diff --git a/user_data_notebooks/oco2-mip-co2budget-yeargrid-v1_User_Notebook.ipynb b/user_data_notebooks/oco2-mip-co2budget-yeargrid-v1_User_Notebook.ipynb index fc8b574a..8c606a2f 100644 --- a/user_data_notebooks/oco2-mip-co2budget-yeargrid-v1_User_Notebook.ipynb +++ b/user_data_notebooks/oco2-mip-co2budget-yeargrid-v1_User_Notebook.ipynb @@ -15,7 +15,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -30,7 +29,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -49,74 +47,32 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: requests in /Users/vgaur/miniconda3/envs/cmip6/lib/python3.9/site-packages (2.31.0)\n", - "Requirement already satisfied: idna<4,>=2.5 in /Users/vgaur/miniconda3/envs/cmip6/lib/python3.9/site-packages (from requests) (3.4)\n", - "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/vgaur/miniconda3/envs/cmip6/lib/python3.9/site-packages (from requests) (3.1.0)\n", - 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"Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /Users/vgaur/miniconda3/envs/cmip6/lib/python3.9/site-packages (from jsonschema>=4.0.1->pystac[validation]>=1.7.2->pystac_client) (0.19.3)\n", + "Note: you may need to restart the kernel to use updated packages.\n", + "Note: you may need to restart the kernel to use updated packages.\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ - "%pip install requests\n", - "%pip install folium\n", - "%pip install rasterstats\n", - "%pip install pystac_client" + "%pip install requests --quiet\n", + "%pip install folium --quiet\n", + "%pip install rasterstats --quiet\n", + "%pip install pystac_client --quiet\n", + "%pip install pandas --quiet\n", + "%pip install matplotlib --quiet" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -125,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -151,183 +107,16 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 54, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'id': 'oco2-mip-co2budget-yeargrid-v1',\n", - " 'type': 'Collection',\n", - " 'links': [{'rel': 'items',\n", - " 'type': 'application/geo+json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1/items'},\n", - " {'rel': 'parent',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/'},\n", - " {'rel': 'root',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/'},\n", - " {'rel': 'self',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1'}],\n", - " 'title': 'Pilot top-down CO2 Budget constrained by the v10 OCO-2 MIP Version 1',\n", - " 'assets': None,\n", - " 'extent': {'spatial': {'bbox': [[-180, -90, 180, 90]]},\n", - " 'temporal': {'interval': [['2015-01-01T00:00:00+00:00',\n", - " '2020-12-31T00:00:00+00:00']]}},\n", - " 'license': 'CC-BY-4.0',\n", - " 'keywords': None,\n", - " 'providers': None,\n", - " 'summaries': {'datetime': ['2015-01-01T00:00:00Z', '2020-12-31T00:00:00Z']},\n", - " 'description': 'National CO2 Budgets (2015-2020) inferred from atmospheric CO2 observations in support of the Global Stocktake',\n", - " 'item_assets': {'ff': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Fossil fuel and cement emissions',\n", - " 'description': 'The burning of fossil fuels and release of carbon due to cement production, representing a flux of carbon from the land surface (geologic reservoir) to the atmosphere'},\n", - " 'crop': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Lateral crop flux',\n", - " 'description': 'The lateral flux of carbon in (positive) or out (negative) of a region due to agriculture.'},\n", - " 'wood': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Lateral wood flux',\n", - " 'description': 'The lateral flux of carbon in (positive) or out (negative) of a region due to wood product harvesting and usage.'},\n", - " 'river': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Lateral rivers flux',\n", - " 'description': 'The lateral flux of carbon in (positive) or out (negative) of a region transported by the water cycle.'},\n", - " 'ff-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Fossil fuel and cement emissions std',\n", - " 'description': 'The burning of fossil fuels and release of carbon due to cement production, representing a flux of carbon from the land surface (geologic reservoir) to the atmosphere'},\n", - " 'is-nbe': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - 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For land, NCE can be defined as sum of NBE and fossil fuel and cement emissions'},\n", - " 'lnlg-dc-loss': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir and Land Glint Net terrestrial carbon stock loss',\n", - " 'description': 'Positive values indicate a loss (decrease) of terrestrial carbon stocks (organic matter stored on land), including above- and below-ground biomass in ecosystems and biomass contained in anthropogenic products (lumber, cattle, etc.).'},\n", - " 'lnlg-nbe-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir and Land Glint Net biosphere exchange std',\n", - " 'description': 'Net flux of carbon from the terrestrial biosphere to the atmosphere due to biomass burning (BB) and Reco minus gross primary production (GPP) (i.e., ). It includes both anthropogenic processes (e.g., deforestation, reforestation, farming) and natural processes (e.g., climate-variability-induced carbon fluxes, disturbances, recovery from disturbances'},\n", - " 'lnlg-nce-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir and Land Glint Terrestrial net carbon exchange std',\n", - " 'description': 'Net flux of carbon from the surface to the atmosphere. For land, NCE can be defined as sum of NBE and fossil fuel and cement emissions'},\n", - " 'lnlgogis-nbe': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint, Ocean Glint and In sittu Net biosphere exchange',\n", - " 'description': 'Net flux of carbon from the terrestrial biosphere to the atmosphere due to biomass burning (BB) and Reco minus gross primary production (GPP) (i.e., ). It includes both anthropogenic processes (e.g., deforestation, reforestation, farming) and natural processes (e.g., climate-variability-induced carbon fluxes, disturbances, recovery from disturbances'},\n", - " 'lnlgogis-nce': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint, Ocean Glint In situ Terrestrial net carbon exchange ',\n", - " 'description': 'Net flux of carbon from the surface to the atmosphere. For land, NCE can be defined as sum of NBE and fossil fuel and cement emissions'},\n", - " 'is-dc-loss-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'In situ Net terrestrial carbon stock loss std',\n", - " 'description': 'Positive values indicate a loss (decrease) of terrestrial carbon stocks (organic matter stored on land), including above- and below-ground biomass in ecosystems and biomass contained in anthropogenic products (lumber, cattle, etc.).'},\n", - " 'lnlgis-dc-loss': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint and In situ Net terrestrial carbon stock loss',\n", - " 'description': 'Positive values indicate a loss (decrease) of terrestrial carbon stocks (organic matter stored on land), including above- and below-ground biomass in ecosystems and biomass contained in anthropogenic products (lumber, cattle, etc.).'},\n", - " 'lnlgis-nbe-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir and Land Glint In situ Net biosphere exchange std',\n", - " 'description': 'Net flux of carbon from the terrestrial biosphere to the atmosphere due to biomass burning (BB) and Reco minus gross primary production (GPP) (i.e., ). It includes both anthropogenic processes (e.g., deforestation, reforestation, farming) and natural processes (e.g., climate-variability-induced carbon fluxes, disturbances, recovery from disturbances'},\n", - " 'lnlgis-nce-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir and Land Glint In situ Terrestrial net carbon exchange std',\n", - " 'description': 'Net flux of carbon from the surface to the atmosphere. For land, NCE can be defined as sum of NBE and fossil fuel and cement emissions'},\n", - " 'lnlg-dc-loss-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir and Land glint Net terrestrial carbon stock loss std',\n", - " 'description': 'Positive values indicate a loss (decrease) of terrestrial carbon stocks (organic matter stored on land), including above- and below-ground biomass in ecosystems and biomass contained in anthropogenic products (lumber, cattle, etc.).'},\n", - " 'lnlgogis-dc-loss': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint, Ocean Glint and In situ Net terrestrial carbon stock loss',\n", - " 'description': 'Positive values indicate a loss (decrease) of terrestrial carbon stocks (organic matter stored on land), including above- and below-ground biomass in ecosystems and biomass contained in anthropogenic products (lumber, cattle, etc.).'},\n", - " 'lnlgogis-nbe-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint, Ocean Glint and In sittu Net biosphere exchange',\n", - " 'description': 'Net flux of carbon from the terrestrial biosphere to the atmosphere due to biomass burning (BB) and Reco minus gross primary production (GPP) (i.e., ). It includes both anthropogenic processes (e.g., deforestation, reforestation, farming) and natural processes (e.g., climate-variability-induced carbon fluxes, disturbances, recovery from disturbances'},\n", - " 'lnlgogis-nce-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint, Ocean Glint In situ Terrestrial net carbon exchange std ',\n", - " 'description': 'Net flux of carbon from the surface to the atmosphere. For land, NCE can be defined as sum of NBE and fossil fuel and cement emissions'},\n", - " 'lnlgis-dc-loss-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint and In situ Net terrestrial carbon stock loss std',\n", - " 'description': 'Positive values indicate a loss (decrease) of terrestrial carbon stocks (organic matter stored on land), including above- and below-ground biomass in ecosystems and biomass contained in anthropogenic products (lumber, cattle, etc.).'},\n", - " 'lnlgogis-dc-loss-std': {'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - " 'title': 'Land Nadir, Land Glint, Ocean Glint and In situ Net terrestrial carbon stock loss std',\n", - " 'description': 'Positive values indicate a loss (decrease) of terrestrial carbon stocks (organic matter stored on land), including above- and below-ground biomass in ecosystems and biomass contained in anthropogenic products (lumber, cattle, etc.).'}},\n", - " 'stac_version': '1.0.0',\n", - " 'stac_extensions': None,\n", - " 'dashboard:is_periodic': True,\n", - " 'dashboard:time_density': 'year'}" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Fetching the collection from STAC collections using appropriate endpoint.\n", "collection = requests.get(f\"{STAC_API_URL}/collections/{collection_name}\").json()\n", - "collection" + "#collection" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -336,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -364,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -384,1632 +173,15 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 57, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'id': 'oco2-mip-co2budget-yeargrid-v1-2020',\n", - " 'bbox': [-180.0, -90.0, 180.0, 90.0],\n", - " 'type': 'Feature',\n", - " 'links': [{'rel': 'collection',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1'},\n", - " {'rel': 'parent',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1'},\n", - " {'rel': 'root',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/'},\n", - " {'rel': 'self',\n", - " 'type': 'application/geo+json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1/items/oco2-mip-co2budget-yeargrid-v1-2020'}],\n", - " 'assets': {'ff': {'href': 's3://ghgc-data-store/oco2-mip-co2budget-yeargrid-v1/pilot_topdown_FF_CO2_Budget_grid_v1_2020.tif',\n", - " 'type': 'image/tiff; 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" 'proj:geometry': {'type': 'Polygon',\n", - " 'coordinates': [[[-180.0, -90.0],\n", - " [180.0, -90.0],\n", - " [180.0, 90.0],\n", - " [-180.0, 90.0],\n", - " [-180.0, -90.0]]]},\n", - " 'proj:projjson': {'id': {'code': 4326.0, 'authority': 'EPSG'},\n", - " 'name': 'WGS 84',\n", - " 'type': 'GeographicCRS',\n", - " 'datum': {'name': 'World Geodetic System 1984',\n", - " 'type': 'GeodeticReferenceFrame',\n", - " 'ellipsoid': {'name': 'WGS 84',\n", - " 'semi_major_axis': 6378137.0,\n", - " 'inverse_flattening': 298.257223563}},\n", - " '$schema': 'https://proj.org/schemas/v0.4/projjson.schema.json',\n", - " 'coordinate_system': {'axis': [{'name': 'Geodetic latitude',\n", - " 'unit': 'degree',\n", - " 'direction': 'north',\n", - " 'abbreviation': 'Lat'},\n", - " {'name': 'Geodetic longitude',\n", - " 'unit': 'degree',\n", - " 'direction': 'east',\n", - " 'abbreviation': 'Lon'}],\n", - " 'subtype': 'ellipsoidal'}},\n", - " 'proj:transform': [1.0, 0.0, -180.0, 0.0, -1.0, 90.0, 0.0, 0.0, 1.0]}},\n", - " 'geometry': {'type': 'Polygon',\n", - " 'coordinates': [[[-180, -90],\n", - " [180, -90],\n", - " [180, 90],\n", - " [-180, 90],\n", - " [-180, -90]]]},\n", - " 'collection': 'oco2-mip-co2budget-yeargrid-v1',\n", - " 'properties': {'end_datetime': '2020-12-31T00:00:00+00:00',\n", - " 'start_datetime': '2020-01-01T00:00:00+00:00'},\n", - " 'stac_version': '1.0.0',\n", - " 'stac_extensions': []}" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Examining the first item in the collection\n", - "items[0]" + "#items[0]" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2017,7 +189,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2028,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -2039,16 +210,17 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "# Fetching the min and max values for a specific item\n", - "rescale_values = {\"max\":items[list(items.keys())[0]][\"assets\"][asset_name][\"raster:bands\"][0][\"histogram\"][\"max\"], \"min\":items[list(items.keys())[0]][\"assets\"][asset_name][\"raster:bands\"][0][\"histogram\"][\"min\"]}" + "rescale_values = {\"max\":items[list(items.keys())[0]][\"assets\"][asset_name][\"raster:bands\"][0][\"histogram\"][\"max\"], \"min\":items[list(items.keys())[0]][\"assets\"][asset_name][\"raster:bands\"][0][\"histogram\"][\"min\"]}\n", + "#Hardcoding the min and max values to match the scale in the GHG Center dashboard\n", + "rescale_values = {\"max\": 450, \"min\": 0}" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2057,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -2066,20 +238,20 @@ "{'tilejson': '2.2.0',\n", " 'version': '1.0.0',\n", " 'scheme': 'xyz',\n", - " 'tiles': ['https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1&item=oco2-mip-co2budget-yeargrid-v1-2020&assets=ff&color_formula=gamma+r+1.05&colormap_name=magma&rescale=0.0%2C25762.3125'],\n", + " 'tiles': ['https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1&item=oco2-mip-co2budget-yeargrid-v1-2020&assets=ff&color_formula=gamma+r+1.05&colormap_name=purd&rescale=0%2C450'],\n", " 'minzoom': 0,\n", " 'maxzoom': 24,\n", " 'bounds': [-180.0, -90.0, 180.0, 90.0],\n", " 'center': [0.0, 0.0, 0]}" ] }, - "execution_count": 67, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "color_map = \"magma\"\n", + "color_map = \"purd\"\n", "co2_flux_1 = requests.get(\n", " f\"{RASTER_API_URL}/stac/tilejson.json?collection={items[list(items.keys())[0]]['collection']}&item={items[list(items.keys())[0]]['id']}\"\n", " f\"&assets={asset_name}\"\n", @@ -2091,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -2100,14 +272,14 @@ "{'tilejson': '2.2.0',\n", " 'version': '1.0.0',\n", " 'scheme': 'xyz',\n", - " 'tiles': ['https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1&item=oco2-mip-co2budget-yeargrid-v1-2019&assets=ff&color_formula=gamma+r+1.05&colormap_name=magma&rescale=0.0%2C25762.3125'],\n", + " 'tiles': ['https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1&item=oco2-mip-co2budget-yeargrid-v1-2019&assets=ff&color_formula=gamma+r+1.05&colormap_name=purd&rescale=0%2C450'],\n", " 'minzoom': 0,\n", " 'maxzoom': 24,\n", " 'bounds': [-180.0, -90.0, 180.0, 90.0],\n", " 'center': [0.0, 0.0, 0]}" ] }, - "execution_count": 68, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -2123,7 +295,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2132,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -2165,7 +336,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_b9e01337ca2e00270f25c1da8c4afd8c {\n", + " #map_d7e3f5e9fd108024f0bcec38abb5f35b {\n", " position: absolute;\n", " width: 50.0%;\n", " height: 100.0%;\n", @@ -2179,7 +350,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_34e7415ddd2d05d515e8836e7c4cda70 {\n", + " #map_3d86e69ad25240921309a308e6877b81 {\n", " position: absolute;\n", " width: 50.0%;\n", " height: 100.0%;\n", @@ -2194,17 +365,17 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_b9e01337ca2e00270f25c1da8c4afd8c" ></div>\n", + " <div class="folium-map" id="map_d7e3f5e9fd108024f0bcec38abb5f35b" ></div>\n", " \n", " \n", - " <div class="folium-map" id="map_34e7415ddd2d05d515e8836e7c4cda70" ></div>\n", + " <div class="folium-map" id="map_3d86e69ad25240921309a308e6877b81" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_b9e01337ca2e00270f25c1da8c4afd8c = L.map(\n", - " "map_b9e01337ca2e00270f25c1da8c4afd8c",\n", + " var map_d7e3f5e9fd108024f0bcec38abb5f35b = L.map(\n", + " "map_d7e3f5e9fd108024f0bcec38abb5f35b",\n", " {\n", " center: [34.0, -118.0],\n", " crs: L.CRS.EPSG3857,\n", @@ -2218,20 +389,20 @@ "\n", " \n", " \n", - " var tile_layer_032916cf1e823d478ed538ab3bc738fa = L.tileLayer(\n", + " var tile_layer_a4984a9a6525ed09a1d9455887f68adb = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_b9e01337ca2e00270f25c1da8c4afd8c);\n", + " ).addTo(map_d7e3f5e9fd108024f0bcec38abb5f35b);\n", " \n", " \n", - " var tile_layer_42cc2b80ec542c932d1ccac47b7c050d = L.tileLayer(\n", - " "https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1\\u0026item=oco2-mip-co2budget-yeargrid-v1-2020\\u0026assets=ff\\u0026color_formula=gamma+r+1.05\\u0026colormap_name=magma\\u0026rescale=0.0%2C25762.3125",\n", + " var tile_layer_d2daaa46ccf63c451ebbfdd4d379e851 = L.tileLayer(\n", + " "https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1\\u0026item=oco2-mip-co2budget-yeargrid-v1-2020\\u0026assets=ff\\u0026color_formula=gamma+r+1.05\\u0026colormap_name=purd\\u0026rescale=0%2C450",\n", " {"attribution": "GHG", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 0.5, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_b9e01337ca2e00270f25c1da8c4afd8c);\n", + " ).addTo(map_d7e3f5e9fd108024f0bcec38abb5f35b);\n", " \n", " \n", - " var map_34e7415ddd2d05d515e8836e7c4cda70 = L.map(\n", - " "map_34e7415ddd2d05d515e8836e7c4cda70",\n", + " var map_3d86e69ad25240921309a308e6877b81 = L.map(\n", + " "map_3d86e69ad25240921309a308e6877b81",\n", " {\n", " center: [34.0, -118.0],\n", " crs: L.CRS.EPSG3857,\n", @@ -2245,29 +416,29 @@ "\n", " \n", " \n", - " var tile_layer_6b26975fd634d55c9db7a3c5b987f3a5 = L.tileLayer(\n", + " var tile_layer_842a01102410461f3f57bc1ee7736cb6 = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_34e7415ddd2d05d515e8836e7c4cda70);\n", + " ).addTo(map_3d86e69ad25240921309a308e6877b81);\n", " \n", " \n", - " var tile_layer_196ba195dce85215cedae7861c85a95d = L.tileLayer(\n", - " "https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1\\u0026item=oco2-mip-co2budget-yeargrid-v1-2019\\u0026assets=ff\\u0026color_formula=gamma+r+1.05\\u0026colormap_name=magma\\u0026rescale=0.0%2C25762.3125",\n", + " var tile_layer_d65511ce14812af100fae0ea5a533e3a = L.tileLayer(\n", + " "https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1\\u0026item=oco2-mip-co2budget-yeargrid-v1-2019\\u0026assets=ff\\u0026color_formula=gamma+r+1.05\\u0026colormap_name=purd\\u0026rescale=0%2C450",\n", " {"attribution": "GHG", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 0.5, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_34e7415ddd2d05d515e8836e7c4cda70);\n", + " ).addTo(map_3d86e69ad25240921309a308e6877b81);\n", " \n", " \n", - " map_b9e01337ca2e00270f25c1da8c4afd8c.sync(map_34e7415ddd2d05d515e8836e7c4cda70);\n", - " map_34e7415ddd2d05d515e8836e7c4cda70.sync(map_b9e01337ca2e00270f25c1da8c4afd8c);\n", + " map_d7e3f5e9fd108024f0bcec38abb5f35b.sync(map_3d86e69ad25240921309a308e6877b81);\n", + " map_3d86e69ad25240921309a308e6877b81.sync(map_d7e3f5e9fd108024f0bcec38abb5f35b);\n", " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 69, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -2302,7 +473,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2310,7 +480,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2319,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -2344,7 +513,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -2377,7 +546,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_2a1d1d0843f6c76c6e77a6156794377b {\n", + " #map_a284deb713b96cb2c4de1d69c599ccff {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -2391,14 +560,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_2a1d1d0843f6c76c6e77a6156794377b" ></div>\n", + " <div class="folium-map" id="map_a284deb713b96cb2c4de1d69c599ccff" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_2a1d1d0843f6c76c6e77a6156794377b = L.map(\n", - " "map_2a1d1d0843f6c76c6e77a6156794377b",\n", + " var map_a284deb713b96cb2c4de1d69c599ccff = L.map(\n", + " "map_a284deb713b96cb2c4de1d69c599ccff",\n", " {\n", " center: [30.0, -100.0],\n", " crs: L.CRS.EPSG3857,\n", @@ -2412,38 +581,38 @@ "\n", " \n", " \n", - " var tile_layer_f204d88a7b6336c1890e187e5b9b7212 = L.tileLayer(\n", + " var tile_layer_4b2b1570f3e6bb0beb1833fd4820ffaa = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_2a1d1d0843f6c76c6e77a6156794377b);\n", + " ).addTo(map_a284deb713b96cb2c4de1d69c599ccff);\n", " \n", " \n", "\n", - " function geo_json_3115a1f211c2a6fad0cab1ec0dd801ff_onEachFeature(feature, layer) {\n", + " function geo_json_e7f71fb07c889f6bde6e9592a63bf2b1_onEachFeature(feature, layer) {\n", " layer.on({\n", " });\n", " };\n", - " var geo_json_3115a1f211c2a6fad0cab1ec0dd801ff = L.geoJson(null, {\n", - " onEachFeature: geo_json_3115a1f211c2a6fad0cab1ec0dd801ff_onEachFeature,\n", + " var geo_json_e7f71fb07c889f6bde6e9592a63bf2b1 = L.geoJson(null, {\n", + " onEachFeature: geo_json_e7f71fb07c889f6bde6e9592a63bf2b1_onEachFeature,\n", " \n", " });\n", "\n", - " function geo_json_3115a1f211c2a6fad0cab1ec0dd801ff_add (data) {\n", - " geo_json_3115a1f211c2a6fad0cab1ec0dd801ff\n", + " function geo_json_e7f71fb07c889f6bde6e9592a63bf2b1_add (data) {\n", + " geo_json_e7f71fb07c889f6bde6e9592a63bf2b1\n", " .addData(data)\n", - " .addTo(map_2a1d1d0843f6c76c6e77a6156794377b);\n", + " .addTo(map_a284deb713b96cb2c4de1d69c599ccff);\n", " }\n", - " geo_json_3115a1f211c2a6fad0cab1ec0dd801ff_add({"geometry": {"coordinates": [[[-95, 29], [-95, 33], [-104, 33], [-104, 29], [-95, 29]]], "type": "Polygon"}, "properties": {}, "type": "Feature"});\n", + " geo_json_e7f71fb07c889f6bde6e9592a63bf2b1_add({"geometry": {"coordinates": [[[-95, 29], [-95, 33], [-104, 33], [-104, 29], [-95, 29]]], "type": "Polygon"}, "properties": {}, "type": "Feature"});\n", "\n", " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 71, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -2468,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -2489,1633 +658,17 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 66, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'id': 'oco2-mip-co2budget-yeargrid-v1-2020',\n", - " 'bbox': [-180.0, -90.0, 180.0, 90.0],\n", - " 'type': 'Feature',\n", - " 'links': [{'rel': 'collection',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1'},\n", - " {'rel': 'parent',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1'},\n", - " {'rel': 'root',\n", - " 'type': 'application/json',\n", - " 'href': 'https://ghg.center/api/stac/'},\n", - " {'rel': 'self',\n", - " 'type': 'application/geo+json',\n", - " 'href': 'https://ghg.center/api/stac/collections/oco2-mip-co2budget-yeargrid-v1/items/oco2-mip-co2budget-yeargrid-v1-2020'}],\n", - " 'assets': {'ff': {'href': 's3://ghgc-data-store/oco2-mip-co2budget-yeargrid-v1/pilot_topdown_FF_CO2_Budget_grid_v1_2020.tif',\n", - " 'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n", - " 'roles': ['data', 'layer'],\n", - 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" 'geometry': {'type': 'Polygon',\n", - " 'coordinates': [[[-180, -90],\n", - " [180, -90],\n", - " [180, 90],\n", - " [-180, 90],\n", - " [-180, -90]]]},\n", - " 'collection': 'oco2-mip-co2budget-yeargrid-v1',\n", - " 'properties': {'end_datetime': '2020-12-31T00:00:00+00:00',\n", - " 'start_datetime': '2020-01-01T00:00:00+00:00'},\n", - " 'stac_version': '1.0.0',\n", - " 'stac_extensions': []}" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Explore the first item\n", - "items[0]" + "#items[0]" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -4135,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -4153,7 +706,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -4162,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -4175,8 +727,8 @@ "{'type': 'Feature', 'geometry': {'type': 'Polygon', 'coordinates': [[[-95.0, 29.0], [-95.0, 33.0], [-104.0, 33.0], [-104.0, 29.0], [-95.0, 29.0]]]}, 'properties': {'statistics': {'b1': {'min': 0.0910222977399826, 'max': 8138.96484375, 'mean': 791.9455965670446, 'count': 36.0, 'sum': 28510.041476413608, 'std': 1550.8237787859084, 'median': 107.77805709838867, 'majority': 0.0910222977399826, 'minority': 0.0910222977399826, 'unique': 36.0, 'histogram': [[28.0, 2.0, 1.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0], [0.0910222977399826, 813.9784044429659, 1627.865786588192, 2441.7531687334176, 3255.640550878644, 4069.52793302387, 4883.415315169095, 5697.302697314321, 6511.190079459548, 7325.077461604774, 8138.96484375]], 'valid_percent': 100.0, 'masked_pixels': 0.0, 'valid_pixels': 36.0, 'percentile_2': 0.9726840510964394, 'percentile_98': 4589.991333007798}}}}\n", "{'type': 'Feature', 'geometry': {'type': 'Polygon', 'coordinates': [[[-95.0, 29.0], [-95.0, 33.0], [-104.0, 33.0], [-104.0, 29.0], [-95.0, 29.0]]]}, 'properties': {'statistics': {'b1': {'min': 0.08842560648918152, 'max': 8243.259765625, 'mean': 801.7388236944875, 'count': 36.0, 'sum': 28862.597653001547, 'std': 1570.4892862189242, 'median': 108.75741958618164, 'majority': 0.08842560648918152, 'minority': 0.08842560648918152, 'unique': 36.0, 'histogram': [[28.0, 2.0, 1.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0], [0.08842560648918152, 824.4055596083402, 1648.7226936101913, 2473.0398276120422, 3297.3569616138934, 4121.674095615745, 4945.991229617595, 5770.308363619447, 6594.625497621298, 7418.942631623148, 8243.259765625]], 'valid_percent': 100.0, 'masked_pixels': 0.0, 'valid_pixels': 36.0, 'percentile_2': 0.987190940976143, 'percentile_98': 4649.222045898423}}}}\n", "{'type': 'Feature', 'geometry': {'type': 'Polygon', 'coordinates': [[[-95.0, 29.0], [-95.0, 33.0], [-104.0, 33.0], [-104.0, 29.0], [-95.0, 29.0]]]}, 'properties': {'statistics': {'b1': {'min': 0.08379923552274704, 'max': 8397.8779296875, 'mean': 816.0609874193453, 'count': 36.0, 'sum': 29378.19554709643, 'std': 1599.6065142777418, 'median': 110.1262092590332, 'majority': 0.08379923552274704, 'minority': 0.08379923552274704, 'unique': 36.0, 'histogram': [[28.0, 2.0, 1.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0], [0.08379923552274704, 839.8632122807205, 1679.6426253259183, 2519.4220383711163, 3359.201451416314, 4198.980864461511, 5038.76027750671, 5878.539690551907, 6718.319103597105, 7558.0985166423025, 8397.8779296875]], 'valid_percent': 100.0, 'masked_pixels': 0.0, 'valid_pixels': 36.0, 'percentile_2': 0.9802812077105046, 'percentile_98': 4736.898437499985}}}}\n", - "CPU times: user 135 ms, sys: 18.3 ms, total: 153 ms\n", - "Wall time: 2.91 s\n" + "CPU times: user 115 ms, sys: 2.32 ms, total: 117 ms\n", + "Wall time: 1.35 s\n" ] } ], @@ -4187,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -4223,7 +775,7 @@ " 'datetime': '2020-01-01T00:00:00+00:00'}" ] }, - "execution_count": 77, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -4234,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -4425,7 +977,7 @@ "4 2016-01-01 00:00:00+00:00 " ] }, - "execution_count": 78, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -4446,7 +998,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -4456,7 +1007,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -4465,7 +1016,7 @@ "Text(0.5, 1.0, 'CO2 emission Values for Texas, Dallas (2015-2020)')" ] }, - "execution_count": 79, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, @@ -4503,7 +1054,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -4520,7 +1071,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -4529,14 +1080,14 @@ "{'tilejson': '2.2.0',\n", " 'version': '1.0.0',\n", " 'scheme': 'xyz',\n", - " 'tiles': ['https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1&item=oco2-mip-co2budget-yeargrid-v1-2018&assets=ff&color_formula=gamma+r+1.05&colormap_name=magma&rescale=0.0%2C25762.3125'],\n", + " 'tiles': ['https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1&item=oco2-mip-co2budget-yeargrid-v1-2018&assets=ff&color_formula=gamma+r+1.05&colormap_name=purd&rescale=0%2C450'],\n", " 'minzoom': 0,\n", " 'maxzoom': 24,\n", " 'bounds': [-180.0, -90.0, 180.0, 90.0],\n", " 'center': [0.0, 0.0, 0]}" ] }, - "execution_count": 81, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -4553,7 +1104,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -4586,7 +1137,7 @@ " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_68f72c26123c756515254dc98dc35865 {\n", + " #map_7c345a1e0bf4f316f63bcaa8cb58f073 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", @@ -4600,14 +1151,14 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_68f72c26123c756515254dc98dc35865" ></div>\n", + " <div class="folium-map" id="map_7c345a1e0bf4f316f63bcaa8cb58f073" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_68f72c26123c756515254dc98dc35865 = L.map(\n", - " "map_68f72c26123c756515254dc98dc35865",\n", + " var map_7c345a1e0bf4f316f63bcaa8cb58f073 = L.map(\n", + " "map_7c345a1e0bf4f316f63bcaa8cb58f073",\n", " {\n", " center: [30.0, -100.0],\n", " crs: L.CRS.EPSG3857,\n", @@ -4621,25 +1172,25 @@ "\n", " \n", " \n", - " var tile_layer_08ee18609f816dfe5bac585810969b8c = L.tileLayer(\n", + " var tile_layer_3082fa31cb2d0627fcaf0b9ca0382192 = L.tileLayer(\n", " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_68f72c26123c756515254dc98dc35865);\n", + " ).addTo(map_7c345a1e0bf4f316f63bcaa8cb58f073);\n", " \n", " \n", - " var tile_layer_0b0fada10a751fbb7112ec3b551d1789 = L.tileLayer(\n", - " "https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1\\u0026item=oco2-mip-co2budget-yeargrid-v1-2018\\u0026assets=ff\\u0026color_formula=gamma+r+1.05\\u0026colormap_name=magma\\u0026rescale=0.0%2C25762.3125",\n", + " var tile_layer_d7aaa1abfa4a0b480980cc97ffac5ba3 = L.tileLayer(\n", + " "https://ghg.center/api/raster/stac/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?collection=oco2-mip-co2budget-yeargrid-v1\\u0026item=oco2-mip-co2budget-yeargrid-v1-2018\\u0026assets=ff\\u0026color_formula=gamma+r+1.05\\u0026colormap_name=purd\\u0026rescale=0%2C450",\n", " {"attribution": "GHG", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 0.7, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_68f72c26123c756515254dc98dc35865);\n", + " ).addTo(map_7c345a1e0bf4f316f63bcaa8cb58f073);\n", " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, - "execution_count": 82, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -4668,7 +1219,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -4680,7 +1230,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -4694,7 +1244,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.10.12" }, "vscode": { "interpreter": {