1': 1,\n",
+ " 'IRN.20.2_1': 1,\n",
+ " 'IRN.20.3_1': 1,\n",
+ " 'IRN.20.4_1': 1,\n",
+ " 'IRN.20.5_1': 1,\n",
+ " 'IRN.20.6_1': 1,\n",
+ " 'IRN.20.7_1': 1,\n",
+ " 'IRN.20.8_1': 1,\n",
+ " 'IRN.20.9_1': 1,\n",
+ " 'IRN.21.1_1': 1,\n",
+ " 'IRN.21.2_1': 1,\n",
+ " 'IRN.21.3_1': 1,\n",
+ " 'IRN.22.1_1': 1,\n",
+ " 'IRN.22.2_1': 1,\n",
+ " 'IRN.23.1_1': 1,\n",
+ " 'IRN.24.10_1': 1,\n",
+ " 'IRN.24.11_1': 1,\n",
+ " 'IRN.24.12_1': 1,\n",
+ " 'IRN.24.13_1': 1,\n",
+ " 'IRN.24.14_1': 1,\n",
+ " 'IRN.24.15_1': 1,\n",
+ " 'IRN.24.16_1': 1,\n",
+ " 'IRN.24.17_1': 1,\n",
+ " 'IRN.24.18_1': 1,\n",
+ " 'IRN.24.1_1': 1,\n",
+ " 'IRN.24.2_1': 1,\n",
+ " 'IRN.24.3_1': 1,\n",
+ " 'IRN.24.4_1': 1,\n",
+ " 'IRN.24.5_1': 1,\n",
+ " 'IRN.24.6_1': 1,\n",
+ " 'IRN.24.7_1': 1,\n",
+ " 'IRN.24.8_1': 1,\n",
+ " 'IRN.24.9_1': 1,\n",
+ " 'IRN.25.1_1': 1,\n",
+ " 'IRN.25.2_1': 1,\n",
+ " 'IRN.25.3_1': 1,\n",
+ " 'IRN.25.4_1': 1,\n",
+ " 'IRN.26.1_1': 1,\n",
+ " 'IRN.26.2_1': 1,\n",
+ " 'IRN.26.3_1': 1,\n",
+ " 'IRN.26.4_1': 1,\n",
+ " 'IRN.26.5_1': 1,\n",
+ " 'IRN.26.6_1': 1,\n",
+ " 'IRN.26.7_1': 1,\n",
+ " 'IRN.27.1_1': 1,\n",
+ " 'IRN.27.2_1': 1,\n",
+ " 'IRN.27.3_1': 1,\n",
+ " 'IRN.28.1_1': 1,\n",
+ " 'IRN.28.2_1': 1,\n",
+ " 'IRN.28.3_1': 1,\n",
+ " 'IRN.28.4_1': 1,\n",
+ " 'IRN.28.5_1': 1,\n",
+ " 'IRN.28.6_1': 1,\n",
+ " 'IRN.28.7_1': 1,\n",
+ " 'IRN.28.8_1': 1,\n",
+ " 'IRN.28.9_1': 1,\n",
+ " 'IRN.29.10_1': 1,\n",
+ " 'IRN.29.11_1': 1,\n",
+ " 'IRN.29.12_1': 1,\n",
+ " 'IRN.29.13_1': 1,\n",
+ " 'IRN.29.14_1': 1,\n",
+ " 'IRN.29.1_1': 1,\n",
+ " 'IRN.29.2_1': 1,\n",
+ " 'IRN.29.3_1': 1,\n",
+ " 'IRN.29.4_1': 1,\n",
+ " 'IRN.29.5_1': 1,\n",
+ " 'IRN.29.6_1': 1,\n",
+ " 'IRN.29.7_1': 1,\n",
+ " 'IRN.29.8_1': 1,\n",
+ " 'IRN.29.9_1': 1,\n",
+ " 'IRN.3.1_1': 1,\n",
+ " 'IRN.3.2_1': 1,\n",
+ " 'IRN.3.3_1': 1,\n",
+ " 'IRN.3.4_1': 1,\n",
+ " 'IRN.3.5_1': 1,\n",
+ " 'IRN.3.6_1': 1,\n",
+ " 'IRN.3.7_1': 1,\n",
+ " 'IRN.3.8_1': 1,\n",
+ " 'IRN.30.1_1': 1,\n",
+ " 'IRN.30.2_1': 1,\n",
+ " 'IRN.30.3_1': 1,\n",
+ " 'IRN.30.4_1': 1,\n",
+ " 'IRN.30.5_1': 1,\n",
+ " 'IRN.30.6_1': 1,\n",
+ " 'IRN.30.7_1': 1,\n",
+ " 'IRN.31.1_1': 1,\n",
+ " 'IRN.31.2_1': 1,\n",
+ " 'IRN.31.3_1': 1,\n",
+ " 'IRN.31.4_1': 1,\n",
+ " 'IRN.31.5_1': 1,\n",
+ " 'IRN.31.6_1': 1,\n",
+ " 'IRN.31.7_1': 1,\n",
+ " 'IRN.4.1_1': 1,\n",
+ " 'IRN.4.2_1': 1,\n",
+ " 'IRN.4.3_1': 1,\n",
+ " 'IRN.4.4_1': 1,\n",
+ " 'IRN.4.5_1': 1,\n",
+ " 'IRN.5.10_1': 1,\n",
+ " 'IRN.5.11_1': 1,\n",
+ " 'IRN.5.12_1': 1,\n",
+ " 'IRN.5.1_1': 1,\n",
+ " 'IRN.5.2_1': 1,\n",
+ " 'IRN.5.3_1': 1,\n",
+ " 'IRN.5.4_1': 1,\n",
+ " 'IRN.5.5_1': 1,\n",
+ " 'IRN.5.6_1': 1,\n",
+ " 'IRN.5.7_1': 1,\n",
+ " 'IRN.5.8_1': 1,\n",
+ " 'IRN.5.9_1': 1,\n",
+ " 'IRN.6.10_1': 1,\n",
+ " 'IRN.6.11_1': 1,\n",
+ " 'IRN.6.12_1': 1,\n",
+ " 'IRN.6.13_1': 1,\n",
+ " 'IRN.6.14_1': 1,\n",
+ " 'IRN.6.15_1': 1,\n",
+ " 'IRN.6.16_1': 1,\n",
+ " 'IRN.6.1_1': 1,\n",
+ " 'IRN.6.2_1': 1,\n",
+ " 'IRN.6.3_1': 1,\n",
+ " 'IRN.6.4_1': 1,\n",
+ " 'IRN.6.5_1': 1,\n",
+ " 'IRN.6.6_1': 1,\n",
+ " 'IRN.6.7_1': 1,\n",
+ " 'IRN.6.8_1': 1,\n",
+ " 'IRN.6.9_1': 1,\n",
+ " 'IRN.7.10_1': 1,\n",
+ " 'IRN.7.11_1': 1,\n",
+ " 'IRN.7.12_1': 1,\n",
+ " 'IRN.7.13_1': 1,\n",
+ " 'IRN.7.14_1': 1,\n",
+ " 'IRN.7.15_1': 1,\n",
+ " 'IRN.7.16_1': 1,\n",
+ " 'IRN.7.1_1': 1,\n",
+ " 'IRN.7.2_1': 1,\n",
+ " 'IRN.7.3_1': 1,\n",
+ " 'IRN.7.4_1': 1,\n",
+ " 'IRN.7.5_1': 1,\n",
+ " 'IRN.7.6_1': 1,\n",
+ " 'IRN.7.7_1': 1,\n",
+ " 'IRN.7.8_1': 1,\n",
+ " 'IRN.7.9_1': 1,\n",
+ " 'IRN.8.10_1': 1,\n",
+ " 'IRN.8.11_1': 1,\n",
+ " 'IRN.8.12_1': 1,\n",
+ " 'IRN.8.1_1': 1,\n",
+ " 'IRN.8.2_1': 1,\n",
+ " 'IRN.8.3_1': 1,\n",
+ " 'IRN.8.4_1': 1,\n",
+ " 'IRN.8.5_1': 1,\n",
+ " 'IRN.8.6_1': 1,\n",
+ " 'IRN.8.7_1': 1,\n",
+ " 'IRN.8.8_1': 1,\n",
+ " 'IRN.8.9_1': 1,\n",
+ " 'IRN.9.1_1': 1,\n",
+ " 'IRN.9.2_1': 1,\n",
+ " 'IRN.9.3_1': 1,\n",
+ " 'IRN.9.4_1': 1,\n",
+ " 'IRN.9.5_1': 1,\n",
+ " 'IRN.9.6_1': 1,\n",
+ " 'IRQ.1.1_1': 1,\n",
+ " 'IRQ.1.2_1': 1,\n",
+ " 'IRQ.1.3_1': 1,\n",
+ " 'IRQ.1.4_1': 1,\n",
+ " 'IRQ.1.5_1': 1,\n",
+ " 'IRQ.1.6_1': 1,\n",
+ " 'IRQ.1.7_1': 1,\n",
+ " 'IRQ.1.8_1': 1,\n",
+ " 'IRQ.1.9_1': 1,\n",
+ " 'IRQ.10.1_1': 1,\n",
+ " 'IRQ.11.1_1': 1,\n",
+ " 'IRQ.11.2_1': 1,\n",
+ " 'IRQ.11.3_1': 1,\n",
+ " 'IRQ.11.4_1': 1,\n",
+ " 'IRQ.11.5_1': 1,\n",
+ " 'IRQ.12.1_1': 1,\n",
+ " 'IRQ.12.2_1': 1,\n",
+ " 'IRQ.12.3_1': 1,\n",
+ " 'IRQ.12.4_1': 1,\n",
+ " 'IRQ.13.1_1': 1,\n",
+ " 'IRQ.13.2_1': 1,\n",
+ " 'IRQ.13.3_1': 1,\n",
+ " 'IRQ.13.4_1': 1,\n",
+ " 'IRQ.13.5_1': 1,\n",
+ " 'IRQ.13.6_1': 1,\n",
+ " 'IRQ.14.1_1': 1,\n",
+ " 'IRQ.14.2_1': 1,\n",
+ " 'IRQ.14.3_1': 1,\n",
+ " 'IRQ.15.1_1': 1,\n",
+ " 'IRQ.15.2_1': 1,\n",
+ " 'IRQ.15.3_1': 1,\n",
+ " 'IRQ.15.4_1': 1,\n",
+ " 'IRQ.15.5_1': 1,\n",
+ " 'IRQ.15.6_1': 1,\n",
+ " 'IRQ.16.10_1': 1,\n",
+ " 'IRQ.16.1_1': 1,\n",
+ " 'IRQ.16.2_1': 1,\n",
+ " 'IRQ.16.3_1': 1,\n",
+ " 'IRQ.16.4_1': 1,\n",
+ " 'IRQ.16.5_1': 1,\n",
+ " 'IRQ.16.6_1': 1,\n",
+ " 'IRQ.16.7_1': 1,\n",
+ " 'IRQ.16.8_1': 1,\n",
+ " 'IRQ.16.9_1': 1,\n",
+ " 'IRQ.17.1_1': 1,\n",
+ " 'IRQ.17.2_1': 1,\n",
+ " 'IRQ.17.3_1': 1,\n",
+ " 'IRQ.17.4_1': 1,\n",
+ " 'IRQ.17.5_1': 1,\n",
+ " 'IRQ.17.6_1': 1,\n",
+ " 'IRQ.17.7_1': 1,\n",
+ " 'IRQ.17.8_1': 1,\n",
+ " 'IRQ.18.1_1': 1,\n",
+ " 'IRQ.18.2_1': 1,\n",
+ " 'IRQ.18.3_1': 1,\n",
+ " 'IRQ.18.4_1': 1,\n",
+ " 'IRQ.18.5_1': 1,\n",
+ " 'IRQ.2.1_1': 1,\n",
+ " 'IRQ.2.2_1': 1,\n",
+ " 'IRQ.2.3_1': 1,\n",
+ " 'IRQ.2.4_1': 1,\n",
+ " 'IRQ.2.5_1': 1,\n",
+ " 'IRQ.2.6_1': 1,\n",
+ " 'IRQ.2.7_1': 1,\n",
+ " 'IRQ.3.1_1': 1,\n",
+ " 'IRQ.3.2_1': 1,\n",
+ " 'IRQ.3.3_1': 1,\n",
+ " 'IRQ.3.4_1': 1,\n",
+ " 'IRQ.4.1_1': 1,\n",
+ " 'IRQ.4.2_1': 1,\n",
+ " 'IRQ.4.3_1': 1,\n",
+ " 'IRQ.4.4_1': 1,\n",
+ " 'IRQ.5.1_1': 1,\n",
+ " 'IRQ.5.2_1': 1,\n",
+ " 'IRQ.5.3_1': 1,\n",
+ " 'IRQ.6.1_1': 1,\n",
+ " 'IRQ.6.2_1': 1,\n",
+ " 'IRQ.6.3_1': 1,\n",
+ " 'IRQ.6.4_1': 1,\n",
+ " 'IRQ.6.5_1': 1,\n",
+ " 'IRQ.6.6_1': 1,\n",
+ " 'IRQ.6.7_1': 1,\n",
+ " 'IRQ.7.10_1': 1,\n",
+ " 'IRQ.7.1_1': 1,\n",
+ " 'IRQ.7.2_1': 1,\n",
+ " 'IRQ.7.3_1': 1,\n",
+ " 'IRQ.7.4_1': 1,\n",
+ " 'IRQ.7.5_1': 1,\n",
+ " 'IRQ.7.6_1': 1,\n",
+ " 'IRQ.7.7_1': 1,\n",
+ " 'IRQ.7.8_1': 1,\n",
+ " 'IRQ.7.9_1': 1,\n",
+ " 'IRQ.8.1_1': 1,\n",
+ " 'IRQ.8.2_1': 1,\n",
+ " 'IRQ.8.3_1': 1,\n",
+ " 'IRQ.8.4_1': 1,\n",
+ " 'IRQ.9.1_1': 1,\n",
+ " 'IRQ.9.2_1': 1,\n",
+ " 'IRQ.9.3_1': 1,\n",
+ " 'IRQ.9.4_1': 1,\n",
+ " 'IRQ.9.5_1': 1,\n",
+ " 'IRQ.9.6_1': 1,\n",
+ " 'ISL.1.10_1': 1,\n",
+ " 'ISL.1.11_1': 1,\n",
+ " 'ISL.1.12_1': 1,\n",
+ " 'ISL.1.13_1': 1,\n",
+ " 'ISL.1.14_1': 1,\n",
+ " 'ISL.1.15_1': 1,\n",
+ " 'ISL.1.16_1': 1,\n",
+ " 'ISL.1.1_1': 1,\n",
+ " 'ISL.1.2_1': 1,\n",
+ " 'ISL.1.3_1': 1,\n",
+ " 'ISL.1.4_1': 1,\n",
+ " 'ISL.1.5_1': 1,\n",
+ " 'ISL.1.6_1': 1,\n",
+ " 'ISL.1.7_1': 1,\n",
+ " 'ISL.1.8_1': 1,\n",
+ " 'ISL.1.9_1': 1,\n",
+ " 'ISL.2.10_1': 1,\n",
+ " 'ISL.2.11_1': 1,\n",
+ " 'ISL.2.12_1': 1,\n",
+ " 'ISL.2.13_1': 1,\n",
+ " 'ISL.2.14_1': 1,\n",
+ " 'ISL.2.15_1': 1,\n",
+ " 'ISL.2.16_1': 1,\n",
+ " 'ISL.2.17_1': 1,\n",
+ " 'ISL.2.18_1': 1,\n",
+ " 'ISL.2.19_1': 1,\n",
+ " 'ISL.2.1_1': 1,\n",
+ " 'ISL.2.20_1': 1,\n",
+ " 'ISL.2.21_1': 1,\n",
+ " 'ISL.2.22_1': 1,\n",
+ " 'ISL.2.23_1': 1,\n",
+ " 'ISL.2.24_1': 1,\n",
+ " 'ISL.2.25_1': 1,\n",
+ " 'ISL.2.2_1': 1,\n",
+ " 'ISL.2.3_1': 1,\n",
+ " 'ISL.2.4_1': 1,\n",
+ " 'ISL.2.5_1': 1,\n",
+ " 'ISL.2.6_1': 1,\n",
+ " 'ISL.2.7_1': 1,\n",
+ " 'ISL.2.8_1': 1,\n",
+ " 'ISL.2.9_1': 1,\n",
+ " 'ISL.3.1_1': 1,\n",
+ " 'ISL.3.2_1': 1,\n",
+ " 'ISL.3.3_1': 1,\n",
+ " 'ISL.3.4_1': 1,\n",
+ " 'ISL.3.5_1': 1,\n",
+ " 'ISL.3.6_1': 1,\n",
+ " 'ISL.3.7_1': 1,\n",
+ " 'ISL.4.10_1': 1,\n",
+ " 'ISL.4.11_1': 1,\n",
+ " 'ISL.4.12_1': 1,\n",
+ " 'ISL.4.13_1': 1,\n",
+ " 'ISL.4.1_1': 1,\n",
+ " 'ISL.4.2_1': 1,\n",
+ " 'ISL.4.3_1': 1,\n",
+ " 'ISL.4.4_1': 1,\n",
+ " 'ISL.4.5_1': 1,\n",
+ " 'ISL.4.6_1': 1,\n",
+ " 'ISL.4.7_1': 1,\n",
+ " 'ISL.4.8_1': 1,\n",
+ " 'ISL.4.9_1': 1,\n",
+ " 'ISL.5.10_1': 1,\n",
+ " 'ISL.5.11_1': 1,\n",
+ " 'ISL.5.12_1': 1,\n",
+ " 'ISL.5.13_1': 1,\n",
+ " 'ISL.5.14_1': 1,\n",
+ " 'ISL.5.15_1': 1,\n",
+ " 'ISL.5.16_1': 1,\n",
+ " 'ISL.5.17_1': 1,\n",
+ " 'ISL.5.18_1': 1,\n",
+ " 'ISL.5.19_1': 1,\n",
+ " 'ISL.5.1_1': 1,\n",
+ " 'ISL.5.20_1': 1,\n",
+ " 'ISL.5.21_1': 1,\n",
+ " 'ISL.5.22_1': 1,\n",
+ " 'ISL.5.23_1': 1,\n",
+ " 'ISL.5.24_1': 1,\n",
+ " 'ISL.5.25_1': 1,\n",
+ " 'ISL.5.26_1': 1,\n",
+ " 'ISL.5.27_1': 1,\n",
+ " 'ISL.5.2_1': 1,\n",
+ " 'ISL.5.3_1': 1,\n",
+ " 'ISL.5.4_1': 1,\n",
+ " 'ISL.5.5_1': 1,\n",
+ " 'ISL.5.6_1': 1,\n",
+ " 'ISL.5.7_1': 1,\n",
+ " 'ISL.5.8_1': 1,\n",
+ " 'ISL.5.9_1': 1,\n",
+ " 'ISL.6.1_1': 1,\n",
+ " 'ISL.6.2_1': 1,\n",
+ " 'ISL.6.3_1': 1,\n",
+ " 'ISL.6.4_1': 1,\n",
+ " 'ISL.7.10_1': 1,\n",
+ " 'ISL.7.11_1': 1,\n",
+ " 'ISL.7.1_1': 1,\n",
+ " 'ISL.7.2_1': 1,\n",
+ " 'ISL.7.3_1': 1,\n",
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+ " 'ZMB.9.7_2': 1,\n",
+ " 'ZMB.9.8_2': 1,\n",
+ " 'ZMB.9.9_2': 1,\n",
+ " 'ZWE.1.1_2': 1,\n",
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+ " 'ZWE.10.11_2': 1,\n",
+ " 'ZWE.10.12_2': 1,\n",
+ " 'ZWE.10.13_2': 1,\n",
+ " 'ZWE.10.14_2': 1,\n",
+ " 'ZWE.10.1_2': 1,\n",
+ " 'ZWE.10.2_2': 1,\n",
+ " 'ZWE.10.3_2': 1,\n",
+ " 'ZWE.10.4_2': 1,\n",
+ " 'ZWE.10.5_2': 1,\n",
+ " 'ZWE.10.6_2': 1,\n",
+ " 'ZWE.10.7_2': 1,\n",
+ " 'ZWE.10.8_2': 1,\n",
+ " 'ZWE.10.9_2': 1,\n",
+ " 'ZWE.2.1_2': 1,\n",
+ " 'ZWE.2.2_2': 1,\n",
+ " 'ZWE.2.3_2': 1,\n",
+ " 'ZWE.2.4_2': 1,\n",
+ " 'ZWE.3.10_2': 1,\n",
+ " 'ZWE.3.1_2': 1,\n",
+ " 'ZWE.3.2_2': 1,\n",
+ " 'ZWE.3.3_2': 1,\n",
+ " 'ZWE.3.4_2': 1,\n",
+ " 'ZWE.3.5_2': 1,\n",
+ " 'ZWE.3.6_2': 1,\n",
+ " 'ZWE.3.7_2': 1,\n",
+ " 'ZWE.3.8_2': 1,\n",
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+ " 'ZWE.4.3_2': 1,\n",
+ " 'ZWE.4.4_2': 1,\n",
+ " 'ZWE.4.5_2': 1,\n",
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+ " 'ZWE.4.8_2': 1,\n",
+ " 'ZWE.4.9_2': 1,\n",
+ " 'ZWE.5.10_2': 1,\n",
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+ " 'ZWE.5.2_2': 1,\n",
+ " 'ZWE.5.3_2': 1,\n",
+ " 'ZWE.5.4_2': 1,\n",
+ " 'ZWE.5.5_2': 1,\n",
+ " 'ZWE.5.6_2': 1,\n",
+ " 'ZWE.5.7_2': 1,\n",
+ " 'ZWE.5.8_2': 1,\n",
+ " 'ZWE.5.9_2': 1,\n",
+ " 'ZWE.6.10_2': 1,\n",
+ " 'ZWE.6.11_2': 1,\n",
+ " 'ZWE.6.12_2': 1,\n",
+ " 'ZWE.6.13_2': 1,\n",
+ " 'ZWE.6.1_2': 1,\n",
+ " 'ZWE.6.2_2': 1,\n",
+ " 'ZWE.6.3_2': 1,\n",
+ " 'ZWE.6.4_2': 1,\n",
+ " 'ZWE.6.5_2': 1,\n",
+ " 'ZWE.6.6_2': 1,\n",
+ " 'ZWE.6.7_2': 1,\n",
+ " 'ZWE.6.8_2': 1,\n",
+ " 'ZWE.6.9_2': 1,\n",
+ " 'ZWE.7.1_2': 1,\n",
+ " 'ZWE.7.2_2': 1,\n",
+ " 'ZWE.7.3_2': 1,\n",
+ " 'ZWE.7.4_2': 1,\n",
+ " 'ZWE.7.5_2': 1,\n",
+ " 'ZWE.7.6_2': 1,\n",
+ " 'ZWE.7.7_2': 1,\n",
+ " 'ZWE.7.8_2': 1,\n",
+ " 'ZWE.7.9_2': 1,\n",
+ " 'ZWE.8.1_2': 1,\n",
+ " 'ZWE.8.2_2': 1,\n",
+ " 'ZWE.8.3_2': 1,\n",
+ " 'ZWE.8.4_2': 1,\n",
+ " 'ZWE.8.5_2': 1,\n",
+ " 'ZWE.8.6_2': 1,\n",
+ " 'ZWE.8.7_2': 1,\n",
+ " 'ZWE.8.8_2': 1,\n",
+ " 'ZWE.8.9_2': 1,\n",
+ " 'ZWE.9.10_2': 1,\n",
+ " 'ZWE.9.1_2': 1,\n",
+ " 'ZWE.9.2_2': 1,\n",
+ " 'ZWE.9.3_2': 1,\n",
+ " 'ZWE.9.4_2': 1,\n",
+ " 'ZWE.9.5_2': 1,\n",
+ " 'ZWE.9.6_2': 1,\n",
+ " 'ZWE.9.7_2': 1,\n",
+ " 'ZWE.9.8_2': 1,\n",
+ " 'ZWE.9.9_2': 1}\n"
+ ]
+ }
+ ],
+ "source": [
+ "gadm2_id_field = 'GID_2'\n",
+ "gadm2_region_dict = gadm2.aggregate_histogram(gadm2_id_field).getInfo()\n",
+ "pprint(gadm2_region_dict)\n",
+ "gadm2_region_list = gadm2_region_dict.keys()\n",
+ "# gadm2_region_list"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cab9dac",
+ "metadata": {},
+ "source": [
+ "## GADM polygons"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9532af23",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "gadm = ee.FeatureCollection(\"projects/vorgeo-ctrees/assets/admin_boundaries/gadm_410_utf8\")\n",
+ "\n",
+ "gadm_properties = ['CONTINENT', 'NAME_0', 'NAME_1', 'NAME_2']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "05aef223",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 356510 features in the collection.\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f'There are {gadm.size().getInfo()} features in the collection.')"
+ ]
+ },
{
"cell_type": "markdown",
"id": "0cdf35fe-6240-46eb-bf00-e2950b997fd8",
@@ -268,36 +47851,92 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "b16d9786-ae03-4e73-bf10-6110b34c2bc0",
"metadata": {},
"outputs": [],
"source": [
- "def get_area(img, shape_id):\n",
+ "def get_area(img, admin_fc, id_field, shape_id, properties=None):\n",
+ "\n",
" fc = ee.FeatureCollection(\n",
- " admin.filter(ee.Filter.eq('shapeID', shape_id))\n",
+ " admin_fc.filter(ee.Filter.eq(id_field, shape_id))\n",
" )\n",
- " \n",
+ " feat = fc.first()\n",
+ "\n",
" stats_sum = ee.Number(\n",
" img.multiply(ee.Image.pixelArea()).reduceRegions(\n",
" collection=fc,\n",
" reducer=ee.Reducer.sum(),\n",
" ).aggregate_array('sum').get(0)\n",
" )\n",
+ " prop_dict = feat.toDictionary(properties).set('area_km2', stats_sum.round().multiply(1e-6))\n",
" \n",
- " return_dict = ee.Dictionary({\n",
- " 'shapeName': fc.aggregate_array('shapeName').get(0),\n",
- " 'shapeGroup': fc.aggregate_array('shapeGroup').get(0),\n",
- " 'shapeType': fc.aggregate_array('shapeType').get(0),\n",
- " 'area_km2': stats_sum.round().multiply(1e-6),\n",
- " }).getInfo()\n",
- " return_dict['shape_id'] = shape_id\n",
- " return return_dict"
+ " return ee.Dictionary(prop_dict).getInfo()"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
+ "id": "96cea2bc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# binary_image = jrc_forest_baseline\n",
+ "# admin_fc = geoboundaries_adm2\n",
+ "# admin_regions = geoboundaries_adm2_list\n",
+ "# id_field = geoboundaries_id_field\n",
+ "# properties = geoboundary_properties\n",
+ "\n",
+ "binary_image = luca_monthly_image\n",
+ "admin_fc = gadm2\n",
+ "admin_regions = gadm2_region_list\n",
+ "id_field = gadm2_id_field\n",
+ "properties = gadm2_properties"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "46fc3cd3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "AFG.1.10_1\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "{'CONTINENT': 'Asia',\n",
+ " 'GID_0': 'AFG',\n",
+ " 'GID_1': 'AFG.1_1',\n",
+ " 'GID_2': 'AFG.1.10_1',\n",
+ " 'NAME_0': 'Afghanistan',\n",
+ " 'NAME_1': 'Badakhshan',\n",
+ " 'NAME_2': 'Shahri Buzurg',\n",
+ " 'UID': 10,\n",
+ " 'area_km2': 0}"
+ ]
+ },
+ "execution_count": null,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Try to run one\n",
+ "region_id = list(admin_regions)[0]\n",
+ "print(region_id)\n",
+ "test = get_area(binary_image, admin_fc, id_field, region_id, properties)\n",
+ "test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"id": "fdc66b67-ad59-465a-b63e-ab3317b00f4d",
"metadata": {},
"outputs": [],
@@ -308,19 +47947,19 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"id": "a377039f-4792-4d12-85a1-24c8b5d58b91",
"metadata": {},
"outputs": [],
"source": [
"# Try it out.\n",
- "# shape_ids = admin.aggregate_array('shapeID').distinct().getInfo()\n",
- "# shape_ids"
+ "# region_list = admin.aggregate_array('shapeID').distinct().getInfo()\n",
+ "# region_list"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"id": "a1ef0f78-9fc1-404c-9132-0203c690799f",
"metadata": {},
"outputs": [],
@@ -331,7 +47970,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"id": "7690cfb9-2cac-447e-b235-45ad5782c413",
"metadata": {},
"outputs": [],
@@ -352,85 +47991,10 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"id": "6693099f-82e7-4f0e-bd2a-a4da6dbcb91a",
"metadata": {},
"outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "5423963efa914028ae0052da0455ca51",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "Output()"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
- "\n"
- ],
- "text/plain": []
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
- "╭──────────────────────────────── Package Info ────────────────────────────────╮\n",
- "│ ╷ │\n",
- "│ Package │ Note │\n",
- "│ ╶──────────────────┼───────────────────────────────────────────────────────╴ │\n",
- "│ earthengine-dask │ Wheel built from │\n",
- "│ │ ~/Documents/GitHub/VorGeo/earthengine-dask │\n",
- "│ ╵ │\n",
- "╰──────────────────────────────────────────────────────────────────────────────╯\n",
- "
\n"
- ],
- "text/plain": [
- "╭──────────────────────────────── \u001b[1;32mPackage Info\u001b[0m ────────────────────────────────╮\n",
- "│ ╷ │\n",
- "│ \u001b[1m \u001b[0m\u001b[1mPackage \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1mNote \u001b[0m\u001b[1m \u001b[0m │\n",
- "│ ╶──────────────────┼───────────────────────────────────────────────────────╴ │\n",
- "│ earthengine-dask │ Wheel built from │\n",
- "│ │ ~/Documents/GitHub/VorGeo/earthengine-dask │\n",
- "│ ╵ │\n",
- "╰──────────────────────────────────────────────────────────────────────────────╯\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "df7992996b414d3d80035cbd86e6e38e",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "Output()"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
- "\n"
- ],
- "text/plain": []
- },
- "metadata": {},
- "output_type": "display_data"
- },
{
"name": "stdout",
"output_type": "stream",
@@ -439,19 +48003,12 @@
"These credentials will potentially be valid until explicitly revoked by running\n",
"gcloud auth application-default revoke\n"
]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING:coiled.credentials.google:Could not get token from client GCP session. This is not a concern unless you're planning to use forwarded GCP credentials on your cluster. The error was: Reauthentication is needed. Please run `gcloud auth application-default login` to reauthenticate.\n"
- ]
}
],
"source": [
"cluster = ClusterGEE(\n",
- " name='test-cluster-forest-by-admin-temp',\n",
- " n_workers=3,\n",
+ " name='test-cluster-forest-by-admin-temp4',\n",
+ " n_workers=5,\n",
" worker_cpu=8,\n",
" # spot_policy=\"spot_with_fallback\",\n",
" region='us-west1',\n",
@@ -469,7 +48026,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"id": "02bb4842-09e3-4fb0-8899-97514ce283ca",
"metadata": {},
"outputs": [
@@ -480,7 +48037,7 @@
"
\n",
" \n",
"
Client
\n",
- "
Client-a74fd23a-1e10-11ef-89ea-fe11494405b6
\n",
+ "
Client-53326a0a-24e6-11ef-8ee3-fe11494405b5
\n",
"
\n",
"\n",
" \n",
@@ -493,7 +48050,7 @@
" \n",
"
\n",
" | \n",
- " Dashboard: https://cluster-tycwu.dask.host/EkZZTbw0iKRTOHKq/status\n",
+ " Dashboard: https://cluster-corza.dask.host/_lymxilghH8taEOo/status\n",
" | \n",
" | \n",
"
\n",
@@ -511,22 +48068,22 @@
" \n",
" \n",
"
ClusterGEE
\n",
- "
test-cluster-forest-by-admin-temp
\n",
+ "
test-cluster-forest-by-admin-temp4
\n",
"
\n",
" \n",
" | \n",
- " Dashboard: https://cluster-tycwu.dask.host/EkZZTbw0iKRTOHKq/status\n",
+ " Dashboard: https://cluster-corza.dask.host/_lymxilghH8taEOo/status\n",
" | \n",
" \n",
- " Workers: 3\n",
+ " Workers: 5\n",
" | \n",
"
\n",
" \n",
" | \n",
- " Total threads: 24\n",
+ " Total threads: 40\n",
" | \n",
" \n",
- " Total memory: 91.77 GiB\n",
+ " Total memory: 152.91 GiB\n",
" | \n",
"
\n",
" \n",
@@ -542,22 +48099,22 @@
"
\n",
" \n",
"
Scheduler
\n",
- "
Scheduler-fd0096a5-374b-4485-952d-b277dbbf7eeb
\n",
+ "
Scheduler-dad20bf9-1286-4374-be9d-60fdc4a29389
\n",
"
\n",
" \n",
" | \n",
- " Comm: tls://10.1.0.9:8786\n",
+ " Comm: tls://10.1.0.76:8786\n",
" | \n",
" \n",
- " Workers: 3\n",
+ " Workers: 5\n",
" | \n",
"
\n",
" \n",
" | \n",
- " Dashboard: http://10.1.0.9:8787/status\n",
+ " Dashboard: http://10.1.0.76:8787/status\n",
" | \n",
" \n",
- " Total threads: 24\n",
+ " Total threads: 40\n",
" | \n",
"
\n",
" \n",
@@ -565,7 +48122,7 @@
" Started: Just now\n",
" \n",
" | \n",
- " Total memory: 91.77 GiB\n",
+ " Total memory: 152.91 GiB\n",
" | \n",
"
\n",
"
\n",
@@ -583,12 +48140,12 @@
"
\n",
"
\n",
" \n",
- " Worker: test-cluster-forest-by-admin-temp-worker-0c0f656e4f
\n",
+ " Worker: test-cluster-forest-by-admin-temp4-worker-6b6e9fec52
\n",
"
\n",
" \n",
" \n",
" | \n",
- " Comm: tls://10.1.0.8:35395\n",
+ " Comm: tls://10.1.0.69:33217\n",
" | \n",
" \n",
" Total threads: 8\n",
@@ -596,21 +48153,21 @@
" |
\n",
" \n",
" | \n",
- " Dashboard: http://10.1.0.8:8787/status\n",
+ " Dashboard: http://10.1.0.69:8787/status\n",
" | \n",
" \n",
- " Memory: 30.59 GiB\n",
+ " Memory: 30.58 GiB\n",
" | \n",
"
\n",
" \n",
" | \n",
- " Nanny: tls://10.1.0.8:32977\n",
+ " Nanny: tls://10.1.0.69:42797\n",
" | \n",
" | \n",
"
\n",
" \n",
" | \n",
- " Local directory: /scratch/dask-scratch-space/worker-7k1yritw\n",
+ " Local directory: /scratch/dask-scratch-space/worker-6a8iwl_r\n",
" | \n",
"
\n",
"\n",
@@ -628,12 +48185,12 @@
" \n",
"
\n",
" \n",
- " Worker: test-cluster-forest-by-admin-temp-worker-771328c5c9
\n",
+ " Worker: test-cluster-forest-by-admin-temp4-worker-98a0448027
\n",
"
\n",
" \n",
" \n",
" | \n",
- " Comm: tls://10.1.0.7:45921\n",
+ " Comm: tls://10.1.0.65:38293\n",
" | \n",
" \n",
" Total threads: 8\n",
@@ -641,21 +48198,66 @@
" |
\n",
" \n",
" | \n",
- " Dashboard: http://10.1.0.7:8787/status\n",
+ " Dashboard: http://10.1.0.65:8787/status\n",
" | \n",
" \n",
- " Memory: 30.59 GiB\n",
+ " Memory: 30.58 GiB\n",
+ " | \n",
+ "
\n",
+ " \n",
+ " | \n",
+ " Nanny: tls://10.1.0.65:44467\n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " | \n",
+ " Local directory: /scratch/dask-scratch-space/worker-ds12lel8\n",
+ " | \n",
+ "
\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " Worker: test-cluster-forest-by-admin-temp4-worker-cacd87ac0a
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Comm: tls://10.1.0.74:37383\n",
+ " | \n",
+ " \n",
+ " Total threads: 8\n",
+ " | \n",
+ "
\n",
+ " \n",
+ " | \n",
+ " Dashboard: http://10.1.0.74:8787/status\n",
+ " | \n",
+ " \n",
+ " Memory: 30.58 GiB\n",
" | \n",
"
\n",
" \n",
" | \n",
- " Nanny: tls://10.1.0.7:37941\n",
+ " Nanny: tls://10.1.0.74:35647\n",
" | \n",
" | \n",
"
\n",
" \n",
" | \n",
- " Local directory: /scratch/dask-scratch-space/worker-jru6dk8k\n",
+ " Local directory: /scratch/dask-scratch-space/worker-_ah1c0sp\n",
" | \n",
"
\n",
"\n",
@@ -673,12 +48275,12 @@
" \n",
"
\n",
" \n",
- " Worker: test-cluster-forest-by-admin-temp-worker-7ca04f3446
\n",
+ " Worker: test-cluster-forest-by-admin-temp4-worker-d6edb1107d
\n",
"
\n",
" \n",
" \n",
" | \n",
- " Comm: tls://10.1.0.5:37289\n",
+ " Comm: tls://10.1.0.75:34575\n",
" | \n",
" \n",
" Total threads: 8\n",
@@ -686,7 +48288,7 @@
" |
\n",
" \n",
" | \n",
- " Dashboard: http://10.1.0.5:8787/status\n",
+ " Dashboard: http://10.1.0.75:8787/status\n",
" | \n",
" \n",
" Memory: 30.59 GiB\n",
@@ -694,13 +48296,58 @@
" |
\n",
" \n",
" | \n",
- " Nanny: tls://10.1.0.5:35463\n",
+ " Nanny: tls://10.1.0.75:46789\n",
" | \n",
" | \n",
"
\n",
" \n",
" | \n",
- " Local directory: /scratch/dask-scratch-space/worker-o8otlm70\n",
+ " Local directory: /scratch/dask-scratch-space/worker-x69z4woq\n",
+ " | \n",
+ "
\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " Worker: test-cluster-forest-by-admin-temp4-worker-d7a976c6aa
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Comm: tls://10.1.0.70:42939\n",
+ " | \n",
+ " \n",
+ " Total threads: 8\n",
+ " | \n",
+ "
\n",
+ " \n",
+ " | \n",
+ " Dashboard: http://10.1.0.70:8787/status\n",
+ " | \n",
+ " \n",
+ " Memory: 30.58 GiB\n",
+ " | \n",
+ "
\n",
+ " \n",
+ " | \n",
+ " Nanny: tls://10.1.0.70:38637\n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " | \n",
+ " Local directory: /scratch/dask-scratch-space/worker-wiwkmy5h\n",
" | \n",
"
\n",
"\n",
@@ -727,19 +48374,12 @@
""
],
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
"output_type": "execute_result"
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "2024-05-29 21:29:36,801 - distributed.client - ERROR - Failed to reconnect to scheduler after 30.00 seconds, closing client\n"
- ]
}
],
"source": [
@@ -754,8 +48394,9 @@
"metadata": {},
"outputs": [],
"source": [
- "#shape_ids = admin.aggregate_array('shapeID').distinct().getInfo()\n",
- "# shape_ids = ['42512837B26705409874577']"
+ "# Problematic shape?\n",
+ "#region_list = admin.aggregate_array('shapeID').distinct().getInfo()\n",
+ "# region_list = ['42512837B26705409874577']"
]
},
{
@@ -768,20 +48409,18 @@
"# Create and submit jobs among the workers.\n",
"# Allow for retries to handle \"Too many concurrent aggregations.\" errors\n",
"submitted_jobs = [\n",
- " {\n",
- " 'shape_id': shape_id, \n",
- " 'area':client.submit(\n",
- " get_area, forest_baseline, shape_id, \n",
- " retries=2\n",
+ " client.submit(\n",
+ " get_area, # function\n",
+ " binary_image, admin_fc, id_field, region_id, properties, # function parameters\n",
+ " retries=1\n",
" )\n",
- " }\n",
- " for shape_id in shape_ids\n",
+ " for region_id in admin_regions\n",
"]"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": null,
"id": "72089446-90c5-4abd-8cc6-95cb9ad47dd9",
"metadata": {},
"outputs": [],
@@ -802,21 +48441,145 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "e9a3d6ed-23b6-4b4c-89a9-f5568380c00e",
+ "id": "0c68ab0e-b2cb-476e-a07f-865227f90e19",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.')),\n",
+ " (,\n",
+ " ee.ee_exception.EEException('Computation timed out.'))]"
+ ]
+ },
+ "execution_count": null,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "submitted_jobs"
+ "# for job in submitted_jobs:\n",
+ "# if job.status in ['error']:\n",
+ "# future = job\n",
+ "# print(job)\n",
+ "# print(future.exception())\n",
+ "\n",
+ "jobs_with_errors = [\n",
+ " (job, job.exception(), )\n",
+ " for job in submitted_jobs\n",
+ " if job.status in ['error']\n",
+ "]\n",
+ "jobs_with_errors"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5dd1b104",
+ "metadata": {},
+ "source": [
+ "## Get finished jobs"
]
},
{
"cell_type": "code",
"execution_count": null,
- "id": "e411a64c-fbcf-4549-a6e1-f7b4a4c4d8a0",
+ "id": "dc9c9611",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "47205\n"
+ ]
+ }
+ ],
"source": [
- "results = client.gather(submitted_jobs)"
+ "finished_jobs = [job for job in submitted_jobs if job.status=='finished']\n",
+ "print(len(finished_jobs))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b04c90ac",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[{'CONTINENT': 'Africa',\n",
+ " 'GID_0': 'ZWE',\n",
+ " 'GID_1': 'ZWE.9_1',\n",
+ " 'GID_2': 'ZWE.9.5_2',\n",
+ " 'NAME_0': 'Zimbabwe',\n",
+ " 'NAME_1': 'Matabeleland South',\n",
+ " 'NAME_2': 'Gwanda Urban',\n",
+ " 'UID': 356087,\n",
+ " 'area_km2': 0},\n",
+ " {'CONTINENT': 'Africa',\n",
+ " 'GID_0': 'ZWE',\n",
+ " 'GID_1': 'ZWE.9_1',\n",
+ " 'GID_2': 'ZWE.9.6_2',\n",
+ " 'NAME_0': 'Zimbabwe',\n",
+ " 'NAME_1': 'Matabeleland South',\n",
+ " 'NAME_2': 'Insiza',\n",
+ " 'UID': 356125,\n",
+ " 'area_km2': 0},\n",
+ " {'CONTINENT': 'Africa',\n",
+ " 'GID_0': 'ZWE',\n",
+ " 'GID_1': 'ZWE.9_1',\n",
+ " 'GID_2': 'ZWE.9.7_2',\n",
+ " 'NAME_0': 'Zimbabwe',\n",
+ " 'NAME_1': 'Matabeleland South',\n",
+ " 'NAME_2': 'Mangwe',\n",
+ " 'UID': 356144,\n",
+ " 'area_km2': 0},\n",
+ " {'CONTINENT': 'Africa',\n",
+ " 'GID_0': 'ZWE',\n",
+ " 'GID_1': 'ZWE.9_1',\n",
+ " 'GID_2': 'ZWE.9.8_2',\n",
+ " 'NAME_0': 'Zimbabwe',\n",
+ " 'NAME_1': 'Matabeleland South',\n",
+ " 'NAME_2': 'Matobo',\n",
+ " 'UID': 356161,\n",
+ " 'area_km2': 0},\n",
+ " {'CONTINENT': 'Africa',\n",
+ " 'GID_0': 'ZWE',\n",
+ " 'GID_1': 'ZWE.9_1',\n",
+ " 'GID_2': 'ZWE.9.9_2',\n",
+ " 'NAME_0': 'Zimbabwe',\n",
+ " 'NAME_1': 'Matabeleland South',\n",
+ " 'NAME_2': 'Plumtree',\n",
+ " 'UID': 356187,\n",
+ " 'area_km2': 0}]"
+ ]
+ },
+ "execution_count": null,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "finished_results = client.gather(finished_jobs)\n",
+ "finished_results[-5:]"
]
},
{
@@ -824,52 +48587,374 @@
"execution_count": null,
"id": "eac249a2-b763-414e-af35-063f916ca184",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
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47205 rows × 9 columns
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+ " 59.271552 | \n",
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