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tho-holetho-hole
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Adjusted the UDP generator to correctly parametrize the spatial_extent.
1 parent 888f26e commit 2c19769

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3 files changed

+24234
-75
lines changed

3 files changed

+24234
-75
lines changed

‎algorithm_catalog/vito/bap_composite/openeo_udp/bap_composite_UDP generator.ipynb‎

Lines changed: 59 additions & 75 deletions
Original file line numberDiff line numberDiff line change
@@ -2,27 +2,61 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 16,
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"id": "2fa66062",
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"execution_count": 5,
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"id": "2e281cf0",
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"metadata": {},
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"outputs": [],
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"source": [
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"import geopandas as gpd\n",
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"\n",
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"gdf = gpd.read_file('test_area.geojson')\n",
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"gdf = gdf.to_crs(epsg=4326)\n",
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"area = eval(gdf.to_json())"
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"import openeo\n",
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"from openeo.processes import if_, is_nan\n",
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"from utils_BAP import (calculate_cloud_mask, calculate_cloud_coverage_score,\n",
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" calculate_date_score, calculate_distance_to_cloud_score,\n",
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" calculate_distance_to_cloud_score, aggregate_BAP_scores,\n",
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" create_rank_mask)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"id": "initial_id",
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"execution_count": 6,
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"id": "4f6f5d9c",
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"metadata": {},
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"outputs": [],
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"source": [
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"temporal_extent = [\"2022-07-01\", \"2022-07-31\"]\n",
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"max_cloud_cover = 70\n",
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"from openeo.api.process import Parameter\n",
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"\n",
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"temporal_parameter = Parameter.temporal_interval(\"temporal_extent\",description=\"Temporal extent specified as two-element array with start and end date/date-time.\")\n",
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"geojson_parameter = Parameter.geojson(\"geometry\",description=\"Geometries specified as GeoJSON object.\")\n",
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"#bands_parameter = Parameter.array(\"bands\",description=\"Sentinel-2 L2A bands to include in the composite.\",item_schema=[],default=[\"B04\",\"B03\",\"B02\"],optional=True)\n",
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"bands_parameter = Parameter.array(\n",
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" \"bands\",\n",
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" description=\"Sentinel-2 L2A bands to include in the composite.\",\n",
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" item_schema={\"type\": \"string\", \"enum\": [\n",
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" \"B02\",\n",
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" \"B03\",\n",
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" \"B04\",\n",
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" \"B05\",\n",
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" \"B06\",\n",
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" \"B07\",\n",
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" \"B08\",\n",
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" \"B8A\",\n",
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" \"B11\",\n",
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" \"B12\"\n",
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" ]},\n",
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" default=[\"B04\", \"B03\", \"B02\"],\n",
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" optional=True\n",
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")\n",
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"bands_parameter.schema[\"minItems\"] = 1\n",
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"\n",
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"# Max cloud cover parameter\n",
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"max_cloud_cover_parameter = Parameter.integer(\n",
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" \"max_cloud_cover\",\n",
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" description=\"Maximum cloud cover percentage allowed.\",\n",
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" optional=True,\n",
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" default=75\n",
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")\n",
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"max_cloud_cover_parameter.schema[\"minimum\"] = 0\n",
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"max_cloud_cover_parameter.schema[\"maximum\"] = 100\n",
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"\n",
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"spatial_resolution = 20"
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]
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},
@@ -36,22 +70,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"id": "0b7ecc8f",
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"metadata": {},
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"outputs": [],
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"source": [
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"import openeo\n",
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"from openeo.processes import if_, is_nan\n",
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"from utils_BAP import (calculate_cloud_mask, calculate_cloud_coverage_score,\n",
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" calculate_date_score, calculate_distance_to_cloud_score,\n",
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" calculate_distance_to_cloud_score, aggregate_BAP_scores,\n",
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" create_rank_mask)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"execution_count": null,
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"id": "024e8df8",
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"metadata": {},
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"outputs": [
@@ -68,57 +87,20 @@
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"cell_type": "markdown",
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"id": "10bee4a7",
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"metadata": {},
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"outputs": [],
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"source": [
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"Change the parameters of the datacube to be adjustable parameters."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"execution_count": null,
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"id": "02bed3d6",
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"metadata": {},
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"outputs": [],
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"source": [
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"from openeo.api.process import Parameter\n",
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"\n",
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"temporal_parameter = Parameter.temporal_interval(\"temporal_extent\",description=\"Temporal extent specified as two-element array with start and end date/date-time.\")\n",
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"geojson_parameter = Parameter.geojson(\"geometry\",description=\"Geometries specified as GeoJSON object.\")\n",
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"#bands_parameter = Parameter.array(\"bands\",description=\"Sentinel-2 L2A bands to include in the composite.\",item_schema=[],default=[\"B04\",\"B03\",\"B02\"],optional=True)\n",
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"bands_parameter = Parameter.array(\n",
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" \"bands\",\n",
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" description=\"Sentinel-2 L2A bands to include in the composite.\",\n",
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" item_schema={\"type\": \"string\", \"enum\": [\n",
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" \"B02\",\n",
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" \"B03\",\n",
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" \"B04\",\n",
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" \"B05\",\n",
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" \"B06\",\n",
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" \"B07\",\n",
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" \"B08\",\n",
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" \"B8A\",\n",
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" \"B11\",\n",
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" \"B12\"\n",
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" ]},\n",
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" default=[\"B04\", \"B03\", \"B02\"],\n",
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" optional=True\n",
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")\n",
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"bands_parameter.schema[\"minItems\"] = 1\n",
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"\n",
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"# Max cloud cover parameter\n",
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"max_cloud_cover_parameter = Parameter.integer(\n",
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" \"max_cloud_cover\",\n",
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" description=\"Maximum cloud cover percentage allowed.\",\n",
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" optional=True,\n",
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" default=70\n",
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")\n",
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"max_cloud_cover_parameter.schema[\"minimum\"] = 0\n",
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"max_cloud_cover_parameter.schema[\"maximum\"] = 100\n",
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"\n",
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"scl = c.load_collection(\n",
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" \"SENTINEL2_L2A\",\n",
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" temporal_extent=temporal_parameter,\n",
@@ -139,7 +121,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"execution_count": null,
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"id": "6917600f",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"execution_count": null,
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"id": "902b6c0b",
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"metadata": {},
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"outputs": [],
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"source": [
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"coverage_score = calculate_cloud_coverage_score(cloud_mask, area, scl)"
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"spatial_parameter = Parameter.spatial_extent(\"spatial_extent\",description=\"Spatial extent specified as GeoJSON object.\")\n",
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"\n",
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"coverage_score = calculate_cloud_coverage_score(cloud_mask, geojson_parameter, scl)"
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]
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},
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{
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"execution_count": null,
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"id": "6755378a983548f4",
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"metadata": {},
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"outputs": [
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"execution_count": null,
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"id": "c7296546",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 25,
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"execution_count": null,
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"id": "e1a5f38e07ba21b5",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 26,
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"execution_count": null,
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"id": "43a33914",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 27,
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"execution_count": null,
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"id": "a2933409",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 29,
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"execution_count": null,
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"id": "14d62234",
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"metadata": {},
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"outputs": [],

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