From d9d7a276b290657ac26f91bdf07fb1b124bae255 Mon Sep 17 00:00:00 2001
From: Anna Lanteri <b309253@levante4.lvt.dkrz.de>
Date: Wed, 10 Jan 2024 11:27:45 +0100
Subject: [PATCH] Distance from Eclipse

---
 .../eclipse_distance-checkpoint.ipynb         |  546 +++++++
 .../pathways_choice/eclipse_distance.ipynb    | 1300 +++++++++++++++++
 2 files changed, 1846 insertions(+)
 create mode 100644 scenario comparison/pathways_choice/.ipynb_checkpoints/eclipse_distance-checkpoint.ipynb
 create mode 100644 scenario comparison/pathways_choice/eclipse_distance.ipynb

diff --git a/scenario comparison/pathways_choice/.ipynb_checkpoints/eclipse_distance-checkpoint.ipynb b/scenario comparison/pathways_choice/.ipynb_checkpoints/eclipse_distance-checkpoint.ipynb
new file mode 100644
index 0000000..cc9157f
--- /dev/null
+++ b/scenario comparison/pathways_choice/.ipynb_checkpoints/eclipse_distance-checkpoint.ipynb	
@@ -0,0 +1,546 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "839642a1-ba5e-4fec-beba-565a295541ce",
+   "metadata": {},
+   "source": [
+    "# Pathways and Eclipse"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "a6114cac-703c-49e7-8ecd-fec6dbbc95be",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import xarray as xr\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import glob\n",
+    "from scipy import stats\n",
+    "import cftime\n",
+    "from datetime import datetime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "dc2542b4-60ec-403d-9cf3-34e0582b12e2",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "specie = 'BC'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f0285a1d-0acc-4899-ba70-348dc8d7a507",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "coords_eu = {\n",
+    "    'lon1': -10,\n",
+    "    'lon2': 25,\n",
+    "    'lat1': 35,\n",
+    "    'lat2': 65\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9fc5f1fb-dbf7-49cb-995c-0207e249dbaa",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "coords_wa = {\n",
+    "    'lon1': -20,\n",
+    "    'lon2': 20,\n",
+    "    'lat1': -5,\n",
+    "    'lat2': 20\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "5be36c60-d718-4e2d-b381-4d38321d7f76",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def region_total(emissions, coords):\n",
+    "    emissions_regional = select_region(emissions, coords) \n",
+    "    return emissions_regional.sum('lat').sum('lon')\n",
+    "\n",
+    "def select_region(data, coords):\n",
+    "    return data.sel(lon=slice(coords['lon1'], coords['lon2'])).sel(lat=slice(coords['lat1'], coords['lat2']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2ae45db9-249c-4004-8108-98361e11f8ba",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "path_ssp126 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP126_yearly.nc'\n",
+    "path_ssp245 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP245_yearly.nc'\n",
+    "path_ssp370 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP370_yearly.nc'\n",
+    "path_ssp460 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP460_yearly.nc'\n",
+    "path_ssp585 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP585_yearly.nc'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "c9222316-e2d7-42fa-80b9-e4a42c36e84c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_eu = region_total(xr.open_dataset(path_ssp126)['s3'], coords_eu)\n",
+    "ssp245_eu = region_total(xr.open_dataset(path_ssp245)['s3'], coords_eu)\n",
+    "ssp370_eu = region_total(xr.open_dataset(path_ssp370)['s3'], coords_eu)\n",
+    "ssp460_eu = region_total(xr.open_dataset(path_ssp460)['s3'], coords_eu)\n",
+    "ssp585_eu = region_total(xr.open_dataset(path_ssp585)['s3'], coords_eu)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f9614397-43c7-42ce-b8e6-538f6846ce2d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_wa = region_total(xr.open_dataset(path_ssp126)['s3'], coords_wa)\n",
+    "ssp245_wa = region_total(xr.open_dataset(path_ssp245)['s3'], coords_wa)\n",
+    "ssp370_wa = region_total(xr.open_dataset(path_ssp370)['s3'], coords_wa)\n",
+    "ssp460_wa = region_total(xr.open_dataset(path_ssp460)['s3'], coords_wa)\n",
+    "ssp585_wa = region_total(xr.open_dataset(path_ssp585)['s3'], coords_wa)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "2e6fcbda-57e8-47e1-adf3-10e3e9542441",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_path = '/work/bd1063/b309253/emissions/regional/ECLIPSE-V6_Glb_0.5x0.5_anthro_BC_CLE_yearly.nc'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "7a2ec56f-a7da-4509-aee9-63c2d1eb14a9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_eu = region_total(xr.open_dataset(eclipse6_path)['emis_tra'], coords_eu)\n",
+    "eclipse6_wa = region_total(xr.open_dataset(eclipse6_path)['emis_tra'], coords_wa)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "2495889a-d1ff-44d4-b66e-3f699fc0e51e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_eu['time'] = [cftime.DatetimeNoLeap(*date.astype('datetime64[s]').astype(datetime).timetuple()[:5]) for date in eclipse6_eu['time'].values]\n",
+    "eclipse6_wa['time'] = [cftime.DatetimeNoLeap(*date.astype('datetime64[s]').astype(datetime).timetuple()[:5]) for date in eclipse6_wa['time'].values]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "01252014-a172-4b7b-a3c1-01b73563ce41",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fff8dd81600>"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "eclipse6_eu.plot(label='ECLIPSE v6 EU')\n",
+    "eclipse6_wa.plot(label='ECLIPSE v6 WA')\n",
+    "\n",
+    "plt.title('Yearly '+specie+' emissions in ECLIPSE in Europe and West Africa')\n",
+    "plt.ylabel('Tg/a')\n",
+    "plt.xlabel('years')\n",
+    "plt.legend(bbox_to_anchor=(1.0, 1.0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "bfbac69c-d053-4887-a2f1-078ce5ec10f6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fff8df72e90>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ssp126_eu.plot(label='SSP126')\n",
+    "ssp245_eu.plot(label='SSP245')\n",
+    "ssp370_eu.plot(label='SSP370')\n",
+    "ssp460_eu.plot(label='SSP460')\n",
+    "ssp585_eu.plot(label='SSP585')\n",
+    "eclipse6_eu.plot(label='ECLIPSE v6 EU')\n",
+    "\n",
+    "plt.title('Yearly '+specie+' emissions in available SSPs in Europe')\n",
+    "plt.ylabel('Tg/a')\n",
+    "plt.xlabel('years')\n",
+    "plt.legend(bbox_to_anchor=(1.0, 1.0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "c24f5583-d9ed-45a8-8d09-214391bfb2e7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fff8dc37130>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ssp126_wa.plot(label='SSP126')\n",
+    "ssp245_wa.plot(label='SSP245')\n",
+    "ssp370_wa.plot(label='SSP370')\n",
+    "ssp460_wa.plot(label='SSP460')\n",
+    "ssp585_wa.plot(label='SSP585')\n",
+    "eclipse6_wa.plot(label='ECLIPSE v6 EU')\n",
+    "\n",
+    "plt.title('Yearly '+specie+' emissions in available SSPs in West Africa')\n",
+    "plt.ylabel('Tg/a')\n",
+    "plt.xlabel('years')\n",
+    "plt.legend(bbox_to_anchor=(1.0, 1.0))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0054ae8c-e9cd-4139-9d8f-7dbe44a06ba7",
+   "metadata": {},
+   "source": [
+    "## Which SSP scenario is closer to ECLIPSE v6?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "fe185077-b64c-4ab4-8c31-da651ca72e0c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "common_time_range = slice(max(ssp126_eu['time'].min(), eclipse6_eu['time'].min()),\n",
+    "                          min(ssp126_eu['time'].max(), eclipse6_eu['time'].max()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "id": "72b86f44-4fb0-4199-8870-b99162ec1666",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def interpolate(dataset):\n",
+    "    new_time =  xr.cftime_range(start=dataset['time'].values[0], end=dataset['time'].values[-1], freq='1Y')\n",
+    "    empty_da = xr.DataArray(data=None, dims=['time'], coords={'time': new_time})\n",
+    "    empty_ds = empty_da.to_dataset(name='emissions')\n",
+    "\n",
+    "    empty_ds['emissions'] = dataset.interp(time=empty_ds['time'])\n",
+    "    return empty_ds.sel(time=common_time_range)['emissions']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "b61aa9d6-fca0-4deb-b4b5-0700a3d9978e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_eu_interp = interpolate(eclipse6_eu)\n",
+    "eclipse6_wa_interp = interpolate(eclipse6_wa)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "46a0a0ac-067d-434a-99d8-217c2f35c2c4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_eu_interp = interpolate(ssp126_eu)\n",
+    "ssp245_eu_interp = interpolate(ssp245_eu)\n",
+    "ssp370_eu_interp = interpolate(ssp370_eu)\n",
+    "ssp460_eu_interp = interpolate(ssp460_eu)\n",
+    "ssp585_eu_interp = interpolate(ssp585_eu)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "f52c8fd4-71d3-4b1d-86be-7287ac70773f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_wa_interp = interpolate(ssp126_wa)\n",
+    "ssp245_wa_interp = interpolate(ssp245_wa)\n",
+    "ssp370_wa_interp = interpolate(ssp370_wa)\n",
+    "ssp460_wa_interp = interpolate(ssp460_wa)\n",
+    "ssp585_wa_interp = interpolate(ssp585_wa)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1089cb56-cecf-4a3d-8978-66b50ade309b",
+   "metadata": {},
+   "source": [
+    "## Results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be50d26b-886b-4268-87fc-d697c2ed1a7a",
+   "metadata": {},
+   "source": [
+    "## BC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "ae584401-d35b-4ac3-8f72-d86f7014c3f1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.9838082653687723\n",
+      "ssp245 eu 0.9958802454937001\n",
+      "ssp370 eu 0.9282812000005504\n",
+      "ssp460 eu 0.9097726137748288\n",
+      "ssp585 eu 0.9584073024833202\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu',stats.pearsonr(ssp126_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp245 eu',stats.pearsonr(ssp245_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp370 eu',stats.pearsonr(ssp370_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp460 eu',stats.pearsonr(ssp460_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp585 eu',stats.pearsonr(ssp585_eu_interp, eclipse6_eu_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "18ddce31-72d4-4b34-8882-42529c3538e7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.7661857653639685\n",
+      "ssp245 wa 0.9904829493369731\n",
+      "ssp370 wa 0.9914439475002073\n",
+      "ssp460 wa 0.7414116894203907\n",
+      "ssp585 wa 0.7924238066121922\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa',stats.pearsonr(ssp126_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp245 wa',stats.pearsonr(ssp245_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp370 wa',stats.pearsonr(ssp370_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp460 wa',stats.pearsonr(ssp460_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp585 wa',stats.pearsonr(ssp585_wa_interp, eclipse6_wa_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "5f258fb4-0e68-4bae-a135-01101b119810",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.012893578471750778\n",
+      "ssp245 eu 0.006442824651262997\n",
+      "ssp370 eu 0.022049087697454162\n",
+      "ssp460 eu 0.012301613827011825\n",
+      "ssp585 eu 0.01274909062937281\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu', np.mean(np.abs(eclipse6_eu_interp - ssp126_eu_interp)).values)\n",
+    "print('ssp245 eu', np.mean(np.abs(eclipse6_eu_interp - ssp245_eu_interp)).values)\n",
+    "print('ssp370 eu', np.mean(np.abs(eclipse6_eu_interp - ssp370_eu_interp)).values)\n",
+    "print('ssp460 eu', np.mean(np.abs(eclipse6_eu_interp - ssp460_eu_interp)).values)\n",
+    "print('ssp585 eu', np.mean(np.abs(eclipse6_eu_interp - ssp585_eu_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "55a0c1d0-9706-47be-942d-cf27e5498c1e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.01259051129099441\n",
+      "ssp245 wa 0.0053062339464891445\n",
+      "ssp370 wa 0.0062918563501475604\n",
+      "ssp460 wa 0.00735905203764161\n",
+      "ssp585 wa 0.01394626363053364\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa', np.mean(np.abs(eclipse6_wa_interp - ssp126_wa_interp)).values)\n",
+    "print('ssp245 wa', np.mean(np.abs(eclipse6_wa_interp - ssp245_wa_interp)).values)\n",
+    "print('ssp370 wa', np.mean(np.abs(eclipse6_wa_interp - ssp370_wa_interp)).values)\n",
+    "print('ssp460 wa', np.mean(np.abs(eclipse6_wa_interp - ssp460_wa_interp)).values)\n",
+    "print('ssp585 wa', np.mean(np.abs(eclipse6_wa_interp - ssp585_wa_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "488e09f8-14da-4696-9421-fd24442a4c94",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "1 Python 3 (based on the module python3/2023.01)",
+   "language": "python",
+   "name": "python3_2023_01"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/scenario comparison/pathways_choice/eclipse_distance.ipynb b/scenario comparison/pathways_choice/eclipse_distance.ipynb
new file mode 100644
index 0000000..353c161
--- /dev/null
+++ b/scenario comparison/pathways_choice/eclipse_distance.ipynb	
@@ -0,0 +1,1300 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "839642a1-ba5e-4fec-beba-565a295541ce",
+   "metadata": {},
+   "source": [
+    "# Pathways and Eclipse"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a6114cac-703c-49e7-8ecd-fec6dbbc95be",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import xarray as xr\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import glob\n",
+    "from scipy import stats\n",
+    "import cftime\n",
+    "from datetime import datetime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "dc2542b4-60ec-403d-9cf3-34e0582b12e2",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "specie = 'SO2'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "f0285a1d-0acc-4899-ba70-348dc8d7a507",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "coords_eu = {\n",
+    "    'lon1': -10,\n",
+    "    'lon2': 25,\n",
+    "    'lat1': 35,\n",
+    "    'lat2': 65\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "9fc5f1fb-dbf7-49cb-995c-0207e249dbaa",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "coords_wa = {\n",
+    "    'lon1': -20,\n",
+    "    'lon2': 20,\n",
+    "    'lat1': -5,\n",
+    "    'lat2': 20\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "5be36c60-d718-4e2d-b381-4d38321d7f76",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def region_total(emissions, coords):\n",
+    "    emissions_regional = select_region(emissions, coords) \n",
+    "    return emissions_regional.sum('lat').sum('lon')\n",
+    "\n",
+    "def select_region(data, coords):\n",
+    "    return data.sel(lon=slice(coords['lon1'], coords['lon2'])).sel(lat=slice(coords['lat1'], coords['lat2']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "2ae45db9-249c-4004-8108-98361e11f8ba",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "path_ssp126 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP126_yearly.nc'\n",
+    "path_ssp245 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP245_yearly.nc'\n",
+    "path_ssp370 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP370_yearly.nc'\n",
+    "path_ssp460 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP460_yearly.nc'\n",
+    "path_ssp585 = '/work/bd1063/b309253/emissions/regional/SSPs_Glb_0.5x0.5_anthro_'+specie+'_SSP585_yearly.nc'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "c9222316-e2d7-42fa-80b9-e4a42c36e84c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_eu = region_total(xr.open_dataset(path_ssp126)['s3'], coords_eu)\n",
+    "ssp245_eu = region_total(xr.open_dataset(path_ssp245)['s3'], coords_eu)\n",
+    "ssp370_eu = region_total(xr.open_dataset(path_ssp370)['s3'], coords_eu)\n",
+    "ssp460_eu = region_total(xr.open_dataset(path_ssp460)['s3'], coords_eu)\n",
+    "ssp585_eu = region_total(xr.open_dataset(path_ssp585)['s3'], coords_eu)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "f9614397-43c7-42ce-b8e6-538f6846ce2d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_wa = region_total(xr.open_dataset(path_ssp126)['s3'], coords_wa)\n",
+    "ssp245_wa = region_total(xr.open_dataset(path_ssp245)['s3'], coords_wa)\n",
+    "ssp370_wa = region_total(xr.open_dataset(path_ssp370)['s3'], coords_wa)\n",
+    "ssp460_wa = region_total(xr.open_dataset(path_ssp460)['s3'], coords_wa)\n",
+    "ssp585_wa = region_total(xr.open_dataset(path_ssp585)['s3'], coords_wa)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "2e6fcbda-57e8-47e1-adf3-10e3e9542441",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_path = '/work/bd1063/b309253/emissions/regional/ECLIPSE-V6_Glb_0.5x0.5_anthro_BC_CLE_yearly.nc'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "7a2ec56f-a7da-4509-aee9-63c2d1eb14a9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_eu = region_total(xr.open_dataset(eclipse6_path)['emis_tra'], coords_eu)\n",
+    "eclipse6_wa = region_total(xr.open_dataset(eclipse6_path)['emis_tra'], coords_wa)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "2495889a-d1ff-44d4-b66e-3f699fc0e51e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_eu['time'] = [cftime.DatetimeNoLeap(*date.astype('datetime64[s]').astype(datetime).timetuple()[:5]) for date in eclipse6_eu['time'].values]\n",
+    "eclipse6_wa['time'] = [cftime.DatetimeNoLeap(*date.astype('datetime64[s]').astype(datetime).timetuple()[:5]) for date in eclipse6_wa['time'].values]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "01252014-a172-4b7b-a3c1-01b73563ce41",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fff954d7400>"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "eclipse6_eu.plot(label='ECLIPSE v6 EU')\n",
+    "eclipse6_wa.plot(label='ECLIPSE v6 WA')\n",
+    "\n",
+    "plt.title('Yearly '+specie+' emissions in ECLIPSE in Europe and West Africa')\n",
+    "plt.ylabel('Tg/a')\n",
+    "plt.xlabel('years')\n",
+    "plt.legend(bbox_to_anchor=(1.0, 1.0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "bfbac69c-d053-4887-a2f1-078ce5ec10f6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fff9555a620>"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ssp126_eu.plot(label='SSP126')\n",
+    "ssp245_eu.plot(label='SSP245')\n",
+    "ssp370_eu.plot(label='SSP370')\n",
+    "ssp460_eu.plot(label='SSP460')\n",
+    "ssp585_eu.plot(label='SSP585')\n",
+    "eclipse6_eu.plot(label='ECLIPSE v6 EU')\n",
+    "\n",
+    "plt.title('Yearly '+specie+' emissions in available SSPs in Europe')\n",
+    "plt.ylabel('Tg/a')\n",
+    "plt.xlabel('years')\n",
+    "plt.legend(bbox_to_anchor=(1.0, 1.0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "c24f5583-d9ed-45a8-8d09-214391bfb2e7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fff954a9d20>"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ssp126_wa.plot(label='SSP126')\n",
+    "ssp245_wa.plot(label='SSP245')\n",
+    "ssp370_wa.plot(label='SSP370')\n",
+    "ssp460_wa.plot(label='SSP460')\n",
+    "ssp585_wa.plot(label='SSP585')\n",
+    "eclipse6_wa.plot(label='ECLIPSE v6 EU')\n",
+    "\n",
+    "plt.title('Yearly '+specie+' emissions in available SSPs in West Africa')\n",
+    "plt.ylabel('Tg/a')\n",
+    "plt.xlabel('years')\n",
+    "plt.legend(bbox_to_anchor=(1.0, 1.0))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0054ae8c-e9cd-4139-9d8f-7dbe44a06ba7",
+   "metadata": {},
+   "source": [
+    "## Which SSP scenario is closer to ECLIPSE v6?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "fe185077-b64c-4ab4-8c31-da651ca72e0c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "common_time_range = slice(max(ssp126_eu['time'].min(), eclipse6_eu['time'].min()),\n",
+    "                          min(ssp126_eu['time'].max(), eclipse6_eu['time'].max()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "72b86f44-4fb0-4199-8870-b99162ec1666",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def interpolate(dataset):\n",
+    "    new_time =  xr.cftime_range(start=dataset['time'].values[0], end=dataset['time'].values[-1], freq='1Y')\n",
+    "    empty_da = xr.DataArray(data=None, dims=['time'], coords={'time': new_time})\n",
+    "    empty_ds = empty_da.to_dataset(name='emissions')\n",
+    "\n",
+    "    empty_ds['emissions'] = dataset.interp(time=empty_ds['time'])\n",
+    "    return empty_ds.sel(time=common_time_range)['emissions']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "b61aa9d6-fca0-4deb-b4b5-0700a3d9978e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "eclipse6_eu_interp = interpolate(eclipse6_eu)\n",
+    "eclipse6_wa_interp = interpolate(eclipse6_wa)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "46a0a0ac-067d-434a-99d8-217c2f35c2c4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_eu_interp = interpolate(ssp126_eu)\n",
+    "ssp245_eu_interp = interpolate(ssp245_eu)\n",
+    "ssp370_eu_interp = interpolate(ssp370_eu)\n",
+    "ssp460_eu_interp = interpolate(ssp460_eu)\n",
+    "ssp585_eu_interp = interpolate(ssp585_eu)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "f52c8fd4-71d3-4b1d-86be-7287ac70773f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ssp126_wa_interp = interpolate(ssp126_wa)\n",
+    "ssp245_wa_interp = interpolate(ssp245_wa)\n",
+    "ssp370_wa_interp = interpolate(ssp370_wa)\n",
+    "ssp460_wa_interp = interpolate(ssp460_wa)\n",
+    "ssp585_wa_interp = interpolate(ssp585_wa)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1089cb56-cecf-4a3d-8978-66b50ade309b",
+   "metadata": {},
+   "source": [
+    "## Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1abbb0f6-4a6b-4c32-8889-1e0b96e142ca",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fac766b0-400f-4932-9480-fca32027bc3d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4125e16c-0b77-49d2-bbcb-213056ded895",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5ac13b18-c5ec-4161-ab87-30c118927fde",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d4665132-499a-4c3b-b3a9-dc597460e37d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "78b20d86-b65b-4632-853f-0b2dda74ba9f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5ee38cfd-43ac-4f2c-a17c-e4835347611d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dfe5ab75-e698-4742-995f-3cbf55d97271",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c0a11d4d-0b06-42c9-958c-e017dd64a083",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c243b51-95d9-4784-8675-e31f143c2115",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "72f5d66a-34a6-4da8-afab-c5782ba2c915",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7dc53f9a-2641-4659-b7ab-4b5bb65093b5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be50d26b-886b-4268-87fc-d697c2ed1a7a",
+   "metadata": {},
+   "source": [
+    "## BC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa7dd914-6373-4db1-98d2-89e42632e094",
+   "metadata": {},
+   "source": [
+    "### Pearson"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "ae584401-d35b-4ac3-8f72-d86f7014c3f1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.9838082653687723\n",
+      "ssp245 eu 0.9958802454937001\n",
+      "ssp370 eu 0.9282812000005504\n",
+      "ssp460 eu 0.9097726137748288\n",
+      "ssp585 eu 0.9584073024833202\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu',stats.pearsonr(ssp126_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp245 eu',stats.pearsonr(ssp245_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp370 eu',stats.pearsonr(ssp370_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp460 eu',stats.pearsonr(ssp460_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp585 eu',stats.pearsonr(ssp585_eu_interp, eclipse6_eu_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "18ddce31-72d4-4b34-8882-42529c3538e7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.7661857653639685\n",
+      "ssp245 wa 0.9904829493369731\n",
+      "ssp370 wa 0.9914439475002073\n",
+      "ssp460 wa 0.7414116894203907\n",
+      "ssp585 wa 0.7924238066121922\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa',stats.pearsonr(ssp126_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp245 wa',stats.pearsonr(ssp245_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp370 wa',stats.pearsonr(ssp370_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp460 wa',stats.pearsonr(ssp460_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp585 wa',stats.pearsonr(ssp585_wa_interp, eclipse6_wa_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3c997e3e-85db-44d9-8475-b2ffd4e7a18d",
+   "metadata": {},
+   "source": [
+    "### MAE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "5f258fb4-0e68-4bae-a135-01101b119810",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.012893578471750778\n",
+      "ssp245 eu 0.006442824651262997\n",
+      "ssp370 eu 0.022049087697454162\n",
+      "ssp460 eu 0.012301613827011825\n",
+      "ssp585 eu 0.01274909062937281\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu', np.mean(np.abs(eclipse6_eu_interp - ssp126_eu_interp)).values)\n",
+    "print('ssp245 eu', np.mean(np.abs(eclipse6_eu_interp - ssp245_eu_interp)).values)\n",
+    "print('ssp370 eu', np.mean(np.abs(eclipse6_eu_interp - ssp370_eu_interp)).values)\n",
+    "print('ssp460 eu', np.mean(np.abs(eclipse6_eu_interp - ssp460_eu_interp)).values)\n",
+    "print('ssp585 eu', np.mean(np.abs(eclipse6_eu_interp - ssp585_eu_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "55a0c1d0-9706-47be-942d-cf27e5498c1e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.01259051129099441\n",
+      "ssp245 wa 0.0053062339464891445\n",
+      "ssp370 wa 0.0062918563501475604\n",
+      "ssp460 wa 0.00735905203764161\n",
+      "ssp585 wa 0.01394626363053364\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa', np.mean(np.abs(eclipse6_wa_interp - ssp126_wa_interp)).values)\n",
+    "print('ssp245 wa', np.mean(np.abs(eclipse6_wa_interp - ssp245_wa_interp)).values)\n",
+    "print('ssp370 wa', np.mean(np.abs(eclipse6_wa_interp - ssp370_wa_interp)).values)\n",
+    "print('ssp460 wa', np.mean(np.abs(eclipse6_wa_interp - ssp460_wa_interp)).values)\n",
+    "print('ssp585 wa', np.mean(np.abs(eclipse6_wa_interp - ssp585_wa_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bac824c9-d66c-4832-92df-0a796f9c34a3",
+   "metadata": {},
+   "source": [
+    "# CO"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "8d4b0956-7dcc-4852-af6c-77a85a8b3d7c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.9800895456710661\n",
+      "ssp245 eu 0.7713664338259869\n",
+      "ssp370 eu 0.939043785502634\n",
+      "ssp460 eu 0.9434939506178102\n",
+      "ssp585 eu 0.4050096252430889\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu',stats.pearsonr(ssp126_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp245 eu',stats.pearsonr(ssp245_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp370 eu',stats.pearsonr(ssp370_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp460 eu',stats.pearsonr(ssp460_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp585 eu',stats.pearsonr(ssp585_eu_interp, eclipse6_eu_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "40017dc3-4d9e-4351-b073-06c9495d3f94",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa -0.2750333734850392\n",
+      "ssp245 wa -0.3947147859766557\n",
+      "ssp370 wa 0.9672302343978437\n",
+      "ssp460 wa -0.17840240515289124\n",
+      "ssp585 wa 0.24885005344964187\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa',stats.pearsonr(ssp126_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp245 wa',stats.pearsonr(ssp245_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp370 wa',stats.pearsonr(ssp370_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp460 wa',stats.pearsonr(ssp460_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp585 wa',stats.pearsonr(ssp585_wa_interp, eclipse6_wa_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c89e5d40-c17b-43da-8cf1-e3f6bae1ed91",
+   "metadata": {},
+   "source": [
+    "### MAE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "1592765b-4b16-4e56-b6c9-9a819fdc8c5b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 3.3569813958571495\n",
+      "ssp245 eu 3.772849670159548\n",
+      "ssp370 eu 3.4493700028431036\n",
+      "ssp460 eu 3.084000976186851\n",
+      "ssp585 eu 5.034199164976054\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu', np.mean(np.abs(eclipse6_eu_interp - ssp126_eu_interp)).values)\n",
+    "print('ssp245 eu', np.mean(np.abs(eclipse6_eu_interp - ssp245_eu_interp)).values)\n",
+    "print('ssp370 eu', np.mean(np.abs(eclipse6_eu_interp - ssp370_eu_interp)).values)\n",
+    "print('ssp460 eu', np.mean(np.abs(eclipse6_eu_interp - ssp460_eu_interp)).values)\n",
+    "print('ssp585 eu', np.mean(np.abs(eclipse6_eu_interp - ssp585_eu_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "70716926-3c11-431b-8d82-3e8070632888",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 3.0231900077603338\n",
+      "ssp245 wa 3.4709379731045775\n",
+      "ssp370 wa 5.319094048740812\n",
+      "ssp460 wa 5.21293380862346\n",
+      "ssp585 wa 7.079711697479517\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa', np.mean(np.abs(eclipse6_wa_interp - ssp126_wa_interp)).values)\n",
+    "print('ssp245 wa', np.mean(np.abs(eclipse6_wa_interp - ssp245_wa_interp)).values)\n",
+    "print('ssp370 wa', np.mean(np.abs(eclipse6_wa_interp - ssp370_wa_interp)).values)\n",
+    "print('ssp460 wa', np.mean(np.abs(eclipse6_wa_interp - ssp460_wa_interp)).values)\n",
+    "print('ssp585 wa', np.mean(np.abs(eclipse6_wa_interp - ssp585_wa_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6fd5fa06-4ece-482e-812f-c4a56e0308da",
+   "metadata": {},
+   "source": [
+    "### NH3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "fb66fc54-e070-4eea-90aa-75b075c5e185",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.9121998461173156\n",
+      "ssp245 eu 0.3601691991876095\n",
+      "ssp370 eu -0.9526109737269\n",
+      "ssp460 eu 0.9973079389542905\n",
+      "ssp585 eu -0.9587936233314227\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu',stats.pearsonr(ssp126_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp245 eu',stats.pearsonr(ssp245_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp370 eu',stats.pearsonr(ssp370_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp460 eu',stats.pearsonr(ssp460_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp585 eu',stats.pearsonr(ssp585_eu_interp, eclipse6_eu_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "10d60362-b167-4848-9b6e-cfd2df681f64",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa -0.9981969210293553\n",
+      "ssp245 wa 0.9957701452766433\n",
+      "ssp370 wa 0.996637245125156\n",
+      "ssp460 wa 0.9969984104048697\n",
+      "ssp585 wa 0.9847686133282656\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa',stats.pearsonr(ssp126_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp245 wa',stats.pearsonr(ssp245_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp370 wa',stats.pearsonr(ssp370_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp460 wa',stats.pearsonr(ssp460_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp585 wa',stats.pearsonr(ssp585_wa_interp, eclipse6_wa_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "347c56ca-2858-4bd1-9b58-4af14f790565",
+   "metadata": {},
+   "source": [
+    "### MAE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "7900cba1-49d5-4280-a3e3-4e103c16acfa",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.020372921931067094\n",
+      "ssp245 eu 0.017399281551839087\n",
+      "ssp370 eu 0.026871339229163363\n",
+      "ssp460 eu 0.013964089415165543\n",
+      "ssp585 eu 0.03878714712532765\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu', np.mean(np.abs(eclipse6_eu_interp - ssp126_eu_interp)).values)\n",
+    "print('ssp245 eu', np.mean(np.abs(eclipse6_eu_interp - ssp245_eu_interp)).values)\n",
+    "print('ssp370 eu', np.mean(np.abs(eclipse6_eu_interp - ssp370_eu_interp)).values)\n",
+    "print('ssp460 eu', np.mean(np.abs(eclipse6_eu_interp - ssp460_eu_interp)).values)\n",
+    "print('ssp585 eu', np.mean(np.abs(eclipse6_eu_interp - ssp585_eu_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "b36bc81e-7f6d-4c0c-bc65-075cd571a3d5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.01259051129099441\n",
+      "ssp245 wa 0.0053062339464891445\n",
+      "ssp370 wa 0.0062918563501475604\n",
+      "ssp460 wa 0.00735905203764161\n",
+      "ssp585 wa 0.01394626363053364\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa', np.mean(np.abs(eclipse6_wa_interp - ssp126_wa_interp)).values)\n",
+    "print('ssp245 wa', np.mean(np.abs(eclipse6_wa_interp - ssp245_wa_interp)).values)\n",
+    "print('ssp370 wa', np.mean(np.abs(eclipse6_wa_interp - ssp370_wa_interp)).values)\n",
+    "print('ssp460 wa', np.mean(np.abs(eclipse6_wa_interp - ssp460_wa_interp)).values)\n",
+    "print('ssp585 wa', np.mean(np.abs(eclipse6_wa_interp - ssp585_wa_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "734a7b17-d45b-47e6-a192-6e4c38494602",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### NOx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "5c54d374-8794-460e-a383-499c1e439f0d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.9831453449647296\n",
+      "ssp245 eu 0.9911826178094969\n",
+      "ssp370 eu 0.9247255979118434\n",
+      "ssp460 eu 0.9208858429279565\n",
+      "ssp585 eu 0.9299718253872883\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu',stats.pearsonr(ssp126_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp245 eu',stats.pearsonr(ssp245_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp370 eu',stats.pearsonr(ssp370_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp460 eu',stats.pearsonr(ssp460_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp585 eu',stats.pearsonr(ssp585_eu_interp, eclipse6_eu_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "2b0e33c7-15f3-448e-bfc8-c07e2a300387",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.954401915490134\n",
+      "ssp245 wa 0.8843522338329395\n",
+      "ssp370 wa 0.9990469336594683\n",
+      "ssp460 wa 0.7712380571553081\n",
+      "ssp585 wa 0.6792124364839445\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa',stats.pearsonr(ssp126_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp245 wa',stats.pearsonr(ssp245_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp370 wa',stats.pearsonr(ssp370_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp460 wa',stats.pearsonr(ssp460_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp585 wa',stats.pearsonr(ssp585_wa_interp, eclipse6_wa_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e4495e71-ed5b-4c7f-a327-8b7432e7bf54",
+   "metadata": {},
+   "source": [
+    "### MAE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "faadcf9f-a33d-42bb-a779-081776f0cc9b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.8255072302801384\n",
+      "ssp245 eu 1.1001430215443067\n",
+      "ssp370 eu 1.5449231158809302\n",
+      "ssp460 eu 1.3228018463856435\n",
+      "ssp585 eu 1.7314297110445929\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu', np.mean(np.abs(eclipse6_eu_interp - ssp126_eu_interp)).values)\n",
+    "print('ssp245 eu', np.mean(np.abs(eclipse6_eu_interp - ssp245_eu_interp)).values)\n",
+    "print('ssp370 eu', np.mean(np.abs(eclipse6_eu_interp - ssp370_eu_interp)).values)\n",
+    "print('ssp460 eu', np.mean(np.abs(eclipse6_eu_interp - ssp460_eu_interp)).values)\n",
+    "print('ssp585 eu', np.mean(np.abs(eclipse6_eu_interp - ssp585_eu_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "e4f79ed1-9887-41b1-866a-50a2d76867c5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.3992696338647032\n",
+      "ssp245 wa 0.3181695678556035\n",
+      "ssp370 wa 0.458345134960462\n",
+      "ssp460 wa 0.4333155670581266\n",
+      "ssp585 wa 0.6056531182217272\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa', np.mean(np.abs(eclipse6_wa_interp - ssp126_wa_interp)).values)\n",
+    "print('ssp245 wa', np.mean(np.abs(eclipse6_wa_interp - ssp245_wa_interp)).values)\n",
+    "print('ssp370 wa', np.mean(np.abs(eclipse6_wa_interp - ssp370_wa_interp)).values)\n",
+    "print('ssp460 wa', np.mean(np.abs(eclipse6_wa_interp - ssp460_wa_interp)).values)\n",
+    "print('ssp585 wa', np.mean(np.abs(eclipse6_wa_interp - ssp585_wa_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f82f03ab-68c9-4d0a-aa25-d6b28da535fe",
+   "metadata": {},
+   "source": [
+    "### OC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "d1718a24-9227-453a-a67a-800384af3c03",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.9838082653687723\n",
+      "ssp245 eu 0.9958802454937001\n",
+      "ssp370 eu 0.9282812000005504\n",
+      "ssp460 eu 0.9097726137748288\n",
+      "ssp585 eu 0.9584073024833202\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu',stats.pearsonr(ssp126_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp245 eu',stats.pearsonr(ssp245_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp370 eu',stats.pearsonr(ssp370_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp460 eu',stats.pearsonr(ssp460_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp585 eu',stats.pearsonr(ssp585_eu_interp, eclipse6_eu_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "dcba4823-e29b-4f4b-90a3-55c76aac62c9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.7661857653639685\n",
+      "ssp245 wa 0.9904829493369731\n",
+      "ssp370 wa 0.9914439475002073\n",
+      "ssp460 wa 0.7414116894203907\n",
+      "ssp585 wa 0.7924238066121922\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa',stats.pearsonr(ssp126_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp245 wa',stats.pearsonr(ssp245_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp370 wa',stats.pearsonr(ssp370_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp460 wa',stats.pearsonr(ssp460_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp585 wa',stats.pearsonr(ssp585_wa_interp, eclipse6_wa_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c0766be0-6667-4d2c-9c22-490f4e1fb016",
+   "metadata": {},
+   "source": [
+    "### MAE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "365d9ec3-4ee8-4958-83c7-67c2a501b041",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.012893578471750778\n",
+      "ssp245 eu 0.006442824651262997\n",
+      "ssp370 eu 0.022049087697454162\n",
+      "ssp460 eu 0.012301613827011825\n",
+      "ssp585 eu 0.01274909062937281\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu', np.mean(np.abs(eclipse6_eu_interp - ssp126_eu_interp)).values)\n",
+    "print('ssp245 eu', np.mean(np.abs(eclipse6_eu_interp - ssp245_eu_interp)).values)\n",
+    "print('ssp370 eu', np.mean(np.abs(eclipse6_eu_interp - ssp370_eu_interp)).values)\n",
+    "print('ssp460 eu', np.mean(np.abs(eclipse6_eu_interp - ssp460_eu_interp)).values)\n",
+    "print('ssp585 eu', np.mean(np.abs(eclipse6_eu_interp - ssp585_eu_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "2c993b03-5d44-4bb0-b0e2-b45a184ac3a1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.01259051129099441\n",
+      "ssp245 wa 0.0053062339464891445\n",
+      "ssp370 wa 0.0062918563501475604\n",
+      "ssp460 wa 0.00735905203764161\n",
+      "ssp585 wa 0.01394626363053364\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa', np.mean(np.abs(eclipse6_wa_interp - ssp126_wa_interp)).values)\n",
+    "print('ssp245 wa', np.mean(np.abs(eclipse6_wa_interp - ssp245_wa_interp)).values)\n",
+    "print('ssp370 wa', np.mean(np.abs(eclipse6_wa_interp - ssp370_wa_interp)).values)\n",
+    "print('ssp460 wa', np.mean(np.abs(eclipse6_wa_interp - ssp460_wa_interp)).values)\n",
+    "print('ssp585 wa', np.mean(np.abs(eclipse6_wa_interp - ssp585_wa_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "730f04cb-f435-486d-ad51-54a26a59fb22",
+   "metadata": {},
+   "source": [
+    "### SO2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "0b541b3c-154f-454a-baa9-2efdcfb39cdf",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.981024906502848\n",
+      "ssp245 eu 0.9842040463158075\n",
+      "ssp370 eu 0.6098132223185342\n",
+      "ssp460 eu 0.5070431470298273\n",
+      "ssp585 eu 0.9618170840726155\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu',stats.pearsonr(ssp126_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp245 eu',stats.pearsonr(ssp245_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp370 eu',stats.pearsonr(ssp370_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp460 eu',stats.pearsonr(ssp460_eu_interp, eclipse6_eu_interp)[0])\n",
+    "print('ssp585 eu',stats.pearsonr(ssp585_eu_interp, eclipse6_eu_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "cee0a57c-1a59-402e-9c57-c1d822603d77",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa -0.6799934912349745\n",
+      "ssp245 wa -0.3736078413063335\n",
+      "ssp370 wa 0.42935406691202427\n",
+      "ssp460 wa -0.7447236269813675\n",
+      "ssp585 wa -0.7816002153878066\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa',stats.pearsonr(ssp126_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp245 wa',stats.pearsonr(ssp245_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp370 wa',stats.pearsonr(ssp370_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp460 wa',stats.pearsonr(ssp460_wa_interp, eclipse6_wa_interp)[0])\n",
+    "print('ssp585 wa',stats.pearsonr(ssp585_wa_interp, eclipse6_wa_interp)[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36856a6a-1484-4d14-9e01-a103fda41d83",
+   "metadata": {},
+   "source": [
+    "### MAE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "e10524e5-5d0b-4af8-b705-897a20c526f6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 eu 0.0177016646464204\n",
+      "ssp245 eu 0.003956663646285081\n",
+      "ssp370 eu 0.025106500558802994\n",
+      "ssp460 eu 0.024266677807134426\n",
+      "ssp585 eu 0.00851117660344347\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 eu', np.mean(np.abs(eclipse6_eu_interp - ssp126_eu_interp)).values)\n",
+    "print('ssp245 eu', np.mean(np.abs(eclipse6_eu_interp - ssp245_eu_interp)).values)\n",
+    "print('ssp370 eu', np.mean(np.abs(eclipse6_eu_interp - ssp370_eu_interp)).values)\n",
+    "print('ssp460 eu', np.mean(np.abs(eclipse6_eu_interp - ssp460_eu_interp)).values)\n",
+    "print('ssp585 eu', np.mean(np.abs(eclipse6_eu_interp - ssp585_eu_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "25b224e4-4211-4884-92f1-feab16a934ad",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ssp126 wa 0.022602293350502352\n",
+      "ssp245 wa 0.02485324459372784\n",
+      "ssp370 wa 0.03224627529046773\n",
+      "ssp460 wa 0.03950467846730684\n",
+      "ssp585 wa 0.025074521519112495\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('ssp126 wa', np.mean(np.abs(eclipse6_wa_interp - ssp126_wa_interp)).values)\n",
+    "print('ssp245 wa', np.mean(np.abs(eclipse6_wa_interp - ssp245_wa_interp)).values)\n",
+    "print('ssp370 wa', np.mean(np.abs(eclipse6_wa_interp - ssp370_wa_interp)).values)\n",
+    "print('ssp460 wa', np.mean(np.abs(eclipse6_wa_interp - ssp460_wa_interp)).values)\n",
+    "print('ssp585 wa', np.mean(np.abs(eclipse6_wa_interp - ssp585_wa_interp)).values)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5a61769c-5609-4a32-9010-b239dc361312",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "1 Python 3 (based on the module python3/2023.01)",
+   "language": "python",
+   "name": "python3_2023_01"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
GitLab