From 7b02009823d7928ed9e492ca2ffc91b02f0eb2af Mon Sep 17 00:00:00 2001
From: Edward Byers <byers@iiasa.ac.at>
Date: Thu, 9 Nov 2023 17:08:49 +0100
Subject: [PATCH] prepare notebook

---
 rime/Untitled.ipynb                | 1313 ++++++++++
 rime/emissions_temp_AR6_small.xlsx |  Bin 0 -> 4769911 bytes
 rime/generate_aggregated_inputs.py |  122 +-
 rime/indicator_params.yml          |  372 +++
 rime/plot_dashboards.py            |    5 +
 rime/pp_combined example.ipynb     | 3779 ++++++++++++++++++++++++++++
 rime/pp_process_maps.ipynb         |  411 ++-
 rime/pp_process_tabledata.ipynb    | 1415 +++++------
 rime/process_config.py             |   40 +-
 rime/process_maps.py               |    4 +-
 rime/process_tabledata.py          |    4 +-
 rime/rime_functions.py             |  152 +-
 rime/test_map.html                 |   71 +
 rime/utils.py                      |   27 +-
 setup.cfg                          |    8 +-
 15 files changed, 6764 insertions(+), 959 deletions(-)
 create mode 100644 rime/Untitled.ipynb
 create mode 100644 rime/emissions_temp_AR6_small.xlsx
 create mode 100644 rime/indicator_params.yml
 create mode 100644 rime/pp_combined example.ipynb
 create mode 100644 rime/test_map.html

diff --git a/rime/Untitled.ipynb b/rime/Untitled.ipynb
new file mode 100644
index 0000000..2f8a6a2
--- /dev/null
+++ b/rime/Untitled.ipynb
@@ -0,0 +1,1313 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "cb10c199-e9bf-4846-bf38-fd943a13f611",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\byers\\Anaconda3\\envs\\py310\\lib\\site-packages\\pyproj\\__init__.py:89: UserWarning: pyproj unable to set database path.\n",
+      "  _pyproj_global_context_initialize()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "if (typeof IPython !== 'undefined') { IPython.OutputArea.prototype._should_scroll = function(lines){ return false; }}"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pyam"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f694b80e-6fb1-4efe-b107-8d52fdb6dc09",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "pyam.core - INFO: Reading file C:\\Users\\byers\\IIASA\\ECE.prog - Documents\\Research Theme - NEXUS\\Hotspots_Explorer_2p0\\rcre_testing\\testing_2\\emissions_temp_AR6_small.xlsx\n",
+      "pyam.core - INFO: Found column 'exclude' in sheet 'meta', moved to attribute `IamDataFrame.exclude`.\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = pyam.IamDataFrame('C:\\\\Users\\\\byers\\\\IIASA\\\\ECE.prog - Documents\\\\Research Theme - NEXUS\\\\Hotspots_Explorer_2p0\\\\rcre_testing\\\\testing_2\\\\emissions_temp_AR6_small.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "959b3cdb-0c91-4b78-8cce-70e43a83f10e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<class 'pyam.core.IamDataFrame'>\n",
+       "Index:\n",
+       " * model    : AIM/CGE 2.0, AIM/CGE 2.1, AIM/CGE 2.2, ... WITCH-GLOBIOM 4.4 (44)\n",
+       " * scenario : 1.5C, 2.5C, 2C, 2CNow_Gradual, ... WB2C (559)\n",
+       "Timeseries data coordinates:\n",
+       "   region   : World (1)\n",
+       "   variable : AR6 climate diagnostics|Infilled|Emissions|CO2, ... (3)\n",
+       "   unit     : K, Mt CO2/yr (2)\n",
+       "   year     : 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, ... 2100 (86)\n",
+       "Meta indicators:\n",
+       "   Category (object) C3, C5, C6, C7, C4, C1, C2, C8 (8)\n",
+       "   Category_name (object) C3: limit warming to 2°C (>67%), ... (8)\n",
+       "   Category_subset (object) C3y_+veGHGs, C5, C6, C7, C4, C1a_NZGHGs, ... C8 (10)\n",
+       "   Subset_Ch4 (object) Limit to 2C (>67%) immediate 2020 action, ... (6)\n",
+       "   Category_Vetting_historical (object) C3, C5, C6, C7, C4, C1, C2, C8 (8)\n",
+       "   ..."
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0533c3bd-2689-4d9d-a2d8-754aac00ee52",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dft = df.timeseries(iamc_index=False)\n",
+    "dft.join("
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "744f336d-d924-4a80-8f56-1d8cf8ae416c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>2015</th>\n",
+       "      <th>2016</th>\n",
+       "      <th>2017</th>\n",
+       "      <th>2018</th>\n",
+       "      <th>2019</th>\n",
+       "      <th>2020</th>\n",
+       "      <th>2021</th>\n",
+       "      <th>2022</th>\n",
+       "      <th>2023</th>\n",
+       "      <th>2024</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2092</th>\n",
+       "      <th>2093</th>\n",
+       "      <th>2094</th>\n",
+       "      <th>2095</th>\n",
+       "      <th>2096</th>\n",
+       "      <th>2097</th>\n",
+       "      <th>2098</th>\n",
+       "      <th>2099</th>\n",
+       "      <th>2100</th>\n",
+       "      <th>Ssp_family</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>model</th>\n",
+       "      <th>scenario</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">AIM/CGE 2.0</th>\n",
+       "      <th>SSP1-26</th>\n",
+       "      <td>39152.726300</td>\n",
+       "      <td>38814.585500</td>\n",
+       "      <td>38476.509144</td>\n",
+       "      <td>38138.497233</td>\n",
+       "      <td>37800.549767</td>\n",
+       "      <td>37462.666746</td>\n",
+       "      <td>36683.892311</td>\n",
+       "      <td>35905.865479</td>\n",
+       "      <td>35128.586249</td>\n",
+       "      <td>34352.054622</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-138.597038</td>\n",
+       "      <td>-188.421413</td>\n",
+       "      <td>-238.245789</td>\n",
+       "      <td>-288.070164</td>\n",
+       "      <td>-337.894539</td>\n",
+       "      <td>-387.718914</td>\n",
+       "      <td>-437.543289</td>\n",
+       "      <td>-487.367665</td>\n",
+       "      <td>-537.192040</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SSP1-26</th>\n",
+       "      <td>1.115698</td>\n",
+       "      <td>1.135078</td>\n",
+       "      <td>1.155381</td>\n",
+       "      <td>1.176737</td>\n",
+       "      <td>1.200106</td>\n",
+       "      <td>1.225277</td>\n",
+       "      <td>1.256403</td>\n",
+       "      <td>1.292158</td>\n",
+       "      <td>1.324728</td>\n",
+       "      <td>1.353267</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.636929</td>\n",
+       "      <td>1.637852</td>\n",
+       "      <td>1.635012</td>\n",
+       "      <td>1.631904</td>\n",
+       "      <td>1.625139</td>\n",
+       "      <td>1.617798</td>\n",
+       "      <td>1.613584</td>\n",
+       "      <td>1.611786</td>\n",
+       "      <td>1.609574</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SSP1-26</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>37181.338500</td>\n",
+       "      <td>36442.255510</td>\n",
+       "      <td>35703.172520</td>\n",
+       "      <td>34964.089530</td>\n",
+       "      <td>34225.006540</td>\n",
+       "      <td>...</td>\n",
+       "      <td>505.121540</td>\n",
+       "      <td>444.198560</td>\n",
+       "      <td>383.275580</td>\n",
+       "      <td>322.352600</td>\n",
+       "      <td>261.429620</td>\n",
+       "      <td>200.506640</td>\n",
+       "      <td>139.583660</td>\n",
+       "      <td>78.660680</td>\n",
+       "      <td>17.737700</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SSP1-34</th>\n",
+       "      <td>39152.726300</td>\n",
+       "      <td>38814.585500</td>\n",
+       "      <td>38476.509144</td>\n",
+       "      <td>38138.497233</td>\n",
+       "      <td>37800.549767</td>\n",
+       "      <td>37462.666746</td>\n",
+       "      <td>37246.807583</td>\n",
+       "      <td>37030.957461</td>\n",
+       "      <td>36815.116380</td>\n",
+       "      <td>36599.284340</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9869.591942</td>\n",
+       "      <td>9696.249457</td>\n",
+       "      <td>9522.906971</td>\n",
+       "      <td>9349.564486</td>\n",
+       "      <td>9176.222001</td>\n",
+       "      <td>9002.879516</td>\n",
+       "      <td>8829.537031</td>\n",
+       "      <td>8656.194545</td>\n",
+       "      <td>8482.852060</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SSP1-34</th>\n",
+       "      <td>1.115698</td>\n",
+       "      <td>1.135078</td>\n",
+       "      <td>1.155403</td>\n",
+       "      <td>1.176834</td>\n",
+       "      <td>1.200272</td>\n",
+       "      <td>1.225268</td>\n",
+       "      <td>1.255691</td>\n",
+       "      <td>1.291199</td>\n",
+       "      <td>1.322428</td>\n",
+       "      <td>1.352320</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.085047</td>\n",
+       "      <td>2.088622</td>\n",
+       "      <td>2.089080</td>\n",
+       "      <td>2.089055</td>\n",
+       "      <td>2.088986</td>\n",
+       "      <td>2.088709</td>\n",
+       "      <td>2.086482</td>\n",
+       "      <td>2.087486</td>\n",
+       "      <td>2.090244</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">WITCH-GLOBIOM 4.4</th>\n",
+       "      <th>CD-LINKS_NPi2020_400</th>\n",
+       "      <td>1.115494</td>\n",
+       "      <td>1.130855</td>\n",
+       "      <td>1.149248</td>\n",
+       "      <td>1.166258</td>\n",
+       "      <td>1.186403</td>\n",
+       "      <td>1.210810</td>\n",
+       "      <td>1.245077</td>\n",
+       "      <td>1.282083</td>\n",
+       "      <td>1.317086</td>\n",
+       "      <td>1.344960</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.083868</td>\n",
+       "      <td>1.078164</td>\n",
+       "      <td>1.068921</td>\n",
+       "      <td>1.057499</td>\n",
+       "      <td>1.049296</td>\n",
+       "      <td>1.039294</td>\n",
+       "      <td>1.031090</td>\n",
+       "      <td>1.024444</td>\n",
+       "      <td>1.018260</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CD-LINKS_NPi2020_400</th>\n",
+       "      <td>37811.007455</td>\n",
+       "      <td>38380.111272</td>\n",
+       "      <td>38949.215089</td>\n",
+       "      <td>39518.318906</td>\n",
+       "      <td>40087.422723</td>\n",
+       "      <td>40656.526540</td>\n",
+       "      <td>37575.643470</td>\n",
+       "      <td>34494.760399</td>\n",
+       "      <td>31413.877328</td>\n",
+       "      <td>28332.994258</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-14623.033715</td>\n",
+       "      <td>-14573.025928</td>\n",
+       "      <td>-14523.018140</td>\n",
+       "      <td>-14473.010353</td>\n",
+       "      <td>-14423.002565</td>\n",
+       "      <td>-14372.994777</td>\n",
+       "      <td>-14322.986990</td>\n",
+       "      <td>-14272.979202</td>\n",
+       "      <td>-14222.971415</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CD-LINKS_NoPolicy</th>\n",
+       "      <td>39152.726300</td>\n",
+       "      <td>40112.727290</td>\n",
+       "      <td>41072.221461</td>\n",
+       "      <td>42031.208814</td>\n",
+       "      <td>42989.689347</td>\n",
+       "      <td>43947.663061</td>\n",
+       "      <td>44954.234509</td>\n",
+       "      <td>45960.292683</td>\n",
+       "      <td>46965.837584</td>\n",
+       "      <td>47970.869211</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83737.819930</td>\n",
+       "      <td>83361.666932</td>\n",
+       "      <td>82985.513935</td>\n",
+       "      <td>82609.360937</td>\n",
+       "      <td>82233.207940</td>\n",
+       "      <td>81857.054942</td>\n",
+       "      <td>81480.901944</td>\n",
+       "      <td>81104.748947</td>\n",
+       "      <td>80728.595949</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CD-LINKS_NoPolicy</th>\n",
+       "      <td>1.115485</td>\n",
+       "      <td>1.131515</td>\n",
+       "      <td>1.150205</td>\n",
+       "      <td>1.168473</td>\n",
+       "      <td>1.190467</td>\n",
+       "      <td>1.212612</td>\n",
+       "      <td>1.239186</td>\n",
+       "      <td>1.269067</td>\n",
+       "      <td>1.298915</td>\n",
+       "      <td>1.327518</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.708640</td>\n",
+       "      <td>3.748562</td>\n",
+       "      <td>3.785619</td>\n",
+       "      <td>3.819406</td>\n",
+       "      <td>3.848518</td>\n",
+       "      <td>3.880385</td>\n",
+       "      <td>3.915487</td>\n",
+       "      <td>3.953017</td>\n",
+       "      <td>3.991328</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CD-LINKS_NoPolicy</th>\n",
+       "      <td>37866.235070</td>\n",
+       "      <td>38824.196259</td>\n",
+       "      <td>39782.157449</td>\n",
+       "      <td>40740.118638</td>\n",
+       "      <td>41698.079827</td>\n",
+       "      <td>42656.041016</td>\n",
+       "      <td>43662.916347</td>\n",
+       "      <td>44669.791677</td>\n",
+       "      <td>45676.667008</td>\n",
+       "      <td>46683.542338</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83435.478390</td>\n",
+       "      <td>83064.538177</td>\n",
+       "      <td>82693.597965</td>\n",
+       "      <td>82322.657752</td>\n",
+       "      <td>81951.717540</td>\n",
+       "      <td>81580.777328</td>\n",
+       "      <td>81209.837115</td>\n",
+       "      <td>80838.896903</td>\n",
+       "      <td>80467.956690</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3606 rows × 87 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                2015          2016  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26               39152.726300  38814.585500   \n",
+       "                  SSP1-26                   1.115698      1.135078   \n",
+       "                  SSP1-26                        NaN           NaN   \n",
+       "                  SSP1-34               39152.726300  38814.585500   \n",
+       "                  SSP1-34                   1.115698      1.135078   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.115494      1.130855   \n",
+       "                  CD-LINKS_NPi2020_400  37811.007455  38380.111272   \n",
+       "                  CD-LINKS_NoPolicy     39152.726300  40112.727290   \n",
+       "                  CD-LINKS_NoPolicy         1.115485      1.131515   \n",
+       "                  CD-LINKS_NoPolicy     37866.235070  38824.196259   \n",
+       "\n",
+       "                                                2017          2018  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26               38476.509144  38138.497233   \n",
+       "                  SSP1-26                   1.155381      1.176737   \n",
+       "                  SSP1-26                        NaN           NaN   \n",
+       "                  SSP1-34               38476.509144  38138.497233   \n",
+       "                  SSP1-34                   1.155403      1.176834   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.149248      1.166258   \n",
+       "                  CD-LINKS_NPi2020_400  38949.215089  39518.318906   \n",
+       "                  CD-LINKS_NoPolicy     41072.221461  42031.208814   \n",
+       "                  CD-LINKS_NoPolicy         1.150205      1.168473   \n",
+       "                  CD-LINKS_NoPolicy     39782.157449  40740.118638   \n",
+       "\n",
+       "                                                2019          2020  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26               37800.549767  37462.666746   \n",
+       "                  SSP1-26                   1.200106      1.225277   \n",
+       "                  SSP1-26                        NaN  37181.338500   \n",
+       "                  SSP1-34               37800.549767  37462.666746   \n",
+       "                  SSP1-34                   1.200272      1.225268   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.186403      1.210810   \n",
+       "                  CD-LINKS_NPi2020_400  40087.422723  40656.526540   \n",
+       "                  CD-LINKS_NoPolicy     42989.689347  43947.663061   \n",
+       "                  CD-LINKS_NoPolicy         1.190467      1.212612   \n",
+       "                  CD-LINKS_NoPolicy     41698.079827  42656.041016   \n",
+       "\n",
+       "                                                2021          2022  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26               36683.892311  35905.865479   \n",
+       "                  SSP1-26                   1.256403      1.292158   \n",
+       "                  SSP1-26               36442.255510  35703.172520   \n",
+       "                  SSP1-34               37246.807583  37030.957461   \n",
+       "                  SSP1-34                   1.255691      1.291199   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.245077      1.282083   \n",
+       "                  CD-LINKS_NPi2020_400  37575.643470  34494.760399   \n",
+       "                  CD-LINKS_NoPolicy     44954.234509  45960.292683   \n",
+       "                  CD-LINKS_NoPolicy         1.239186      1.269067   \n",
+       "                  CD-LINKS_NoPolicy     43662.916347  44669.791677   \n",
+       "\n",
+       "                                                2023          2024  ...  \\\n",
+       "model             scenario                                          ...   \n",
+       "AIM/CGE 2.0       SSP1-26               35128.586249  34352.054622  ...   \n",
+       "                  SSP1-26                   1.324728      1.353267  ...   \n",
+       "                  SSP1-26               34964.089530  34225.006540  ...   \n",
+       "                  SSP1-34               36815.116380  36599.284340  ...   \n",
+       "                  SSP1-34                   1.322428      1.352320  ...   \n",
+       "...                                              ...           ...  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.317086      1.344960  ...   \n",
+       "                  CD-LINKS_NPi2020_400  31413.877328  28332.994258  ...   \n",
+       "                  CD-LINKS_NoPolicy     46965.837584  47970.869211  ...   \n",
+       "                  CD-LINKS_NoPolicy         1.298915      1.327518  ...   \n",
+       "                  CD-LINKS_NoPolicy     45676.667008  46683.542338  ...   \n",
+       "\n",
+       "                                                2092          2093  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26                -138.597038   -188.421413   \n",
+       "                  SSP1-26                   1.636929      1.637852   \n",
+       "                  SSP1-26                 505.121540    444.198560   \n",
+       "                  SSP1-34                9869.591942   9696.249457   \n",
+       "                  SSP1-34                   2.085047      2.088622   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.083868      1.078164   \n",
+       "                  CD-LINKS_NPi2020_400 -14623.033715 -14573.025928   \n",
+       "                  CD-LINKS_NoPolicy     83737.819930  83361.666932   \n",
+       "                  CD-LINKS_NoPolicy         3.708640      3.748562   \n",
+       "                  CD-LINKS_NoPolicy     83435.478390  83064.538177   \n",
+       "\n",
+       "                                                2094          2095  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26                -238.245789   -288.070164   \n",
+       "                  SSP1-26                   1.635012      1.631904   \n",
+       "                  SSP1-26                 383.275580    322.352600   \n",
+       "                  SSP1-34                9522.906971   9349.564486   \n",
+       "                  SSP1-34                   2.089080      2.089055   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.068921      1.057499   \n",
+       "                  CD-LINKS_NPi2020_400 -14523.018140 -14473.010353   \n",
+       "                  CD-LINKS_NoPolicy     82985.513935  82609.360937   \n",
+       "                  CD-LINKS_NoPolicy         3.785619      3.819406   \n",
+       "                  CD-LINKS_NoPolicy     82693.597965  82322.657752   \n",
+       "\n",
+       "                                                2096          2097  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26                -337.894539   -387.718914   \n",
+       "                  SSP1-26                   1.625139      1.617798   \n",
+       "                  SSP1-26                 261.429620    200.506640   \n",
+       "                  SSP1-34                9176.222001   9002.879516   \n",
+       "                  SSP1-34                   2.088986      2.088709   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.049296      1.039294   \n",
+       "                  CD-LINKS_NPi2020_400 -14423.002565 -14372.994777   \n",
+       "                  CD-LINKS_NoPolicy     82233.207940  81857.054942   \n",
+       "                  CD-LINKS_NoPolicy         3.848518      3.880385   \n",
+       "                  CD-LINKS_NoPolicy     81951.717540  81580.777328   \n",
+       "\n",
+       "                                                2098          2099  \\\n",
+       "model             scenario                                           \n",
+       "AIM/CGE 2.0       SSP1-26                -437.543289   -487.367665   \n",
+       "                  SSP1-26                   1.613584      1.611786   \n",
+       "                  SSP1-26                 139.583660     78.660680   \n",
+       "                  SSP1-34                8829.537031   8656.194545   \n",
+       "                  SSP1-34                   2.086482      2.087486   \n",
+       "...                                              ...           ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.031090      1.024444   \n",
+       "                  CD-LINKS_NPi2020_400 -14322.986990 -14272.979202   \n",
+       "                  CD-LINKS_NoPolicy     81480.901944  81104.748947   \n",
+       "                  CD-LINKS_NoPolicy         3.915487      3.953017   \n",
+       "                  CD-LINKS_NoPolicy     81209.837115  80838.896903   \n",
+       "\n",
+       "                                                2100  Ssp_family  \n",
+       "model             scenario                                        \n",
+       "AIM/CGE 2.0       SSP1-26                -537.192040         1.0  \n",
+       "                  SSP1-26                   1.609574         1.0  \n",
+       "                  SSP1-26                  17.737700         1.0  \n",
+       "                  SSP1-34                8482.852060         1.0  \n",
+       "                  SSP1-34                   2.090244         1.0  \n",
+       "...                                              ...         ...  \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400      1.018260         2.0  \n",
+       "                  CD-LINKS_NPi2020_400 -14222.971415         2.0  \n",
+       "                  CD-LINKS_NoPolicy     80728.595949         2.0  \n",
+       "                  CD-LINKS_NoPolicy         3.991328         2.0  \n",
+       "                  CD-LINKS_NoPolicy     80467.956690         2.0  \n",
+       "\n",
+       "[3606 rows x 87 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dft.merge(df.meta['Ssp_family'], left_on=['model','scenario'], right_on=['model','scenario'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "8be13116-01bf-4450-9445-fcd907ae42ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>2015</th>\n",
+       "      <th>2016</th>\n",
+       "      <th>2017</th>\n",
+       "      <th>2018</th>\n",
+       "      <th>2019</th>\n",
+       "      <th>2020</th>\n",
+       "      <th>2021</th>\n",
+       "      <th>2022</th>\n",
+       "      <th>2023</th>\n",
+       "      <th>2024</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2092</th>\n",
+       "      <th>2093</th>\n",
+       "      <th>2094</th>\n",
+       "      <th>2095</th>\n",
+       "      <th>2096</th>\n",
+       "      <th>2097</th>\n",
+       "      <th>2098</th>\n",
+       "      <th>2099</th>\n",
+       "      <th>2100</th>\n",
+       "      <th>Ssp_family</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>model</th>\n",
+       "      <th>scenario</th>\n",
+       "      <th>region</th>\n",
+       "      <th>variable</th>\n",
+       "      <th>unit</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">AIM/CGE 2.0</th>\n",
+       "      <th rowspan=\"3\" valign=\"top\">SSP1-26</th>\n",
+       "      <th rowspan=\"3\" valign=\"top\">World</th>\n",
+       "      <th>AR6 climate diagnostics|Infilled|Emissions|CO2</th>\n",
+       "      <th>Mt CO2/yr</th>\n",
+       "      <td>39152.726300</td>\n",
+       "      <td>38814.585500</td>\n",
+       "      <td>38476.509144</td>\n",
+       "      <td>38138.497233</td>\n",
+       "      <td>37800.549767</td>\n",
+       "      <td>37462.666746</td>\n",
+       "      <td>36683.892311</td>\n",
+       "      <td>35905.865479</td>\n",
+       "      <td>35128.586249</td>\n",
+       "      <td>34352.054622</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-138.597038</td>\n",
+       "      <td>-188.421413</td>\n",
+       "      <td>-238.245789</td>\n",
+       "      <td>-288.070164</td>\n",
+       "      <td>-337.894539</td>\n",
+       "      <td>-387.718914</td>\n",
+       "      <td>-437.543289</td>\n",
+       "      <td>-487.367665</td>\n",
+       "      <td>-537.192040</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|50.0th Percentile</th>\n",
+       "      <th>K</th>\n",
+       "      <td>1.115698</td>\n",
+       "      <td>1.135078</td>\n",
+       "      <td>1.155381</td>\n",
+       "      <td>1.176737</td>\n",
+       "      <td>1.200106</td>\n",
+       "      <td>1.225277</td>\n",
+       "      <td>1.256403</td>\n",
+       "      <td>1.292158</td>\n",
+       "      <td>1.324728</td>\n",
+       "      <td>1.353267</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.636929</td>\n",
+       "      <td>1.637852</td>\n",
+       "      <td>1.635012</td>\n",
+       "      <td>1.631904</td>\n",
+       "      <td>1.625139</td>\n",
+       "      <td>1.617798</td>\n",
+       "      <td>1.613584</td>\n",
+       "      <td>1.611786</td>\n",
+       "      <td>1.609574</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Emissions|CO2</th>\n",
+       "      <th>Mt CO2/yr</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>37181.338500</td>\n",
+       "      <td>36442.255510</td>\n",
+       "      <td>35703.172520</td>\n",
+       "      <td>34964.089530</td>\n",
+       "      <td>34225.006540</td>\n",
+       "      <td>...</td>\n",
+       "      <td>505.121540</td>\n",
+       "      <td>444.198560</td>\n",
+       "      <td>383.275580</td>\n",
+       "      <td>322.352600</td>\n",
+       "      <td>261.429620</td>\n",
+       "      <td>200.506640</td>\n",
+       "      <td>139.583660</td>\n",
+       "      <td>78.660680</td>\n",
+       "      <td>17.737700</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">SSP1-34</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">World</th>\n",
+       "      <th>AR6 climate diagnostics|Infilled|Emissions|CO2</th>\n",
+       "      <th>Mt CO2/yr</th>\n",
+       "      <td>39152.726300</td>\n",
+       "      <td>38814.585500</td>\n",
+       "      <td>38476.509144</td>\n",
+       "      <td>38138.497233</td>\n",
+       "      <td>37800.549767</td>\n",
+       "      <td>37462.666746</td>\n",
+       "      <td>37246.807583</td>\n",
+       "      <td>37030.957461</td>\n",
+       "      <td>36815.116380</td>\n",
+       "      <td>36599.284340</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9869.591942</td>\n",
+       "      <td>9696.249457</td>\n",
+       "      <td>9522.906971</td>\n",
+       "      <td>9349.564486</td>\n",
+       "      <td>9176.222001</td>\n",
+       "      <td>9002.879516</td>\n",
+       "      <td>8829.537031</td>\n",
+       "      <td>8656.194545</td>\n",
+       "      <td>8482.852060</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|50.0th Percentile</th>\n",
+       "      <th>K</th>\n",
+       "      <td>1.115698</td>\n",
+       "      <td>1.135078</td>\n",
+       "      <td>1.155403</td>\n",
+       "      <td>1.176834</td>\n",
+       "      <td>1.200272</td>\n",
+       "      <td>1.225268</td>\n",
+       "      <td>1.255691</td>\n",
+       "      <td>1.291199</td>\n",
+       "      <td>1.322428</td>\n",
+       "      <td>1.352320</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.085047</td>\n",
+       "      <td>2.088622</td>\n",
+       "      <td>2.089080</td>\n",
+       "      <td>2.089055</td>\n",
+       "      <td>2.088986</td>\n",
+       "      <td>2.088709</td>\n",
+       "      <td>2.086482</td>\n",
+       "      <td>2.087486</td>\n",
+       "      <td>2.090244</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">WITCH-GLOBIOM 4.4</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">CD-LINKS_NPi2020_400</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">World</th>\n",
+       "      <th>AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|50.0th Percentile</th>\n",
+       "      <th>K</th>\n",
+       "      <td>1.115494</td>\n",
+       "      <td>1.130855</td>\n",
+       "      <td>1.149248</td>\n",
+       "      <td>1.166258</td>\n",
+       "      <td>1.186403</td>\n",
+       "      <td>1.210810</td>\n",
+       "      <td>1.245077</td>\n",
+       "      <td>1.282083</td>\n",
+       "      <td>1.317086</td>\n",
+       "      <td>1.344960</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.083868</td>\n",
+       "      <td>1.078164</td>\n",
+       "      <td>1.068921</td>\n",
+       "      <td>1.057499</td>\n",
+       "      <td>1.049296</td>\n",
+       "      <td>1.039294</td>\n",
+       "      <td>1.031090</td>\n",
+       "      <td>1.024444</td>\n",
+       "      <td>1.018260</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Emissions|CO2</th>\n",
+       "      <th>Mt CO2/yr</th>\n",
+       "      <td>37811.007455</td>\n",
+       "      <td>38380.111272</td>\n",
+       "      <td>38949.215089</td>\n",
+       "      <td>39518.318906</td>\n",
+       "      <td>40087.422723</td>\n",
+       "      <td>40656.526540</td>\n",
+       "      <td>37575.643470</td>\n",
+       "      <td>34494.760399</td>\n",
+       "      <td>31413.877328</td>\n",
+       "      <td>28332.994258</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-14623.033715</td>\n",
+       "      <td>-14573.025928</td>\n",
+       "      <td>-14523.018140</td>\n",
+       "      <td>-14473.010353</td>\n",
+       "      <td>-14423.002565</td>\n",
+       "      <td>-14372.994777</td>\n",
+       "      <td>-14322.986990</td>\n",
+       "      <td>-14272.979202</td>\n",
+       "      <td>-14222.971415</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">CD-LINKS_NoPolicy</th>\n",
+       "      <th rowspan=\"3\" valign=\"top\">World</th>\n",
+       "      <th>AR6 climate diagnostics|Infilled|Emissions|CO2</th>\n",
+       "      <th>Mt CO2/yr</th>\n",
+       "      <td>39152.726300</td>\n",
+       "      <td>40112.727290</td>\n",
+       "      <td>41072.221461</td>\n",
+       "      <td>42031.208814</td>\n",
+       "      <td>42989.689347</td>\n",
+       "      <td>43947.663061</td>\n",
+       "      <td>44954.234509</td>\n",
+       "      <td>45960.292683</td>\n",
+       "      <td>46965.837584</td>\n",
+       "      <td>47970.869211</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83737.819930</td>\n",
+       "      <td>83361.666932</td>\n",
+       "      <td>82985.513935</td>\n",
+       "      <td>82609.360937</td>\n",
+       "      <td>82233.207940</td>\n",
+       "      <td>81857.054942</td>\n",
+       "      <td>81480.901944</td>\n",
+       "      <td>81104.748947</td>\n",
+       "      <td>80728.595949</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|50.0th Percentile</th>\n",
+       "      <th>K</th>\n",
+       "      <td>1.115485</td>\n",
+       "      <td>1.131515</td>\n",
+       "      <td>1.150205</td>\n",
+       "      <td>1.168473</td>\n",
+       "      <td>1.190467</td>\n",
+       "      <td>1.212612</td>\n",
+       "      <td>1.239186</td>\n",
+       "      <td>1.269067</td>\n",
+       "      <td>1.298915</td>\n",
+       "      <td>1.327518</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.708640</td>\n",
+       "      <td>3.748562</td>\n",
+       "      <td>3.785619</td>\n",
+       "      <td>3.819406</td>\n",
+       "      <td>3.848518</td>\n",
+       "      <td>3.880385</td>\n",
+       "      <td>3.915487</td>\n",
+       "      <td>3.953017</td>\n",
+       "      <td>3.991328</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Emissions|CO2</th>\n",
+       "      <th>Mt CO2/yr</th>\n",
+       "      <td>37866.235070</td>\n",
+       "      <td>38824.196259</td>\n",
+       "      <td>39782.157449</td>\n",
+       "      <td>40740.118638</td>\n",
+       "      <td>41698.079827</td>\n",
+       "      <td>42656.041016</td>\n",
+       "      <td>43662.916347</td>\n",
+       "      <td>44669.791677</td>\n",
+       "      <td>45676.667008</td>\n",
+       "      <td>46683.542338</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83435.478390</td>\n",
+       "      <td>83064.538177</td>\n",
+       "      <td>82693.597965</td>\n",
+       "      <td>82322.657752</td>\n",
+       "      <td>81951.717540</td>\n",
+       "      <td>81580.777328</td>\n",
+       "      <td>81209.837115</td>\n",
+       "      <td>80838.896903</td>\n",
+       "      <td>80467.956690</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3606 rows × 87 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                                                                    2015  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  39152.726300   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.115698   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr           NaN   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  39152.726300   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.115698   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.115494   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  37811.007455   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  39152.726300   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.115485   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  37866.235070   \n",
+       "\n",
+       "                                                                                                                    2016  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  38814.585500   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.135078   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr           NaN   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  38814.585500   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.135078   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.130855   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  38380.111272   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  40112.727290   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.131515   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  38824.196259   \n",
+       "\n",
+       "                                                                                                                    2017  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  38476.509144   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.155381   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr           NaN   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  38476.509144   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.155403   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.149248   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  38949.215089   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  41072.221461   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.150205   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  39782.157449   \n",
+       "\n",
+       "                                                                                                                    2018  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  38138.497233   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.176737   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr           NaN   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  38138.497233   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.176834   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.166258   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  39518.318906   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  42031.208814   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.168473   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  40740.118638   \n",
+       "\n",
+       "                                                                                                                    2019  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  37800.549767   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.200106   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr           NaN   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  37800.549767   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.200272   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.186403   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  40087.422723   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  42989.689347   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.190467   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  41698.079827   \n",
+       "\n",
+       "                                                                                                                    2020  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  37462.666746   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.225277   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  37181.338500   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  37462.666746   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.225268   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.210810   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  40656.526540   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  43947.663061   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.212612   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  42656.041016   \n",
+       "\n",
+       "                                                                                                                    2021  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  36683.892311   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.256403   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  36442.255510   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  37246.807583   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.255691   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.245077   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  37575.643470   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  44954.234509   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.239186   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  43662.916347   \n",
+       "\n",
+       "                                                                                                                    2022  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  35905.865479   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.292158   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  35703.172520   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  37030.957461   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.291199   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.282083   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  34494.760399   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  45960.292683   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.269067   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  44669.791677   \n",
+       "\n",
+       "                                                                                                                    2023  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  35128.586249   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.324728   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  34964.089530   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  36815.116380   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.322428   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.317086   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  31413.877328   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  46965.837584   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.298915   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  45676.667008   \n",
+       "\n",
+       "                                                                                                                    2024  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  34352.054622   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.353267   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  34225.006540   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  36599.284340   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.352320   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.344960   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  28332.994258   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  47970.869211   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.327518   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  46683.542338   \n",
+       "\n",
+       "                                                                                                            ...  \\\n",
+       "model             scenario             region variable                                           unit       ...   \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  ...   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K          ...   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  ...   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  ...   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K          ...   \n",
+       "...                                                                                                         ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K          ...   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  ...   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  ...   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K          ...   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  ...   \n",
+       "\n",
+       "                                                                                                                    2092  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -138.597038   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.636929   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr    505.121540   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   9869.591942   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.085047   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.083868   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14623.033715   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  83737.819930   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.708640   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  83435.478390   \n",
+       "\n",
+       "                                                                                                                    2093  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -188.421413   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.637852   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr    444.198560   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   9696.249457   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.088622   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.078164   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14573.025928   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  83361.666932   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.748562   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  83064.538177   \n",
+       "\n",
+       "                                                                                                                    2094  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -238.245789   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.635012   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr    383.275580   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   9522.906971   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.089080   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.068921   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14523.018140   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  82985.513935   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.785619   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  82693.597965   \n",
+       "\n",
+       "                                                                                                                    2095  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -288.070164   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.631904   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr    322.352600   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   9349.564486   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.089055   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.057499   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14473.010353   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  82609.360937   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.819406   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  82322.657752   \n",
+       "\n",
+       "                                                                                                                    2096  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -337.894539   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.625139   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr    261.429620   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   9176.222001   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.088986   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.049296   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14423.002565   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  82233.207940   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.848518   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  81951.717540   \n",
+       "\n",
+       "                                                                                                                    2097  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -387.718914   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.617798   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr    200.506640   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   9002.879516   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.088709   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.039294   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14372.994777   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  81857.054942   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.880385   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  81580.777328   \n",
+       "\n",
+       "                                                                                                                    2098  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -437.543289   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.613584   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr    139.583660   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   8829.537031   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.086482   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.031090   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14322.986990   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  81480.901944   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.915487   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  81209.837115   \n",
+       "\n",
+       "                                                                                                                    2099  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -487.367665   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.611786   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr     78.660680   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   8656.194545   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.087486   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.024444   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14272.979202   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  81104.748947   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.953017   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  80838.896903   \n",
+       "\n",
+       "                                                                                                                    2100  \\\n",
+       "model             scenario             region variable                                           unit                      \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   -537.192040   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              1.609574   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr     17.737700   \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr   8482.852060   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              2.090244   \n",
+       "...                                                                                                                  ...   \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K              1.018260   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr -14222.971415   \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr  80728.595949   \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K              3.991328   \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr  80467.956690   \n",
+       "\n",
+       "                                                                                                            Ssp_family  \n",
+       "model             scenario             region variable                                           unit                   \n",
+       "AIM/CGE 2.0       SSP1-26              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr         1.0  \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K                 1.0  \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr         1.0  \n",
+       "                  SSP1-34              World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr         1.0  \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K                 1.0  \n",
+       "...                                                                                                                ...  \n",
+       "WITCH-GLOBIOM 4.4 CD-LINKS_NPi2020_400 World  AR6 climate diagnostics|Surface Temperature (GS... K                 2.0  \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr         2.0  \n",
+       "                  CD-LINKS_NoPolicy    World  AR6 climate diagnostics|Infilled|Emissions|CO2     Mt CO2/yr         2.0  \n",
+       "                                              AR6 climate diagnostics|Surface Temperature (GS... K                 2.0  \n",
+       "                                              Emissions|CO2                                      Mt CO2/yr         2.0  \n",
+       "\n",
+       "[3606 rows x 87 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "669eba10-c925-493b-8aa8-898064999aa7",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/rime/emissions_temp_AR6_small.xlsx b/rime/emissions_temp_AR6_small.xlsx
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HcmV?d00001

diff --git a/rime/generate_aggregated_inputs.py b/rime/generate_aggregated_inputs.py
index ea61a83..9c4812c 100644
--- a/rime/generate_aggregated_inputs.py
+++ b/rime/generate_aggregated_inputs.py
@@ -49,12 +49,12 @@
 # files = [str for str in files if any(sub in str for sub in indicator_subset)]
 
 # files = files[0:3]
-# files = files[1:2]
-# files = files[4:5] # heatwav & iavar
+# files = files[2:4]
+files = files[4:5] # heatwav & iavar
 # files = files[5:10]
 # files = files[10:12]
 # files = files[12:15]
-files = files[15:]
+# files = files[15:]
 
 
 indicators = []
@@ -116,64 +116,64 @@
     #     df = df.loc[df.variable.str.contains('High')]
 
     small_vars = list(set([x.split("|")[0] for x in dfin.variable]))
-    # if ab_present:
-    # with alive_bar(total=len(small_vars),
-    #                title='Processing', length=10, force_tty=True,
-    #                bar='circles',
-    #                spinner='elements') as bar:
-
-    #         print('alive bar present')
-    # Apply function here
-    for vari in small_vars:
-        df_ind = loop_interpolate_gmt(
-            df.loc[df.variable.str.startswith(vari)], yr_start, yr_end
-        )
-        # dfbig = pd.concat([dfbig, df_ind])
-        print(f"dfbig: indicator {ind[0]}: {time.time()-istart}")
-
-        # % Convert and save out to xarray
-        # dfbig.dropna(how='all')
-
-        dfp = df_ind.melt(
-            id_vars=[
-                "model",
-                "scenario",
-                "variable",
-                "region",
-                "unit",
-                "SSP",
-                "GMT",
-            ],
-            value_vars=years,
-            var_name="year",
-        )  # change to df_big if concatenating multiple
-
-        dfp.columns = [x.lower() for x in dfp.columns]
-
-        dsout = xr.Dataset()
-
-        for indicator in dfp.variable.unique():
-            print(indicator)
-            dx = (
-                dfp.loc[dfp.variable == indicator]
-                .set_index(["gmt", "year", "ssp", "region"])
-                .to_xarray()
+    if ab_present:
+        with alive_bar(total=len(small_vars),
+                        title='Processing', length=10, force_tty=True,
+                        bar='circles',
+                        spinner='elements') as bar:
+    
+                print('alive bar present')
+        # Apply function here
+        for vari in small_vars:
+            df_ind = loop_interpolate_gmt(
+                df.loc[df.variable.str.startswith(vari)], yr_start, yr_end
             )
-            # dx.attrs['unit'] = dx.assign_coords({'unit':dx.unit.values[0,0,0,0]})
-            dsout[indicator] = dx["value"].to_dataset(name=indicator)[indicator]
-            dsout[indicator].attrs["unit"] = dx.unit.values[0, 0, 0, 0]
-            # dsout = dsout[indicator].assign_coords({'unit':dx.unit.values[0,0,0,0]})
-
-        dsout["ssp"] = [x.upper() for x in dsout["ssp"].values]
-        # dsout = dsout.drop_vars('unit')
-
-        # % Write out
-        print("Writing out... ")
-        comp = dict(zlib=True, complevel=5)
-        encoding = {var: comp for var in dsout.data_vars}
-        filename = f"{output_dir}{vari}_{region}.nc"
-        dsout.to_netcdf(filename, encoding=encoding)
-        # if ab_present:
-        # bar()
+            # dfbig = pd.concat([dfbig, df_ind])
+            print(f"dfbig: indicator {ind[0]}: {time.time()-istart}")
+    
+            # % Convert and save out to xarray
+            # dfbig.dropna(how='all')
+    
+            dfp = df_ind.melt(
+                id_vars=[
+                    "model",
+                    "scenario",
+                    "variable",
+                    "region",
+                    "unit",
+                    "SSP",
+                    "GMT",
+                ],
+                value_vars=years,
+                var_name="year",
+            )  # change to df_big if concatenating multiple
+    
+            dfp.columns = [x.lower() for x in dfp.columns]
+    
+            dsout = xr.Dataset()
+    
+            for indicator in dfp.variable.unique():
+                print(indicator)
+                dx = (
+                    dfp.loc[dfp.variable == indicator]
+                    .set_index(["gmt", "year", "ssp", "region"])
+                    .to_xarray()
+                )
+                # dx.attrs['unit'] = dx.assign_coords({'unit':dx.unit.values[0,0,0,0]})
+                dsout[indicator] = dx["value"].to_dataset(name=indicator)[indicator]
+                dsout[indicator].attrs["unit"] = dx.unit.values[0, 0, 0, 0]
+                # dsout = dsout[indicator].assign_coords({'unit':dx.unit.values[0,0,0,0]})
+    
+            dsout["ssp"] = [x.upper() for x in dsout["ssp"].values]
+            # dsout = dsout.drop_vars('unit')
+    
+            # % Write out
+            print("Writing out... ")
+            comp = dict(zlib=True, complevel=5)
+            encoding = {var: comp for var in dsout.data_vars}
+            filename = f"{output_dir}{vari}_{region}.nc"
+            dsout.to_netcdf(filename, encoding=encoding)
+            if ab_present:
+                bar()
 
     # =============================================================================
diff --git a/rime/indicator_params.yml b/rime/indicator_params.yml
new file mode 100644
index 0000000..b2c6cbe
--- /dev/null
+++ b/rime/indicator_params.yml
@@ -0,0 +1,372 @@
+protocol:
+    cdd: '3b'
+    dri_qtot: '2b'
+    dri: '2b'
+    heatwave: '3b'
+    ia_var: '2b'
+    ia_var_qtot: '2b'
+    lc: '3b'
+    precip: '3b'
+    seas: '2b'
+    seas_qtot: '2b'
+    sdd: '3b'
+    sdd_24p0: '3b'
+    sdd_20p0: '3b'
+    sdd_18p3: '3b'
+    tr20: '3b'
+    yields_cereals: '3b'
+    yields_sugarc: '3b'
+    yields_oilseeds: '3b'
+    yields_roots: '3b'
+    yields_food: '3b'
+    wsi: '2b'
+
+indicators:
+    cdd:
+        cdd:
+            short_name: 'cdd'
+            long_name: 'Consecutive dry days'
+            unit: "days/yr"
+            ind_min: 0
+            ind_max: 180
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: -20
+            diff_max: 20
+            diff_cmap: 'RdBu_r'
+            score_range: [24, 13, 8, 0]
+    dri:
+        drought_intensity:
+            short_name: 'dri'
+            long_name: 'Drought intensity'
+            unit: '-'
+            ind_min: 0
+            ind_max: 1730
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -20
+            diff_max: 20
+            diff_cmap: 'RdBu_r'
+            score_range: [27, 12, 8, 0]
+    dri_qtot:
+        drought_intensity:
+            short_name: 'dri_qtot'
+            long_name: 'Drought intensity (Runoff)'
+            unit: '-'
+            ind_min: 0
+            ind_max: 210
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -20
+            diff_max: 20
+            diff_cmap: 'RdBu_r'
+            score_range: [27, 10, 6, 0]
+    heatwave:
+        dot:
+            short_name: 'hw'
+            long_name: 'Heatwave intensity'
+            unit: 'days/yr'
+            ind_min: 0
+            ind_max: 260
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: 0
+            diff_max: 7200
+            diff_cmap: 'Reds'
+            score_range: [271, 102, 56, 0]
+    ia_var:
+        ia_var:
+            short_name: 'iavar'
+            long_name: 'Inter-annual variability'
+            unit: '-'
+            ind_min: -1
+            ind_max: 1
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -50
+            diff_max: 50
+            diff_cmap: 'RdBu_r'
+            score_range: [75, 28, 17, 0]
+    ia_var_qtot:
+        ia_var:
+            short_name: 'iavar_qtot'
+            long_name: 'Inter-annual variability (Runoff)'
+            unit: '-'
+            ind_min: -1
+            ind_max: 1
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -50
+            diff_max: 50
+            diff_cmap: 'RdBu_r'
+            score_range: [77, 29, 18, 0]
+    lc:
+        LC_area_share:
+            short_name: 'lc'
+            long_name: 'Land cover data'
+            unit: '-'
+            ind_min: -1
+            ind_max: 1
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -50
+            diff_max: 50
+            diff_cmap: 'RdBu_r'
+            score_range: [-33, -6, -2, 0]
+    pm2p5_2030:
+        pm2p5:
+            short_name: 'pm2p5'
+            long_name: 'Ambient PM2.5 concentrations'
+            unit: 'μg/m3'
+            ind_min: 0
+            ind_max: 100
+            ind_cmap: 'pink_r'
+            diff: relative
+            diff_min: -50
+            diff_max: 50
+            diff_cmap: 'BrBG'
+            score_range: [25, 10, 5, 0]
+    pm2p5_2050:
+        pm2p5:
+            short_name: 'pm2p5'
+            long_name: 'Ambient PM2.5 concentrations'
+            unit: 'μg/m3'
+            ind_min: 0
+            ind_max: 100
+            ind_cmap: 'pink_r'
+            diff: relative
+            diff_min: -50
+            diff_max: 50
+            diff_cmap: 'BrBG'
+            score_range: [25, 10, 5, 0]
+    precip:
+        r10:
+            short_name: 'pr_r10'
+            long_name: 'Heavy precipitation days'
+            unit: 'days/yr'
+            ind_min: 0
+            ind_max: 70
+            ind_cmap: 'YlGnBu'
+            diff: relative
+            diff_min: -90
+            diff_max: 90
+            diff_cmap: 'BrBG'
+            score_range: [97, 46, 26, 0]
+        r20:
+            short_name: 'pr_r20'
+            long_name: 'Very heavy precipitation days'
+            unit: 'days/yr'
+            ind_min: 0
+            ind_max: 30
+            ind_cmap: 'YlGnBu'
+            diff: relative
+            diff_min: -180
+            diff_max: 180
+            diff_cmap: 'BrBG'
+            score_range: [189, 71, 38, 0]
+        r95p:
+            short_name: 'pr_r95p'
+            long_name: 'Wet days'
+            unit: 'mm/yr'
+            ind_min: 0
+            ind_max: 820
+            ind_cmap: 'YlGnBu'
+            diff: relative
+            diff_min: -60
+            diff_max: 60
+            diff_cmap: 'BrBG'
+            score_range: [66, 39, 26, 0]
+        r99p:
+            short_name: 'pr_r99p'
+            long_name: 'Very wet days'
+            unit: 'mm/yr'
+            ind_min: 0
+            ind_max: 330
+            ind_cmap: 'YlGnBu'
+            diff: relative
+            diff_min: -100
+            diff_max: 100
+            diff_cmap: 'BrBG'
+            score_range: [106, 63, 43, 0]
+        sdii:
+            short_name: 'sdii'
+            long_name: 'Precipitation intensity index'
+            unit: 'mm/day'
+            ind_min: 0
+            ind_max: 10
+            ind_cmap: 'YlGnBu'
+            diff: relative
+            diff_min: -20
+            diff_max: 20
+            diff_cmap: 'BrBG'
+            score_range: [16, 11, 8, 0]
+    seas:
+        seasonality:
+            short_name: 'seas'
+            long_name: 'Seasonality'
+            unit: '-'
+            ind_min: 0
+            ind_max: 2
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -40
+            diff_max: 40
+            diff_cmap: 'RdBu_r'
+            score_range: [57, 23, 13, 0]
+    seas_qtot:
+        seasonality:
+            short_name: 'seas_qtot'
+            long_name: Seasonality (Runoff)
+            unit: '-'
+            ind_min: 0
+            ind_max: 2
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -40
+            diff_max: 40
+            diff_cmap: 'RdBu_r'
+            score_range: [60, 22, 13, 0]
+    sdd:
+        sdd_c:
+            short_name: 'sdd_c'
+            long_name: 'Cooling degree days (26C)'
+            unit: 'CDD/yr'
+            ind_min: 0
+            ind_max: 1830
+            ind_cmap: 'viridis'
+            diff: relative
+            diff_min: -4990
+            diff_max: 4990
+            diff_cmap: 'RdBu_r'
+            score_range: [1071, 643, 228, 0]
+    sdd_24p0:
+        sdd_c:
+            short_name: 'sdd_c_24p0'
+            long_name: 'Cooling degree days (24C)'
+            unit: 'CDD/yr'
+            ind_min: 0
+            ind_max: 1830
+            ind_cmap: 'viridis'
+            diff: relative
+            diff_min: -4990
+            diff_max: 4990
+            diff_cmap: 'RdBu_r'
+            score_range: [1071, 643, 228, 0]
+    sdd_20p0:
+        sdd_c:
+            short_name: 'sdd_c_20p0'
+            long_name: 'Cooling degree days (20C)'
+            unit: 'CDD/yr'
+            ind_min: 0
+            ind_max: 1830
+            ind_cmap: 'viridis'
+            diff: relative
+            diff_min: -4990
+            diff_max: 4990
+            diff_cmap: 'RdBu_r'
+            score_range: [1071, 643, 228, 0]
+    sdd_18p3:
+        sdd_c:
+            short_name: 'sdd_c_18p3'
+            long_name: 'Cooling degree days (18.3C)'
+            unit: 'CDD/yr'
+            ind_min: 0
+            ind_max: 1830
+            ind_cmap: 'viridis'
+            diff: relative
+            diff_min: -4990
+            diff_max: 4990
+            diff_cmap: 'RdBu_r'
+            score_range: [1071, 643, 228, 0]
+    tr20:
+        max_dur:
+            short_name: 'tr20'
+            long_name: 'Tropical nights'
+            unit: 'consecutive days'
+            ind_min: 0
+            ind_max: 350
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: -140
+            diff_max: 140
+            diff_cmap: 'Reds'
+            score_range: [7676, 1638, 561, 0]
+    yields_cereals:
+        SimU_yields:
+            short_name: 'yld_crls'
+            long_name: 'Crop yields'
+            unit: 'ton/ha'
+            ind_min: 0
+            ind_max: 30
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: -260
+            diff_max: 260
+            diff_cmap: 'Reds'
+            score_range: [7676, 1638, 561, 0]
+    yields_sugarc:
+        SimU_yields:
+            short_name: 'yld_sgrc'
+            long_name: 'Crop yields'
+            unit: 'ton/ha'
+            ind_min: 0
+            ind_max: 30
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: -110
+            diff_max: 110
+            diff_cmap: 'Reds'
+            score_range: [7676, 1638, 561, 0]
+    yields_oilseeds:
+        SimU_yields:
+            short_name: 'yld_osds'
+            long_name: 'Crop yields'
+            unit: 'ton/ha'
+            ind_min: 0
+            ind_max: 30
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: -290
+            diff_max: 290
+            diff_cmap: 'Reds'
+            score_range: [7676, 1638, 561, 0]
+    yields_roots:
+        SimU_yields:
+            short_name: 'yld_roots'
+            long_name: 'Crop yields'
+            unit: 'ton/ha'
+            ind_min: 0
+            ind_max: 30
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: -190
+            diff_max: 190
+            diff_cmap: 'Reds'
+            score_range: [7676, 1638, 561, 0]
+    yields_food:
+        SimU_yields:
+            short_name: 'yld_food'
+            long_name: 'Crop yields'
+            unit: 'ton/ha'
+            ind_min: 0
+            ind_max: 60
+            ind_cmap: 'YlOrRd'
+            diff: relative
+            diff_min: -220
+            diff_max: 220
+            diff_cmap: 'Reds'
+            score_range: [7676, 1638, 561, 0]
+    wsi:
+        wsi:
+            short_name: 'wsi'
+            long_name: 'Water stress index'
+            unit: '-'
+            ind_min: 0
+            ind_max: 1
+            ind_cmap: 'gist_earth'
+            diff: relative
+            diff_min: -1910
+            diff_max: 1910
+            diff_cmap: 'PuRd'
+            score_range: [0.4, 0.3, 0.2, 0.1]
+
diff --git a/rime/plot_dashboards.py b/rime/plot_dashboards.py
index 8f4377a..6277bb2 100644
--- a/rime/plot_dashboards.py
+++ b/rime/plot_dashboards.py
@@ -524,9 +524,14 @@ def plot_maps_dashboard(ds, filename=None, indicators=None, year=2050, cmap='mag
     hvplot.save(plot, f'hw_{str(quantiles[q])[2:]}_{dot[dt]}.html')
     del plot, plot_mm, plot_diff, plot_score, plot_list
 
+#%%  plot function
 
 
 
+#%%
+
+plot_maps_dashboard(ds, year=2055)
+os.startfile()
 
 
 
diff --git a/rime/pp_combined example.ipynb b/rime/pp_combined example.ipynb
new file mode 100644
index 0000000..caa42c6
--- /dev/null
+++ b/rime/pp_combined example.ipynb	
@@ -0,0 +1,3779 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "75068288",
+   "metadata": {},
+   "source": [
+    "# Processing workflow example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "553e322c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  var force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, js_modules, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "    if (js_modules == null) js_modules = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls.length === 0 && js_modules.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error() {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (var i = 0; i < css_urls.length; i++) {\n",
+       "      var url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    var skip = [];\n",
+       "    if (window.requirejs) {\n",
+       "      window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n",
+       "      require([\"gridstack\"], function(GridStack) {\n",
+       "\twindow.GridStack = GridStack\n",
+       "\ton_load()\n",
+       "      })\n",
+       "      require([\"notyf\"], function() {\n",
+       "\ton_load()\n",
+       "      })\n",
+       "      root._bokeh_is_loading = css_urls.length + 2;\n",
+       "    } else {\n",
+       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n",
+       "    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
+       "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n",
+       "      for (var i = 0; i < urls.length; i++) {\n",
+       "        skip.push(urls[i])\n",
+       "      }\n",
+       "    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
+       "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
+       "      for (var i = 0; i < urls.length; i++) {\n",
+       "        skip.push(urls[i])\n",
+       "      }\n",
+       "    }    for (var i = 0; i < js_urls.length; i++) {\n",
+       "      var url = js_urls[i];\n",
+       "      if (skip.indexOf(url) >= 0) {\n",
+       "\tif (!window.requirejs) {\n",
+       "\t  on_load();\n",
+       "\t}\n",
+       "\tcontinue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    for (var i = 0; i < js_modules.length; i++) {\n",
+       "      var url = js_modules[i];\n",
+       "      if (skip.indexOf(url) >= 0) {\n",
+       "\tif (!window.requirejs) {\n",
+       "\t  on_load();\n",
+       "\t}\n",
+       "\tcontinue;\n",
+       "      }\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      element.type = \"module\";\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "    if (!js_urls.length && !js_modules.length) {\n",
+       "      on_load()\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
+       "  var js_modules = [];\n",
+       "  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\"];\n",
+       "  var inline_js = [    function(Bokeh) {\n",
+       "      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHN0eWxlPSJtYXJnaW46IGF1dG87IGJhY2tncm91bmQ6IG5vbmU7IGRpc3BsYXk6IGJsb2NrOyBzaGFwZS1yZW5kZXJpbmc6IGF1dG87IiB2aWV3Qm94PSIwIDAgMTAwIDEwMCIgcHJlc2VydmVBc3BlY3RSYXRpbz0ieE1pZFlNaWQiPiAgPGNpcmNsZSBjeD0iNTAiIGN5PSI1MCIgZmlsbD0ibm9uZSIgc3Ryb2tlPSIjYzNjM2MzIiBzdHJva2Utd2lkdGg9IjEwIiByPSIzNSIgc3Ryb2tlLWRhc2hhcnJheT0iMTY0LjkzMzYxNDMxMzQ2NDE1IDU2Ljk3Nzg3MTQzNzgyMTM4Ij4gICAgPGFuaW1hdGVUcmFuc2Zvcm0gYXR0cmlidXRlTmFtZT0idHJhbnNmb3JtIiB0eXBlPSJyb3RhdGUiIHJlcGVhdENvdW50PSJpbmRlZmluaXRlIiBkdXI9IjFzIiB2YWx1ZXM9IjAgNTAgNTA7MzYwIDUwIDUwIiBrZXlUaW1lcz0iMDsxIj48L2FuaW1hdGVUcmFuc2Zvcm0+ICA8L2NpcmNsZT48L3N2Zz4=\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n",
+       "    },    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {} // ensure no trailing comma for IE\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
+       "      for (var i = 0; i < inline_js.length; i++) {\n",
+       "        inline_js[i].call(root, root.Bokeh);\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, js_modules, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 2;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n  var js_modules = [];\n  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\"];\n  var inline_js = [    function(Bokeh) {\n      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n    },    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, js_modules, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "\n",
+       "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
+       "  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
+       "}\n",
+       "\n",
+       "\n",
+       "    function JupyterCommManager() {\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        comm_manager.register_target(comm_id, function(comm) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        });\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        });\n",
+       "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
+       "        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
+       "          var messages = comm.messages[Symbol.asyncIterator]();\n",
+       "          function processIteratorResult(result) {\n",
+       "            var message = result.value;\n",
+       "            console.log(message)\n",
+       "            var content = {data: message.data, comm_id};\n",
+       "            var buffers = []\n",
+       "            for (var buffer of message.buffers || []) {\n",
+       "              buffers.push(new DataView(buffer))\n",
+       "            }\n",
+       "            var metadata = message.metadata || {};\n",
+       "            var msg = {content, buffers, metadata}\n",
+       "            msg_handler(msg);\n",
+       "            return messages.next().then(processIteratorResult);\n",
+       "          }\n",
+       "          return messages.next().then(processIteratorResult);\n",
+       "        })\n",
+       "      }\n",
+       "    }\n",
+       "\n",
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+       "      window.PyViz.comms[comm_id] = comm;\n",
+       "      return comm;\n",
+       "    }\n",
+       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
+       "    \n",
+       "\n",
+       "\n",
+       "var JS_MIME_TYPE = 'application/javascript';\n",
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+       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
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+       "\n",
+       "/**\n",
+       " * Render data to the DOM node\n",
+       " */\n",
+       "function render(props, node) {\n",
+       "  var div = document.createElement(\"div\");\n",
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+       "  node.appendChild(div);\n",
+       "  node.appendChild(script);\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when a new output is added\n",
+       " */\n",
+       "function handle_add_output(event, handle) {\n",
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+       "\n",
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+       "    var bk_div = document.createElement(\"div\");\n",
+       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
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+       "    for (var i = 0; i < script_attrs.length; i++) {\n",
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+       "    }\n",
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+       "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when an output is cleared or removed\n",
+       " */\n",
+       "function handle_clear_output(event, handle) {\n",
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+       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
+       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
+       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
+       "  if (server_id !== null) {\n",
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+       "    return;\n",
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+       "    comm.send({event_type: 'delete', 'id': id});\n",
+       "  }\n",
+       "  delete PyViz.plot_index[id];\n",
+       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
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+       "\n",
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+       " */\n",
+       "function handle_kernel_cleanup(event, handle) {\n",
+       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
+       "  window.PyViz.plot_index = {}\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle update_display_data messages\n",
+       " */\n",
+       "function handle_update_output(event, handle) {\n",
+       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
+       "  handle_add_output(event, handle)\n",
+       "}\n",
+       "\n",
+       "function register_renderer(events, OutputArea) {\n",
+       "  function append_mime(data, metadata, element) {\n",
+       "    // create a DOM node to render to\n",
+       "    var toinsert = this.create_output_subarea(\n",
+       "    metadata,\n",
+       "    CLASS_NAME,\n",
+       "    EXEC_MIME_TYPE\n",
+       "    );\n",
+       "    this.keyboard_manager.register_events(toinsert);\n",
+       "    // Render to node\n",
+       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "    render(props, toinsert[0]);\n",
+       "    element.append(toinsert);\n",
+       "    return toinsert\n",
+       "  }\n",
+       "\n",
+       "  events.on('output_added.OutputArea', handle_add_output);\n",
+       "  events.on('output_updated.OutputArea', handle_update_output);\n",
+       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
+       "  events.on('delete.Cell', handle_clear_output);\n",
+       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
+       "\n",
+       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "    safe: true,\n",
+       "    index: 0\n",
+       "  });\n",
+       "}\n",
+       "\n",
+       "if (window.Jupyter !== undefined) {\n",
+       "  try {\n",
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+       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  } catch(err) {\n",
+       "  }\n",
+       "}\n"
+      ],
+      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        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else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>.bk-root, .bk-root .bk:before, .bk-root .bk:after {\n",
+       "  font-family: var(--jp-ui-font-size1);\n",
+       "  font-size: var(--jp-ui-font-size1);\n",
+       "  color: var(--jp-ui-font-color1);\n",
+       "}\n",
+       "</style>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\byers\\Anaconda3\\envs\\py310\\lib\\site-packages\\pyproj\\__init__.py:89: UserWarning: pyproj unable to set database path.\n",
+      "  _pyproj_global_context_initialize()\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "if (typeof IPython !== 'undefined') { IPython.OutputArea.prototype._should_scroll = function(lines){ return false; }}"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from rime.process_config import *\n",
+    "from rime.rime_functions import *\n",
+    "from rime.utils import *\n",
+    "\n",
+    "import dask\n",
+    "import dask.dataframe as dd\n",
+    "from dask.diagnostics import ProgressBar\n",
+    "from dask.diagnostics import Profiler, ResourceProfiler, CacheProfiler\n",
+    "# from dask.distributed import Client # uncomment this to open Dask client to see performance\n",
+    "import glob\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pyam\n",
+    "import re\n",
+    "import time\n",
+    "import xarray as xr\n",
+    "import yaml\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9f7bd8af",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load a yaml file that will help select multiple climate indicator files (not necessarily needed)\n",
+    "with open('indicator_params.yml', \"r\") as f:\n",
+    "    params = yaml.full_load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0da81a1a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<dask.config.set at 0x156a3d436a0>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dask.config.set(scheduler=\"processes\")\n",
+    "dask.config.set(num_workers=num_workers)\n",
+    "# client = Client()  # uncomment this to open Dask client"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c0318d1",
+   "metadata": {},
+   "source": [
+    "To see the Dask dasboard, open http://localhost:8787/status in your browser"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f17db9b7",
+   "metadata": {},
+   "source": [
+    "### Import scenarios data\n",
+    "\n",
+    "Load an IAMC scenarios dataset.  \n",
+    "Decide whether using global mean temperature or CO2 mode.  \n",
+    "Assign SSPs if missing and fix duplicate temperatures.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "4b0e602b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "pyam.core - INFO: Reading file emissions_temp_AR6_small.xlsx\n",
+      "pyam.core - INFO: Found column 'exclude' in sheet 'meta', moved to attribute `IamDataFrame.exclude`.\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_scens_in = pyam.IamDataFrame(fname_input_scenarios)\n",
+    "dft = df_scens_in.filter(variable=temp_variable)\n",
+    "\n",
+    "# Replace & fill missing SSP scenario allocation\n",
+    "dft = ssp_helper(dft, ssp_meta_col=\"Ssp_family\", default_ssp=\"SSP2\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cfa7b099-a70c-4d72-953a-4467e8e8ffcc",
+   "metadata": {},
+   "source": [
+    "### Build a dataset to compare SSPs and IMPs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0f6cae87-9717-4304-b841-5d61e87b55d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<class 'pyam.core.IamDataFrame'>\n",
+       "Index:\n",
+       " * model    : COFFEE 1.1, GCAM 5.3, IMAGE 3.0, IMAGE 3.0.1, ... WITCH 5.0 (6)\n",
+       " * scenario : CO_Bridge, EN_INDCi2030_3000f, ... SusDev_SDP-PkBudg1000 (9)\n",
+       "Timeseries data coordinates:\n",
+       "   region   : World (1)\n",
+       "   variable : ... (1)\n",
+       "   unit     : K (1)\n",
+       "   year     : 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, ... 2100 (86)\n",
+       "Meta indicators:\n",
+       "   Category (object) C3, C7, C6, C8, C1 (5)\n",
+       "   Category_name (object) C3: limit warming to 2°C (>67%), ... (5)\n",
+       "   Category_subset (object) C3x_NZGHGs, C7, C6, C8, C1a_NZGHGs (5)\n",
+       "   Subset_Ch4 (object) Limit to 2C (>67%) immediate 2020 action, ... (3)\n",
+       "   Category_Vetting_historical (object) C3, C7, C6, C8, C1 (5)\n",
+       "   ..."
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scenarios = ['SSP1-26', 'SSP2-45','SSP3-Baseline','SSP5-Baseline']\n",
+    "variable = 'AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|50.0th Percentile'\n",
+    "ssps = df_scens_in.filter(scenario=scenarios, model='IMAGE*', variable=variable)\n",
+    "imps = df_scens_in.filter(IMP_marker=['CurPol','ModAct','SP','GS','Neg'], variable=variable) #,'Ren-2.0','Neg-2.0'\n",
+    "ssps_imp = ssps.append(imps)\n",
+    "ssps_imp = ssp_helper(ssps_imp, ssp_meta_col=\"Ssp_family\", default_ssp=\"SSP2\")\n",
+    "ssps_imp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6c1301d",
+   "metadata": {},
+   "source": [
+    "# Generate some maps"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04aec0eb",
+   "metadata": {},
+   "source": [
+    "## Example 1: multiple IAM scenarios, 1 climate indicator"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f4c31c82",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test multiple IAM scenarios, 1 indicator\n",
+      "Single indicator mode\n",
+      "COFFEE_1_1_EN_NPi2020_400f_lowBECCS\n",
+      "GCAM_5_3_NGFS2_Current Policies\n",
+      "IMAGE_3_0_EN_INDCi2030_3000f\n",
+      "IMAGE_3_0_1_SSP1-26\n",
+      "IMAGE_3_0_1_SSP2-45\n",
+      "IMAGE_3_0_1_SSP3-Baseline\n",
+      "IMAGE_3_0_1_SSP5-Baseline\n",
+      "REMIND-MAgPIE_2_1-4_2_SusDev_SDP-PkBudg1000\n",
+      "WITCH_5_0_CO_Bridge\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "'threshold' is not present in all datasets.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_15228\\3901077037.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     18\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     19\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 20\u001b[1;33m map_out_MS = map_transform_gmt_multi_dask(\n\u001b[0m\u001b[0;32m     21\u001b[0m     \u001b[0mssps_imp\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     22\u001b[0m     \u001b[0mmapdata\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\github\\rime\\rime\\rime_functions.py\u001b[0m in \u001b[0;36mmap_transform_gmt_multi_dask\u001b[1;34m(df, mapdata, years, gmt_name, use_dask, temp_min, temp_max, drawdown_max, interpolation)\u001b[0m\n\u001b[0;32m    360\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0muse_dask\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    361\u001b[0m                 \u001b[1;31m# Compute delayed tasks concurrently\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 362\u001b[1;33m                 \u001b[0mcomputed_results\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mdelayed_tasks\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    363\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    364\u001b[0m                 \u001b[1;31m# Merge the computed results into map_array\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python310\\site-packages\\dask\\base.py\u001b[0m in \u001b[0;36mcompute\u001b[1;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[0;32m    626\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    627\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0mshorten_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 628\u001b[1;33m         \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    629\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    630\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\github\\rime\\rime\\rime_functions.py\u001b[0m in \u001b[0;36mmap_transform_gmt\u001b[1;34m()\u001b[0m\n\u001b[0;32m    246\u001b[0m         \u001b[1;31m# last_slice = data_interp.isel(gmt=-1)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    247\u001b[0m         \u001b[0mnew_slice\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataArray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m999\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdims\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"gmt\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcoords\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"gmt\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m999\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 248\u001b[1;33m         \u001b[0mdata_interp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdata_interp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mshort\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnew_slice\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"gmt\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    249\u001b[0m         data_interp[\"gmt\"] = data_interp[\"gmt\"].assign_coords(\n\u001b[0;32m    250\u001b[0m             \u001b[0mgmt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata_interp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"gmt\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\py310\\lib\\site-packages\\xarray\\core\\concat.py\u001b[0m in \u001b[0;36mconcat\u001b[1;34m()\u001b[0m\n\u001b[0;32m    229\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    230\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfirst_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDataArray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 231\u001b[1;33m         return _dataarray_concat(\n\u001b[0m\u001b[0;32m    232\u001b[0m             \u001b[0mobjs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    233\u001b[0m             \u001b[0mdim\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdim\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\py310\\lib\\site-packages\\xarray\\core\\concat.py\u001b[0m in \u001b[0;36m_dataarray_concat\u001b[1;34m()\u001b[0m\n\u001b[0;32m    655\u001b[0m         \u001b[0mdatasets\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_to_temp_dataset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    656\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 657\u001b[1;33m     ds = _dataset_concat(\n\u001b[0m\u001b[0;32m    658\u001b[0m         \u001b[0mdatasets\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    659\u001b[0m         \u001b[0mdim\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\py310\\lib\\site-packages\\xarray\\core\\concat.py\u001b[0m in \u001b[0;36m_dataset_concat\u001b[1;34m()\u001b[0m\n\u001b[0;32m    556\u001b[0m                 \u001b[0mvars\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mensure_common_dims\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvariable\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mds\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdatasets\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    557\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 558\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"{name!r} is not present in all datasets.\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    559\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    560\u001b[0m             \u001b[1;31m# Try concatenate the indexes, concatenate the variables when no index\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: 'threshold' is not present in all datasets."
+     ]
+    }
+   ],
+   "source": [
+    "# Doesn't work -0 \n",
+    "# ValueError: 'threshold' is not present in all datasets.\n",
+    "\n",
+    "print(\"Test multiple IAM scenarios, 1 indicator\")\n",
+    "start = time.time()\n",
+    "\n",
+    "ind = \"precip\"\n",
+    "var = \"sdii\"\n",
+    "short = 'sdii' #params[\"indicators\"][ind][var][\"short_name\"]\n",
+    "ssp = \"ssp2\"\n",
+    "\n",
+    "\n",
+    "\n",
+    "files = glob.glob(f\"{impact_data_dir}\\\\{ind}\\\\*{short}_{ssp}*{ftype}.nc4\")\n",
+    "mapdata = xr.open_mfdataset(\n",
+    "    files, preprocess=remove_ssp_from_ds, combine=\"nested\", concat_dim=\"gmt\"\n",
+    ")\n",
+    "\n",
+    "\n",
+    "map_out_MS = map_transform_gmt_multi_dask(\n",
+    "    ssps_imp,\n",
+    "    mapdata,\n",
+    "    years,\n",
+    "    use_dask=True,\n",
+    "    gmt_name=\"gmt\",\n",
+    "    temp_min=1.2,\n",
+    "    temp_max=3.5,\n",
+    "    drawdown_max=0.15,\n",
+    "    interpolation=interpolation,\n",
+    ")\n",
+    "\n",
+    "comp = dict(zlib=True, complevel=5)\n",
+    "encoding = {var: comp for var in map_out_MS.data_vars}\n",
+    "filename = f\"{output_folder_maps}scenario_maps_multiscenario_{ftype}_test_notebook.nc\"\n",
+    "map_out_MS.to_netcdf(filename, encoding=encoding)\n",
+    "\n",
+    "print(\"FINISHED Test multiple scenarios, 1 indicator\")\n",
+    "print(f\"{time.time()-start}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "d596a52f-3304-4cbb-b0cb-c86e83e39ecf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
+       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+       "</symbol>\n",
+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
+       ":root {\n",
+       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+       "  --xr-background-color: var(--jp-layout-color0, white);\n",
+       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "}\n",
+       "\n",
+       "html[theme=dark],\n",
+       "body[data-theme=dark],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:     (lon: 720, lat: 360, gmt: 6)\n",
+       "Coordinates:\n",
+       "  * lon         (lon) float64 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
+       "  * lat         (lat) float64 89.75 89.25 88.75 88.25 ... -88.75 -89.25 -89.75\n",
+       "    stats       object &#x27;mean&#x27;\n",
+       "    gmt         (gmt) float64 1.2 1.5 2.0 2.5 3.0 3.5\n",
+       "    quantile    float64 0.95\n",
+       "Data variables:\n",
+       "    cdd         (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    pr_r10      (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    pr_r20      (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    pr_r95p     (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    pr_r99p     (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    sdii        (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    dri         (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    sdd_c_18p3  (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    sdd_c_24p0  (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    seas        (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;\n",
+       "    wsi         (gmt, lat, lon) float64 dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-54013d04-10ff-41d0-97c6-8ecce25418a7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-54013d04-10ff-41d0-97c6-8ecce25418a7' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span>gmt</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-caa94d01-cbf2-45b8-baa3-4afae3370e3c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-caa94d01-cbf2-45b8-baa3-4afae3370e3c' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-fbd53660-01a4-451f-8e54-51074417dc2a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fbd53660-01a4-451f-8e54-51074417dc2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52861a53-b6f5-441b-ae4d-d5d3369c30e8' class='xr-var-data-in' type='checkbox'><label for='data-52861a53-b6f5-441b-ae4d-d5d3369c30e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>89.75 89.25 88.75 ... -89.25 -89.75</div><input id='attrs-9d81311f-40a5-4a1b-b302-0cb59863867f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d81311f-40a5-4a1b-b302-0cb59863867f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ddf7288-1eb4-4857-bbd4-14ea20a8422c' class='xr-var-data-in' type='checkbox'><label for='data-3ddf7288-1eb4-4857-bbd4-14ea20a8422c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 89.75,  89.25,  88.75, ..., -88.75, -89.25, -89.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stats</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;mean&#x27;</div><input id='attrs-f2b78ed2-2ffd-4651-bae0-ba7f015d2d33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2b78ed2-2ffd-4651-bae0-ba7f015d2d33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b4a7bba-2ba0-490a-920a-a50431747de0' class='xr-var-data-in' type='checkbox'><label for='data-3b4a7bba-2ba0-490a-920a-a50431747de0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;mean&#x27;, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gmt</span></div><div class='xr-var-dims'>(gmt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.5 2.0 2.5 3.0 3.5</div><input id='attrs-1627ef5a-cb7f-48c9-a396-a482d1b6cf48' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1627ef5a-cb7f-48c9-a396-a482d1b6cf48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-466cb50a-b532-4dc7-ab9f-9dc7dc227bd0' class='xr-var-data-in' type='checkbox'><label for='data-466cb50a-b532-4dc7-ab9f-9dc7dc227bd0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2, 1.5, 2. , 2.5, 3. , 3.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>quantile</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.95</div><input id='attrs-e837109e-0552-4a8b-859f-dc3c82efaf35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e837109e-0552-4a8b-859f-dc3c82efaf35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4dcc6620-2dd1-4928-867c-45a069843ff0' class='xr-var-data-in' type='checkbox'><label for='data-4dcc6620-2dd1-4928-867c-45a069843ff0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.95)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab2d47b9-7a46-4ed9-9c5f-d5e515cf9103' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ab2d47b9-7a46-4ed9-9c5f-d5e515cf9103' class='xr-section-summary' >Data variables: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>cdd</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-8ba9e572-fe1f-441b-9bda-a886c2e1f60c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ba9e572-fe1f-441b-9bda-a886c2e1f60c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a40dd8a-f69f-4edc-b5a7-49164e1a2cf7' class='xr-var-data-in' type='checkbox'><label for='data-6a40dd8a-f69f-4edc-b5a7-49164e1a2cf7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Consecutive dry days</dd><dt><span>short_name :</span></dt><dd>cdd</dd><dt><span>description :</span></dt><dd>Consecutive dry days risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>cdd_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>cdd_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"194\" height=\"124\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
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+       "\n",
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+       "  <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"64\" />\n",
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+       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"74\" style=\"stroke-width:2\" />\n",
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+       "\n",
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+       "  <text x=\"84.948598\" y=\"94.948598\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >720</text>\n",
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+       "  <text x=\"7.474299\" y=\"87.474299\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,7.474299,87.474299)\">6</text>\n",
+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr_r10</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-e1f898e2-4872-4839-950f-843897880188' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1f898e2-4872-4839-950f-843897880188' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd335d29-8363-4321-932e-23393d77280b' class='xr-var-data-in' type='checkbox'><label for='data-bd335d29-8363-4321-932e-23393d77280b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Heavy precipitation days</dd><dt><span>short_name :</span></dt><dd>pr_r10</dd><dt><span>description :</span></dt><dd>Heavy precipitation days risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>pr_r10_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>pr_r10_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"194\" height=\"124\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"24\" y2=\"14\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"10\" y1=\"60\" x2=\"24\" y2=\"74\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"60\" style=\"stroke-width:2\" />\n",
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+       "  <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"64\" />\n",
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+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
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+       "\n",
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+       "\n",
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+       "\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr_r20</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-8a95288d-229a-4b11-966f-b6009feaeb4d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a95288d-229a-4b11-966f-b6009feaeb4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-238240ff-7e1c-469a-80ae-e7c0d3583310' class='xr-var-data-in' type='checkbox'><label for='data-238240ff-7e1c-469a-80ae-e7c0d3583310' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Very heavy precipitation days</dd><dt><span>short_name :</span></dt><dd>pr_r20</dd><dt><span>description :</span></dt><dd>Very heavy precipitation days risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>pr_r20_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>pr_r20_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"194\" height=\"124\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
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+       "                <tbody>\n",
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+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
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+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
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+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
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+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
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+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-6caedd6e-dbc5-490b-8b75-6057f00493a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6caedd6e-dbc5-490b-8b75-6057f00493a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-579f6560-7dc0-4f8e-a5ec-0b96361b1c5a' class='xr-var-data-in' type='checkbox'><label for='data-579f6560-7dc0-4f8e-a5ec-0b96361b1c5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Precipitation intensity index</dd><dt><span>short_name :</span></dt><dd>sdii</dd><dt><span>description :</span></dt><dd>Precipitation intensity index risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>sdii_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>sdii_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                        <th> Shape </th>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dri</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-b94d3aa7-d7ae-43c4-aaeb-fe582a3ef8be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b94d3aa7-d7ae-43c4-aaeb-fe582a3ef8be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-632155a7-d852-47cb-a9a7-6f830dd8ecec' class='xr-var-data-in' type='checkbox'><label for='data-632155a7-d852-47cb-a9a7-6f830dd8ecec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Drought intensity</dd><dt><span>short_name :</span></dt><dd>dri</dd><dt><span>description :</span></dt><dd>Drought intensity risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>dri_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>dri_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
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+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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+       "        </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdd_c_18p3</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-c5c66a2e-3df3-4d7f-b4f8-1154867b6d73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5c66a2e-3df3-4d7f-b4f8-1154867b6d73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc523811-ec90-4b07-a2e0-73407515ae99' class='xr-var-data-in' type='checkbox'><label for='data-cc523811-ec90-4b07-a2e0-73407515ae99' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Cooling degree days (18.3C)</dd><dt><span>short_name :</span></dt><dd>sdd_c_18p3</dd><dt><span>description :</span></dt><dd>Cooling degree days (18.3C) risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>sdd_c_18p3_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>sdd_c_18p3_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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+       "        </td>\n",
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+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdd_c_24p0</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-c41ae754-7f2b-43fb-804d-a54857494fe2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c41ae754-7f2b-43fb-804d-a54857494fe2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-084061bb-7978-452c-9417-64660ee4a993' class='xr-var-data-in' type='checkbox'><label for='data-084061bb-7978-452c-9417-64660ee4a993' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Cooling degree days (24C)</dd><dt><span>short_name :</span></dt><dd>sdd_c_24p0</dd><dt><span>description :</span></dt><dd>Cooling degree days (24C) risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>sdd_c_24p0_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>sdd_c_24p0_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "        <td>\n",
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+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
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+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seas</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-a9a6615e-fa3d-4a54-a6b9-ac54c6b11463' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9a6615e-fa3d-4a54-a6b9-ac54c6b11463' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a76f318-f283-45bb-af32-30b7a883929d' class='xr-var-data-in' type='checkbox'><label for='data-0a76f318-f283-45bb-af32-30b7a883929d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Seasonality</dd><dt><span>short_name :</span></dt><dd>seas</dd><dt><span>description :</span></dt><dd>Seasonality risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>seas_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>seas_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wsi</span></div><div class='xr-var-dims'>(gmt, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-6f5bda38-8f86-45a7-94f5-2f21bca49d06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f5bda38-8f86-45a7-94f5-2f21bca49d06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85031a62-c6ec-4a5d-b8b7-72ac0ddb6192' class='xr-var-data-in' type='checkbox'><label for='data-85031a62-c6ec-4a5d-b8b7-72ac0ddb6192' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>authors :</span></dt><dd>M. Werning, E. Byers &amp; colleagues</dd><dt><span>institution :</span></dt><dd>IIASA</dd><dt><span>contact :</span></dt><dd>werning@iiasa.ac.at</dd><dt><span>long_name :</span></dt><dd>Water stress index</dd><dt><span>short_name :</span></dt><dd>wsi</dd><dt><span>description :</span></dt><dd>Water stress index risk score</dd><dt><span>scen :</span></dt><dd>1.2°C</dd><dt><span>scenario :</span></dt><dd>ssp2_1p2</dd><dt><span>model :</span></dt><dd>climate-solutions</dd><dt><span>layerid :</span></dt><dd>wsi_ssp2_1p2_score</dd><dt><span>variable :</span></dt><dd>wsi_ssp2_1p2|score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 11.87 MiB </td>\n",
+       "                        <td> 1.98 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (6, 360, 720) </td>\n",
+       "                        <td> (1, 360, 720) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 6 chunks in 19 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
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+       "        </td>\n",
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+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-69bc9205-4b25-4bf6-96b7-6502d03848f7' class='xr-section-summary-in' type='checkbox'  ><label for='section-69bc9205-4b25-4bf6-96b7-6502d03848f7' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fb78f221-1597-4ee8-8ecd-5d95c2f006c5' class='xr-index-data-in' type='checkbox'/><label for='index-fb78f221-1597-4ee8-8ecd-5d95c2f006c5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75,\n",
+       "              -176.25, -175.75, -175.25,\n",
+       "              ...\n",
+       "               175.25,  175.75,  176.25,  176.75,  177.25,  177.75,  178.25,\n",
+       "               178.75,  179.25,  179.75],\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-09a2ac61-8919-46c8-8690-8ccd0ccff833' class='xr-index-data-in' type='checkbox'/><label for='index-09a2ac61-8919-46c8-8690-8ccd0ccff833' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([ 89.75,  89.25,  88.75,  88.25,  87.75,  87.25,  86.75,  86.25,\n",
+       "               85.75,  85.25,\n",
+       "              ...\n",
+       "              -85.25, -85.75, -86.25, -86.75, -87.25, -87.75, -88.25, -88.75,\n",
+       "              -89.25, -89.75],\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-98c623ff-d7cc-4eae-8d6d-1920031038ae' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-98c623ff-d7cc-4eae-8d6d-1920031038ae' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:     (lon: 720, lat: 360, gmt: 6)\n",
+       "Coordinates:\n",
+       "  * lon         (lon) float64 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
+       "  * lat         (lat) float64 89.75 89.25 88.75 88.25 ... -88.75 -89.25 -89.75\n",
+       "    stats       object 'mean'\n",
+       "    gmt         (gmt) float64 1.2 1.5 2.0 2.5 3.0 3.5\n",
+       "    quantile    float64 0.95\n",
+       "Data variables:\n",
+       "    cdd         (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    pr_r10      (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    pr_r20      (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    pr_r95p     (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    pr_r99p     (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    sdii        (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    dri         (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    sdd_c_18p3  (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    sdd_c_24p0  (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    seas        (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>\n",
+       "    wsi         (gmt, lat, lon) float64 dask.array<chunksize=(1, 360, 720), meta=np.ndarray>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mapdata"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "794bd1c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "map_out_MS"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f31bf98d",
+   "metadata": {},
+   "source": [
+    "## Example 2: 1 scenario, multiple indicators\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "07f26175",
+   "metadata": {},
+   "source": [
+    "### Build combined dataset with multiple indicators"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "85bab5fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test 1 scenario, multiple indicators\n",
+      "cdd\n",
+      "pr_r10\n",
+      "pr_r20\n",
+      "pr_r95p\n",
+      "pr_r99p\n",
+      "sdii\n",
+      "dri\n",
+      "sdd_c_18p3\n",
+      "sdd_c_24p0\n",
+      "seas\n",
+      "wsi\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\byers\\AppData\\Local\\Temp\\ipykernel_15228\\3574393669.py:33: UserWarning: rename 'threshold' to 'gmt' does not create an index anymore. Try using swap_dims instead or use set_index after rename to create an indexed coordinate.\n",
+      "  mapdata = mapdata.rename({'threshold':'gmt'})\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Doesn't work -0 \n",
+    "# AttributeError: 'DataArray' object has no attribute 'rename_vars'\n",
+    "# lines 230-233 in map_transform_gmt\n",
+    "\n",
+    "gmt_name=\"gmt\"\n",
+    "print(\"Test 1 scenario, multiple indicators\")\n",
+    "start = time.time()\n",
+    "ssp = \"ssp2\"\n",
+    "mapdata = xr.Dataset()\n",
+    "indicators = [\n",
+    "    \"cdd\",\n",
+    "    \"precip\",\n",
+    "    \"dri\",\n",
+    "    # \"dri_qtot\",\n",
+    "    # \"ia_var\",\n",
+    "    # \"ia_var_qtot\",\n",
+    "    \"sdd_18p3\",\n",
+    "    \"sdd_24p0\",\n",
+    "    \"seas\",\n",
+    "    \"wsi\",\n",
+    "]  #'heatwave']\n",
+    "\n",
+    "for ind in indicators:\n",
+    "    for var in params[\"indicators\"][ind]:\n",
+    "        short = params[\"indicators\"][ind][var][\"short_name\"]\n",
+    "        print(short)\n",
+    "        files = glob.glob(\n",
+    "            os.path.join(impact_data_dir, ind, f\"*{short}_{ssp}*{ftype}.nc4\")\n",
+    "        )\n",
+    "        mapdata[short] = xr.open_mfdataset(\n",
+    "            files, preprocess=remove_ssp_from_ds, combine=\"nested\", concat_dim=\"gmt\"\n",
+    "        )[short]\n",
+    "mapdata = mapdata.rename({'threshold':'gmt'})\n",
+    "# mapdata = mapdata.isel({gmt_name:0}).reset_coords(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc24e437",
+   "metadata": {},
+   "source": [
+    "### Run transformation (12 impact indicators) (faster with dask=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "bd26a126",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "NDFrame.filter() got an unexpected keyword argument 'model'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_15228\\3762043090.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mscenario\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"SSP2-34\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m map_out_MI = map_transform_gmt_multi_dask(\n\u001b[1;32m----> 4\u001b[1;33m     \u001b[0mdft\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfilter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mscenario\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mscenario\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m     \u001b[0mmapdata\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0myears\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: NDFrame.filter() got an unexpected keyword argument 'model'"
+     ]
+    }
+   ],
+   "source": [
+    "model = \"AIM*\"\n",
+    "scenario = \"SSP2-34\"\n",
+    "map_out_MI = map_transform_gmt_multi_dask(\n",
+    "    dft.filter(model=model, scenario=scenario),\n",
+    "    mapdata,\n",
+    "    years,\n",
+    "    use_dask=False,\n",
+    "    gmt_name=gmt_name,\n",
+    ")\n",
+    "\n",
+    "comp = dict(zlib=True, complevel=5)\n",
+    "encoding = {var: comp for var in map_out_MI.data_vars}\n",
+    "filename = f\"{output_folder_maps}scenario_maps_multiindicator_{ftype}_test_notebook.nc\"\n",
+    "# map_out_MI.to_netcdf(filename, encoding=encoding)\n",
+    "\n",
+    "print(\"FINISHED 1 scenario, multiple indicators\")\n",
+    "print(f\"{time.time()-start}\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8c7c007c",
+   "metadata": {},
+   "source": [
+    "### Data is now transformed to 10 year interval starting 2015"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "169f89a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'map_out_MI' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_15228\\3522842798.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmap_out_MI\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'map_out_MI' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "map_out_MI"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4ff7baa",
+   "metadata": {},
+   "source": [
+    "## Plot dashboard"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b407883b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filename = 'test_map.html'\n",
+    "plot_maps_dashboard(map_out_MI, \n",
+    "                    filename=filename,  year=2063, cmap='magma_r', \n",
+    "                    shared_axes=True, clim=None,)\n",
+    "os.startfile(filename)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "53155084",
+   "metadata": {},
+   "source": [
+    "## Process corresponding table data, aggregated by country"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "534c8807",
+   "metadata": {},
+   "source": [
+    "### Import the climate impacts database files\n",
+    "Here is an example for sdii - standard precipitation index, and multiple variables, e.g.  \n",
+    "Exposure of land area  \n",
+    "Exposure of population  \n",
+    "Hazard value  \n",
+    "...  \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "a9ee85cf",
+   "metadata": {},
+   "outputs": [
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+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:                                    (gmt: 251, year: 18, ssp: 3,\n",
+       "                                                region: 226)\n",
+       "Coordinates:\n",
+       "  * gmt                                        (gmt) float64 1.2 1.206 ... 3.5\n",
+       "  * year                                       (year) int64 2015 2020 ... 2100\n",
+       "  * ssp                                        (ssp) object &#x27;SSP1&#x27; &#x27;SSP2&#x27; &#x27;SSP3&#x27;\n",
+       "  * region                                     (region) object &#x27;AFG&#x27; ... &#x27;world&#x27;\n",
+       "Data variables:\n",
+       "    cdd|Exposure|Land area                     (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;\n",
+       "    cdd|Exposure|Population                    (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;\n",
+       "    cdd|Exposure|Population|%                  (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;\n",
+       "    cdd|Hazard|Absolute|Land area weighted     (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;\n",
+       "    cdd|Hazard|Absolute|Population weighted    (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;\n",
+       "    cdd|Hazard|Risk score|Population weighted  (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8089935f-aa54-4289-8d8f-f75ef23c70d6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8089935f-aa54-4289-8d8f-f75ef23c70d6' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>gmt</span>: 251</li><li><span class='xr-has-index'>year</span>: 18</li><li><span class='xr-has-index'>ssp</span>: 3</li><li><span class='xr-has-index'>region</span>: 226</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-425c731f-dfb4-4caf-b4ba-90351bc446c1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-425c731f-dfb4-4caf-b4ba-90351bc446c1' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gmt</span></div><div class='xr-var-dims'>(gmt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.206 1.212 ... 3.48 3.49 3.5</div><input id='attrs-9037ac0e-7b02-4de1-b903-93d33f6355d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9037ac0e-7b02-4de1-b903-93d33f6355d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f416859-9aba-45ce-b89e-a6e7b2ab19e7' class='xr-var-data-in' type='checkbox'><label for='data-0f416859-9aba-45ce-b89e-a6e7b2ab19e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2  , 1.206, 1.212, ..., 3.48 , 3.49 , 3.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2015 2020 2025 ... 2090 2095 2100</div><input id='attrs-29e0287c-3f54-4802-b0b3-dc08b887f376' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-29e0287c-3f54-4802-b0b3-dc08b887f376' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1fc98c4-6cf6-46d4-9a58-803f87070b31' class='xr-var-data-in' type='checkbox'><label for='data-d1fc98c4-6cf6-46d4-9a58-803f87070b31' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065, 2070,\n",
+       "       2075, 2080, 2085, 2090, 2095, 2100], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ssp</span></div><div class='xr-var-dims'>(ssp)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;SSP1&#x27; &#x27;SSP2&#x27; &#x27;SSP3&#x27;</div><input id='attrs-0591b58b-33e8-4ac2-9a07-cbee5a938d75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0591b58b-33e8-4ac2-9a07-cbee5a938d75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67d90b5d-369a-4d53-8b41-2833855e6412' class='xr-var-data-in' type='checkbox'><label for='data-67d90b5d-369a-4d53-8b41-2833855e6412' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>region</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;AFG&#x27; &#x27;AGO&#x27; &#x27;ALB&#x27; ... &#x27;ZWE&#x27; &#x27;world&#x27;</div><input id='attrs-76e61fd2-b782-4085-936f-8b062f0faf21' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76e61fd2-b782-4085-936f-8b062f0faf21' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66c55c57-0692-41fc-8108-2e8380e0684c' class='xr-var-data-in' type='checkbox'><label for='data-66c55c57-0692-41fc-8108-2e8380e0684c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;AFG&#x27;, &#x27;AGO&#x27;, &#x27;ALB&#x27;, ..., &#x27;ZMB&#x27;, &#x27;ZWE&#x27;, &#x27;world&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3381edab-761a-41af-b6ab-c799f87f8467' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3381edab-761a-41af-b6ab-c799f87f8467' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>cdd|Exposure|Land area</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-761790df-9897-45d4-a4e8-f19260b27f69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-761790df-9897-45d4-a4e8-f19260b27f69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ded8ee32-cb43-471e-b668-2c5b0d971588' class='xr-var-data-in' type='checkbox'><label for='data-ded8ee32-cb43-471e-b668-2c5b0d971588' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>km2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"559\" height=\"97\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >251</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
+       "\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"190\" y1=\"0\" x2=\"211\" y2=\"21\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"190\" y1=\"26\" x2=\"211\" y2=\"47\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"190\" y1=\"0\" x2=\"190\" y2=\"26\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"211\" y1=\"21\" x2=\"211\" y2=\"47\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"190.0,0.0 211.57831876958988,21.578318769589874 211.57831876958988,47.86504069228941 190.0,26.28672192269954\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"190\" y1=\"0\" x2=\"298\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"211\" y1=\"21\" x2=\"319\" y2=\"21\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"190\" y1=\"0\" x2=\"211\" y2=\"21\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"298\" y1=\"0\" x2=\"319\" y2=\"21\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"190.0,0.0 298.0478087649402,0.0 319.6261275345301,21.578318769589874 211.57831876958988,21.578318769589874\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"211\" y1=\"21\" x2=\"319\" y2=\"21\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"211\" y1=\"47\" x2=\"319\" y2=\"47\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"211\" y1=\"21\" x2=\"211\" y2=\"47\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"319\" y1=\"21\" x2=\"319\" y2=\"47\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"211.57831876958988,21.578318769589874 319.6261275345301,21.578318769589874 319.6261275345301,47.86504069228941 211.57831876958988,47.86504069228941\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"265.602223\" y=\"67.865041\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >226</text>\n",
+       "  <text x=\"339.626128\" y=\"34.721680\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,339.626128,34.721680)\">3</text>\n",
+       "  <text x=\"190.789159\" y=\"57.075881\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,190.789159,57.075881)\">18</text>\n",
+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdd|Exposure|Population</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-fff8ae43-f155-42cb-b734-cc5f85d6c211' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fff8ae43-f155-42cb-b734-cc5f85d6c211' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d04b27e-0ec3-4964-a188-806629a5f087' class='xr-var-data-in' type='checkbox'><label for='data-7d04b27e-0ec3-4964-a188-806629a5f087' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>people</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"559\" height=\"97\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >251</text>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdd|Exposure|Population|%</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-892b72b6-ee75-4773-858c-197d8922935c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-892b72b6-ee75-4773-858c-197d8922935c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82ac91dd-3986-4db7-8517-4097cbf54793' class='xr-var-data-in' type='checkbox'><label for='data-82ac91dd-3986-4db7-8517-4097cbf54793' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdd|Hazard|Absolute|Land area weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-67e24094-5db6-42dc-b093-c713d1ad9a56' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67e24094-5db6-42dc-b093-c713d1ad9a56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edffc389-0fb1-4d45-a2d2-d7b0776c677c' class='xr-var-data-in' type='checkbox'><label for='data-edffc389-0fb1-4d45-a2d2-d7b0776c677c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>days/yr</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdd|Hazard|Absolute|Population weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-5fdd25fc-65ee-4976-9d57-5788cef546ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5fdd25fc-65ee-4976-9d57-5788cef546ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e70b2d3-8ab8-47c3-8415-e9677e2582e8' class='xr-var-data-in' type='checkbox'><label for='data-9e70b2d3-8ab8-47c3-8415-e9677e2582e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>days/yr</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdd|Hazard|Risk score|Population weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 18, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-2ade5075-cb73-4eb4-9fd9-dc813aa7ef59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ade5075-cb73-4eb4-9fd9-dc813aa7ef59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d59c4db-b187-42a7-9cd1-6059d1c9cd94' class='xr-var-data-in' type='checkbox'><label for='data-8d59c4db-b187-42a7-9cd1-6059d1c9cd94' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>risk score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                        <td> 23.37 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                        <td> (251, 18, 3, 226) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
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+       "\n",
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+       "  <text x=\"190.789159\" y=\"57.075881\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,190.789159,57.075881)\">18</text>\n",
+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-b3937657-e1c4-45bc-8ebf-1ae7e9aa983d' class='xr-section-summary-in' type='checkbox'  ><label for='section-b3937657-e1c4-45bc-8ebf-1ae7e9aa983d' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>gmt</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-483b15f0-a32c-4e97-bbde-f902f9ce01ee' class='xr-index-data-in' type='checkbox'/><label for='index-483b15f0-a32c-4e97-bbde-f902f9ce01ee' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  1.2, 1.206, 1.212, 1.218, 1.224,  1.23, 1.236, 1.242, 1.248,\n",
+       "              1.254,\n",
+       "              ...\n",
+       "               3.41,  3.42,  3.43,  3.44,  3.45,  3.46,  3.47,  3.48,  3.49,\n",
+       "                3.5],\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;gmt&#x27;, length=251))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d4670984-17fb-4918-98bf-0bd316872be8' class='xr-index-data-in' type='checkbox'/><label for='index-d4670984-17fb-4918-98bf-0bd316872be8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([2015, 2020, 2025, 2030, 2035, 2040, 2045, 2050, 2055, 2060, 2065,\n",
+       "            2070, 2075, 2080, 2085, 2090, 2095, 2100],\n",
+       "           dtype=&#x27;int64&#x27;, name=&#x27;year&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>ssp</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6ac00b65-37be-4aea-b69d-2aa59c88055b' class='xr-index-data-in' type='checkbox'/><label for='index-6ac00b65-37be-4aea-b69d-2aa59c88055b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;], dtype=&#x27;object&#x27;, name=&#x27;ssp&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>region</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e0cf6973-c6a9-423f-983c-0201aa3e6ad4' class='xr-index-data-in' type='checkbox'/><label for='index-e0cf6973-c6a9-423f-983c-0201aa3e6ad4' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;AFG&#x27;, &#x27;AGO&#x27;, &#x27;ALB&#x27;, &#x27;AND&#x27;, &#x27;ARE&#x27;, &#x27;ARG&#x27;, &#x27;ARM&#x27;, &#x27;ASM&#x27;, &#x27;ATF&#x27;, &#x27;ATG&#x27;,\n",
+       "       ...\n",
+       "       &#x27;VGB&#x27;, &#x27;VIR&#x27;, &#x27;VNM&#x27;, &#x27;VUT&#x27;, &#x27;WSM&#x27;, &#x27;YEM&#x27;, &#x27;ZAF&#x27;, &#x27;ZMB&#x27;, &#x27;ZWE&#x27;, &#x27;world&#x27;],\n",
+       "      dtype=&#x27;object&#x27;, name=&#x27;region&#x27;, length=226))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e91f86e5-3fb2-4d17-8516-615f3e05f58a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e91f86e5-3fb2-4d17-8516-615f3e05f58a' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:                                    (gmt: 251, year: 18, ssp: 3,\n",
+       "                                                region: 226)\n",
+       "Coordinates:\n",
+       "  * gmt                                        (gmt) float64 1.2 1.206 ... 3.5\n",
+       "  * year                                       (year) int64 2015 2020 ... 2100\n",
+       "  * ssp                                        (ssp) object 'SSP1' 'SSP2' 'SSP3'\n",
+       "  * region                                     (region) object 'AFG' ... 'world'\n",
+       "Data variables:\n",
+       "    cdd|Exposure|Land area                     (gmt, year, ssp, region) float64 dask.array<chunksize=(251, 18, 3, 226), meta=np.ndarray>\n",
+       "    cdd|Exposure|Population                    (gmt, year, ssp, region) float64 dask.array<chunksize=(251, 18, 3, 226), meta=np.ndarray>\n",
+       "    cdd|Exposure|Population|%                  (gmt, year, ssp, region) float64 dask.array<chunksize=(251, 18, 3, 226), meta=np.ndarray>\n",
+       "    cdd|Hazard|Absolute|Land area weighted     (gmt, year, ssp, region) float64 dask.array<chunksize=(251, 18, 3, 226), meta=np.ndarray>\n",
+       "    cdd|Hazard|Absolute|Population weighted    (gmt, year, ssp, region) float64 dask.array<chunksize=(251, 18, 3, 226), meta=np.ndarray>\n",
+       "    cdd|Hazard|Risk score|Population weighted  (gmt, year, ssp, region) float64 dask.array<chunksize=(251, 18, 3, 226), meta=np.ndarray>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filesall = glob.glob(fname_input_climate)\n",
+    "files = filesall#[:6]\n",
+    "f = files[-0]\n",
+    "# load input climate impacts data file\n",
+    "ds = xr.open_mfdataset(f)\n",
+    "ds = ds.sel(year=years)\n",
+    "ds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "d1e3f825",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "# of variables = 6\n"
+     ]
+    }
+   ],
+   "source": [
+    "varis = list(ds.data_vars.keys())[:lvaris]\n",
+    "dsi = ds[varis]\n",
+    "print(f\"# of variables = {len(varis)}\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a597a72f",
+   "metadata": {},
+   "source": [
+    "### Select scenarios data\n",
+    "Load an IAMC scenarios dataset (done previously at the beginning).  \n",
+    "Decide whether using global mean temperature or CO2 mode.  \n",
+    "Assign SSPs if missing and fix duplicate temperatures. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "e3551368",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mode = 'GMT'\n",
+    "if mode == \"GMT\":\n",
+    "    dfp = df_scens_in.filter(variable=temp_variable)\n",
+    "elif mode == \"bypass\":\n",
+    "    dfp = prepare_cumCO2(df_scens_in, years=years, use_dask=True)\n",
+    "    ts = dfp.timeseries().apply(co2togmt_simple)\n",
+    "    ts = pyam.IamDataFrame(ts)\n",
+    "    ts.rename(\n",
+    "        {\n",
+    "            \"variable\": {ts.variable[0]: \"RIME|GSAT_tcre\"},\n",
+    "            \"unit\": {ts.unit[0]: \"°C\"},\n",
+    "        },\n",
+    "        inplace=True,\n",
+    "    )\n",
+    "    # Export data to check error and relationships\n",
+    "    # ts.append(dfp).to_csv('c://users//byers//downloads//tcre_gmt_output.csv')\n",
+    "    dfp = ts\n",
+    "    dfp.meta = df_scens_in.meta.copy()\n",
+    "dfp = dfp.filter(year=years)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "7f799e2a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# For testing on C1 scenarios\n",
+    "# few_scenarios = True\n",
+    "# very_few_scenarios = False\n",
+    "\n",
+    "# if few_scenarios:\n",
+    "#     dfp = dfp.filter(Category=[\"C1*\"])\n",
+    "#     if very_few_scenarios:\n",
+    "#         dfp = dfp.filter(model=\"REMIND 2.1*\", scenario=\"*\") \n",
+    "        \n",
+    "dfp = ssps_imp\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "ebe93e79-94ce-4127-9ef6-5aa1f789766f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# pre-prepare the dataset into correct format\n",
+    "#  Assign SSP to meta and select SSP2 in case SSP not present in name\n",
+    "dfp = ssp_helper(dfp, ssp_meta_col=\"Ssp_family\", default_ssp=\"SSP2\", keep_meta=False)\n",
+    "\n",
+    "dft = dfp.timeseries()\n",
+    "dft = dft.join(dfp.meta['Ssp_family']).reset_index()\n",
+    "# dft = dft.apply(fix_duplicate_temps, years=years, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9fad6daf",
+   "metadata": {},
+   "source": [
+    "### START PROCESSING "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "d4d94aa4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[                                        ] | 0% Completed | 114.62 ms"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\byers\\AppData\\Roaming\\Python\\Python310\\site-packages\\dask\\dataframe\\utils.py:312: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  return pd.Series([], dtype=dtype, name=name, index=index)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[########################################] | 100% Completed | 21.77 s\n",
+      " Done:  22.688447952270508\n",
+      " Saved: COUNTRIES yrs=10\n",
+      "  22.688447952270508\n",
+      "6 variables, 9 scenarios\n"
+     ]
+    }
+   ],
+   "source": [
+    "start = time.time()\n",
+    "year_res = 10\n",
+    "parallel = True\n",
+    "if parallel:\n",
+    "    \"\"\"\n",
+    "    For parallel processing, convert dft as a wide IAMC pd.Dataframe\n",
+    "    into a dask.DataFrame.\n",
+    "    \"\"\"\n",
+    "    ddf = dd.from_pandas(dft, npartitions=1000)\n",
+    "\n",
+    "    # dfx = dft.iloc[0].squeeze()  # FOR DEBUIGGING THE FUNCTION\n",
+    "    outd = ddf.apply(\n",
+    "        calculate_impacts_gmt, dsi=dsi, ssp_meta_col=\"Ssp_family\", axis=1, meta=(\"result\", None)\n",
+    "    )\n",
+    "\n",
+    "    with ProgressBar():\n",
+    "        # try:\n",
+    "        df_new = outd.compute(num_workers=num_workers)\n",
+    "else:\n",
+    "    df_new = dft.apply(calculate_impacts_gmt, dsi=dsi, axis=1)\n",
+    "\n",
+    "expandeddGMT = pd.concat([df_new[x] for x in df_new.index])\n",
+    "print(f\" Done:  {time.time()-start}\")\n",
+    "\n",
+    "filename = f\"RIME_output_{region}_{year_res}yr.csv\"\n",
+    "\n",
+    "# expandedd.to_csv(filename, encoding=\"utf-8\", index=False)\n",
+    "print(f\" Saved: {region} yrs={year_res}\\n  {time.time()-start}\")\n",
+    "print(f\"{len(dsi.data_vars)} variables, {len(dfp.meta)} scenarios\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86b7950f",
+   "metadata": {},
+   "source": [
+    "To see the Dask dasboard, open http://localhost:8787/status in your browser"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "d1cc8871",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "expandeddGMT = pyam.IamDataFrame(expandeddGMT)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "4d08042a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['RIME|cdd|Exposure|Land area',\n",
+       " 'RIME|cdd|Exposure|Population',\n",
+       " 'RIME|cdd|Exposure|Population|%',\n",
+       " 'RIME|cdd|Hazard|Absolute|Land area weighted',\n",
+       " 'RIME|cdd|Hazard|Absolute|Population weighted',\n",
+       " 'RIME|cdd|Hazard|Risk score|Population weighted']"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "expandeddGMT.variable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "0457fa1e-09db-4557-83e5-7f4e13064d84",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'region: GBR - variable: RIME|cdd|Exposure|Population|%'}, xlabel='Year', ylabel='%'>"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# model = \"IMAG*\"\n",
+    "scenario = ['CO_Bridge',\n",
+    " 'EN_INDCi2030_3000f',\n",
+    " 'EN_NPi2020_400f_lowBECCS',\n",
+    " # 'NGFS2_Current Policies',\n",
+    " 'SSP1-26',\n",
+    " 'SSP2-45',\n",
+    " # 'SSP3-Baseline',\n",
+    " # 'SSP5-Baseline',\n",
+    " 'SusDev_SDP-PkBudg1000']\n",
+    "variable = 'RIME|sdii|Hazard|Risk score|Population weighted'\n",
+    "# variable = 'RIME|wsi|Exposure|Population|%'\n",
+    "variable = 'RIME|cdd|Exposure|Population|%'\n",
+    "expandeddGMT.filter(variable=variable,\n",
+    "                   scenario=scenario, region='GBR').plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "614d21e6-345c-43d5-9e9c-06606ce3a3d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "pyam.core - WARNING: Filtered IamDataFrame is empty!\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Year', ylabel='Value'>"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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ACKVWhdCmTZtadWc2m+1HDQMAABBKrQqhtWvXBnsOAACAkOMaIQAAYKw2/fb5jz76SK+99pqqq6vV1NTU7M/efPPNgAwGAAAQbH6fESotLdWwYcO0efNmLV++XMeOHdOnn36qNWvWKD4+PhgzAgAABIXfITRr1iz98Y9/1F/+8hfZ7XY99dRT2rJli0aPHq1evXoFY0YAAICg8DuEtm/fruuvv16SZLfb1dDQIJvNpsmTJ2vhwoUBHxAAACBY/A6h7t276/Dhw5Kknj176pNPPpEkHTp0SEePHg3sdAAAAEHU6hA6ETz/93//p9WrV0uSbr75Zk2aNEm33XabxowZo5/+9KfBmRIAACAIWv2psQEDBuiKK65QTk6Obr75ZknStGnT1KlTJ61fv1433XSTpk+fHrRBAQAAAs1mWZbVmoXvv/++XnzxRS1btkxer1c33XSTJkyYoBEjRgR7xoCqr69XfHy86urqFBcXF+5xAABAKwTr9bvVb42NGDFCixcv1r59+/T0009r165dGjlypPr06aM5c+bI7XYHbCgAAIBQ8Pti6TPOOEP5+fn629/+ps8//1w333yzSkpK1KtXL914443BmBEAACAoWv3W2Kk0NDTo5ZdfVkFBgQ4dOiSPxxOo2YKCt8YAAOh4gvX63aZfsSFJ7733nhYvXqw33nhDUVFRGj16tMaPHx+wwQAAAILNrxDau3evlixZoiVLlmjbtm0aNmyY/vSnP2n06NE644wzgjUjAABAULQ6hK699lq9++67SkhIUF5enn73u9/p4osvDuZsAAAAQdXqEOrUqZOWLVumG264QdHR0cGcCQAAICRaHUJvv/12MOcAAAAIOb8/Pg8AABApCCEAAGAsQggAABiLEAIAAMYihAAAgLEIIQAAYCxCCAAAGIsQAgAAxiKEAACAsQghAABgLEIIAAAYixACAADGahchVFJSotTUVMXGxio9PV0bNmxo1X6lpaWy2WzKyckJ7oAAACAihT2Eli5dKpfLpcLCQm3cuFEDBw5UVlaW9u/ff9r9du3apfvuu08jRowI0aQAACDShD2E5s2bp9tuu035+fm69NJLtWDBAnXp0kWLFy8+5T4ej0e33nqrHn74YfXu3TuE0wIAgEgS1hBqampSZWWlMjMzfduioqKUmZmpioqKU+73yCOPKDExUePHj//Bx2hsbFR9fX2zGwAAgBTmEKqtrZXH41FSUlKz7UlJSXK73S3u88EHH+iFF17QokWLWvUYRUVFio+P992cTuePnhsAAESGsL815o/Dhw9r7NixWrRokRISElq1T0FBgerq6ny33bt3B3lKAADQUcSE88ETEhIUHR2tmpqaZttramqUnJx80vrt27dr165dys7O9m3zer2SpJiYGG3dulUXXHBBs30cDoccDkcQpgcAAB1dWM8I2e12DRkyROXl5b5tXq9X5eXlysjIOGl937599fHHH6uqqsp3u/HGG3XVVVepqqqKt70AAIBfwnpGSJJcLpfGjRuntLQ0DR06VMXFxWpoaFB+fr4kKS8vTz179lRRUZFiY2PVr1+/Zvt369ZNkk7aDgAA8EPCHkK5ubk6cOCAZsyYIbfbrUGDBqmsrMx3AXV1dbWiojrUpUwAAKCDsFmWZYV7iFCqr69XfHy86urqFBcXF+5xAABAKwTr9ZtTLQAAwFiEEAAAMBYhBAAAjEUIAQAAYxFCAADAWIQQAAAwFiEEAACMRQgBAABjEUIAAMBYhBAAADAWIQQAAIxFCAEAAGMRQgAAwFiEEAAAMBYhBAAAjEUIAQAAYxFCAADAWIQQAAAwFiEEAACMRQgBAABjEUIAAMBYhBAAADAWIQQAAIxFCAEAAGMRQgAAwFiEEAAAMBYhBAAAjEUIAQAAYxFCAADAWIQQAAAwFiEEAACMRQgBAABjEUIAAMBYhBAAADAWIQQAAIxFCAEAAGMRQgAAwFiEEAAAMBYhBAAAjEUIAQAAYxFCAADAWIQQAAAwFiEEAACMRQgBAABjEUIAAMBYhBAAADAWIQQAAIxFCAEAAGMRQgAAwFiEEAAAMBYhBAAAjEUIAQAAYxFCAADAWIQQAAAwFiEEAACMRQgBAABjEUIAAMBYhBAAADAWIQQAAIxFCAEAAGMRQgAAwFiEEAAAMBYhBAAAjNUuQqikpESpqamKjY1Venq6NmzYcMq1ixYt0ogRI9S9e3d1795dmZmZp10PAABwKmEPoaVLl8rlcqmwsFAbN27UwIEDlZWVpf3797e4ft26dRozZozWrl2riooKOZ1OjRo1Sl999VWIJwcAAB2dzbIsK5wDpKen64orrtD8+fMlSV6vV06nU/fcc4+mTp36g/t7PB51795d8+fPV15e3g+ur6+vV3x8vOrq6hQXF/ej5wcAAMEXrNfvsJ4RampqUmVlpTIzM33boqKilJmZqYqKilbdx9GjR3Xs2DGdddZZLf55Y2Oj6uvrm90AAACkMIdQbW2tPB6PkpKSmm1PSkqS2+1u1X1MmTJFPXr0aBZT31dUVKT4+Hjfzel0/ui5AQBAZAj7NUI/xuzZs1VaWqrly5crNja2xTUFBQWqq6vz3Xbv3h3iKQEAQHsVE84HT0hIUHR0tGpqapptr6mpUXJy8mn3ffLJJzV79my9++67GjBgwCnXORwOORyOgMwLAAAiS1jPCNntdg0ZMkTl5eW+bV6vV+Xl5crIyDjlfo8//rhmzpypsrIypaWlhWJUAAAQgcJ6RkiSXC6Xxo0bp7S0NA0dOlTFxcVqaGhQfn6+JCkvL089e/ZUUVGRJGnOnDmaMWOGXnnlFaWmpvquJTrzzDN15plnhu15AACAjifsIZSbm6sDBw5oxowZcrvdGjRokMrKynwXUFdXVysq6r8nrp599lk1NTXpV7/6VbP7KSws1EMPPRTK0QEAQAcX9u8RCjW+RwgAgI4nIr9HCAAAIJwIIQAAYCxCCAAAGIsQAgAAxiKEAACAsQghAABgLEIIAAAYixACAADGIoQAAICxCCEAAGAsQggAABiLEAIAAMYihAAAgLEIIQAAYCxCCAAAGIsQAgAAxiKEAACAsQghAABgLEIIAAAYixACAADGIoQAAICxCCEAAGAsQggAABiLEAIAAMYihAAAgLEIIQAAYCxCCAAAGIsQAgAAxiKEAACAsQghAABgLEIIAAAYixACAADGIoQAAICxCCEAAGAsQggAABiLEAIAAMYihAAAgLEIIQAAYCxCCAAAGIsQAgAAxiKEAACAsQghAABgLEIIAAAYixACAADGIoQAAICxCCEAAGAsQggAABiLEAIAAMYihAAAgLEIIQAAYCxCCAAAGIsQAgAAxiKEAACAsQghAABgLEIIAAAYixACAADGIoQAAICxCCEAAGAsQggAABiLEAIAAMYihAAAgLEIIQAAYCxCCAAAGKtdhFBJSYlSU1MVGxur9PR0bdiw4bTrX3/9dfXt21exsbHq37+/Vq5cGaJJAQBAJAl7CC1dulQul0uFhYXauHGjBg4cqKysLO3fv7/F9evXr9eYMWM0fvx4bdq0STk5OcrJydEnn3wS4skBAEBHZ7MsywrnAOnp6briiis0f/58SZLX65XT6dQ999yjqVOnnrQ+NzdXDQ0Neuedd3zbfvKTn2jQoEFasGDBDz5efX294uPjVVdXp7i4uMA9EQAAEDTBev2OCdg9tUFTU5MqKytVUFDg2xYVFaXMzExVVFS0uE9FRYVcLlezbVlZWXrrrbdaXN/Y2KjGxkbfz3V1dZL+8xcKAAA6hhOv24E+fxPWEKqtrZXH41FSUlKz7UlJSdqyZUuL+7jd7hbXu93uFtcXFRXp4YcfPmm70+ls49QAACBcvv76a8XHxwfs/sIaQqFQUFDQ7AzSoUOHdN5556m6ujqgf5HwX319vZxOp3bv3s3blO0Ax6P94Fi0HxyL9qOurk69evXSWWedFdD7DWsIJSQkKDo6WjU1Nc2219TUKDk5ucV9kpOT/VrvcDjkcDhO2h4fH89/1O1EXFwcx6Id4Xi0HxyL9oNj0X5ERQX2c15h/dSY3W7XkCFDVF5e7tvm9XpVXl6ujIyMFvfJyMhotl6SVq9efcr1AAAApxL2t8ZcLpfGjRuntLQ0DR06VMXFxWpoaFB+fr4kKS8vTz179lRRUZEkadKkSRo5cqTmzp2r66+/XqWlpfroo4+0cOHCcD4NAADQAYU9hHJzc3XgwAHNmDFDbrdbgwYNUllZme+C6Orq6manwYYNG6ZXXnlF06dP1wMPPKCLLrpIb731lvr169eqx3M4HCosLGzx7TKEFseifeF4tB8ci/aDY9F+BOtYhP17hAAAAMIl7N8sDQAAEC6EEAAAMBYhBAAAjEUIAQAAY0VkCJWUlCg1NVWxsbFKT0/Xhg0bTrv+9ddfV9++fRUbG6v+/ftr5cqVIZo08vlzLBYtWqQRI0aoe/fu6t69uzIzM3/w2ME//v7bOKG0tFQ2m005OTnBHdAg/h6LQ4cOaeLEiUpJSZHD4VCfPn34f1WA+HssiouLdfHFF6tz585yOp2aPHmyvvvuuxBNG7nee+89ZWdnq0ePHrLZbKf8HaLft27dOl1++eVyOBy68MILtWTJEv8f2IowpaWllt1utxYvXmx9+umn1m233WZ169bNqqmpaXH9hx9+aEVHR1uPP/649dlnn1nTp0+3OnXqZH388cchnjzy+HssbrnlFqukpMTatGmTtXnzZuu3v/2tFR8fb+3ZsyfEk0cmf4/HCTt37rR69uxpjRgxwvr5z38emmEjnL/HorGx0UpLS7Ouu+4664MPPrB27txprVu3zqqqqgrx5JHH32Px8ssvWw6Hw3r55ZetnTt3WqtWrbJSUlKsyZMnh3jyyLNy5Upr2rRp1ptvvmlJspYvX37a9Tt27LC6dOliuVwu67PPPrOefvppKzo62iorK/PrcSMuhIYOHWpNnDjR97PH47F69OhhFRUVtbh+9OjR1vXXX99sW3p6unXHHXcEdU4T+Hss/tfx48etrl27Wi+99FKwRjRKW47H8ePHrWHDhlnPP/+8NW7cOEIoQPw9Fs8++6zVu3dvq6mpKVQjGsPfYzFx4kTr6quvbrbN5XJZw4cPD+qcpmlNCN1///3WZZdd1mxbbm6ulZWV5ddjRdRbY01NTaqsrFRmZqZvW1RUlDIzM1VRUdHiPhUVFc3WS1JWVtYp16N12nIs/tfRo0d17NixgP+CPRO19Xg88sgjSkxM1Pjx40MxphHacizefvttZWRkaOLEiUpKSlK/fv00a9YseTyeUI0dkdpyLIYNG6bKykrf22c7duzQypUrdd1114VkZvxXoF6/w/7N0oFUW1srj8fj+1bqE5KSkrRly5YW93G73S2ud7vdQZvTBG05Fv9rypQp6tGjx0n/ocN/bTkeH3zwgV544QVVVVWFYEJztOVY7NixQ2vWrNGtt96qlStXatu2bbr77rt17NgxFRYWhmLsiNSWY3HLLbeotrZWV155pSzL0vHjx3XnnXfqgQceCMXI+J5TvX7X19fr22+/VefOnVt1PxF1RgiRY/bs2SotLdXy5csVGxsb7nGMc/jwYY0dO1aLFi1SQkJCuMcxntfrVWJiohYuXKghQ4YoNzdX06ZN04IFC8I9mnHWrVunWbNm6ZlnntHGjRv15ptvasWKFZo5c2a4R0MbRdQZoYSEBEVHR6umpqbZ9pqaGiUnJ7e4T3Jysl/r0TptORYnPPnkk5o9e7beffddDRgwIJhjGsPf47F9+3bt2rVL2dnZvm1er1eSFBMTo61bt+qCCy4I7tARqi3/NlJSUtSpUydFR0f7tl1yySVyu91qamqS3W4P6syRqi3H4sEHH9TYsWM1YcIESVL//v3V0NCg22+/XdOmTWv2uzERXKd6/Y6Li2v12SApws4I2e12DRkyROXl5b5tXq9X5eXlysjIaHGfjIyMZuslafXq1adcj9Zpy7GQpMcff1wzZ85UWVmZ0tLSQjGqEfw9Hn379tXHH3+sqqoq3+3GG2/UVVddpaqqKjmdzlCOH1Ha8m9j+PDh2rZtmy9GJenzzz9XSkoKEfQjtOVYHD169KTYORGoFr+6M6QC9vrt33Xc7V9paanlcDisJUuWWJ999pl1++23W926dbPcbrdlWZY1duxYa+rUqb71H374oRUTE2M9+eST1ubNm63CwkI+Ph8g/h6L2bNnW3a73Vq2bJm1b98+3+3w4cPhegoRxd/j8b/41Fjg+Hssqqurra5du1q///3vra1bt1rvvPOOlZiYaD366KPhegoRw99jUVhYaHXt2tV69dVXrR07dlh//etfrQsuuMAaPXp0uJ5CxDh8+LC1adMma9OmTZYka968edamTZusL7/80rIsy5o6dao1duxY3/oTH5//wx/+YG3evNkqKSnh4/MnPP3001avXr0su91uDR061Pr73//u+7ORI0da48aNa7b+tddes/r06WPZ7Xbrsssus1asWBHiiSOXP8fivPPOsySddCssLAz94BHK338b30cIBZa/x2L9+vVWenq65XA4rN69e1uPPfaYdfz48RBPHZn8ORbHjh2zHnroIeuCCy6wYmNjLafTad19993WN998E/rBI8zatWtbfA048fc/btw4a+TIkSftM2jQIMtut1u9e/e2XnzxRb8f12ZZnMsDAABmiqhrhAAAAPxBCAEAAGMRQgAAwFiEEAAAMBYhBAAAjEUIAQAAYxFCAADAWIQQAAAwFiEEoF2yLEuZmZnKyso66c+eeeYZdevWTXv27AnDZAAiCSEEoF2y2Wx68cUX9Y9//EPPPfecb/vOnTt1//336+mnn9a5554b0Mc8duxYQO8PQPtHCAFot5xOp5566indd9992rlzpyzL0vjx4zVq1CgNHjxY1157rc4880wlJSVp7Nixqq2t9e1bVlamK6+8Ut26ddPZZ5+tG264Qdu3b/f9+a5du2Sz2bR06VKNHDlSsbGxevnll8PxNAGEEb9rDEC7l5OTo7q6Ov3yl7/UzJkz9emnn+qyyy7ThAkTlJeXp2+//VZTpkzR8ePHtWbNGknSG2+8IZvNpgEDBujIkSOaMWOGdu3apaqqKkVFRWnXrl06//zzlZqaqrlz52rw4MGKjY1VSkpKmJ8tgFAihAC0e/v379dll12mgwcP6o033tAnn3yi999/X6tWrfKt2bNnj5xOp7Zu3ao+ffqcdB+1tbU655xz9PHHH6tfv36+ECouLtakSZNC+XQAtCO8NQag3UtMTNQdd9yhSy65RDk5OfrXv/6ltWvX6swzz/Td+vbtK0m+t7+++OILjRkzRr1791ZcXJxSU1MlSdXV1c3uOy0tLaTPBUD7EhPuAQCgNWJiYhQT85//ZR05ckTZ2dmaM2fOSetOvLWVnZ2t8847T4sWLVKPHj3k9XrVr18/NTU1NVt/xhlnBH94AO0WIQSgw7n88sv1xhtvKDU11RdH3/f1119r69atWrRokUaMGCFJ+uCDD0I9JoAOgLfGAHQ4EydO1MGDBzVmzBj985//1Pbt27Vq1Srl5+fL4/Goe/fuOvvss7Vw4UJt27ZNa9askcvlCvfYANohQghAh9OjRw99+OGH8ng8GjVqlPr37697771X3bp1U1RUlKKiolRaWqrKykr169dPkydP1hNPPBHusQG0Q3xqDAAAGIszQgAAwFiEEAAAMBYhBAAAjEUIAQAAYxFCAADAWIQQAAAwFiEEAACMRQgBAABjEUIAAMBYhBAAADAWIQQAAIxFCAEAAGP9PyCzriATGUIfAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "expandeddGMT.filter(variable= variable,\n",
+    "                   scenario=scenario, region='PAK').plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "def35b50-a552-4a79-b481-08bceeca1918",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['RIME|cdd|Exposure|Land area',\n",
+       " 'RIME|cdd|Exposure|Population',\n",
+       " 'RIME|cdd|Exposure|Population|%',\n",
+       " 'RIME|cdd|Hazard|Absolute|Land area weighted',\n",
+       " 'RIME|cdd|Hazard|Absolute|Population weighted',\n",
+       " 'RIME|cdd|Hazard|Risk score|Population weighted']"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "expandeddGMT.variable"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d7a88cf3-0636-4965-8d3c-59041766d70c",
+   "metadata": {},
+   "source": [
+    "### Make SSP & IMP plots for presentation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "d8f60f4b-7154-44fe-92b8-49f0027e2e81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['EN_NPi2020_400f_lowBECCS',\n",
+       " 'NGFS2_Current Policies',\n",
+       " 'EN_INDCi2030_3000f',\n",
+       " 'SusDev_SDP-PkBudg1000',\n",
+       " 'CO_Bridge']"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "imps.scenario"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "151e35c4-6772-4b6c-bf27-f728e5b9d9f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Year', ylabel='K'>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color_map = {\n",
+    "    'SSP1-26': 'AR6-SSP1-2.6',\n",
+    "    'SSP2-45': 'AR6-SSP2-4.5',\n",
+    "    'SSP3-Baseline': 'AR6-SSP3-7.0',\n",
+    "    'SSP5-Baseline': 'AR6-SSP5-8.5',\n",
+    "    'NGFS2_Current Policies': 'AR6-IP-CurPol',\n",
+    "    # 'EN_NPi2020_900f': 'AR6-IMP-Neg2.0',\n",
+    "    'EN_INDCi2030_3000f': 'AR6-IP-ModAct',\n",
+    "    # 'SSP2_openres_lc_50': 'AR6-IMP-Ren2.0',\n",
+    "    # AR6-IMP-GS',\n",
+    "    'CO_Bridge': 'AR6-IMP-GS',\n",
+    "    'EN_NPi2020_400f_lowBECCS': 'AR6-IMP-Neg',\n",
+    "    'SusDev_SDP-PkBudg1000': 'AR6-IMP-SP',\n",
+    "}\n",
+    "\n",
+    "pyam.run_control().update({'color': {'scenario': color_map}})\n",
+    "\n",
+    "ssps_imp.filter(variable='AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|50.0th Percentile',\n",
+    "               scenario='SSP*').plot(\n",
+    "    legend=False, fill_between=True, color='scenario', title='')\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6bcea971-06e9-426c-8aca-71fc96d27e13",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ssps_imp.filter(variable='AR6 climate diagnostics|Surface Temperature (GSAT)|MAGICCv7.5.3|50.0th Percentile').plot(\n",
+    "    legend=False, fill_between=True, color='scenario', title='')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/rime/pp_process_maps.ipynb b/rime/pp_process_maps.ipynb
index 4133af9..c838f8c 100644
--- a/rime/pp_process_maps.ipynb
+++ b/rime/pp_process_maps.ipynb
@@ -508,12 +508,44 @@
     "    params = yaml.full_load(f)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "4c8cb305",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'C:\\\\Github\\\\climate_impacts_processing\\\\hotspots.yml'"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yaml_path"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 3,
    "id": "e10671eb",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\byers\\Anaconda3\\envs\\py310\\lib\\site-packages\\distributed\\node.py:179: UserWarning: Port 8787 is already in use.\n",
+      "Perhaps you already have a cluster running?\n",
+      "Hosting the HTTP server on port 60903 instead\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "dask.config.set(scheduler=\"processes\")\n",
     "dask.config.set(num_workers=num_workers)\n",
@@ -540,11 +572,341 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "d1b29ceb",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'protocol': {'cdd': '3b',\n",
+       "  'dri_qtot': '2b',\n",
+       "  'dri': '2b',\n",
+       "  'heatwave': '3b',\n",
+       "  'ia_var': '2b',\n",
+       "  'ia_var_qtot': '2b',\n",
+       "  'lc': '3b',\n",
+       "  'precip': '3b',\n",
+       "  'seas': '2b',\n",
+       "  'seas_qtot': '2b',\n",
+       "  'sdd': '3b',\n",
+       "  'sdd_24p0': '3b',\n",
+       "  'sdd_20p0': '3b',\n",
+       "  'sdd_18p3': '3b',\n",
+       "  'tr20': '3b',\n",
+       "  'yields_cereals': '3b',\n",
+       "  'yields_sugarc': '3b',\n",
+       "  'yields_oilseeds': '3b',\n",
+       "  'yields_roots': '3b',\n",
+       "  'yields_food': '3b',\n",
+       "  'wsi': '2b'},\n",
+       " 'indicators': {'cdd': {'cdd': {'short_name': 'cdd',\n",
+       "    'long_name': 'Consecutive dry days',\n",
+       "    'unit': 'days/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 180,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -20,\n",
+       "    'diff_max': 20,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [24, 13, 8, 0]}},\n",
+       "  'dri': {'drought_intensity': {'short_name': 'dri',\n",
+       "    'long_name': 'Drought intensity',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 1730,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -20,\n",
+       "    'diff_max': 20,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [27, 12, 8, 0]}},\n",
+       "  'dri_qtot': {'drought_intensity': {'short_name': 'dri_qtot',\n",
+       "    'long_name': 'Drought intensity (Runoff)',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 210,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -20,\n",
+       "    'diff_max': 20,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [27, 10, 6, 0]}},\n",
+       "  'heatwave': {'dot': {'short_name': 'hw',\n",
+       "    'long_name': 'Heatwave intensity',\n",
+       "    'unit': 'days/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 260,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': 0,\n",
+       "    'diff_max': 7200,\n",
+       "    'diff_cmap': 'Reds',\n",
+       "    'score_range': [271, 102, 56, 0]}},\n",
+       "  'ia_var': {'ia_var': {'short_name': 'iavar',\n",
+       "    'long_name': 'Inter-annual variability',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': -1,\n",
+       "    'ind_max': 1,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -50,\n",
+       "    'diff_max': 50,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [75, 28, 17, 0]}},\n",
+       "  'ia_var_qtot': {'ia_var': {'short_name': 'iavar_qtot',\n",
+       "    'long_name': 'Inter-annual variability (Runoff)',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': -1,\n",
+       "    'ind_max': 1,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -50,\n",
+       "    'diff_max': 50,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [77, 29, 18, 0]}},\n",
+       "  'lc': {'LC_area_share': {'short_name': 'lc',\n",
+       "    'long_name': 'Land cover data',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': -1,\n",
+       "    'ind_max': 1,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -50,\n",
+       "    'diff_max': 50,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [-33, -6, -2, 0]}},\n",
+       "  'pm2p5_2030': {'pm2p5': {'short_name': 'pm2p5',\n",
+       "    'long_name': 'Ambient PM2.5 concentrations',\n",
+       "    'unit': 'μg/m3',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 100,\n",
+       "    'ind_cmap': 'pink_r',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -50,\n",
+       "    'diff_max': 50,\n",
+       "    'diff_cmap': 'BrBG',\n",
+       "    'score_range': [25, 10, 5, 0]}},\n",
+       "  'pm2p5_2050': {'pm2p5': {'short_name': 'pm2p5',\n",
+       "    'long_name': 'Ambient PM2.5 concentrations',\n",
+       "    'unit': 'μg/m3',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 100,\n",
+       "    'ind_cmap': 'pink_r',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -50,\n",
+       "    'diff_max': 50,\n",
+       "    'diff_cmap': 'BrBG',\n",
+       "    'score_range': [25, 10, 5, 0]}},\n",
+       "  'precip': {'r10': {'short_name': 'pr_r10',\n",
+       "    'long_name': 'Heavy precipitation days',\n",
+       "    'unit': 'days/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 70,\n",
+       "    'ind_cmap': 'YlGnBu',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -90,\n",
+       "    'diff_max': 90,\n",
+       "    'diff_cmap': 'BrBG',\n",
+       "    'score_range': [97, 46, 26, 0]},\n",
+       "   'r20': {'short_name': 'pr_r20',\n",
+       "    'long_name': 'Very heavy precipitation days',\n",
+       "    'unit': 'days/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 30,\n",
+       "    'ind_cmap': 'YlGnBu',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -180,\n",
+       "    'diff_max': 180,\n",
+       "    'diff_cmap': 'BrBG',\n",
+       "    'score_range': [189, 71, 38, 0]},\n",
+       "   'r95p': {'short_name': 'pr_r95p',\n",
+       "    'long_name': 'Wet days',\n",
+       "    'unit': 'mm/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 820,\n",
+       "    'ind_cmap': 'YlGnBu',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -60,\n",
+       "    'diff_max': 60,\n",
+       "    'diff_cmap': 'BrBG',\n",
+       "    'score_range': [66, 39, 26, 0]},\n",
+       "   'r99p': {'short_name': 'pr_r99p',\n",
+       "    'long_name': 'Very wet days',\n",
+       "    'unit': 'mm/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 330,\n",
+       "    'ind_cmap': 'YlGnBu',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -100,\n",
+       "    'diff_max': 100,\n",
+       "    'diff_cmap': 'BrBG',\n",
+       "    'score_range': [106, 63, 43, 0]},\n",
+       "   'sdii': {'short_name': 'sdii',\n",
+       "    'long_name': 'Precipitation intensity index',\n",
+       "    'unit': 'mm/day',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 10,\n",
+       "    'ind_cmap': 'YlGnBu',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -20,\n",
+       "    'diff_max': 20,\n",
+       "    'diff_cmap': 'BrBG',\n",
+       "    'score_range': [16, 11, 8, 0]}},\n",
+       "  'seas': {'seasonality': {'short_name': 'seas',\n",
+       "    'long_name': 'Seasonality',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 2,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -40,\n",
+       "    'diff_max': 40,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [57, 23, 13, 0]}},\n",
+       "  'seas_qtot': {'seasonality': {'short_name': 'seas_qtot',\n",
+       "    'long_name': 'Seasonality (Runoff)',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 2,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -40,\n",
+       "    'diff_max': 40,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [60, 22, 13, 0]}},\n",
+       "  'sdd': {'sdd_c': {'short_name': 'sdd_c',\n",
+       "    'long_name': 'Cooling degree days (26C)',\n",
+       "    'unit': 'CDD/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 1830,\n",
+       "    'ind_cmap': 'viridis',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -4990,\n",
+       "    'diff_max': 4990,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [1071, 643, 228, 0]}},\n",
+       "  'sdd_24p0': {'sdd_c': {'short_name': 'sdd_c_24p0',\n",
+       "    'long_name': 'Cooling degree days (24C)',\n",
+       "    'unit': 'CDD/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 1830,\n",
+       "    'ind_cmap': 'viridis',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -4990,\n",
+       "    'diff_max': 4990,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [1071, 643, 228, 0]}},\n",
+       "  'sdd_20p0': {'sdd_c': {'short_name': 'sdd_c_20p0',\n",
+       "    'long_name': 'Cooling degree days (20C)',\n",
+       "    'unit': 'CDD/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 1830,\n",
+       "    'ind_cmap': 'viridis',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -4990,\n",
+       "    'diff_max': 4990,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [1071, 643, 228, 0]}},\n",
+       "  'sdd_18p3': {'sdd_c': {'short_name': 'sdd_c_18p3',\n",
+       "    'long_name': 'Cooling degree days (18.3C)',\n",
+       "    'unit': 'CDD/yr',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 1830,\n",
+       "    'ind_cmap': 'viridis',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -4990,\n",
+       "    'diff_max': 4990,\n",
+       "    'diff_cmap': 'RdBu_r',\n",
+       "    'score_range': [1071, 643, 228, 0]}},\n",
+       "  'tr20': {'max_dur': {'short_name': 'tr20',\n",
+       "    'long_name': 'Tropical nights',\n",
+       "    'unit': 'consecutive days',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 350,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -140,\n",
+       "    'diff_max': 140,\n",
+       "    'diff_cmap': 'Reds',\n",
+       "    'score_range': [7676, 1638, 561, 0]}},\n",
+       "  'yields_cereals': {'SimU_yields': {'short_name': 'yld_crls',\n",
+       "    'long_name': 'Crop yields',\n",
+       "    'unit': 'ton/ha',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 30,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -260,\n",
+       "    'diff_max': 260,\n",
+       "    'diff_cmap': 'Reds',\n",
+       "    'score_range': [7676, 1638, 561, 0]}},\n",
+       "  'yields_sugarc': {'SimU_yields': {'short_name': 'yld_sgrc',\n",
+       "    'long_name': 'Crop yields',\n",
+       "    'unit': 'ton/ha',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 30,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -110,\n",
+       "    'diff_max': 110,\n",
+       "    'diff_cmap': 'Reds',\n",
+       "    'score_range': [7676, 1638, 561, 0]}},\n",
+       "  'yields_oilseeds': {'SimU_yields': {'short_name': 'yld_osds',\n",
+       "    'long_name': 'Crop yields',\n",
+       "    'unit': 'ton/ha',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 30,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -290,\n",
+       "    'diff_max': 290,\n",
+       "    'diff_cmap': 'Reds',\n",
+       "    'score_range': [7676, 1638, 561, 0]}},\n",
+       "  'yields_roots': {'SimU_yields': {'short_name': 'yld_roots',\n",
+       "    'long_name': 'Crop yields',\n",
+       "    'unit': 'ton/ha',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 30,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -190,\n",
+       "    'diff_max': 190,\n",
+       "    'diff_cmap': 'Reds',\n",
+       "    'score_range': [7676, 1638, 561, 0]}},\n",
+       "  'yields_food': {'SimU_yields': {'short_name': 'yld_food',\n",
+       "    'long_name': 'Crop yields',\n",
+       "    'unit': 'ton/ha',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 60,\n",
+       "    'ind_cmap': 'YlOrRd',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -220,\n",
+       "    'diff_max': 220,\n",
+       "    'diff_cmap': 'Reds',\n",
+       "    'score_range': [7676, 1638, 561, 0]}},\n",
+       "  'wsi': {'wsi': {'short_name': 'wsi',\n",
+       "    'long_name': 'Water stress index',\n",
+       "    'unit': '-',\n",
+       "    'ind_min': 0,\n",
+       "    'ind_max': 1,\n",
+       "    'ind_cmap': 'gist_earth',\n",
+       "    'diff': 'relative',\n",
+       "    'diff_min': -1910,\n",
+       "    'diff_max': 1910,\n",
+       "    'diff_cmap': 'PuRd',\n",
+       "    'score_range': [0.4, 0.3, 0.2, 0.1]}}}}"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -572,6 +934,17 @@
       "pyam.core - INFO: Reading file C:\\Users\\byers\\IIASA\\ECE.prog - Documents\\Research Theme - NEXUS\\Hotspots_Explorer_2p0\\rcre_testing\\testing_2\\emissions_temp_AR6_small.xlsx\n",
       "pyam.core - INFO: Reading meta indicators\n"
      ]
+    },
+    {
+     "ename": "NameError",
+     "evalue": "name 'ssp_helper' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_21140\\2011608686.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;31m# dft = pyam.IamDataFrame(dft)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m# Replace & fill missing SSP scenario allocation\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mdft\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mssp_helper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdft\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mssp_meta_col\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"Ssp_family\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdefault_ssp\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"SSP2\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'ssp_helper' is not defined"
+     ]
     }
    ],
    "source": [
@@ -585,32 +958,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "6f3c225d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<class 'pyam.core.IamDataFrame'>\n",
-       "Index:\n",
-       " * model      : AIM/CGE 2.0, AIM/CGE 2.1, AIM/CGE 2.2, ... WITCH-GLOBIOM 4.4 (44)\n",
-       " * scenario   : 1.5C, 2.5C, 2C, 2CNow_Gradual, ... WB2C (559)\n",
-       "Timeseries data coordinates:\n",
-       "   region     : World (1)\n",
-       "   variable   : ... (1)\n",
-       "   unit       : K (1)\n",
-       "   year       : 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, ... 2100 (86)\n",
-       "   ssp_family : SSP1, SSP2, SSP3, SSP4, SSP5 (5)\n",
-       "Meta indicators:\n",
-       "   exclude (bool) False (1)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "dft"
    ]
@@ -620,7 +971,7 @@
    "id": "4b3ecfc0",
    "metadata": {},
    "source": [
-    "## Example multiple scenarios, 1 climate indicator"
+    "## Example: multiple IAM scenarios, 1 climate indicator"
    ]
   },
   {
@@ -1300,7 +1651,7 @@
    "id": "3ce5dffd",
    "metadata": {},
    "source": [
-    "## Example: 1 scenario, multiple indicators Faster with non dask\n"
+    "## Example: 1 scenario, multiple indicators (faster with dask=False)\n"
    ]
   },
   {
diff --git a/rime/pp_process_tabledata.ipynb b/rime/pp_process_tabledata.ipynb
index a22bbe6..a632541 100644
--- a/rime/pp_process_tabledata.ipynb
+++ b/rime/pp_process_tabledata.ipynb
@@ -2,463 +2,10 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "id": "a2a0be2b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  var force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, js_modules, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "    if (js_modules == null) js_modules = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls.length === 0 && js_modules.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error() {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (var i = 0; i < css_urls.length; i++) {\n",
-       "      var url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error;\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    var skip = [];\n",
-       "    if (window.requirejs) {\n",
-       "      window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n",
-       "      require([\"gridstack\"], function(GridStack) {\n",
-       "\twindow.GridStack = GridStack\n",
-       "\ton_load()\n",
-       "      })\n",
-       "      require([\"notyf\"], function() {\n",
-       "\ton_load()\n",
-       "      })\n",
-       "      root._bokeh_is_loading = css_urls.length + 2;\n",
-       "    } else {\n",
-       "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n",
-       "    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
-       "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n",
-       "      for (var i = 0; i < urls.length; i++) {\n",
-       "        skip.push(urls[i])\n",
-       "      }\n",
-       "    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
-       "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
-       "      for (var i = 0; i < urls.length; i++) {\n",
-       "        skip.push(urls[i])\n",
-       "      }\n",
-       "    }    for (var i = 0; i < js_urls.length; i++) {\n",
-       "      var url = js_urls[i];\n",
-       "      if (skip.indexOf(url) >= 0) {\n",
-       "\tif (!window.requirejs) {\n",
-       "\t  on_load();\n",
-       "\t}\n",
-       "\tcontinue;\n",
-       "      }\n",
-       "      var element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error;\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "    for (var i = 0; i < js_modules.length; i++) {\n",
-       "      var url = js_modules[i];\n",
-       "      if (skip.indexOf(url) >= 0) {\n",
-       "\tif (!window.requirejs) {\n",
-       "\t  on_load();\n",
-       "\t}\n",
-       "\tcontinue;\n",
-       "      }\n",
-       "      var element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error;\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      element.type = \"module\";\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "    if (!js_urls.length && !js_modules.length) {\n",
-       "      on_load()\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
-       "  var js_modules = [];\n",
-       "  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\"];\n",
-       "  var inline_js = [    function(Bokeh) {\n",
-       "      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n",
-       "    },    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {} // ensure no trailing comma for IE\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
-       "      for (var i = 0; i < inline_js.length; i++) {\n",
-       "        inline_js[i].call(root, root.Bokeh);\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, js_modules, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 2;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n  var js_modules = [];\n  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\"];\n  var inline_js = [    function(Bokeh) {\n      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n    },    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, js_modules, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
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-       "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
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-       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
-       "    \n",
-       "\n",
-       "\n",
-       "var JS_MIME_TYPE = 'application/javascript';\n",
-       "var HTML_MIME_TYPE = 'text/html';\n",
-       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
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-       "\n",
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-       " * Render data to the DOM node\n",
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-       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "  if (id !== undefined) {\n",
-       "    var nchildren = toinsert.length;\n",
-       "    var html_node = toinsert[nchildren-1].children[0];\n",
-       "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "    var scripts = [];\n",
-       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
-       "    for (var i in nodelist) {\n",
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-       "        scripts.push(nodelist[i])\n",
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-       "    }\n",
-       "\n",
-       "    scripts.forEach( function (oldScript) {\n",
-       "      var newScript = document.createElement(\"script\");\n",
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-       "    var bk_div = document.createElement(\"div\");\n",
-       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "    var script_attrs = bk_div.children[0].attributes;\n",
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-       "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "  }\n",
-       "}\n",
-       "\n",
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-       " */\n",
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-       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
-       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
-       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
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-       "    comm.send({event_type: 'delete', 'id': id});\n",
-       "  }\n",
-       "  delete PyViz.plot_index[id];\n",
-       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
-       "    var doc = window.Bokeh.index[id].model.document\n",
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-       " */\n",
-       "function handle_kernel_cleanup(event, handle) {\n",
-       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
-       "  window.PyViz.plot_index = {}\n",
-       "}\n",
-       "\n",
-       "/**\n",
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-       " */\n",
-       "function handle_update_output(event, handle) {\n",
-       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
-       "  handle_add_output(event, handle)\n",
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-       "\n",
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-       "    );\n",
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-       "\n",
-       "  events.on('output_added.OutputArea', handle_add_output);\n",
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-       "  events.on('delete.Cell', handle_clear_output);\n",
-       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
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-       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
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-       "\n",
-       "if (window.Jupyter !== undefined) {\n",
-       "  try {\n",
-       "    var events = require('base/js/events');\n",
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-       "      register_renderer(events, OutputArea);\n",
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-       "  } catch(err) {\n",
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-       "}\n"
-      ],
-      "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n  window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n          var messages = comm.messages[Symbol.asyncIterator]();\n          function processIteratorResult(result) {\n            var message = result.value;\n            console.log(message)\n            var content = {data: message.data, comm_id};\n            var buffers = []\n            for (var buffer of message.buffers || []) {\n              buffers.push(new DataView(buffer))\n            }\n            var metadata = message.metadata || {};\n            var msg = {content, buffers, metadata}\n            msg_handler(msg);\n            return messages.next().then(processIteratorResult);\n          }\n          return messages.next().then(processIteratorResult);\n        })\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n        var comm_promise = google.colab.kernel.comms.open(comm_id)\n        comm_promise.then((comm) => {\n          window.PyViz.comms[comm_id] = comm;\n          if (msg_handler) {\n            var messages = comm.messages[Symbol.asyncIterator]();\n            function processIteratorResult(result) {\n              var message = result.value;\n              var content = {data: message.data};\n              var metadata = message.metadata || {comm_id};\n              var msg = {content, metadata}\n              msg_handler(msg);\n              return messages.next().then(processIteratorResult);\n            }\n            return messages.next().then(processIteratorResult);\n          }\n        }) \n        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n          return comm_promise.then((comm) => {\n            comm.send(data, metadata, buffers, disposeOnDone);\n          });\n        };\n        var comm = {\n          send: sendClosure\n        };\n      }\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<style>.bk-root, .bk-root .bk:before, .bk-root .bk:after {\n",
-       "  font-family: var(--jp-ui-font-size1);\n",
-       "  font-size: var(--jp-ui-font-size1);\n",
-       "  color: var(--jp-ui-font-color1);\n",
-       "}\n",
-       "</style>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "if (typeof IPython !== 'undefined') { IPython.OutputArea.prototype._should_scroll = function(lines){ return false; }}"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from process_config import *\n",
     "from rime_functions import *\n",
@@ -507,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 12,
    "id": "bfee2567",
    "metadata": {
     "scrolled": true
@@ -893,7 +440,7 @@
        "    sdii|Exposure|Population|%                  (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;\n",
        "    sdii|Hazard|Absolute|Land area weighted     (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;\n",
        "    sdii|Hazard|Absolute|Population weighted    (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;\n",
-       "    sdii|Hazard|Risk score|Population weighted  (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2f2a29bd-faf8-4175-aed6-ab4c276c4c47' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2f2a29bd-faf8-4175-aed6-ab4c276c4c47' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>gmt</span>: 251</li><li><span class='xr-has-index'>year</span>: 9</li><li><span class='xr-has-index'>ssp</span>: 3</li><li><span class='xr-has-index'>region</span>: 226</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b5bee65d-e8e0-4668-9a0a-9deea05695c0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b5bee65d-e8e0-4668-9a0a-9deea05695c0' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gmt</span></div><div class='xr-var-dims'>(gmt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.206 1.212 ... 3.48 3.49 3.5</div><input id='attrs-4057493b-5fda-40d8-8433-3098061482f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4057493b-5fda-40d8-8433-3098061482f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29379606-ad72-4c4a-b3d0-544f109c6e55' class='xr-var-data-in' type='checkbox'><label for='data-29379606-ad72-4c4a-b3d0-544f109c6e55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2  , 1.206, 1.212, ..., 3.48 , 3.49 , 3.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2015 2025 2035 ... 2075 2085 2095</div><input id='attrs-4d153199-525c-4392-87f8-e7cb8fb3822c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d153199-525c-4392-87f8-e7cb8fb3822c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1253b5ff-cae6-425e-9760-42b99c33570a' class='xr-var-data-in' type='checkbox'><label for='data-1253b5ff-cae6-425e-9760-42b99c33570a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2015, 2025, 2035, 2045, 2055, 2065, 2075, 2085, 2095], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ssp</span></div><div class='xr-var-dims'>(ssp)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;SSP1&#x27; &#x27;SSP2&#x27; &#x27;SSP3&#x27;</div><input id='attrs-4cd4bcc9-c565-441e-8331-5e501e67477c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4cd4bcc9-c565-441e-8331-5e501e67477c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee61c15c-9a55-4c2a-a6a1-9c3d1cbe4a96' class='xr-var-data-in' type='checkbox'><label for='data-ee61c15c-9a55-4c2a-a6a1-9c3d1cbe4a96' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>region</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;AFG&#x27; &#x27;AGO&#x27; &#x27;ALB&#x27; ... &#x27;ZWE&#x27; &#x27;world&#x27;</div><input id='attrs-37923681-f6a2-404a-b28a-401288615ffb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37923681-f6a2-404a-b28a-401288615ffb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-031f4154-431d-4484-8ef5-e27e69cffdc2' class='xr-var-data-in' type='checkbox'><label for='data-031f4154-431d-4484-8ef5-e27e69cffdc2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;AFG&#x27;, &#x27;AGO&#x27;, &#x27;ALB&#x27;, ..., &#x27;ZMB&#x27;, &#x27;ZWE&#x27;, &#x27;world&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6005b400-5cc8-407a-a349-4152010c62a4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6005b400-5cc8-407a-a349-4152010c62a4' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Exposure|Land area</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-f99a4974-f5d0-4eb7-8da3-2b0168e8bf21' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f99a4974-f5d0-4eb7-8da3-2b0168e8bf21' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45c768b9-d1d7-4aa8-b738-cc2caf7285da' class='xr-var-data-in' type='checkbox'><label for='data-45c768b9-d1d7-4aa8-b738-cc2caf7285da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>km2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    sdii|Hazard|Risk score|Population weighted  (gmt, year, ssp, region) float64 dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-37b80537-e7ae-4885-846a-5846201f02a4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-37b80537-e7ae-4885-846a-5846201f02a4' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>gmt</span>: 251</li><li><span class='xr-has-index'>year</span>: 9</li><li><span class='xr-has-index'>ssp</span>: 3</li><li><span class='xr-has-index'>region</span>: 226</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d5e9c924-83dd-4dbc-9c3a-65e4818e95a5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d5e9c924-83dd-4dbc-9c3a-65e4818e95a5' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gmt</span></div><div class='xr-var-dims'>(gmt)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.2 1.206 1.212 ... 3.48 3.49 3.5</div><input id='attrs-54fbe6cf-78be-4e85-a295-006e32c6e71c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54fbe6cf-78be-4e85-a295-006e32c6e71c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4723d44b-24d5-4450-a075-2cc3580922a8' class='xr-var-data-in' type='checkbox'><label for='data-4723d44b-24d5-4450-a075-2cc3580922a8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.2  , 1.206, 1.212, ..., 3.48 , 3.49 , 3.5  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2015 2025 2035 ... 2075 2085 2095</div><input id='attrs-422b66de-565f-404d-a54c-5f9a5e9fc366' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-422b66de-565f-404d-a54c-5f9a5e9fc366' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ce46e62-7f92-4127-a28f-d5f7aa3a17f1' class='xr-var-data-in' type='checkbox'><label for='data-9ce46e62-7f92-4127-a28f-d5f7aa3a17f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2015, 2025, 2035, 2045, 2055, 2065, 2075, 2085, 2095], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ssp</span></div><div class='xr-var-dims'>(ssp)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;SSP1&#x27; &#x27;SSP2&#x27; &#x27;SSP3&#x27;</div><input id='attrs-0b3fbbe0-c1ae-401e-9174-2ddab8083f2a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b3fbbe0-c1ae-401e-9174-2ddab8083f2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fc5b9cc-23ab-40d3-9b5f-9963cc62183f' class='xr-var-data-in' type='checkbox'><label for='data-3fc5b9cc-23ab-40d3-9b5f-9963cc62183f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>region</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;AFG&#x27; &#x27;AGO&#x27; &#x27;ALB&#x27; ... &#x27;ZWE&#x27; &#x27;world&#x27;</div><input id='attrs-f7943148-f753-4964-8457-5f9bb53649ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f7943148-f753-4964-8457-5f9bb53649ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce850ec6-8448-4f2d-a8c8-62e172f3919b' class='xr-var-data-in' type='checkbox'><label for='data-ce850ec6-8448-4f2d-a8c8-62e172f3919b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;AFG&#x27;, &#x27;AGO&#x27;, &#x27;ALB&#x27;, ..., &#x27;ZMB&#x27;, &#x27;ZWE&#x27;, &#x27;world&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8081a2b7-3d9d-415b-b728-6f0ed8c1dbdc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8081a2b7-3d9d-415b-b728-6f0ed8c1dbdc' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Exposure|Land area</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-52b8c13c-eb39-4cf7-862d-1647bb0a88b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52b8c13c-eb39-4cf7-862d-1647bb0a88b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-709736b0-c263-4a7d-b8dd-cc2f04c9ea64' class='xr-var-data-in' type='checkbox'><label for='data-709736b0-c263-4a7d-b8dd-cc2f04c9ea64' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>km2</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -989,7 +536,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Exposure|Population</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-b590bc07-0342-4a85-9302-c3e25ed65d87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b590bc07-0342-4a85-9302-c3e25ed65d87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0fb1da62-57f2-4036-bf9e-c8dd28baa44d' class='xr-var-data-in' type='checkbox'><label for='data-0fb1da62-57f2-4036-bf9e-c8dd28baa44d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>people</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Exposure|Population</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-b1e44d46-97b1-463a-8f09-b0fcf31af567' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1e44d46-97b1-463a-8f09-b0fcf31af567' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa3e229f-4815-413e-9e72-25e2ac2214cf' class='xr-var-data-in' type='checkbox'><label for='data-fa3e229f-4815-413e-9e72-25e2ac2214cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>people</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1085,7 +632,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Exposure|Population|%</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-dff59e92-ef2d-4ff5-b4a1-6e415b090824' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dff59e92-ef2d-4ff5-b4a1-6e415b090824' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79253cf3-e452-4de3-9820-138ae7102a45' class='xr-var-data-in' type='checkbox'><label for='data-79253cf3-e452-4de3-9820-138ae7102a45' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Exposure|Population|%</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-af8ecf67-563b-49fb-9538-2dd339aaa384' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af8ecf67-563b-49fb-9538-2dd339aaa384' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06c9420b-f0a3-499f-8ad1-1505a6ac2261' class='xr-var-data-in' type='checkbox'><label for='data-06c9420b-f0a3-499f-8ad1-1505a6ac2261' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1181,7 +728,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Hazard|Absolute|Land area weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-a724172d-2aac-41f4-802e-5788cfce9a93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a724172d-2aac-41f4-802e-5788cfce9a93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2602759-be4a-494c-b0e2-1106b207ad6c' class='xr-var-data-in' type='checkbox'><label for='data-d2602759-be4a-494c-b0e2-1106b207ad6c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mm/day</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Hazard|Absolute|Land area weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-66fd66d8-28f5-4950-810b-0cac8db74552' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66fd66d8-28f5-4950-810b-0cac8db74552' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-633c73f7-005d-4c1f-a7a0-9d7573240f0f' class='xr-var-data-in' type='checkbox'><label for='data-633c73f7-005d-4c1f-a7a0-9d7573240f0f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mm/day</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1277,7 +824,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Hazard|Absolute|Population weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-affb8672-ca60-478c-8292-3255fb856a1c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-affb8672-ca60-478c-8292-3255fb856a1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d395b0c7-d59b-46f4-b100-3145883bb7c9' class='xr-var-data-in' type='checkbox'><label for='data-d395b0c7-d59b-46f4-b100-3145883bb7c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mm/day</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Hazard|Absolute|Population weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-83df6a9d-27d8-4d4d-a056-3988509e8c38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83df6a9d-27d8-4d4d-a056-3988509e8c38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80398ff8-1113-45c4-b517-9669d66e3b45' class='xr-var-data-in' type='checkbox'><label for='data-80398ff8-1113-45c4-b517-9669d66e3b45' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>mm/day</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1373,7 +920,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Hazard|Risk score|Population weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-285401d3-eda9-44b5-8da8-1034d8585d5a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-285401d3-eda9-44b5-8da8-1034d8585d5a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cc7b89d-d925-401f-b1f9-3bfdaf39f1e8' class='xr-var-data-in' type='checkbox'><label for='data-8cc7b89d-d925-401f-b1f9-3bfdaf39f1e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>risk score</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sdii|Hazard|Risk score|Population weighted</span></div><div class='xr-var-dims'>(gmt, year, ssp, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(251, 9, 3, 226), meta=np.ndarray&gt;</div><input id='attrs-a160a0e4-2f15-43f3-b298-694f39e6360f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a160a0e4-2f15-43f3-b298-694f39e6360f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a926328-3031-4e14-8fb0-bffe1fde3e51' class='xr-var-data-in' type='checkbox'><label for='data-7a926328-3031-4e14-8fb0-bffe1fde3e51' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>unit :</span></dt><dd>risk score</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1469,15 +1016,15 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-7de7a24f-71b2-41a0-84ec-f3866d29d533' class='xr-section-summary-in' type='checkbox'  ><label for='section-7de7a24f-71b2-41a0-84ec-f3866d29d533' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>gmt</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9273440d-89c4-45d1-820b-6c941eb04229' class='xr-index-data-in' type='checkbox'/><label for='index-9273440d-89c4-45d1-820b-6c941eb04229' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  1.2, 1.206, 1.212, 1.218, 1.224,  1.23, 1.236, 1.242, 1.248,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-711bfece-198a-420c-b550-0440782075dc' class='xr-section-summary-in' type='checkbox'  ><label for='section-711bfece-198a-420c-b550-0440782075dc' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>gmt</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0604f493-8718-4abb-baaf-696ecd8a1413' class='xr-index-data-in' type='checkbox'/><label for='index-0604f493-8718-4abb-baaf-696ecd8a1413' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  1.2, 1.206, 1.212, 1.218, 1.224,  1.23, 1.236, 1.242, 1.248,\n",
        "              1.254,\n",
        "              ...\n",
        "               3.41,  3.42,  3.43,  3.44,  3.45,  3.46,  3.47,  3.48,  3.49,\n",
        "                3.5],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;gmt&#x27;, length=251))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-323f1e5a-eb6f-4622-9349-e577ea339b60' class='xr-index-data-in' type='checkbox'/><label for='index-323f1e5a-eb6f-4622-9349-e577ea339b60' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([2015, 2025, 2035, 2045, 2055, 2065, 2075, 2085, 2095], dtype=&#x27;int64&#x27;, name=&#x27;year&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>ssp</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-17827b24-8f6d-4ffd-866e-710d1abca050' class='xr-index-data-in' type='checkbox'/><label for='index-17827b24-8f6d-4ffd-866e-710d1abca050' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;], dtype=&#x27;object&#x27;, name=&#x27;ssp&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>region</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b6d998f0-e260-4746-b9d9-e81b13cc4561' class='xr-index-data-in' type='checkbox'/><label for='index-b6d998f0-e260-4746-b9d9-e81b13cc4561' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;AFG&#x27;, &#x27;AGO&#x27;, &#x27;ALB&#x27;, &#x27;AND&#x27;, &#x27;ARE&#x27;, &#x27;ARG&#x27;, &#x27;ARM&#x27;, &#x27;ASM&#x27;, &#x27;ATF&#x27;, &#x27;ATG&#x27;,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;gmt&#x27;, length=251))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-769f0f26-3595-48fb-ac74-e6369d83039b' class='xr-index-data-in' type='checkbox'/><label for='index-769f0f26-3595-48fb-ac74-e6369d83039b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([2015, 2025, 2035, 2045, 2055, 2065, 2075, 2085, 2095], dtype=&#x27;int64&#x27;, name=&#x27;year&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>ssp</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-be07f78c-927b-41f1-ae3e-a39deeb837ea' class='xr-index-data-in' type='checkbox'/><label for='index-be07f78c-927b-41f1-ae3e-a39deeb837ea' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;], dtype=&#x27;object&#x27;, name=&#x27;ssp&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>region</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f2038951-71f1-441f-afc5-d684d91aa70f' class='xr-index-data-in' type='checkbox'/><label for='index-f2038951-71f1-441f-afc5-d684d91aa70f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;AFG&#x27;, &#x27;AGO&#x27;, &#x27;ALB&#x27;, &#x27;AND&#x27;, &#x27;ARE&#x27;, &#x27;ARG&#x27;, &#x27;ARM&#x27;, &#x27;ASM&#x27;, &#x27;ATF&#x27;, &#x27;ATG&#x27;,\n",
        "       ...\n",
        "       &#x27;VGB&#x27;, &#x27;VIR&#x27;, &#x27;VNM&#x27;, &#x27;VUT&#x27;, &#x27;WSM&#x27;, &#x27;YEM&#x27;, &#x27;ZAF&#x27;, &#x27;ZMB&#x27;, &#x27;ZWE&#x27;, &#x27;world&#x27;],\n",
-       "      dtype=&#x27;object&#x27;, name=&#x27;region&#x27;, length=226))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9899965-29b3-4386-8f2d-cd54f6ebf602' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f9899965-29b3-4386-8f2d-cd54f6ebf602' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;object&#x27;, name=&#x27;region&#x27;, length=226))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a756000b-8420-4ca4-88d9-cf3554eb1796' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a756000b-8420-4ca4-88d9-cf3554eb1796' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset>\n",
@@ -1497,7 +1044,7 @@
        "    sdii|Hazard|Risk score|Population weighted  (gmt, year, ssp, region) float64 dask.array<chunksize=(251, 9, 3, 226), meta=np.ndarray>"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1514,7 +1061,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 14,
    "id": "576d3d29",
    "metadata": {},
    "outputs": [
@@ -1546,7 +1093,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 13,
    "id": "9eb98848",
    "metadata": {},
    "outputs": [
@@ -1568,7 +1115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 15,
    "id": "0caacb05",
    "metadata": {},
    "outputs": [
@@ -1593,7 +1140,7 @@
        "   ..."
       ]
      },
-     "execution_count": 5,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1604,12 +1151,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 55,
    "id": "3c03efcb",
    "metadata": {},
    "outputs": [],
    "source": [
-    "mode = 'CO2'\n",
+    "mode = 'GMT'\n",
     "if mode == \"GMT\":\n",
     "    dfp = df_scens_in.filter(variable=temp_variable)\n",
     "elif mode == \"CO2\":\n",
@@ -1632,39 +1179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "010f68db",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<class 'pyam.core.IamDataFrame'>\n",
-       "Index:\n",
-       " * model      : AIM/CGE 2.1, AIM/CGE 2.2, AIM/Hub-Global 2.0, ... WITCH-GLOBIOM 4.4 (34)\n",
-       " * scenario   : 1.5C, 2.5C, 2C, 2CNow_Gradual, ... WB2C (511)\n",
-       "Timeseries data coordinates:\n",
-       "   region     : World (1)\n",
-       "   variable   : RIME|GSAT_tcre (1)\n",
-       "   unit       : °C (1)\n",
-       "   year       : 2015, 2025, 2035, 2045, 2055, 2065, 2075, 2085, 2095 (9)\n",
-       "   ssp_family : SSP1, SSP2, SSP3, SSP4, SSP5 (5)\n",
-       "Meta indicators:\n",
-       "   exclude (bool) False (1)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "dfp"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 56,
    "id": "836d6445",
    "metadata": {},
    "outputs": [
@@ -1709,93 +1224,93 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>AIM/CGE 2.1</td>\n",
-       "      <td>CD-LINKS_INDC2030i_1600</td>\n",
+       "      <td>AIM/CGE 2.0</td>\n",
+       "      <td>SSP1-26</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
-       "      <td>SSP2</td>\n",
-       "      <td>1.321</td>\n",
-       "      <td>1.516</td>\n",
-       "      <td>1.683</td>\n",
-       "      <td>1.778</td>\n",
-       "      <td>1.842</td>\n",
-       "      <td>1.881</td>\n",
-       "      <td>1.915000</td>\n",
-       "      <td>1.955</td>\n",
-       "      <td>1.996</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
+       "      <td>SSP1</td>\n",
+       "      <td>1.116</td>\n",
+       "      <td>1.379</td>\n",
+       "      <td>1.569</td>\n",
+       "      <td>1.645</td>\n",
+       "      <td>1.679</td>\n",
+       "      <td>1.677</td>\n",
+       "      <td>1.663</td>\n",
+       "      <td>1.648</td>\n",
+       "      <td>1.632</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>AIM/CGE 2.1</td>\n",
-       "      <td>CD-LINKS_INDCi</td>\n",
+       "      <td>AIM/CGE 2.0</td>\n",
+       "      <td>SSP1-34</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
-       "      <td>SSP2</td>\n",
-       "      <td>1.321</td>\n",
-       "      <td>1.517</td>\n",
-       "      <td>1.706</td>\n",
-       "      <td>1.902</td>\n",
-       "      <td>2.104</td>\n",
-       "      <td>2.317</td>\n",
-       "      <td>2.542000</td>\n",
-       "      <td>2.780</td>\n",
-       "      <td>3.033</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
+       "      <td>SSP1</td>\n",
+       "      <td>1.116</td>\n",
+       "      <td>1.377</td>\n",
+       "      <td>1.612</td>\n",
+       "      <td>1.787</td>\n",
+       "      <td>1.909</td>\n",
+       "      <td>1.987</td>\n",
+       "      <td>2.031</td>\n",
+       "      <td>2.066</td>\n",
+       "      <td>2.089</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>AIM/CGE 2.1</td>\n",
-       "      <td>CD-LINKS_NDC2030i_1000</td>\n",
+       "      <td>AIM/CGE 2.0</td>\n",
+       "      <td>SSP1-45</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
-       "      <td>SSP2</td>\n",
-       "      <td>1.321</td>\n",
-       "      <td>1.516</td>\n",
-       "      <td>1.683</td>\n",
-       "      <td>1.764</td>\n",
-       "      <td>1.784</td>\n",
-       "      <td>1.773</td>\n",
-       "      <td>1.755000</td>\n",
-       "      <td>1.741</td>\n",
-       "      <td>1.728</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
+       "      <td>SSP1</td>\n",
+       "      <td>1.116</td>\n",
+       "      <td>1.377</td>\n",
+       "      <td>1.654</td>\n",
+       "      <td>1.950</td>\n",
+       "      <td>2.214</td>\n",
+       "      <td>2.393</td>\n",
+       "      <td>2.521</td>\n",
+       "      <td>2.598</td>\n",
+       "      <td>2.653</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>AIM/CGE 2.1</td>\n",
-       "      <td>CD-LINKS_NPi2020_1000</td>\n",
+       "      <td>AIM/CGE 2.0</td>\n",
+       "      <td>SSP1-Baseline</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
-       "      <td>SSP2</td>\n",
-       "      <td>1.321</td>\n",
-       "      <td>1.505</td>\n",
-       "      <td>1.619</td>\n",
-       "      <td>1.678</td>\n",
-       "      <td>1.712</td>\n",
-       "      <td>1.718</td>\n",
-       "      <td>1.714148</td>\n",
-       "      <td>1.722</td>\n",
-       "      <td>1.727</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
+       "      <td>SSP1</td>\n",
+       "      <td>1.116</td>\n",
+       "      <td>1.386</td>\n",
+       "      <td>1.696</td>\n",
+       "      <td>2.013</td>\n",
+       "      <td>2.332</td>\n",
+       "      <td>2.605</td>\n",
+       "      <td>2.857</td>\n",
+       "      <td>3.088</td>\n",
+       "      <td>3.313</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>AIM/CGE 2.1</td>\n",
-       "      <td>CD-LINKS_NPi2020_1600</td>\n",
+       "      <td>AIM/CGE 2.0</td>\n",
+       "      <td>SSP4-26</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
-       "      <td>SSP2</td>\n",
-       "      <td>1.321</td>\n",
-       "      <td>1.509</td>\n",
-       "      <td>1.636</td>\n",
-       "      <td>1.734</td>\n",
-       "      <td>1.813</td>\n",
-       "      <td>1.868</td>\n",
-       "      <td>1.919000</td>\n",
-       "      <td>1.976</td>\n",
-       "      <td>2.034</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
+       "      <td>SSP4</td>\n",
+       "      <td>1.115</td>\n",
+       "      <td>1.349</td>\n",
+       "      <td>1.523</td>\n",
+       "      <td>1.585</td>\n",
+       "      <td>1.607</td>\n",
+       "      <td>1.614</td>\n",
+       "      <td>1.595</td>\n",
+       "      <td>1.572</td>\n",
+       "      <td>1.547</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1816,144 +1331,144 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>988</th>\n",
+       "      <th>1197</th>\n",
        "      <td>WITCH-GLOBIOM 4.4</td>\n",
        "      <td>CD-LINKS_NPi</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
        "      <td>SSP2</td>\n",
-       "      <td>1.322</td>\n",
-       "      <td>1.535</td>\n",
-       "      <td>1.796</td>\n",
-       "      <td>2.096</td>\n",
-       "      <td>2.426</td>\n",
-       "      <td>2.784</td>\n",
-       "      <td>3.169000</td>\n",
-       "      <td>3.579</td>\n",
-       "      <td>3.998</td>\n",
+       "      <td>1.115</td>\n",
+       "      <td>1.345</td>\n",
+       "      <td>1.605</td>\n",
+       "      <td>1.943</td>\n",
+       "      <td>2.305</td>\n",
+       "      <td>2.644</td>\n",
+       "      <td>3.008</td>\n",
+       "      <td>3.362</td>\n",
+       "      <td>3.727</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>989</th>\n",
+       "      <th>1198</th>\n",
        "      <td>WITCH-GLOBIOM 4.4</td>\n",
        "      <td>CD-LINKS_NPi2020_1000</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
        "      <td>SSP2</td>\n",
-       "      <td>1.322</td>\n",
-       "      <td>1.507</td>\n",
-       "      <td>1.616</td>\n",
-       "      <td>1.693</td>\n",
-       "      <td>1.744</td>\n",
-       "      <td>1.769</td>\n",
-       "      <td>1.777000</td>\n",
-       "      <td>1.766</td>\n",
-       "      <td>1.737</td>\n",
+       "      <td>1.115</td>\n",
+       "      <td>1.360</td>\n",
+       "      <td>1.417</td>\n",
+       "      <td>1.426</td>\n",
+       "      <td>1.441</td>\n",
+       "      <td>1.442</td>\n",
+       "      <td>1.419</td>\n",
+       "      <td>1.398</td>\n",
+       "      <td>1.367</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>990</th>\n",
+       "      <th>1199</th>\n",
        "      <td>WITCH-GLOBIOM 4.4</td>\n",
        "      <td>CD-LINKS_NPi2020_1600</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
        "      <td>SSP2</td>\n",
-       "      <td>1.322</td>\n",
-       "      <td>1.516</td>\n",
-       "      <td>1.662</td>\n",
-       "      <td>1.773</td>\n",
-       "      <td>1.864</td>\n",
-       "      <td>1.935</td>\n",
-       "      <td>1.989000</td>\n",
-       "      <td>2.018</td>\n",
-       "      <td>2.025</td>\n",
+       "      <td>1.115</td>\n",
+       "      <td>1.350</td>\n",
+       "      <td>1.461</td>\n",
+       "      <td>1.523</td>\n",
+       "      <td>1.569</td>\n",
+       "      <td>1.614</td>\n",
+       "      <td>1.647</td>\n",
+       "      <td>1.658</td>\n",
+       "      <td>1.656</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>991</th>\n",
+       "      <th>1200</th>\n",
        "      <td>WITCH-GLOBIOM 4.4</td>\n",
        "      <td>CD-LINKS_NPi2020_400</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
        "      <td>SSP2</td>\n",
-       "      <td>1.322</td>\n",
-       "      <td>1.503</td>\n",
-       "      <td>1.584</td>\n",
-       "      <td>1.621</td>\n",
-       "      <td>1.629</td>\n",
-       "      <td>1.614</td>\n",
-       "      <td>1.581000</td>\n",
-       "      <td>1.524</td>\n",
-       "      <td>1.451</td>\n",
+       "      <td>1.115</td>\n",
+       "      <td>1.365</td>\n",
+       "      <td>1.395</td>\n",
+       "      <td>1.362</td>\n",
+       "      <td>1.315</td>\n",
+       "      <td>1.268</td>\n",
+       "      <td>1.205</td>\n",
+       "      <td>1.132</td>\n",
+       "      <td>1.057</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>992</th>\n",
+       "      <th>1201</th>\n",
        "      <td>WITCH-GLOBIOM 4.4</td>\n",
        "      <td>CD-LINKS_NoPolicy</td>\n",
        "      <td>World</td>\n",
-       "      <td>RIME|GSAT_tcre</td>\n",
-       "      <td>°C</td>\n",
+       "      <td>AR6 climate diagnostics|Surface Temperature (G...</td>\n",
+       "      <td>K</td>\n",
        "      <td>SSP2</td>\n",
-       "      <td>1.322</td>\n",
-       "      <td>1.542</td>\n",
-       "      <td>1.811</td>\n",
-       "      <td>2.119</td>\n",
-       "      <td>2.457</td>\n",
-       "      <td>2.822</td>\n",
-       "      <td>3.214000</td>\n",
-       "      <td>3.630</td>\n",
-       "      <td>4.056</td>\n",
+       "      <td>1.115</td>\n",
+       "      <td>1.353</td>\n",
+       "      <td>1.628</td>\n",
+       "      <td>1.978</td>\n",
+       "      <td>2.354</td>\n",
+       "      <td>2.700</td>\n",
+       "      <td>3.081</td>\n",
+       "      <td>3.444</td>\n",
+       "      <td>3.819</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>993 rows × 15 columns</p>\n",
+       "<p>1202 rows × 15 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                 model                 scenario region        variable unit  \\\n",
-       "0          AIM/CGE 2.1  CD-LINKS_INDC2030i_1600  World  RIME|GSAT_tcre   °C   \n",
-       "1          AIM/CGE 2.1           CD-LINKS_INDCi  World  RIME|GSAT_tcre   °C   \n",
-       "2          AIM/CGE 2.1   CD-LINKS_NDC2030i_1000  World  RIME|GSAT_tcre   °C   \n",
-       "3          AIM/CGE 2.1    CD-LINKS_NPi2020_1000  World  RIME|GSAT_tcre   °C   \n",
-       "4          AIM/CGE 2.1    CD-LINKS_NPi2020_1600  World  RIME|GSAT_tcre   °C   \n",
-       "..                 ...                      ...    ...             ...  ...   \n",
-       "988  WITCH-GLOBIOM 4.4             CD-LINKS_NPi  World  RIME|GSAT_tcre   °C   \n",
-       "989  WITCH-GLOBIOM 4.4    CD-LINKS_NPi2020_1000  World  RIME|GSAT_tcre   °C   \n",
-       "990  WITCH-GLOBIOM 4.4    CD-LINKS_NPi2020_1600  World  RIME|GSAT_tcre   °C   \n",
-       "991  WITCH-GLOBIOM 4.4     CD-LINKS_NPi2020_400  World  RIME|GSAT_tcre   °C   \n",
-       "992  WITCH-GLOBIOM 4.4        CD-LINKS_NoPolicy  World  RIME|GSAT_tcre   °C   \n",
-       "\n",
-       "    ssp_family   2015   2025   2035   2045   2055   2065      2075   2085  \\\n",
-       "0         SSP2  1.321  1.516  1.683  1.778  1.842  1.881  1.915000  1.955   \n",
-       "1         SSP2  1.321  1.517  1.706  1.902  2.104  2.317  2.542000  2.780   \n",
-       "2         SSP2  1.321  1.516  1.683  1.764  1.784  1.773  1.755000  1.741   \n",
-       "3         SSP2  1.321  1.505  1.619  1.678  1.712  1.718  1.714148  1.722   \n",
-       "4         SSP2  1.321  1.509  1.636  1.734  1.813  1.868  1.919000  1.976   \n",
-       "..         ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
-       "988       SSP2  1.322  1.535  1.796  2.096  2.426  2.784  3.169000  3.579   \n",
-       "989       SSP2  1.322  1.507  1.616  1.693  1.744  1.769  1.777000  1.766   \n",
-       "990       SSP2  1.322  1.516  1.662  1.773  1.864  1.935  1.989000  2.018   \n",
-       "991       SSP2  1.322  1.503  1.584  1.621  1.629  1.614  1.581000  1.524   \n",
-       "992       SSP2  1.322  1.542  1.811  2.119  2.457  2.822  3.214000  3.630   \n",
-       "\n",
-       "      2095  \n",
-       "0    1.996  \n",
-       "1    3.033  \n",
-       "2    1.728  \n",
-       "3    1.727  \n",
-       "4    2.034  \n",
-       "..     ...  \n",
-       "988  3.998  \n",
-       "989  1.737  \n",
-       "990  2.025  \n",
-       "991  1.451  \n",
-       "992  4.056  \n",
-       "\n",
-       "[993 rows x 15 columns]"
+       "                  model               scenario region  \\\n",
+       "0           AIM/CGE 2.0                SSP1-26  World   \n",
+       "1           AIM/CGE 2.0                SSP1-34  World   \n",
+       "2           AIM/CGE 2.0                SSP1-45  World   \n",
+       "3           AIM/CGE 2.0          SSP1-Baseline  World   \n",
+       "4           AIM/CGE 2.0                SSP4-26  World   \n",
+       "...                 ...                    ...    ...   \n",
+       "1197  WITCH-GLOBIOM 4.4           CD-LINKS_NPi  World   \n",
+       "1198  WITCH-GLOBIOM 4.4  CD-LINKS_NPi2020_1000  World   \n",
+       "1199  WITCH-GLOBIOM 4.4  CD-LINKS_NPi2020_1600  World   \n",
+       "1200  WITCH-GLOBIOM 4.4   CD-LINKS_NPi2020_400  World   \n",
+       "1201  WITCH-GLOBIOM 4.4      CD-LINKS_NoPolicy  World   \n",
+       "\n",
+       "                                               variable unit ssp_family  \\\n",
+       "0     AR6 climate diagnostics|Surface Temperature (G...    K       SSP1   \n",
+       "1     AR6 climate diagnostics|Surface Temperature (G...    K       SSP1   \n",
+       "2     AR6 climate diagnostics|Surface Temperature (G...    K       SSP1   \n",
+       "3     AR6 climate diagnostics|Surface Temperature (G...    K       SSP1   \n",
+       "4     AR6 climate diagnostics|Surface Temperature (G...    K       SSP4   \n",
+       "...                                                 ...  ...        ...   \n",
+       "1197  AR6 climate diagnostics|Surface Temperature (G...    K       SSP2   \n",
+       "1198  AR6 climate diagnostics|Surface Temperature (G...    K       SSP2   \n",
+       "1199  AR6 climate diagnostics|Surface Temperature (G...    K       SSP2   \n",
+       "1200  AR6 climate diagnostics|Surface Temperature (G...    K       SSP2   \n",
+       "1201  AR6 climate diagnostics|Surface Temperature (G...    K       SSP2   \n",
+       "\n",
+       "       2015   2025   2035   2045   2055   2065   2075   2085   2095  \n",
+       "0     1.116  1.379  1.569  1.645  1.679  1.677  1.663  1.648  1.632  \n",
+       "1     1.116  1.377  1.612  1.787  1.909  1.987  2.031  2.066  2.089  \n",
+       "2     1.116  1.377  1.654  1.950  2.214  2.393  2.521  2.598  2.653  \n",
+       "3     1.116  1.386  1.696  2.013  2.332  2.605  2.857  3.088  3.313  \n",
+       "4     1.115  1.349  1.523  1.585  1.607  1.614  1.595  1.572  1.547  \n",
+       "...     ...    ...    ...    ...    ...    ...    ...    ...    ...  \n",
+       "1197  1.115  1.345  1.605  1.943  2.305  2.644  3.008  3.362  3.727  \n",
+       "1198  1.115  1.360  1.417  1.426  1.441  1.442  1.419  1.398  1.367  \n",
+       "1199  1.115  1.350  1.461  1.523  1.569  1.614  1.647  1.658  1.656  \n",
+       "1200  1.115  1.365  1.395  1.362  1.315  1.268  1.205  1.132  1.057  \n",
+       "1201  1.115  1.353  1.628  1.978  2.354  2.700  3.081  3.444  3.819  \n",
+       "\n",
+       "[1202 rows x 15 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1996,7 +1511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 51,
    "id": "4348fd06",
    "metadata": {},
    "outputs": [
@@ -2004,26 +1519,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[                                        ] | 0% Completed | 124.97 ms"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\byers\\Anaconda3\\envs\\py310\\lib\\site-packages\\dask\\dataframe\\utils.py:291: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
-      "  return pd.Series([], dtype=dtype, name=name, index=index)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[########################################] | 100% Completed | 105.32 s\n",
-      " Done:  105.48372197151184\n",
+      "[########################################] | 100% Completed | 3.31 sms\n",
+      " Done:  3.3233566284179688\n",
       " Saved: COUNTRIES yrs=10\n",
-      "  105.48372197151184\n",
-      "6 variables, 1202 scenarios\n"
+      "  3.3233566284179688\n",
+      "6 variables, 8 scenarios\n"
      ]
     }
    ],
@@ -2061,7 +1561,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 48,
    "id": "2421034d",
    "metadata": {},
    "outputs": [
@@ -2105,42 +1605,42 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>AIM/CGE 2.0</td>\n",
-       "      <td>SSP1-26</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
        "      <td>AFG</td>\n",
        "      <td>RIME|sdii|Exposure|Land area</td>\n",
        "      <td>km2</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>445.506108</td>\n",
-       "      <td>954.655946</td>\n",
-       "      <td>1145.587135</td>\n",
+       "      <td>63.643730</td>\n",
+       "      <td>763.724757</td>\n",
+       "      <td>1081.943405</td>\n",
        "      <td>1145.587135</td>\n",
        "      <td>1018.299676</td>\n",
-       "      <td>954.655946</td>\n",
-       "      <td>827.368486</td>\n",
+       "      <td>700.081027</td>\n",
+       "      <td>318.218649</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>AIM/CGE 2.0</td>\n",
-       "      <td>SSP1-26</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
        "      <td>AGO</td>\n",
        "      <td>RIME|sdii|Exposure|Land area</td>\n",
        "      <td>km2</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>732.186734</td>\n",
-       "      <td>1568.971572</td>\n",
-       "      <td>1882.765886</td>\n",
+       "      <td>104.598105</td>\n",
+       "      <td>1255.177258</td>\n",
+       "      <td>1778.167781</td>\n",
        "      <td>1882.765886</td>\n",
        "      <td>1673.569677</td>\n",
-       "      <td>1568.971572</td>\n",
-       "      <td>1359.775362</td>\n",
+       "      <td>1150.579153</td>\n",
+       "      <td>522.990524</td>\n",
+       "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>AIM/CGE 2.0</td>\n",
-       "      <td>SSP1-26</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
        "      <td>ALB</td>\n",
        "      <td>RIME|sdii|Exposure|Land area</td>\n",
        "      <td>km2</td>\n",
@@ -2156,8 +1656,8 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>AIM/CGE 2.0</td>\n",
-       "      <td>SSP1-26</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
        "      <td>AND</td>\n",
        "      <td>RIME|sdii|Exposure|Land area</td>\n",
        "      <td>km2</td>\n",
@@ -2173,20 +1673,20 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>AIM/CGE 2.0</td>\n",
-       "      <td>SSP1-26</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
        "      <td>ARE</td>\n",
        "      <td>RIME|sdii|Exposure|Land area</td>\n",
        "      <td>km2</td>\n",
-       "      <td>18898.082445</td>\n",
-       "      <td>8425.001025</td>\n",
-       "      <td>1839.398395</td>\n",
-       "      <td>2292.485996</td>\n",
-       "      <td>2462.393846</td>\n",
+       "      <td>11916.028165</td>\n",
+       "      <td>1499.582695</td>\n",
+       "      <td>2122.578146</td>\n",
+       "      <td>2405.757896</td>\n",
        "      <td>2462.393846</td>\n",
        "      <td>2349.121946</td>\n",
-       "      <td>2292.485996</td>\n",
-       "      <td>2179.214096</td>\n",
+       "      <td>2065.942196</td>\n",
+       "      <td>1726.126495</td>\n",
+       "      <td>2141.152173</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -2207,107 +1707,107 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1351</th>\n",
-       "      <td>WITCH-GLOBIOM 4.4</td>\n",
-       "      <td>CD-LINKS_NoPolicy</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
        "      <td>YEM</td>\n",
        "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
        "      <td>risk score</td>\n",
-       "      <td>0.127871</td>\n",
-       "      <td>0.190785</td>\n",
+       "      <td>0.176877</td>\n",
+       "      <td>0.247782</td>\n",
        "      <td>0.232719</td>\n",
-       "      <td>0.192419</td>\n",
-       "      <td>0.288064</td>\n",
-       "      <td>0.338743</td>\n",
-       "      <td>0.326223</td>\n",
-       "      <td>0.210727</td>\n",
-       "      <td>0.191489</td>\n",
+       "      <td>0.226411</td>\n",
+       "      <td>0.226991</td>\n",
+       "      <td>0.229761</td>\n",
+       "      <td>0.233568</td>\n",
+       "      <td>0.238392</td>\n",
+       "      <td>0.240822</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1352</th>\n",
-       "      <td>WITCH-GLOBIOM 4.4</td>\n",
-       "      <td>CD-LINKS_NoPolicy</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
        "      <td>ZAF</td>\n",
        "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
        "      <td>risk score</td>\n",
-       "      <td>0.281809</td>\n",
-       "      <td>0.258369</td>\n",
+       "      <td>0.262779</td>\n",
+       "      <td>0.235003</td>\n",
        "      <td>0.229794</td>\n",
-       "      <td>0.211687</td>\n",
-       "      <td>0.278753</td>\n",
-       "      <td>0.278546</td>\n",
-       "      <td>0.228141</td>\n",
-       "      <td>0.200223</td>\n",
-       "      <td>0.195988</td>\n",
+       "      <td>0.228257</td>\n",
+       "      <td>0.229939</td>\n",
+       "      <td>0.232715</td>\n",
+       "      <td>0.236093</td>\n",
+       "      <td>0.240023</td>\n",
+       "      <td>0.244809</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1353</th>\n",
-       "      <td>WITCH-GLOBIOM 4.4</td>\n",
-       "      <td>CD-LINKS_NoPolicy</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
        "      <td>ZMB</td>\n",
        "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
        "      <td>risk score</td>\n",
-       "      <td>0.012770</td>\n",
-       "      <td>0.012099</td>\n",
+       "      <td>0.012162</td>\n",
+       "      <td>0.011360</td>\n",
        "      <td>0.011437</td>\n",
-       "      <td>0.011576</td>\n",
-       "      <td>0.026542</td>\n",
-       "      <td>0.032043</td>\n",
-       "      <td>0.063557</td>\n",
-       "      <td>0.211631</td>\n",
-       "      <td>0.236261</td>\n",
+       "      <td>0.011514</td>\n",
+       "      <td>0.011561</td>\n",
+       "      <td>0.011572</td>\n",
+       "      <td>0.011556</td>\n",
+       "      <td>0.011512</td>\n",
+       "      <td>0.011485</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1354</th>\n",
-       "      <td>WITCH-GLOBIOM 4.4</td>\n",
-       "      <td>CD-LINKS_NoPolicy</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
        "      <td>ZWE</td>\n",
        "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
        "      <td>risk score</td>\n",
-       "      <td>0.012558</td>\n",
-       "      <td>0.008738</td>\n",
+       "      <td>0.009713</td>\n",
+       "      <td>0.005452</td>\n",
        "      <td>0.006224</td>\n",
-       "      <td>0.008528</td>\n",
-       "      <td>0.042863</td>\n",
-       "      <td>0.065008</td>\n",
-       "      <td>0.078111</td>\n",
-       "      <td>0.085855</td>\n",
-       "      <td>0.087229</td>\n",
+       "      <td>0.006454</td>\n",
+       "      <td>0.006260</td>\n",
+       "      <td>0.005943</td>\n",
+       "      <td>0.005576</td>\n",
+       "      <td>0.005164</td>\n",
+       "      <td>0.004891</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1355</th>\n",
-       "      <td>WITCH-GLOBIOM 4.4</td>\n",
-       "      <td>CD-LINKS_NoPolicy</td>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
        "      <td>world</td>\n",
        "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
        "      <td>risk score</td>\n",
-       "      <td>0.198008</td>\n",
-       "      <td>0.220627</td>\n",
+       "      <td>0.216550</td>\n",
+       "      <td>0.244319</td>\n",
        "      <td>0.260367</td>\n",
-       "      <td>0.309529</td>\n",
-       "      <td>0.416721</td>\n",
-       "      <td>0.504952</td>\n",
-       "      <td>0.579803</td>\n",
-       "      <td>0.620798</td>\n",
-       "      <td>0.631845</td>\n",
+       "      <td>0.267376</td>\n",
+       "      <td>0.266606</td>\n",
+       "      <td>0.263556</td>\n",
+       "      <td>0.259494</td>\n",
+       "      <td>0.254191</td>\n",
+       "      <td>0.247883</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1629912 rows × 14 columns</p>\n",
+       "<p>10848 rows × 14 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                  model           scenario region  \\\n",
-       "0           AIM/CGE 2.0            SSP1-26    AFG   \n",
-       "1           AIM/CGE 2.0            SSP1-26    AGO   \n",
-       "2           AIM/CGE 2.0            SSP1-26    ALB   \n",
-       "3           AIM/CGE 2.0            SSP1-26    AND   \n",
-       "4           AIM/CGE 2.0            SSP1-26    ARE   \n",
-       "...                 ...                ...    ...   \n",
-       "1351  WITCH-GLOBIOM 4.4  CD-LINKS_NoPolicy    YEM   \n",
-       "1352  WITCH-GLOBIOM 4.4  CD-LINKS_NoPolicy    ZAF   \n",
-       "1353  WITCH-GLOBIOM 4.4  CD-LINKS_NoPolicy    ZMB   \n",
-       "1354  WITCH-GLOBIOM 4.4  CD-LINKS_NoPolicy    ZWE   \n",
-       "1355  WITCH-GLOBIOM 4.4  CD-LINKS_NoPolicy  world   \n",
+       "           model              scenario region  \\\n",
+       "0     REMIND 2.1  CEMICS_GDPgrowth_1p5    AFG   \n",
+       "1     REMIND 2.1  CEMICS_GDPgrowth_1p5    AGO   \n",
+       "2     REMIND 2.1  CEMICS_GDPgrowth_1p5    ALB   \n",
+       "3     REMIND 2.1  CEMICS_GDPgrowth_1p5    AND   \n",
+       "4     REMIND 2.1  CEMICS_GDPgrowth_1p5    ARE   \n",
+       "...          ...                   ...    ...   \n",
+       "1351  REMIND 2.1   R2p1_SSP5-PkBudg900    YEM   \n",
+       "1352  REMIND 2.1   R2p1_SSP5-PkBudg900    ZAF   \n",
+       "1353  REMIND 2.1   R2p1_SSP5-PkBudg900    ZMB   \n",
+       "1354  REMIND 2.1   R2p1_SSP5-PkBudg900    ZWE   \n",
+       "1355  REMIND 2.1   R2p1_SSP5-PkBudg900  world   \n",
        "\n",
        "                                             variable        unit  \\\n",
        "0                        RIME|sdii|Exposure|Land area         km2   \n",
@@ -2323,51 +1823,342 @@
        "1355  RIME|sdii|Hazard|Risk score|Population weighted  risk score   \n",
        "\n",
        "              2015         2025         2035         2045         2055  \\\n",
-       "0         0.000000     0.000000   445.506108   954.655946  1145.587135   \n",
-       "1         0.000000     0.000000   732.186734  1568.971572  1882.765886   \n",
+       "0         0.000000    63.643730   763.724757  1081.943405  1145.587135   \n",
+       "1         0.000000   104.598105  1255.177258  1778.167781  1882.765886   \n",
        "2         0.000000     0.000000     0.000000     0.000000     0.000000   \n",
        "3         0.000000     0.000000     0.000000     0.000000     0.000000   \n",
-       "4     18898.082445  8425.001025  1839.398395  2292.485996  2462.393846   \n",
+       "4     11916.028165  1499.582695  2122.578146  2405.757896  2462.393846   \n",
        "...            ...          ...          ...          ...          ...   \n",
-       "1351      0.127871     0.190785     0.232719     0.192419     0.288064   \n",
-       "1352      0.281809     0.258369     0.229794     0.211687     0.278753   \n",
-       "1353      0.012770     0.012099     0.011437     0.011576     0.026542   \n",
-       "1354      0.012558     0.008738     0.006224     0.008528     0.042863   \n",
-       "1355      0.198008     0.220627     0.260367     0.309529     0.416721   \n",
+       "1351      0.176877     0.247782     0.232719     0.226411     0.226991   \n",
+       "1352      0.262779     0.235003     0.229794     0.228257     0.229939   \n",
+       "1353      0.012162     0.011360     0.011437     0.011514     0.011561   \n",
+       "1354      0.009713     0.005452     0.006224     0.006454     0.006260   \n",
+       "1355      0.216550     0.244319     0.260367     0.267376     0.266606   \n",
        "\n",
        "             2065         2075         2085         2095  \n",
-       "0     1145.587135  1018.299676   954.655946   827.368486  \n",
-       "1     1882.765886  1673.569677  1568.971572  1359.775362  \n",
+       "0     1018.299676   700.081027   318.218649     0.000000  \n",
+       "1     1673.569677  1150.579153   522.990524     0.000000  \n",
        "2        0.000000     0.000000     0.000000     0.000000  \n",
        "3        0.000000     0.000000     0.000000     0.000000  \n",
-       "4     2462.393846  2349.121946  2292.485996  2179.214096  \n",
+       "4     2349.121946  2065.942196  1726.126495  2141.152173  \n",
        "...           ...          ...          ...          ...  \n",
-       "1351     0.338743     0.326223     0.210727     0.191489  \n",
-       "1352     0.278546     0.228141     0.200223     0.195988  \n",
-       "1353     0.032043     0.063557     0.211631     0.236261  \n",
-       "1354     0.065008     0.078111     0.085855     0.087229  \n",
-       "1355     0.504952     0.579803     0.620798     0.631845  \n",
+       "1351     0.229761     0.233568     0.238392     0.240822  \n",
+       "1352     0.232715     0.236093     0.240023     0.244809  \n",
+       "1353     0.011572     0.011556     0.011512     0.011485  \n",
+       "1354     0.005943     0.005576     0.005164     0.004891  \n",
+       "1355     0.263556     0.259494     0.254191     0.247883  \n",
        "\n",
-       "[1629912 rows x 14 columns]"
+       "[10848 rows x 14 columns]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "expandeddGMT"
+    "expandedd"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 52,
    "id": "7a77ed04",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>model</th>\n",
+       "      <th>scenario</th>\n",
+       "      <th>region</th>\n",
+       "      <th>variable</th>\n",
+       "      <th>unit</th>\n",
+       "      <th>2015</th>\n",
+       "      <th>2025</th>\n",
+       "      <th>2035</th>\n",
+       "      <th>2045</th>\n",
+       "      <th>2055</th>\n",
+       "      <th>2065</th>\n",
+       "      <th>2075</th>\n",
+       "      <th>2085</th>\n",
+       "      <th>2095</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
+       "      <td>AFG</td>\n",
+       "      <td>RIME|sdii|Exposure|Land area</td>\n",
+       "      <td>km2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>318.218649</td>\n",
+       "      <td>445.506108</td>\n",
+       "      <td>445.506108</td>\n",
+       "      <td>127.287459</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
+       "      <td>AGO</td>\n",
+       "      <td>RIME|sdii|Exposure|Land area</td>\n",
+       "      <td>km2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>522.990524</td>\n",
+       "      <td>732.186734</td>\n",
+       "      <td>732.186734</td>\n",
+       "      <td>209.196210</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
+       "      <td>ALB</td>\n",
+       "      <td>RIME|sdii|Exposure|Land area</td>\n",
+       "      <td>km2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
+       "      <td>AND</td>\n",
+       "      <td>RIME|sdii|Exposure|Land area</td>\n",
+       "      <td>km2</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>CEMICS_GDPgrowth_1p5</td>\n",
+       "      <td>ARE</td>\n",
+       "      <td>RIME|sdii|Exposure|Land area</td>\n",
+       "      <td>km2</td>\n",
+       "      <td>18898.082445</td>\n",
+       "      <td>7726.795597</td>\n",
+       "      <td>1726.126495</td>\n",
+       "      <td>1839.398395</td>\n",
+       "      <td>1839.398395</td>\n",
+       "      <td>1556.218645</td>\n",
+       "      <td>3537.563029</td>\n",
+       "      <td>7726.795597</td>\n",
+       "      <td>11916.028165</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1351</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
+       "      <td>YEM</td>\n",
+       "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
+       "      <td>risk score</td>\n",
+       "      <td>0.127871</td>\n",
+       "      <td>0.205334</td>\n",
+       "      <td>0.244327</td>\n",
+       "      <td>0.240007</td>\n",
+       "      <td>0.243701</td>\n",
+       "      <td>0.223753</td>\n",
+       "      <td>0.196962</td>\n",
+       "      <td>0.167887</td>\n",
+       "      <td>0.138906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1352</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
+       "      <td>ZAF</td>\n",
+       "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
+       "      <td>risk score</td>\n",
+       "      <td>0.281809</td>\n",
+       "      <td>0.252662</td>\n",
+       "      <td>0.235246</td>\n",
+       "      <td>0.234885</td>\n",
+       "      <td>0.238325</td>\n",
+       "      <td>0.249184</td>\n",
+       "      <td>0.260808</td>\n",
+       "      <td>0.273294</td>\n",
+       "      <td>0.285621</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1353</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
+       "      <td>ZMB</td>\n",
+       "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
+       "      <td>risk score</td>\n",
+       "      <td>0.012770</td>\n",
+       "      <td>0.011914</td>\n",
+       "      <td>0.011435</td>\n",
+       "      <td>0.011490</td>\n",
+       "      <td>0.011505</td>\n",
+       "      <td>0.011784</td>\n",
+       "      <td>0.012127</td>\n",
+       "      <td>0.012493</td>\n",
+       "      <td>0.012855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1354</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
+       "      <td>ZWE</td>\n",
+       "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
+       "      <td>risk score</td>\n",
+       "      <td>0.012558</td>\n",
+       "      <td>0.007898</td>\n",
+       "      <td>0.005513</td>\n",
+       "      <td>0.005625</td>\n",
+       "      <td>0.005253</td>\n",
+       "      <td>0.006182</td>\n",
+       "      <td>0.007450</td>\n",
+       "      <td>0.008794</td>\n",
+       "      <td>0.010106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1355</th>\n",
+       "      <td>REMIND 2.1</td>\n",
+       "      <td>R2p1_SSP5-PkBudg900</td>\n",
+       "      <td>world</td>\n",
+       "      <td>RIME|sdii|Hazard|Risk score|Population weighted</td>\n",
+       "      <td>risk score</td>\n",
+       "      <td>0.198008</td>\n",
+       "      <td>0.226201</td>\n",
+       "      <td>0.246389</td>\n",
+       "      <td>0.250515</td>\n",
+       "      <td>0.245356</td>\n",
+       "      <td>0.234719</td>\n",
+       "      <td>0.225055</td>\n",
+       "      <td>0.214234</td>\n",
+       "      <td>0.203057</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10848 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           model              scenario region  \\\n",
+       "0     REMIND 2.1  CEMICS_GDPgrowth_1p5    AFG   \n",
+       "1     REMIND 2.1  CEMICS_GDPgrowth_1p5    AGO   \n",
+       "2     REMIND 2.1  CEMICS_GDPgrowth_1p5    ALB   \n",
+       "3     REMIND 2.1  CEMICS_GDPgrowth_1p5    AND   \n",
+       "4     REMIND 2.1  CEMICS_GDPgrowth_1p5    ARE   \n",
+       "...          ...                   ...    ...   \n",
+       "1351  REMIND 2.1   R2p1_SSP5-PkBudg900    YEM   \n",
+       "1352  REMIND 2.1   R2p1_SSP5-PkBudg900    ZAF   \n",
+       "1353  REMIND 2.1   R2p1_SSP5-PkBudg900    ZMB   \n",
+       "1354  REMIND 2.1   R2p1_SSP5-PkBudg900    ZWE   \n",
+       "1355  REMIND 2.1   R2p1_SSP5-PkBudg900  world   \n",
+       "\n",
+       "                                             variable        unit  \\\n",
+       "0                        RIME|sdii|Exposure|Land area         km2   \n",
+       "1                        RIME|sdii|Exposure|Land area         km2   \n",
+       "2                        RIME|sdii|Exposure|Land area         km2   \n",
+       "3                        RIME|sdii|Exposure|Land area         km2   \n",
+       "4                        RIME|sdii|Exposure|Land area         km2   \n",
+       "...                                               ...         ...   \n",
+       "1351  RIME|sdii|Hazard|Risk score|Population weighted  risk score   \n",
+       "1352  RIME|sdii|Hazard|Risk score|Population weighted  risk score   \n",
+       "1353  RIME|sdii|Hazard|Risk score|Population weighted  risk score   \n",
+       "1354  RIME|sdii|Hazard|Risk score|Population weighted  risk score   \n",
+       "1355  RIME|sdii|Hazard|Risk score|Population weighted  risk score   \n",
+       "\n",
+       "              2015         2025         2035         2045         2055  \\\n",
+       "0         0.000000     0.000000   318.218649   445.506108   445.506108   \n",
+       "1         0.000000     0.000000   522.990524   732.186734   732.186734   \n",
+       "2         0.000000     0.000000     0.000000     0.000000     0.000000   \n",
+       "3         0.000000     0.000000     0.000000     0.000000     0.000000   \n",
+       "4     18898.082445  7726.795597  1726.126495  1839.398395  1839.398395   \n",
+       "...            ...          ...          ...          ...          ...   \n",
+       "1351      0.127871     0.205334     0.244327     0.240007     0.243701   \n",
+       "1352      0.281809     0.252662     0.235246     0.234885     0.238325   \n",
+       "1353      0.012770     0.011914     0.011435     0.011490     0.011505   \n",
+       "1354      0.012558     0.007898     0.005513     0.005625     0.005253   \n",
+       "1355      0.198008     0.226201     0.246389     0.250515     0.245356   \n",
+       "\n",
+       "             2065         2075         2085          2095  \n",
+       "0      127.287459     0.000000     0.000000      0.000000  \n",
+       "1      209.196210     0.000000     0.000000      0.000000  \n",
+       "2        0.000000     0.000000     0.000000      0.000000  \n",
+       "3        0.000000     0.000000     0.000000      0.000000  \n",
+       "4     1556.218645  3537.563029  7726.795597  11916.028165  \n",
+       "...           ...          ...          ...           ...  \n",
+       "1351     0.223753     0.196962     0.167887      0.138906  \n",
+       "1352     0.249184     0.260808     0.273294      0.285621  \n",
+       "1353     0.011784     0.012127     0.012493      0.012855  \n",
+       "1354     0.006182     0.007450     0.008794      0.010106  \n",
+       "1355     0.234719     0.225055     0.214234      0.203057  \n",
+       "\n",
+       "[10848 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# expandeddGMT"
+    "expandeddGMT"
    ]
   },
   {
diff --git a/rime/process_config.py b/rime/process_config.py
index aaa2825..396f3ee 100644
--- a/rime/process_config.py
+++ b/rime/process_config.py
@@ -27,6 +27,7 @@
 # From generate_aggregated_inputs.py
 
 region = "COUNTRIES"  # 'R10' or 'COUNTRIES'
+# region = "R10"
 table_output_format = f"table_output_|_{region}.csv"
 
 
@@ -47,17 +48,19 @@
 # =============================================================================
 
 
-yaml_path = git_path+"climate_impacts_processing\\hotspots.yml"
+yaml_path = "indicator_params.yml"
 landmask_path = git_path+"climate_impacts_processing\\landareamaskmap0.nc"
 kg_class_path = git_path+"climate_impacts_processing\\kg_class.nc"
 
 if env == "pc":
     # Main working directory
     wd = f"C:\\Users\\{user}\\IIASA\\ECE.prog - Documents\\Research Theme - NEXUS\\Hotspots_Explorer_2p0\\"
+    wd_input =  f"P:\\watxene\\ISIMIP_postprocessed\\cse\\"
     # Directory of table files to read as input
-    wdtable_input = f"{wd}data\\5_table_outputs\\"
+    wdtable_input ="table_output\\"
+    
     # Output directory
-    wd2 = "rcre_testing\\testing_2\\"
+    wd2 = "rcre_testing\\testing_3\\"
     output_dir = f"{wd}{wd2}aggregated_region_datafiles\\"
 
     # Input source of processed climate data by ssp/year/variable/region
@@ -65,26 +68,27 @@
     fname_input_climate = f"{wd}{wd2}{folder_input_climate}*_{region}*.nc"
 
     # Input IAMC scenarios file, must have a temperature variable
-    fname_input_scenarios = f"{wd}{wd2}emissions_temp_AR6_small.xlsx"
+    fname_input_scenarios = f"emissions_temp_AR6_small.xlsx"
 
     # Directory of map files to read as input
-    impact_data_dir = f"{wd}\\data\\4_split_files_for_geoserver"
+    # impact_data_dir = f"{wd}\\data\\4_split_files_for_geoserver"
+    impact_data_dir = f"{wd_input}split_files"
 
 
-elif env == "ebro3":
-    wd = "H:\\"
-    wd2 = "H:\\rcre_testing\\"
+# elif env == "ebro3":
+#     wd = "H:\\"
+#     wd2 = "H:\\rcre_testing\\"
 
-    # Input source of processed climate data by ssp/year/variable/region
-    folder_input_climate = "aggregated_region_datafiles\\"
-    fname_input_climate = f"{wd2}{folder_input_climate}*_{region}.nc"
+#     # Input source of processed climate data by ssp/year/variable/region
+#     folder_input_climate = "aggregated_region_datafiles\\"
+#     fname_input_climate = f"{wd2}{folder_input_climate}*_{region}.nc"
 
-    # Input IAMC scenarios file, must have a temperature variable
-    fname_input_scenarios = f"{wd2}emissions_temp_AR6_small.xlsx"
+#     # Input IAMC scenarios file, must have a temperature variable
+#     fname_input_scenarios = f"{wd2}emissions_temp_AR6_small.xlsx"
 
-    output_dir = f"{wd2}aggregated_region_datafiles\\"
+#     output_dir = f"{wd2}aggregated_region_datafiles\\"
 
-    impact_data_dir = f"{wd}\\data\\4_split_files_for_geoserver"
+#     impact_data_dir = f"{wd}\\data\\4_split_files_for_geoserver"
 
 
 # =============================================================================
@@ -103,13 +107,13 @@
 output_folder_tables = f"{wd}{wd2}output\\tables\\"
 output_folder_maps = f"{wd}{wd2}output\\maps\\"
 
-prefix_indicator = "RCRE|"
+prefix_indicator = "Climate impacts|RIME|"
 
 
 few_scenarios = False
 very_few_scenarios = False
 # few_variables = True
-testing = True
+testing = False
 test = "" if testing == False else "para"
 lvaris = 200
 
@@ -126,7 +130,7 @@
 
 
 # scenario data settings
-years = range(2015, 2101, 10)
+years = range(2015, 2101, 5)
 scenarios = {"AIM/CGE 2.0": "SSP1-26", "GCAM 5.3": "SSP_SSP5"}
 sspdic = {1.0: "ssp1", 2.0: "ssp2", 3.0: "ssp3", 4.0: "ssp4", 5.0: "ssp5"}
 
diff --git a/rime/process_maps.py b/rime/process_maps.py
index 30ca983..0284a82 100644
--- a/rime/process_maps.py
+++ b/rime/process_maps.py
@@ -21,7 +21,7 @@
 import xarray as xr
 import yaml
 from dask import delayed
-from dask.distributed import Client
+# from dask.distributed import Client
 from rime.process_config import *
 from rime.rime_functions import *
 
@@ -29,7 +29,7 @@
 # from dask.diagnostics import Profiler, ResourceProfiles, CacheProfiler
 dask.config.set(scheduler="processes")
 dask.config.set(num_workers=num_workers)
-client = Client()
+# client = Client()
 
 # dask.config.set(scheduler='synchronous')
 
diff --git a/rime/process_tabledata.py b/rime/process_tabledata.py
index 78ab15c..18edbaf 100644
--- a/rime/process_tabledata.py
+++ b/rime/process_tabledata.py
@@ -28,11 +28,11 @@
     filesall = glob.glob(fname_input_climate)
 
     # files = filesall
-    # files = filesall[:2]
+    files = filesall[:2]
     # files = filesall[2:6]
     # files = filesall[7:9] # problem in 6?
     # files = filesall[9:12]
-    files = filesall[12:15]
+    # files = filesall[12:15]
     # files = filesall[15:]
 
     if len(files) == 0:
diff --git a/rime/rime_functions.py b/rime/rime_functions.py
index ffa2e40..6c1118d 100644
--- a/rime/rime_functions.py
+++ b/rime/rime_functions.py
@@ -16,6 +16,8 @@
 from scipy.stats import linregress
 import xarray as xr
 
+from rime.utils import check_ds_dims
+
 
 def loop_interpolate_gmt(df, yr_start, yr_end):
     """
@@ -73,7 +75,7 @@ def calculate_impacts_gmt(
     dfx,
     dsi,
     prefix_indicator="RIME|",
-    ssp_meta_col="ssp_family",
+    ssp_meta_col="Ssp_family",
 ):
     """
     Takes in a set of scenarios of GMT and a dataset of climate impacts by GWL,
@@ -102,7 +104,7 @@ def calculate_impacts_gmt(
     model = dfx["model"]
     scenario = dfx["scenario"]
 
-    ssp = dfx[ssp_meta_col.lower()]
+    ssp = dfx[ssp_meta_col] #<<< isue here?
 
     if ssp not in ["SSP1", "SSP2", "SSP3"]:
         ssp = "SSP2"
@@ -224,10 +226,12 @@ def map_transform_gmt(
 
         # Load and prepare the spatial impact data to be transformed
         # Rename 3rd dimension to 'gmt'
-        try:
-            mapdata = mapdata.rename_vars({gmt_name: "gmt"})
-        except ValueError:
-            print("")
+        # WORKS in multi scenario mode, but not single scenario!!!!!
+        # if len(mapdata.data_vars) >1:
+        #     try:
+        #         mapdata = mapdata.rename_vars({gmt_name: "gmt"})
+        #     except ValueError:
+        #         print("")
 
         # Get indicator name
         short = list(mapdata.data_vars)[0]
@@ -283,7 +287,7 @@ def map_transform_gmt_multi_dask(
     df,
     mapdata,
     years,
-    gmt_name="threshold",
+    gmt_name="gmt",
     use_dask=True,
     temp_min=1.2,
     temp_max=3.5,
@@ -315,10 +319,17 @@ def map_transform_gmt_multi_dask(
         pyam.IamDataFrame with variables for the impact indicators for each scenario(s).
 
     """
+    
+
 
-    map_array = xr.Dataset()
 
     if len(df.index) > 1:
+        if len(mapdata.dims)>2:
+            map_array = mapdata.isel({gmt_name:0}).reset_coords(drop=True)
+            map_array = map_array.drop_vars(map_array.data_vars)
+        else:
+            map_array = xr.full_like(mapdata, np.nan).drop_vars(mapdata.data_vars)
+        
         if len(mapdata.data_vars) == 1:
             # =============================================================================
             #             1 indicator, multi-scenario mode
@@ -365,7 +376,18 @@ def map_transform_gmt_multi_dask(
         #             1 scenario, multi-indicator mode
         # =============================================================================
         print("Single scenario mode")
+        model = df.model[0]
+        scenario = df.scenario[0]
+        
+        
+        
         delayed_tasks = []
+        if len(mapdata.dims)>2:
+            map_array = mapdata.isel({gmt_name:0}).reset_coords(drop=True)
+            map_array = map_array.drop_vars(map_array.data_vars)
+        else:
+            map_array = xr.full_like(mapdata, np.nan).drop_vars(mapdata.data_vars)
+        
 
         # Iterate through spatial indicators in DataSet
         for var_name in mapdata.data_vars:
@@ -374,11 +396,11 @@ def map_transform_gmt_multi_dask(
             if use_dask:
                 # Create delayed task for map_transform_gmt_dask
                 delayed_map_transform = delayed(map_transform_gmt)(
-                    df1, mapdata, var_name, years, map_array
+                    df1, mapdata[var_name], var_name, years, map_array
                 )
                 delayed_tasks.append(delayed_map_transform)
             else:
-                map_array = map_transform_gmt(df1, mapdata, var_name, years, map_array)
+                map_array = map_transform_gmt(df1, mapdata[var_name], var_name, years, map_array)
         if use_dask:
             # Compute delayed tasks concurrently
             computed_results = dask.compute(*delayed_tasks)
@@ -390,7 +412,8 @@ def map_transform_gmt_multi_dask(
     map_array = map_array.assign_coords(
         coords={"lon": map_array.lon, "lat": map_array.lat, "year": years}
     )
-
+    map_array.attrs['model'] = model
+    map_array.attrs['scenario'] = scenario
     return map_array
 
 
@@ -564,14 +587,56 @@ def co2togmt_simple(cum_CO2, regr=None):
 
     return gmt
 
+#%%
+def plot_maps_dashboard(ds, filename=None, indicators=None, year=2050, 
+                        cmap='magma_r', shared_axes=True, clim=None, 
+                        coastline=True, crs=None, features=None, layout_title=None):
+    """
+    
+
+    Parameters
+    ----------
+    ds : TYPE
+        DESCRIPTION.
+    filename : TYPE, optional
+        DESCRIPTION. The default is None.
+    indicators : TYPE, optional
+        DESCRIPTION. The default is None.
+    year : int, optional
+        Year from which to plot data. The default is 2050.
+    cmap : TYPE, optional
+        DESCRIPTION. The default is 'magma_r'.
+    shared_axes : TYPE, optional
+        DESCRIPTION. The default is True.
+    clim : TYPE, optional
+        DESCRIPTION. The default is None.
+    coastline : TYPE, optional
+        DESCRIPTION. The default is True.
+    crs : must be either a valid crs or an reference to a `data.attr` containing a valid crs: Projection must be defined as a EPSG code, proj4 string, WKT string, cartopy CRS, pyproj.Proj, or pyproj.CRS., optional
+        DESCRIPTION. Provides the coordinate reference system to Cartopy. 
+        Requires Cartopy installation if used, and doesn't always work well. 
+        The default is None.
+    features : TYPE, optional
+        DESCRIPTION. The default is None.
+
+    Raises
+    ------
+    Exception
+        DESCRIPTION.
+
+    Returns
+    -------
+    None.
 
-def plot_maps_dashboard(ds, filename=None, indicators=None, year=2050, cmap='magma_r', shared_axes=True, clim=None):
+    """
     
+    if isinstance(features, type(None)):
+        features = ['coastline', ]
     
-    if indicators==None:
+    if isinstance(indicators, type(None)):
         indicators = list(ds.data_vars)
     elif isinstance(indicators, list):
-        if all(x in ds.data_vars for x in indicators)==False:
+        if not all(x in ds.data_vars for x in indicators):
             raise Exception(f"Error: not all items in indicators were found in ds.")
     elif isinstance(indicators, list)==False:
         raise Exception(f"Error: indicators must be of type list.")
@@ -582,39 +647,80 @@ def plot_maps_dashboard(ds, filename=None, indicators=None, year=2050, cmap='mag
     ds = check_ds_dims(ds)
     
     
+    # Check year input.
     if 'year' in ds.dims:
-        ds = ds.sel(year=year).squeeze()
+        if year in ds.year:
+            ds = ds.sel(year=year).squeeze()
+        else:
+            print("Warning: year not in original data, interpolating now")
+            ds = ds.interp({'year':year})
+        
     elif len(ds.dims) != 2:
         raise Exception(f"Error: Year not a dimension and more than 2 dimensions in dataset")
+        
 
     plot_list = []
 
-    # Run loop through indicators (variables)
+    # Import cartopy if a crs is provided
+    if not isinstance(crs, type(None)):
+        try:
+            import cartopy
+        except:
+            print('Error importing Cartopy')
+            
+
+    # Run loop through indicators (variables) and plot
     for i in indicators:
         
-        new_plot = ds[i].hvplot(x='lon', y='lat', cmap='magma_r', shared_axes=True)
+        new_plot = ds[i].hvplot(x='lon', y='lat', cmap=cmap, 
+                                shared_axes=shared_axes, title=i, 
+                                coastline=coastline, crs=crs, 
+                                features=features)
         plot_list = plot_list + [new_plot]
 
     plot = hv.Layout(plot_list).cols(3)
     
+
+    
+    if ('model' in ds.attrs.keys()) and ('scenario' in ds.attrs.keys()):
+        model = ds.attrs['model']
+        scenario = ds.attrs['scenario']
+        # layout title
+
+    else:
+        model = 'unknown'
+        scenario = 'scenario'
+    if isinstance(layout_title, type(None))==False:
+        layout_title = f'Climate impacts in {year} ({model}, {scenario})'
+
     
+    plot.opts(title=layout_title)
     
     # Plot - check filename
-    if type(filename) is None:
-        filename = 'maps_dashboard_{model}_{scenario}.html'
+    if isinstance(filename, type(None)):
+        filename = f'maps_dashboard_{model}_{scenario}.html'
     
-    elif (type(filename) is str):
-        if (filename[:-5]) != '.html':
+    elif isinstance(filename, str):
+        if (filename[-5:]) != '.html':
             raise Exception(f"filename {filename} must end with '.html'")
                 
     else:
         raise Exception(f"filename must be string and end with '.html'")
         
-    
-    
     hvplot.save(plot, filename)
 
 
+#%%
+
+# # features = ['ocean']
+# indicators = ['cdd','dri']
+
+# filename = 'test_map.html'
+# plot_maps_dashboard(map_out_MI, indicators =indicators,
+#                     filename=filename,  year=2055, cmap='magma_r', 
+#                     shared_axes=True, clim=None, )
+# os.startfile(filename)
 
 
 
+#%%
\ No newline at end of file
diff --git a/rime/test_map.html b/rime/test_map.html
new file mode 100644
index 0000000..2c4c4e7
--- /dev/null
+++ b/rime/test_map.html
@@ -0,0 +1,71 @@
+
+
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+      <meta charset="utf-8">
+      <title>test_map</title>
+              <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css" type="text/css" />
+            <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css" type="text/css" />
+            <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css" type="text/css" />
+            <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css" type="text/css" />
+            <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css" type="text/css" />
+            <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css" type="text/css" />
+            <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css" type="text/css" />
+            <link rel="stylesheet" href="https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css" type="text/css" />
+            <style>
+                
+            .bk.pn-loading.arc:before {
+              background-image: url("data:image/svg+xml;base64,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");
+              background-size: auto calc(min(50%, 400px));
+            }
+            
+            </style>
+
+          <script type="text/javascript" src="https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js"></script><script type="text/javascript" src="https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js"></script><script type="text/javascript" src="https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js"></script><script type="text/javascript" src="https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js"></script><script type="text/javascript" src="https://cdn.holoviz.org/panel/0.14.4/dist/panel.min.js"></script><script type="text/javascript" src="https://cdn.jsdelivr.net/npm/@holoviz/geoviews@1.9.6/dist/geoviews.min.js"></script><script type="text/javascript">
+            Bokeh.set_log_level("info");
+        </script>
+  </head>
+  <body>
+          
+              <div class="bk-root" id="061d80e5-a1b1-4907-999a-88c71746ee92" data-root-id="1004"></div>
+      
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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"IBZq/f9/ZkBm9+RhoVZmQPevrDQpLWZAvXSTGARKZkDy0k1iEF1mQNKMRdPZa2ZApcLYQpBvZkCQCJHxTWdmQNo9eVioK2ZAE36pnzfSZUDpYP2fw7VlQM3MzMzMhGVAMQisHFpWZUA2PL1SlkplQJPnqDzQHGVALJ/leXDJZEB8FK5H4bpkQApjC0EOnGRA8P+Q8UFxZEBPtKuQ8mZkQKvnpPeNQGRAaTUk7rFBZEDQuHAgJGZkQBRm95faYWRAKsikAwtEZEB47j1ccjZkQG1zY3rCQ2RAGrMSwMwLZEDz6hwDsgBkQG0E4nX90GNAqG+Z02XHY0Cnlq31RZljQD0K16NwjWNA6IB8Q71/Y0AOW71q4G1jQN5Zu+1CfWNAGHel30KYY0AwiLZw7pljQHReY5eoy2NAhDubSNIEZEC5GW7A5ztkQCKFfANudWRAjEsPYyePZEDyWyC0RGhkQHw5/pENVWRAx2MGKuMDZECoHf6arOljQDPcgM8Pl2NAGxL3WPpGY0BnZmZmZmFjQD/o2az6GWNAHnIz3IDoYkCP5PIf0upiQItx/iYUuWJAFZFhFW+RYkChvmVOly9iQNXPm4pUxmFAgqDY0qteYUCiYpy/CeRgQNeoh2h0FmFAjswjfzAmYUCsOXJsRUVhQC3saYe/WWFAlmPOO9l8YUBrn47HDKthQNzbRXMirGFAPj+MEB6TYUBqh78ma5BhQOCWAa/7gWFAOiz+UcBRYUCGQKzZB0dhQGgTs5OYG2FA9pBk+H3wYEDw5blN0ttgQAjs8zousWBA7PXK3v+cYEDwhI3U5YhgQGpU95fyXWBA9Cf+0fVYYEBub98MzUxgQDBv3wzpPmBAtLbAB1s1YEDOZAjpkDZgQIyedQkFJmBA9OyQMVUgYECC4rmNRBRgQGSsKB3q/V9AAPemziPiX0CwFSy6IuBfQDHpMvSq2F9A+D6ISSLyX0CG23/gMAtgQMLRqDzQJmBAKhbtALwuYEC2O6xZ/C5gQNBWlI7sImBAMtGofPIFYECs/eC7vNhfQLxwu3wWn19AoA3yTO6XX0AsAH5yyqNfQLH/fXKDh19AwApVlgy3X0CMzEo/L4tfQHBsHkYabF9A2PSmTmFkX0DUD48Dn1FfQPgIVZZdT19APMtKP8k+X0Ckr2IKlC1fQLjf+IYaP19AEY5AaDROX0CEs//AgEhfQOzVIeO9WF9AOwIbKY1UX0CJjUDoMi9fQGhWcP7/EF9AWGkeRoa3XkC3/hqpaIheQBjAENJ9Q15AmRLJ8IBlXkDqN4jJHFheQFyYtELKil5AwF1HovtoXkAUPsI2MTFeQELdlT3v6F1ArCcUb4DBXUD2tdZkvIJdQMwbPcsXYl1ASdG+GdKDXUBKunObM7hdQJDESj9Yul1A6DzCtvrsXUAm2/iGszReQNyXtEKFbV5Ajvt9cuiWXkAU7gmYR6FeQPSM3Z6qRl5Akq7/wMQoXkBUtDkuiOpdQC631mStyV1AVn5pxI8OXkCHdJIgtCdeQNblzyqoTl5A4GSBDx96XkA0Vw01FXleQLPsCZjpUF5ACP4aqTlgXkA2h6Mx5YVeQEFXDTUPfF5AHHkv181rXkBkkHrVCkheQDApFG9PGV5A2E3Tx3jlXUA4szkuCqpdQEN0L9cFUl1ANOqmzgH5XEDOjBeM4rBcQJugxVPDiVxAfEfTR6JzXECAtxDSbU9cQHZn9Wn99VtAwEA2EUWyW0CcnMVTmaBbQI05/CNrnFtAfF67fPN4W0BqLiWAK2hbQAxbHsZTd1tAd3FpxHUhW0AiB2YnNgNbQPy9hKzDrVpA+HEGe214WkDb9vFMXmpaQFyinPdQm1pA3bdKPyrXWkBse0BoPxFbQMz9joMiOFtADFeBD3VVW0BezvgGz0xbQM2/hKxuF1tA3HajsSPOWkC8CANe7ZlaQGRBcP4gSlpAG8ZbUOQyWkAyWbt84ERaQG7Mlb1lFVpAmhYUb9PfWUD8HE7czcVZQDSvrYhvpVlA+KPWZPprWUCaAgNePDVZQDRADTWfPllA8sBbUEIGWUB2WvXpMgFZQGJFR6Km3lhAZnFAaNfJWEByN9PHO85YQHIZTtzs91hA3t/gu+URWUBGsEq/ZB1ZQFmLi+YbQVlACsb4huBnWUB9QQ01CYlZQGjst9/Al1lAXAiglIy9WUCqrBDSZdhZQIV53Z4R3FlARVe7fEHVWUDCg7TCe9tZQEbBvhko4FlAvm8G+7L2WUBOkigd3g9aQAZO5NikDlpA4r0h40LhWUB4kCgdtqRZQN8QdzgAWVlAALiErIFRWUDO9I4DgixZQIA1NpGsI1lAX3l61ZYMWUBtaGnEmRNZQI+UYgp9BVlA3U8eRjTsWEA02KbOQeFYQD+rrYg/v1hAt6qtCD6gWEBS2kMFvZVYQNiV/8CZiVhAhlj16ZWQWEA06LdfbaNYQJJfL1dCnVhAe79bUO6wWEB/iIvmaZtYQPIXTtycoFhA4eB9cqGGWEBA/wJexnFYQOY/qms2ZlhA1KUQ0odKWEAy8I6DXiBYQDOWnHej11dAhISL5ryzV0BM+wJeFYxXQPI/R6IkoldARgI9y8mUV0CUXcyNn2JXQCBhacRyaldANhwlgAJFV0CEyWxhlhdXQDoD2gFOBVdAFFWSIJ0BV0CAKJnabvVWQD9bzI2x2lZAcCo2kb6fVkCsTFizkKVWQMgmmVp4kVZAEH+L5jx2VkCUxmxh7mxWQIoKsaXOWlZAOPJlpwtCVkA+iGKK4ThWQC7PQwVYDVZAiuzI8HG+VUCBBBRvH8JVQNjyAl71n1VAsJHWZNtDVUA06chwOfxUQHkzRyIczFRAiysNtVaMVEAmxaZOPYxUQOjfjoNVbFRAhXgoHbAyVECuvwkYyxRUQJjJ4LuaAVRAWLUy9O0OVEBIMEeiUhJUQCaFnPcz91NACp3nden2U0Am5MjwytVTQJwMJYCpuFNAzuoCXiTMU0BsINPHyZFTQGxMzA08fFNAHG7ur41iU0D05wJe8yVTQGgQX+1SCFNAFFvdHsbvUkBK9Ha4WdlSQGwS/CNZt1JAmuw8S3inUkDQUqMxaJxSQNiLEFIwYlJAwrcJmKxHUkBqGtPHiTRSQCQ5WDPENFJASsgaqVooUkACfzmuN8tRQEAbcP4bnlFAoINzG4FKUUBWGnB+RmlRQNDmPMtfVlFASNtlJ04LUUCOiK0IZdxQQGoequtOyVBAWk1AaNyXUEAGMFgz8iFQQBD2SQDuc09AW7x5lqm/TkCFNit73c5NQMje1SVMQ01AGAxsItmyTEDgKfENQnxMQFxOsGb+PkxA0G7SiKLcS0DoJPENiFtLQCyuFs0dv0pAsWfSiOY9SkCVAglZqMJJQPhBsGYtbUlAi3PjmbgOSUBgrFA61slIQCxBTZ19eEhAA+v3R7NISEDgRYcKvfxHQDjBm7hyF0hA1SqfVQYMSEBgzw+TQjVIQFQbjkRfZ0hA9K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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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LiYLR1NCQELEIm5gSEJA1tUz/9NlQkAGr3SmJxxCQMaudKbEDUJAUD83nHdSQkAO6uFGxFZCQFDip1mpIUJATom1TXoSQkAwDARpolZCQB7SlkhUVEJADi2JVKHTQkDAQjccpBpDQPJY5WMtfkNADM6/pFe7Q0AErp0CwzVEQFe4dKbhOkRAIaIpqCicREBCQv0uN4tEQDQvT+c93kRA6N2WSG0CRUDckhgXJgVFQD+ABwbtqkRAVgstRWt5REClNIlUJ41EQIl/BwbAgURAcnYwYpDERECc5NC1QftEQDQxT2eTUkVAkvREkL6BRUAJxa4Td5BFQIrM6ACut0VACj8mi9YjRkA1lXvgH1RGQIIzsrBRn0ZAinuTK8ezRkBu8W3s1B5HQIAloZ97UUdAjOX5kbmFR0Ds/UQQtqFHQHcVkI4UjUdAWiahH9iCR0DUu50Cb1lHQPZiq/auUkdAYmyCGvgiR0Co278kW9NGQHKT3ql6tEZA8CKhnyi8RkDI9afZfY5GQIy0AMxReEZAZ9Ui7kQuRkA2ZeXjTUhGQOytxl5zhEZANx8EaeqpRkDlY0itdMJGQPIcZzIA7UZAHSvbDFEKR0Ao3b8kqypHQHiPpDxmWkdAyIsHBqNKR0B5olIEJgRHQG867B2LpUZADDOysIeERkDwwXSm/GhGQM5sH9H5dEZAvmaCGo7aRUCUvnSmhqVFQKKQe2D4SUVAbgNWIfEARUAunO+6us9EQLBrWT5kpkRAM98z/wiHREB/4tA1+n9EQMNt9nRkWERA2k1xiXQTREAYH9uMEk9EQMaMe+B8aURALOLQNSBtREAWZB9ROXlEQAzsp9nzV0RAiAktxf8PREDM3DP/IvtDQHokFfoB+0NAxIGkvO08REBy3TP/1iBEQO6oAExk1ENAyr9LSlKYQ0CUA5CORnxDQCDFhbdHQUNAspTvuigcQ0AKkFKE19NCQD7HIu7C9UJAdriuk3q0QkAg0PmRCqdCQMpnk6sUNkJALGsw4no0QkBCjlKEKGxCQOqnnQKP0kJADFRIrbgnQ0BCiHvgjmJDQHJ4as+Mq0NA4uJt7P/PQ0D0NCaL9dhDQE4TBOke9UNA+gLzVxkgRECQjHvgFV1EQG66dKZstERAxMjogCjcRECwKBV6U/BEQMTdlsg9+kRAKiZ4QwgkRUAY2FxbcD1FQCwdoZ/MbEVAq5/vOuGaRUCiu9dv7MBFQIJk5eMgH0ZAoo1Bc7EoRkCm2b+khl5GQJYN81e8iUZAyk6aZeydRkA6F8r7q2ZGQKyZGBeHkUZAiYLNmPi9RkDJUjecCsBGQMofBGmmy0ZAOAi56kveRkBsaoIa3rBGQMamjPFTcUZAmIDNmNxMRkD2k3vgsQtGQDq/dKY6y0VAQv4btGhhRUCAmVIEQvpEQCmnxl4M+0RAfxDK+8HeREBCQ/0uQsVEQJhkH1H9lkRApoKkPEZwRECUL+wdhS1EQN4TBGmdFURA0mv2dMfnQ0AesTq5iiNEQDLQvySbOERAhieysM/lQ0Cu7ESQXLZDQA7XlkiRc0NAUj39LvprQ0BixyLuMf5CQA5rkytV9EJAbu3hxncbQ0BScDDiHmBDQBbv4UZ2e0NAjIbeKaTFQ0DyBZCOMAZEQEBA/S4jFkRAuCxP52FNREB2H9sMp2REQEysAMwZmERAeoOkPGWgREDUE2cyLtpEQFfDrpN+LUVA/o3eKTp3RUAW4pbIwvVFQFjilsikBEZAMGiCGuQuRkBgfDDimB1GQKwzT+cx4kVAnhsE6c/YRUCCPCaLf5BFQKEoeMMns0VAanaTK6CJRUB7PsPBizxFQArhM/8w8kRAJj9gePCcRED0gqS84oFEQJzoCiPTVkRAHAaQDt0PREA6uRFdradDQFjkCqOHXkNAEmVZPmwlQ0AmsnSmONJCQEZ0ak+2uEJAVMtcW0pWQkDCQtTSVlRCQILEIm7DVkJAcEVxCZApQkAoajBiMvlBQK5cvAfRA0JApC0mCxAvQkBYbDBisXhCQGiLtU2EjEJAHGwwYkxrQkBilYzxS31CQFjIvyQ1b0JAaLxLSl/TQkBWHXhDFCJDQCK3Ed3iLUNAYruuE2ReQ0Asrzo5L7JDQKJa5eOm4ENAlM+/JGQUREB4MOydXGFEQKQ7w0GYl0RAjsGuE5DFRECoUXGJtvBEQIoLkA7gS0VAlLrXb2iDRUCnbbyHyd9FQONAw0GxyEVA1i+ysIDJRUD+tzo5pLNFQNlz9vRaukVAfJJ7YB62RUAgTJrl5AJGQFZX1NLoAUdADl1xCT2IR0D+ZKt2AMlHQIatjPE7+kdAJun5kZJXSEADsymoanNIQEpWmmV8UkhAKIWTK1/jSEB1jmrPdqxIQJD20DVHEElAWluaZSp5SUB0aQ5AApNJQLE224xCrElAid7oAG7PSUCGOtsMwItKQP5gmuVUwUpAbBJ/fbe9SkBeJy3F0thKQKy9KSjI30pA8RUctI7DSkBsfYIaqQJLQEpVJoukMktAxmD9Ljt7S0DYoqS8RMJLQPaCghofRUxAIOOuE61nTECu+/mRFI5MQOtGeEMGlkxASD2hH1a5TEDcZv0ucd1MQN8kViGdm0xA4ELbDOxxTEB+r3vgE05MQMiCghq0OkxAniwtxWoKTEAMwykoUhhMQAy+jPEovEtAmPNcW9Z9S0BAQXjDXkxLQFp3SK2KLktAj9kR3RwBS0Ak09dvJhlLQGh+gho1PEtAYiHzV6oJS0B4UIlU5uBKQIZUJot9BktAyF/9Lq9BS0CsH1Yh/2xLQDI3oZ9fV0tArdPX7yc4S0BUG7nqiTZLQB4j81febktAmBkctGGYS0AlnWpP+gNMQPDAjPFVZExADn5ILbi0TEAX/fmRbuBMQAr4XFvMgExAumia5UmDTECEUk/njuVMQGZQsrATMU1Ae990pvEgTUAeIRy0bk5NQPgef333l01ASqHNGKG7TUBsC9E1OM5NQAjRYxUQuU1ACMBShNm8TUBy9IW3lwNOQLTF7zpzQE5AWC/zV0Q2TkBW+78kVgdOQOKX9vRV7E1AaFEVeioyTkD8kryHLlxOQHSwpDxI2k5Aqx9FEL9NT0C6s6Q8SZhPQHrhnQKu6E9A0wma/785UEDdc52cIUdQQEHGVbsyYlBACQuaf3GAUED/Tt7DUW5QQCEDYBKqQVBA6dygOXgaUEDivnvgBc5PQHY081fsX09A8JAfUaurTkBUG0WQe1FOQNKbkyt8Ck5AxtadAhV6TUC+6ktKI1xNQB74XFtDhUxAkUR4w1kNTEA4goKathlMQIuRkysytEtARjUEaU2uS0BAT09nTidMQLR6q3aNuExAQru1TZZtTUDxEQujIrxNQJdCPtYZKE1AuLJ74BgKTUCkgEitSEtNQLYEl8jk1E1A3rfeqUn8TkB4T9sMp05PQJnPjPEcuk9Aa310QBsfUEDHha5tTXhQQN9NQY3h81BAzzb2jgskUUBV904BUXRRQNvO8rFUkFFAmZu/vu6MUUAf04+o88FRQCFHaukev1FAv63Qz97LUUCvBcPbCp1RQE26RKrri1FAVdjJlbdjUUDfNFlY+3lRQMFZGDFKU1FAF/OxSg9EUUD12WZMrPtQQL30ToFB3VBAfQj9SKmyUEBbttYXCZFQQNsR1Gz4f1BAET/NMp2wUECtl78+e6hQQKXfvg6ceVBABUFq6epbUEBjnL8JhRpQQAajkjoBB1BAcZS8OsfsT0A66X3jaxVQQGnGounsMFBAhQg4hCpJUEBehZSfVCFQQGnGounsMFBA6/8c5stfUEDx12SNep5QQJ6wxAPKmlBAsTOFzmuEUECfAcPbZ7BQQBPPjyiO1lBAoEqkFov9UEAtxrgEiCRRQB1Eaun/D1FAJ07udyjsUEDqIRrdQeRQQEORhZGkwFBATaHzGruqUEBRa5p3nLhQQGgFhqxu4VBApQ9dUN82UUDMEMe6uDNRQOWWVkPiDFFA86eL5I4FUUAOhGQBExxRQNmxEYjXHVFAamrZWl84UUB9eQH20RFRQCdr1EM0PFFA4noUrkdhUUDFXbVnZnZRQCl8OlMIY1FAMj1hiQdPUUAknBa86AVRQPAbX3tmJ1FAcLa5MT1JUUB31m670FZRQNCbilQYXVFAGjT0T3B7UUCInSl0Xq1RQCuk/KTawVFAK4cW2c77UUBLsDic+TVSQMP1KFyPQlJAj41AvK4xUkAZyol2FQ5SQPUtc7os2lFASBtHrMXFUUAUChFwCJlRQJcYcaNVQVFAdQKaCBsaUUBXfa62Yu9QQBWuR+F6lFBABsB4Bg2LUEDdY+lDF6JQQANgPIOGslBAHCWvzjHSUEC05VyKq/BQQIKtEiwOFVFA3nahuU4/UUA4vvbMkkRRQEP/BBcraFFA4E+Nl26oUUAmcOtuntxRQIums5PBB1JASdxj6UM1UkDpQxfUtzZSQBefAmA8E1JAIXam0HnVUUCIokCfyMlRQCGYo8fv91FAw7UKPRkRUkBheACmfBRSQCfeZsz/71FAsbJthk0lUkDzYbVnfGlSQOcdcaNmdlJAxW8pApRzUkDxqZbi9XtSQF/rPTBrnVJAdXsA5nPHUkBPgjpTNslSQE9de3r16FJAoVZBTX7xUkB9GTc2BQNTQGmDOtP1CFNA5T72Dpf6UkCf/k7BmRxTQFtXQY2JG1NAl01q6Sg3U0DzZbXnZlJTQEGnXLWqbFNAhXpjr+1XU0Cn4MkVJ0hTQGOVSyRZPlNATW+MC7geU0CZqflrSy5TQD4K16NwLVNAPPceLjkOU0AEste7P/ZSQC196IL61FJAd2O15wnCUkBqwYu+gp5SQOxRuB6Fi1JAw/UoXI+CUkARcAhVanJSQM4eaAWGflJAlyGOdXFVUkDZQpCDEmZSQMsyxLEucFJAIc1YNJ1lUkBI4XoUrkdSQFPmoDkoPlJADeVEuwpvUkCkcD0K12NSQMMN+PwwZFJAzQGCOXpCUkC3EOSghBlS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46fqnnIwzAgAT8Uu9r/r+AgM9ZySX2vwCV8XvLGfO/Pxvyg0jOAcDAzosdyrQHwEFUfi1a9xHAYYJ385BeEsABdCW3010KwAGi4Go63fm/fohKbpfv/r//Su3Ouqnvv4DfBK2Qa/U/f32NNVk5+j+A1owtzBsEQIApXZcPhQpAACevT26kDkAAQA748NISQMCwAIT2SxhAwCVn6tyeG0DgNtvE1WYcQB9CPo61vh9AoDpqRVA+IEAw2gPf+ZkhQJAE/aTsJCFAoBir7G0NIUCAjCJkmT0gQCDNyXERLiBAMKLQq16DIEAg0clxPRYhQNABJgFU2SJAUKX5BxaNI0AQ9NqC9iglQOA+WTSbFyVAEAkmAQCAJEAAhTqvb70kQNAmcX8J0yVAIHOMZ+pVJUAAhTqvb70kQABxxtTKTCNA4Id0HATYI0DAz1WXEOEjQCBh3h915iVAIKxc0QHhJUDQNqvsmeknQEDtjwRxCSlAwPPyzYBLK0Bw40SGRz0sQFGNtcMVmy1AqIwz1AxdMEBAo0TlcZ8xQMDywpbwnjJAaOVOvD2yMkA4SXu1H6kzQEDnsYVz4zNAD0akEblENUAAI4LvSA41QDg0kwAmFzVAkGnGM/WUNUAoDpo6O4Y2QChgtSKGUTdAr2O1IugeOECQniLDF1A4QFFGMDfObThAYIwRsqoPOEAgr9AKM203QFmrM9T8VjdAQED2ya2aOEAYYd5+O905QPB274/68jpAODerSyr7O0DAYWqkIB49QLBIvFzrETxAKBv9A1NBOkAoz7i/In84QCjBflKk3jZAYFHefm9KNkCg/sKWflI1QMBbUll8izVAWNugdCgPNUDQCZo6OYk1QAi1p65XcTZACBFgzQK7OEBQoyLD52U5QBmt+WZGSzlAmd3J0EPnN0BI4KB05C42QGil0AqpNjVAAPiIKaBeNUDYlPlmZMczQNBmOg4I2TFAGBUfJpseMUBg13cY09QxQDhMtSKoyTJAYN6xhYXeMUDwmAp4RdQwQEjRdxidcjBAoa4AQnPCL0AApABCV1UtQD9GDraRMyxAkLOFLcXiKUDAsIUtDUApQGCphS1tkydA74MAQgMOJkDPcymejrYkQGBRGI2VwyBAYIswGusxHEBgTXHB0KkWQEBYgtKhOxVAgGrNUOP3E0Cgu3Rez6YXQEBFpLJYGyFAz4nX5S8OJUA/7yw7ebcoQEB/Qem0hS1AsA6C75hvMECAc3R7HC8zQMizROXfYDVASJy/+RMGN0Cwh9dE6os4QKBEWZO7XjpAPwgVT2EqPECQ2Ap4HUs/QGi+XDBkAT5A8ESrS+AZP0AMwL3a/RBAQKCJUDpD40BArCyHCspBQkAkkRbNayVEQAQpEzCph0RAiFUM9h6QREDZJaq3BgJEQFwt6tMEMUNAlF1XdJf1QEDgrQ+TnJdAQIfhI2JKaEFAWAoCH3VwQUAGL/oK0nhBQCjyJOmaHUJAzNb6IqGBQkCuga0SLJJCQKKoAu0QRUJA2GSNeoiWQkDW52or9stDQJ0Rpb3BN0RA/fZ14JzhQ0DVyoRf6gtFQMW2RZkNgkVAI7ByaJH5RUAxuZu4IERGQFV9Lhhl2UVApRL6gV8WRkBEkdxf9rlFQHVugNAAIEdAxnJLqyFpR0A03IDPD8dGQE38Qsbvx0ZAALN78rAsR0AZsrrVc/JHQBv/PuPCEUhArZUJv9TbSkAdmUf+YDxLQBLfiVkvvkpAxvObyGJgS0DxS/28qbhLQMYWghyUqExALbKd76dmTUBx5ldzgPhNQAwpP6n2iU5ApXA9CtcDTkBIV7BmZ0ZOQAAuGmqDwE9AkgVM4NY4UEBxlLw6xyBRQKXC2EKQS1FA4IlZL4YKUUD4cMlxpwhRQHuqQ26Gu1BAxjNo6J/QUEDZDdsWZa5QQLh1N091rFBALXjRV5AiUUCGj4gpkUxRQF2PwvUofFFA4UVfQZolUkCiKNAn8jJSQEhaKm9H9lFAc+FASBYeUkDRlnMprjJSQMXt2QEkJFJAsf7PYb5qUkCJY13cRk9SQFO4HoXr0VFAYviImBIbUkBu4uR+hzRSQFx8CoDxelJAIZijx++LUkAX2c73U8NSQItUGFsInlJAeZJ0zeS7UkBa3eo56XVSQGOcvwmFZlJANjy9UpaZUkALaCJseEZSQNyn4zEDuVJA6OPaUDGqUkA5nPnVHMpSQEwfuqC+61JArUz4pX7SUkCpaoKo+xZTQFaCxeHM+VJA1rXPqudkU0DN/7CluulTQCz0PEsAYFRAnfbZARYnVECGMEeitSBUQMaHnPf/j1RAeP52OO8pVUDena0IobRVQADXGqmcgFVAVEz16azKVUAX/9kBNBRWQAIxcP6ikFZAlN4aqaM5V0A7wJW9/U5XQFYwNpEK91dAnV0v12crWEBdQaprC7tYQGFDqmueMFlAmpViikJCWUCGdEBoaX9ZQAnJ+IaAFlpAsl1Ys0OEWkAU12zhHi1aQJuwENIWvlpAm5UoHVzPWkDE8rff1glbQH9S7dPxxFtAAhO4dTdVXECthsQ9lohcQCaN0TqqeFxA5M5bUN4xXEBI4XoUrolbQJmZmZmZWVtAKVyPwvWoW0CoABjPoAdcQLA9syRAQVxAaCeDo+RhXEBrgqj7AH5cQPGAsilX5FxA1jkGZK+xXUDhehSuR8FdQITTIePXzF5A9fi9TX/QXkC5HoXrUVhfQGegMv59vl9A220XmusSYECN7iB2piFgQB+F61G4DmBAa0jcY+k2YECcVPfXO2lgQCcxCKwciGBAzGJi83G7YECFlJ9U+/FgQP9D+u3rL2FAQ8pPqn1HYUCNYrml1XthQAuYwK27ZGFA/d6mP/uOYUBYfXwDALBiQGLdqLw8y2JAzKQ7HAEfY0Dk32dcOKBjQNRIS+Xt32NAVvFG5pH6Y0B4f7xXrfZjQAbdXtIYHmRAbmk1JO5IZEA2donqrYFkQHiE04IXvmRAGdJDTp37ZEAJ5ujxezJlQDWYhuEjWmVAeXqlLENAZUDiC5Opgk5lQCjyJOmatGVAVmr2QCv3ZUAHcpQOM1NmQM9iIP7/f2ZA","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"IBZq/f9/ZkBm9+RhoVZmQPevrDQpLWZAvXSTGARKZkDy0k1iEF1mQNKMRdPZa2ZApcLYQpBvZkCQCJHxTWdmQNo9eVioK2ZAE36pnzfSZUDpYP2fw7VlQM3MzMzMhGVAMQisHFpWZUA2PL1SlkplQJPnqDzQHGVALJ/leXDJZEB8FK5H4bpkQApjC0EOnGRA8P+Q8UFxZEBPtKuQ8mZkQKvnpPeNQGRAaTUk7rFBZEDQuHAgJGZkQBRm95faYWRAKsikAwtEZEB47j1ccjZkQG1zY3rCQ2RAGrMSwMwLZEDz6hwDsgBkQG0E4nX90GNAqG+Z02XHY0Cnlq31RZljQD0K16NwjWNA6IB8Q71/Y0AOW71q4G1jQN5Zu+1CfWNAGHel30KYY0AwiLZw7pljQHReY5eoy2NAhDubSNIEZEC5GW7A5ztkQCKFfANudWRAjEsPYyePZEDyWyC0RGhkQHw5/pENVWRAx2MGKuMDZECoHf6arOljQDPcgM8Pl2NAGxL3WPpGY0BnZmZmZmFjQD/o2az6GWNAHnIz3IDoYkCP5PIf0upiQItx/iYUuWJAFZFhFW+RYkChvmVOly9iQNXPm4pUxmFAgqDY0qteYUCiYpy/CeRgQNeoh2h0FmFAjswjfzAmYUCsOXJsRUVhQC3saYe/WWFAlmPOO9l8YUBrn47HDKthQNzbRXMirGFAPj+MEB6TYUBqh78ma5BhQOCWAa/7gWFAOiz+UcBRYUCGQKzZB0dhQGgTs5OYG2FA9pBk+H3wYEDw5blN0ttgQAjs8zousWBA7PXK3v+cYEDwhI3U5YhgQGpU95fyXWBA9Cf+0fVYYEBub98MzUxgQDBv3wzpPmBAtLbAB1s1YEDOZAjpkDZgQIyedQkFJmBA9OyQMVUgYECC4rmNRBRgQGSsKB3q/V9AAPemziPiX0CwFSy6IuBfQDHpMvSq2F9A+D6ISSLyX0CG23/gMAtgQMLRqDzQJmBAKhbtALwuYEC2O6xZ/C5gQNBWlI7sImBAMtGofPIFYECs/eC7vNhfQLxwu3wWn19AoA3yTO6XX0AsAH5yyqNfQLH/fXKDh19AwApVlgy3X0CMzEo/L4tfQHBsHkYabF9A2PSmTmFkX0DUD48Dn1FfQPgIVZZdT19APMtKP8k+X0Ckr2IKlC1fQLjf+IYaP19AEY5AaDROX0CEs//AgEhfQOzVIeO9WF9AOwIbKY1UX0CJjUDoMi9fQGhWcP7/EF9AWGkeRoa3XkC3/hqpaIheQBjAENJ9Q15AmRLJ8IBlXkDqN4jJHFheQFyYtELKil5AwF1HovtoXkAUPsI2MTFeQELdlT3v6F1ArCcUb4DBXUD2tdZkvIJdQMwbPcsXYl1ASdG+GdKDXUBKunObM7hdQJDESj9Yul1A6DzCtvrsXUAm2/iGszReQNyXtEKFbV5Ajvt9cuiWXkAU7gmYR6FeQPSM3Z6qRl5Akq7/wMQoXkBUtDkuiOpdQC631mStyV1AVn5pxI8OXkCHdJIgtCdeQNblzyqoTl5A4GSBDx96XkA0Vw01FXleQLPsCZjpUF5ACP4aqTlgXkA2h6Mx5YVeQEFXDTUPfF5AHHkv181rXkBkkHrVCkheQDApFG9PGV5A2E3Tx3jlXUA4szkuCqpdQEN0L9cFUl1ANOqmzgH5XEDOjBeM4rBcQJugxVPDiVxAfEfTR6JzXECAtxDSbU9cQHZn9Wn99VtAwEA2EUWyW0CcnMVTmaBbQI05/CNrnFtAfF67fPN4W0BqLiWAK2hbQAxbHsZTd1tAd3FpxHUhW0AiB2YnNgNbQPy9hKzDrVpA+HEGe214WkDb9vFMXmpaQFyinPdQm1pA3bdKPyrXWkBse0BoPxFbQMz9joMiOFtADFeBD3VVW0BezvgGz0xbQM2/hKxuF1tA3HajsSPOWkC8CANe7ZlaQGRBcP4gSlpAG8ZbUOQyWkAyWbt84ERaQG7Mlb1lFVpAmhYUb9PfWUD8HE7czcVZQDSvrYhvpVlA+KPWZPprWUCaAgNePDVZQDRADTWfPllA8sBbUEIGWUB2WvXpMgFZQGJFR6Km3lhAZnFAaNfJWEByN9PHO85YQHIZTtzs91hA3t/gu+URWUBGsEq/ZB1ZQFmLi+YbQVlACsb4huBnWUB9QQ01CYlZQGjst9/Al1lAXAiglIy9WUCqrBDSZdhZQIV53Z4R3FlARVe7fEHVWUDCg7TCe9tZQEbBvhko4FlAvm8G+7L2WUBOkigd3g9aQAZO5NikDlpA4r0h40LhWUB4kCgdtqRZQN8QdzgAWVlAALiErIFRWUDO9I4DgixZQIA1NpGsI1lAX3l61ZYMWUBtaGnEmRNZQI+UYgp9BVlA3U8eRjTsWEA02KbOQeFYQD+rrYg/v1hAt6qtCD6gWEBS2kMFvZVYQNiV/8CZiVhAhlj16ZWQWEA06LdfbaNYQJJfL1dCnVhAe79bUO6wWEB/iIvmaZtYQPIXTtycoFhA4eB9cqGGWEBA/wJexnFYQOY/qms2ZlhA1KUQ0odKWEAy8I6DXiBYQDOWnHej11dAhISL5ryzV0BM+wJeFYxXQPI/R6IkoldARgI9y8mUV0CUXcyNn2JXQCBhacRyaldANhwlgAJFV0CEyWxhlhdXQDoD2gFOBVdAFFWSIJ0BV0CAKJnabvVWQD9bzI2x2lZAcCo2kb6fVkCsTFizkKVWQMgmmVp4kVZAEH+L5jx2VkCUxmxh7mxWQIoKsaXOWlZAOPJlpwtCVkA+iGKK4ThWQC7PQwVYDVZAiuzI8HG+VUCBBBRvH8JVQNjyAl71n1VAsJHWZNtDVUA06chwOfxUQHkzRyIczFRAiysNtVaMVEAmxaZOPYxUQOjfjoNVbFRAhXgoHbAyVECuvwkYyxRUQJjJ4LuaAVRAWLUy9O0OVEBIMEeiUhJUQCaFnPcz91NACp3nden2U0Am5MjwytVTQJwMJYCpuFNAzuoCXiTMU0BsINPHyZFTQGxMzA08fFNAHG7ur41iU0D05wJe8yVTQGgQX+1SCFNAFFvdHsbvUkBK9Ha4WdlSQGwS/CNZt1JAmuw8S3inUkDQUqMxaJxSQNiLEFIwYlJAwrcJmKxHUkBqGtPHiTRSQCQ5WDPENFJASsgaqVooUkACfzmuN8tRQEAbcP4bnlFAoINzG4FKUUBWGnB+RmlRQNDmPMtfVlFASNtlJ04LUUCOiK0IZdxQQGoequtOyVBAWk1AaNyXUEAGMFgz8iFQQBD2SQDuc09AW7x5lqm/TkCFNit73c5NQMje1SVMQ01AGAxsItmyTEDgKfENQnxMQFxOsGb+PkxA0G7SiKLcS0DoJPENiFtLQCyuFs0dv0pAsWfSiOY9SkCVAglZqMJJQPhBsGYtbUlAi3PjmbgOSUBgrFA61slIQCxBTZ19eEhAA+v3R7NISEDgRYcKvfxHQDjBm7hyF0hA1SqfVQYMSEBgzw+TQjVIQFQbjkRfZ0hA9KQWzVemSEDQVvvkRrxIQDDTD5OCE0lAoFHBd0EbSUB0xZu4gA5JQFAlyLGzHklAQEGwZoFDSUAQLQIfjVRJQIAVt6CxZ0lAzFLBdzhfSUAExP6BtYFJQOQIQ8aqpElAHMw472bLSUD90nJcqM1JQGiH9KresUlA1If0qi3KSUCQeoDQ8+BJQGA2PIyu5UlAvAtDxt1JSkAQ+ZR+trNKQEh1qSwGAUtAAORJALVYS0AEdQz2MbhLQHzBiqcQCUxAELF5llYuTECwowW8Kj5MQDyZLhgaMkxAeISA0GkhTEANZvvkyzJMQLQRpo8tbExATT+fVaSzTECw0/6BhxFNQLC5Fs1WXU1AwGherhqXTUBDuxbNnLlNQJSnaIVu501AIM0n3i/nTUD42Zu4mbhNQAjdOO8lpE1AQJuR4TluTUB4cTVSdj5NQBxEPIxkBE1AFOQPk8bpTECkNcixN9VMQPQMbCL05ExAaLcWzeHYTEBc33Jc/J1MQNxYhwoJTkxAoB4aao9BTEAgHhpqSiRMQExC2cKr1EtAQKvcX42iS0A41DjvL6NLQDANpo8/ZUtAdCBU158eS0AoGBpqBslKQNT7MbXljUpAxOWDbU4xSkDkp3mWihhKQEjlg22GFUpA2Dt2+RSWSUBDxJu4i8lIQDR3HQfxVkhADEPq05UeSEB8Kp9VLvhHQJyPBbxerUdACJU/KclbR0D9Xwz2VPBGQFDaIKQB0EZACA1U1wa0RkAQQyRBepJGQBlvHQepfkZAEOL3R04/RkBgfi4YahZGQL2UeZbRvUVAbDuHCoecRUAYcld0L6BFQHBWb79Bi0VAjHsuGDVyRUDkQMF3bE1FQNBVb78KZ0VATxEre+lZRUCMOocKbmlFQFyMPynBY0VAuPx8MyVTRUBdF2XoiixFQO9vV3SsIkVA8JB5lo/gREAgHzyMVpxEQBgbn1U8eERAUNVaEbMfREDcXOOZneZDQDz/U9fXkUNABDnBdwiDQ0AcOcF3fYhDQPCCPykTP0NAAM292g0DQ0AcSm+/571CQIDOWhHRk0JAYCdNndCaQkDo5aWPP3dCQNhE0ojeUUJAwNYxteMfQkCUMcF38dFBQFhIDPapkEFAFE5GY/BQQUAspzjv1WRBQIjrfDOGakFAbL+DbV96QUD49VPXF3ZBQBSxD5MkUkFA+D/SiJk2QUAQJOrTxxNBQHCe/oHv9UBAzOh8M0fLQECg7raggZFAQFCUxBQsNkBAdCOHCgQpQEDMYZHhDl5AQPQvXq6jrEBAtHzcX2INQUCQ8bagqDxBQFgDyLHEZUFADMGDbaHYQUDA4qWPMr9BQBDtfDNTw0FAQGC6PWlYQkA0aOif4G5CQNA7++QnmEJAOFNGYxV8QkD8LYcKr45CQMC6rMmqvUJApC+HCm7uQkBsLerTfTRDQDR9BbzMfkNAYED75A+iQ0Co70LGOuhDQPgNK3vylkRAzEX75BLeRECwKxMwbyNFQD1tuj13S0VASDRNnWWKRUAsYUZjr6hFQES91SWopEVAnVVvv6FbRUAo8AhZmZJFQIDED5M+vEVA8GFGY1XVRUC8LxMwFA9GQH0+hwqgTkZAJD3q00nHRkBruv6BnFJHQC9gb79Iw0dAAID0qsMCSEDoBeD8ezBIQJhE6tNeeUhAeD6wZkaiSEDYMTyMQ91IQISBV3QfIUlATNtJALNdSUAEV16uPI5JQPDRclwikUlA9KHcX1CFSUDEC+D8y4VJQAzHm7jGaklAeDp2+bRGSUDUPBMwFAlJQOwVVNfyuUhADLGKpxlMSEA4hi4Y0t5HQIzV5jZJSEdA2CECHzDIRkDwSvvkuAhGQEDYvdpmkUVAUOprIlMFRUBExKzJzedEQOjlzuvlykRAaFipLEBxREB34JwRpVFEQBvFckurIURApAsre4MPRED4RJgbaeZDQARZRmNtzUNAbkxPWOKZQ0DswEkAyV5DQBw1JEFfZkNA1FEM9lG4Q0AEdC4YKLxDQDzdMbXrmENA3CtNnUGgQ0B4hD8p4JdDQPzdMbWTxENATOLO64v5Q0D5I3b5hShEQIyRFs07PURAKBNl6Pc3RECZb/SqyEdEQMS6clzATERAxPFCxkJjREB9HTyMFj1EQOTDSQBtC0RAiJntcO25Q0BcO16u6ERDQAC+SQCgtEJA4EoM9gAkQkAQIbBmwPJBQLB7PyllmUFApLvmNqhkQUDcIU2d11lBQGwOn1WLlkFANAEre8yvQUAUcb95Y7FBQKab/H0ByEFAdBl2+VfEQUA0nmFLlq9BQGyDeZbBzUFAfEypLLi6QUCYhRbNNoVBQOQIAh+gG0FANJIn3rCBQEAcDDyMjUlAQCSwrMmGVEBAVISzAz51QEAcSkZjQWpAQEwFAh9GSkBArHU/KSc7QEDIvCCkCBpAQKiHUllghT9A0MC/+VdTP0AYfhjs2eY+QD+pEbJwnz5AQJJjakMOPkDpJv0D8ew8QEdyGOxBODxAOHnvj/B2O0BHH5o6YWs6QJClIsPf6DlA6LxtQdfHOUDY8D2rQCw5QJhA9smHrThA2BKaOhOYN0C4++vy+fw2QFCav/n7kjZASOTa4fSKNUCgjiLDZbA0QEjyiCk+EjRAQBnluMydM0D4dhGyejEzQLCoROX12jJAGF9jarVsMkBIKJMAnmAyQJg/3n6XPjJAyJttQQVAMkDIOkFI2ewxQPD3/AN3PzJAWB28XMU4MkAI3bGFIZExQLAbWZN9EDFAQBi8XBsQMUDAhflmUFgwQBFQcX8hNC9AYKVjC8NrLkCAKE9du/otQJBZgpCGfC1A8XFqRfjQLECxN/2kfMUsQNDdChnzgyxAkNPQq768K0AxjimeerQqQABkakVYpylAHzkOtpU3KUDQD+yT/5YnQKBkQenodydA8L/Qq7pHJ0BPHWBunI4nQCB5UvpFPyhAgAV4uepZKECRZAd8DAApQND8A98ZeilA4MeWPjagKkBQ2AoZd0QrQOAP24I6eitAP3neH21fK0AgYjDYT8YqQJ8DoRXyPSpAACdgbjDAKUBgP6vsrdspQKA+DrYNeSpAIJideLfdKUAw10SG43QpQLCHxtRmdChAcXe1wxWlKEAgjgBCW10oQCC4+Qd21CdAQEC8/QIwJkAgTwd83CEkQMCGEVN8zyJAYKpt4pKYIUCATt4fAakhQMClM3XKGCJA8H7X5SuVIkCwgNflW/wiQCBWe1Z5nCJAEKszdV5MI0Bgg9flI5cjQGCUhS0JzyJAQDT2am/lIUCAptCrZn0hQACa+QdG+iBAABUOtiUAIUAgj5PjMtkdQACdQSuUVBxAPwocbNPKGkCA7qeRupcXQKBtMBqDcxVA4M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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[693]},{"__ndarray__":"kYECrpkxZsCmPr7p/39mwA==","dtype":"float64","order":"little","shape":[2]},{"__ndarray__":"pj6+6f9/ZsCWspjKYnlmwAp8yABbfWbApj6+6f9/ZsA=","dtype":"float64","order":"little","shape":[4]},{"__ndarray__":"sJV61Zx8X0B0lnrVQqlfQAyhUXlDvV9AbGfk2H/VX0DEIqCU871fQIhzWLNBe19AbdxbUKpFX0BowHOb5htfQHdcqmse5V5A/MzndXDdXkBgS5laM+NeQKi1nHe4/l5Ak73W5P49X0BgaIEPhUVfQLCVetWcfF9A","dtype":"float64","order":"little","shape":[15]},{"__ndarray__":"AAAAAACAZsBI6Wj0KH5mwHswSq/gYWbAIKCHeTcoZsAgEMWjtQJmwBC+DGWO+mXAXAiLdj3MZcDuS8/auqNlwPpElY1znGXANOcFa3A+ZcCMxOPo/x9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BJAj6rQCQ9QLiTndd91jxA4FvNbd6OPEDodLUiAgo8QCB674+ErDtAqWOkESn/O0BXI/0Dkx08QFggw5YK/TxAF+K4v3LOPECobxjsd547QKjoLJo/MTtAEJN0e6ZbOkAQW6QRGQs6QDmmIsOTDjpAwNZV9ppyOUCAq/lmBO04QKAdcd79tjdAoKyWnXJoOEBIJatLZOY3QPAKYM3OVzdAsFPefmHQNkDnjEsfVaA2QAhNpBGJ2TZAWNSPY5tZN0AgrdAKHfk2QEgxHyavhzdAkeFmB2gGOEC/A4kpPgo4QFiqM9RwHTdAIF0Y7PNoN0CYZO+PZMY2QDDyFE97JzdAD4J0e3J9NkBoRAfbhqs1QCDSydCFSzVAUF3vj7oeNUDQyI9j47o0QPCPv/m7NzRAIAc3cWcmNEBA5BRP4fozQOjZPavC9TNAmFwp/fRnM0DgaZ3XrVEzQHCd0ApPZzNACAGaOj+KM0CA0AM+LF8zQJDPAz6YKTNAsCNZk9PhMkDgbNdENHMyQBhbY2qNgjFAkC8H2xTuMEC4wQM+8AMwQNHU+QdSWS5AcLTX5aPALkCAXh/HMtctQDCfxtSezS1AUFWCkHqELEBfSKvsjecrQJHYChlfUCtAwBJ4udpbK0CwrBFTHG4rQJA6NxIR4CtAvyz9pIBIKkDwF4nKO6goQOCPAEKLxChAYO4sO92FKEBQZQd8sC0pQLCPKZ7GDStAcXWkskQPLEAw4m3i/kguQFBWDrY12i9AkOQlYH4rMEDRvxFTWMcvQCj/cN71yDBAWMgDPuiEMUCo8cKWbmAyQDCgCnjxejJAaDxBSBtLMkAobXR7Br0xQBhfnded3jBACI0z1OByMEDwrri/5isxQNCxVfaGDTFA+BIfJpWiMEA4R++P2BkwQCBD/aRAXi9AIEP9pDxgL0DglrXDscgvQIBRxjP9GzBAUL4RUwhwL0CwBpAExdMuQBCgxtQ6/y1AoFwfxxJoLUCQ8LhgEB8sQNCaAEKHQStA8crQq7LGKUDgygoZnzYoQCBqGI1BYiZA0Kv5Bx4GJUCga+8wamYkQNCMromsZyNAQLx+8yPHIUAwfhFTbNsgQL/ddF4vZx9AoPFcE6G9HUDgd1l28h0aQAB03mFUOhJAgGk+EqTNCEBAW2duU+MHQMD2AAjdUAhAwHwOfBe8AEAAcmwj0e/pPwCf2cMkFec/+A/6tCJQuz8B9Jj2Z9bRvwCwMIWMfbw//k1YT1rl3b/+qxKOU97lvwC+PPqcA/e/wIWSV+8rAcD+CoXjhFMLwOCBFCrBeRHAcCauwxr7E8DQY34tNoIVwNCpiAQ6dxfAMI5m4l/yGMBwY9DlrBQawGD8WG6d0B3AQAqT2yVsH8CI4rt5AMQgwCnPcPs2zCHAQW5EAgF+IcBoYdAnFK4hwBBK6HIukyLAj0+FqZoNI8DxX5a62+QiwCgYUna7GCLA8RrvrGf0IcCYLZ30kIkhwPCJLLfqlCHAICwAvkj7IcCY2kef0xEiwCnaR58H+CHAmOSBDCjJIsCAVxGNqukfwPAwAHyZBBvAMFqnicWlFcBAPdDlMGQRwP46fqnnIwzAgAT8Uu9r/r+AgM9ZySX2vwCV8XvLGfO/Pxvyg0jOAcDAzosdyrQHwEFUfi1a9xHAYYJ385BeEsABdCW3010KwAGi4Go63fm/fohKbpfv/r//Su3Ouqnvv4DfBK2Qa/U/f32NNVk5+j+A1owtzBsEQIApXZcPhQpAACevT26kDkAAQA748NISQMCwAIT2SxhAwCVn6tyeG0DgNtvE1WYcQB9CPo61vh9AoDpqRVA+IEAw2gPf+ZkhQJAE/aTsJCFAoBir7G0NIUCAjCJkmT0gQCDNyXERLiBAMKLQq16DIEAg0clxPRYhQNABJgFU2SJAUKX5BxaNI0AQ9NqC9iglQOA+WTSbFyVAEAkmAQCAJEAAhTqvb70kQNAmcX8J0yVAIHOMZ+pVJUAAhTqvb70kQABxxtTKTCNA4Id0HATYI0DAz1WXEOEjQCBh3h915iVAIKxc0QHhJUDQNqvsmeknQEDtjwRxCSlAwPPyzYBLK0Bw40SGRz0sQFGNtcMVmy1AqIwz1AxdMEBAo0TlcZ8xQMDywpbwnjJAaOVOvD2yMkA4SXu1H6kzQEDnsYVz4zNAD0akEblENUAAI4LvSA41QDg0kwAmFzVAkGnGM/WUNUAoDpo6O4Y2QChgtSKGUTdAr2O1IugeOECQniLDF1A4QFFGMDfObThAYIwRsqoPOEAgr9AKM203QFmrM9T8VjdAQED2ya2aOEAYYd5+O905QPB274/68jpAODerSyr7O0DAYWqkIB49QLBIvFzrETxAKBv9A1NBOkAoz7i/In84QCjBflKk3jZAYFHefm9KNkCg/sKWflI1QMBbUll8izVAWNugdCgPNUDQCZo6OYk1QAi1p65XcTZACBFgzQK7OEBQoyLD52U5QBmt+WZGSzlAmd3J0EPnN0BI4KB05C42QGil0AqpNjVAAPiIKaBeNUDYlPlmZMczQNBmOg4I2TFAGBUfJpseMUBg13cY09QxQDhMtSKoyTJAYN6xhYXeMUDwmAp4RdQwQEjRdxidcjBAoa4AQnPCL0AApABCV1UtQD9GDraRMyxAkLOFLcXiKUDAsIUtDUApQGCphS1tkydA74MAQgMOJkDPcymejrYkQGBRGI2VwyBAYIswGusxHEBgTXHB0KkWQEBYgtKhOxVAgGrNUOP3E0Cgu3Rez6YXQEBFpLJYGyFAz4nX5S8OJUA/7yw7ebcoQEB/Qem0hS1AsA6C75hvMECAc3R7HC8zQMizROXfYDVASJy/+RMGN0Cwh9dE6os4QKBEWZO7XjpAPwgVT2EqPECQ2Ap4HUs/QGi+XDBkAT5A8ESrS+AZP0AMwL3a/RBAQKCJUDpD40BArCyHCspBQkAkkRbNayVEQAQpEzCph0RAiFUM9h6QREDZJaq3BgJEQFwt6tMEMUNAlF1XdJf1QEDgrQ+TnJdAQIfhI2JKaEFAWAoCH3VwQUAGL/oK0nhBQCjyJOmaHUJAzNb6IqGBQkCuga0SLJJCQKKoAu0QRUJA2GSNeoiWQkDW52or9stDQJ0Rpb3BN0RA/fZ14JzhQ0DVyoRf6gtFQMW2RZkNgkVAI7ByaJH5RUAxuZu4IERGQFV9Lhhl2UVApRL6gV8WRkBEkdxf9rlFQHVugNAAIEdAxnJLqyFpR0A03IDPD8dGQE38Qsbvx0ZAALN78rAsR0AZsrrVc/JHQBv/PuPCEUhArZUJv9TbSkAdmUf+YDxLQBLfiVkvvkpAxvObyGJgS0DxS/28qbhLQMYWghyUqExALbKd76dmTUBx5ldzgPhNQAwpP6n2iU5ApXA9CtcDTkBIV7BmZ0ZOQAAuGmqDwE9AkgVM4NY4UEBxlLw6xyBRQKXC2EKQS1FA4IlZL4YKUUD4cMlxpwhRQHuqQ26Gu1BAxjNo6J/QUEDZDdsWZa5QQLh1N091rFBALXjRV5AiUUCGj4gpkUxRQF2PwvUofFFA4UVfQZolUkCiKNAn8jJSQEhaKm9H9lFAc+FASBYeUkDRlnMprjJSQMXt2QEkJFJAsf7PYb5qUkCJY13cRk9SQFO4HoXr0VFAYviImBIbUkBu4uR+hzRSQFx8CoDxelJAIZijx++LUkAX2c73U8NSQItUGFsInlJAeZJ0zeS7UkBa3eo56XVSQGOcvwmFZlJANjy9UpaZUkALaCJseEZSQNyn4zEDuVJA6OPaUDGqUkA5nPnVHMpSQEwfuqC+61JArUz4pX7SUkCpaoKo+xZTQFaCxeHM+VJA1rXPqudkU0DN/7CluulTQCz0PEsAYFRAnfbZARYnVECGMEeitSBUQMaHnPf/j1RAeP52OO8pVUDena0IobRVQADXGqmcgFVAVEz16azKVUAX/9kBNBRWQAIxcP6ikFZAlN4aqaM5V0A7wJW9/U5XQFYwNpEK91dAnV0v12crWEBdQaprC7tYQGFDqmueMFlAmpViikJCWUCGdEBoaX9ZQAnJ+IaAFlpAsl1Ys0OEWkAU12zhHi1aQJuwENIWvlpAm5UoHVzPWkDE8rff1glbQH9S7dPxxFtAAhO4dTdVXECthsQ9lohcQCaN0TqqeFxA5M5bUN4xXEBI4XoUrolbQJmZmZmZWVtAKVyPwvWoW0CoABjPoAdcQLA9syRAQVxAaCeDo+RhXEBrgqj7AH5cQPGAsilX5FxA1jkGZK+xXUDhehSuR8FdQITTIePXzF5A9fi9TX/QXkC5HoXrUVhfQGegMv59vl9A220XmusSYECN7iB2piFgQB+F61G4DmBAa0jcY+k2YECcVPfXO2lgQCcxCKwciGBAzGJi83G7YECFlJ9U+/FgQP9D+u3rL2FAQ8pPqn1HYUCNYrml1XthQAuYwK27ZGFA/d6mP/uOYUBYfXwDALBiQGLdqLw8y2JAzKQ7HAEfY0Dk32dcOKBjQNRIS+Xt32NAVvFG5pH6Y0B4f7xXrfZjQAbdXtIYHmRAbmk1JO5IZEA2donqrYFkQHiE04IXvmRAGdJDTp37ZEAJ5ujxezJlQDWYhuEjWmVAeXqlLENAZUDiC5Opgk5lQCjyJOmatGVAVmr2QCv3ZUAHcpQOM1NmQM9iIP7/f2ZA","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"IBZq/f9/ZkBm9+RhoVZmQPevrDQpLWZAvXSTGARKZkDy0k1iEF1mQNKMRdPZa2ZApcLYQpBvZkCQCJHxTWdmQNo9eVioK2ZAE36pnzfSZUDpYP2fw7VlQM3MzMzMhGVAMQisHFpWZUA2PL1SlkplQJPnqDzQHGVALJ/leXDJZEB8FK5H4bpkQApjC0EOnGRA8P+Q8UFxZEBPtKuQ8mZkQKvnpPeNQGRAaTUk7rFBZEDQuHAgJGZkQBRm95faYWRAKsikAwtEZEB47j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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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om1TXoSQkAwDARpolZCQB7SlkhUVEJADi2JVKHTQkDAQjccpBpDQPJY5WMtfkNADM6/pFe7Q0AErp0CwzVEQFe4dKbhOkRAIaIpqCicREBCQv0uN4tEQDQvT+c93kRA6N2WSG0CRUDckhgXJgVFQD+ABwbtqkRAVgstRWt5REClNIlUJ41EQIl/BwbAgURAcnYwYpDERECc5NC1QftEQDQxT2eTUkVAkvREkL6BRUAJxa4Td5BFQIrM6ACut0VACj8mi9YjRkA1lXvgH1RGQIIzsrBRn0ZAinuTK8ezRkBu8W3s1B5HQIAloZ97UUdAjOX5kbmFR0Ds/UQQtqFHQHcVkI4UjUdAWiahH9iCR0DUu50Cb1lHQPZiq/auUkdAYmyCGvgiR0Co278kW9NGQHKT3ql6tEZA8CKhnyi8RkDI9afZfY5GQIy0AMxReEZAZ9Ui7kQuRkA2ZeXjTUhGQOytxl5zhEZANx8EaeqpRkDlY0itdMJGQPIcZzIA7UZAHSvbDFEKR0Ao3b8kqypHQHiPpDxmWkdAyIsHBqNKR0B5olIEJgRHQG867B2LpUZADDOysIeERkDwwXSm/GhGQM5sH9H5dEZAvmaCGo7aRUCUvnSmhqVFQKKQe2D4SUVAbgNWIfEARUAunO+6us9EQLBrWT5kpkRAM98z/wiHREB/4tA1+n9EQMNt9nRkWERA2k1xiXQTREAYH9uMEk9EQMaMe+B8aURALOLQNSBtREAWZB9ROXlEQAzsp9nzV0RAiAktxf8PREDM3DP/IvtDQHokFfoB+0NAxIGkvO08REBy3TP/1iBEQO6oAExk1ENAyr9LSlKYQ0CUA5CORnxDQCDFhbdHQUNAspTvuigcQ0AKkFKE19NCQD7HIu7C9UJAdriuk3q0QkAg0PmRCqdCQMpnk6sUNkJALGsw4no0QkBCjlKEKGxCQOqnnQKP0kJADFRIrbgnQ0BCiHvgjmJDQHJ4as+Mq0NA4uJt7P/PQ0D0NCaL9dhDQE4TBOke9UNA+gLzVxkgRECQjHvgFV1EQG66dKZstERAxMjogCjcRECwKBV6U/BEQMTdlsg9+kRAKiZ4QwgkRUAY2FxbcD1FQCwdoZ/MbEVAq5/vOuGaRUCiu9dv7MBFQIJk5eMgH0ZAoo1Bc7EoRkCm2b+khl5GQJYN81e8iUZAyk6aZeydRkA6F8r7q2ZGQKyZGBeHkUZAiYLNmPi9RkDJUjecCsBGQMofBGmmy0ZAOAi56kveRkBsaoIa3rBGQMamjPFTcUZAmIDNmNxMRkD2k3vgsQtGQDq/dKY6y0VAQv4btGhhRUCAmVIEQvpEQCmnxl4M+0RAfxDK+8HeREBCQ/0uQsVEQJhkH1H9lkRApoKkPEZwRECUL+wdhS1EQN4TBGmdFURA0mv2dMfnQ0AesTq5iiNEQDLQvySbOERAhieysM/lQ0Cu7ESQXLZDQA7XlkiRc0NAUj39LvprQ0BixyLuMf5CQA5rkytV9EJAbu3hxncbQ0BScDDiHmBDQBbv4UZ2e0NAjIbeKaTFQ0DyBZCOMAZEQEBA/S4jFkRAuCxP52FNREB2H9sMp2REQEysAMwZmERAeoOkPGWgREDUE2cyLtpEQFfDrpN+LUVA/o3eKTp3RUAW4pbIwvVFQFjilsikBEZAMGiCGuQuRkBgfDDimB1GQKwzT+cx4kVAnhsE6c/YRUCCPCaLf5BFQKEoeMMns0VAanaTK6CJRUB7PsPBizxFQArhM/8w8kRAJj9gePCcRED0gqS84oFEQJzoCiPTVkRAHAaQDt0PREA6uRFdradDQFjkCqOHXkNAEmVZPmwlQ0AmsnSmONJCQEZ0ak+2uEJAVMtcW0pWQkDCQtTSVlRCQILEIm7DVkJAcEVxCZApQkAoajBiMvlBQK5cvAfRA0JApC0mCxAvQkBYbDBisXhCQGiLtU2EjEJAHGwwYkxrQkBilYzxS31CQFjIvyQ1b0JAaLxLSl/TQkBWHXhDFCJDQCK3Ed3iLUNAYruuE2ReQ0Asrzo5L7JDQKJa5eOm4ENAlM+/JGQUREB4MOydXGFEQKQ7w0GYl0RAjsGuE5DFRECoUXGJtvBEQIoLkA7gS0VAlLrXb2iDRUCnbbyHyd9FQONAw0GxyEVA1i+ysIDJRUD+tzo5pLNFQNlz9vRaukVAfJJ7YB62RUAgTJrl5AJGQFZX1NLoAUdADl1xCT2IR0D+ZKt2AMlHQIatjPE7+kdAJun5kZJXSEADsymoanNIQEpWmmV8UkhAKIWTK1/jSEB1jmrPdqxIQJD20DVHEElAWluaZSp5SUB0aQ5AApNJQLE224xCrElAid7oAG7PSUCGOtsMwItKQP5gmuVUwUpAbBJ/fbe9SkBeJy3F0thKQKy9KSjI30pA8RUctI7DSkBsfYIaqQJLQEpVJoukMktAxmD9Ljt7S0DYoqS8RMJLQPaCghofRUxAIOOuE61nTECu+/mRFI5MQOtGeEMGlkxASD2hH1a5TEDcZv0ucd1MQN8kViGdm0xA4ELbDOxxTEB+r3vgE05MQMiCghq0OkxAniwtxWoKTEAMwykoUhhMQAy+jPEovEtAmPNcW9Z9S0BAQXjDXkxLQFp3SK2KLktAj9kR3RwBS0Ak09dvJhlLQGh+gho1PEtAYiHzV6oJS0B4UIlU5uBKQIZUJot9BktAyF/9Lq9BS0CsH1Yh/2xLQDI3oZ9fV0tArdPX7yc4S0BUG7nqiTZLQB4j81febktAmBkctGGYS0AlnWpP+gNMQPDAjPFVZExADn5ILbi0TEAX/fmRbuBMQAr4XFvMgExAumia5UmDTECEUk/njuVMQGZQsrATMU1Ae990pvEgTUAeIRy0bk5NQPgef333l01ASqHNGKG7TUBsC9E1OM5NQAjRYxUQuU1ACMBShNm8TUBy9IW3lwNOQLTF7zpzQE5AWC/zV0Q2TkBW+78kVgdOQOKX9vRV7E1AaFEVeioyTkD8kryHLlxOQHSwpDxI2k5Aqx9FEL9NT0C6s6Q8SZhPQHrhnQKu6E9A0wma/785UEDdc52cIUdQQEHGVbsyYlBACQuaf3GAUED/Tt7DUW5QQCEDYBKqQVBA6dygOXgaUEDivnvgBc5PQHY081fsX09A8JAfUaurTkBUG0WQe1FOQNKbkyt8Ck5AxtadAhV6TUC+6ktKI1xNQB74XFtDhUxAkUR4w1kNTEA4goKathlMQIuRkysytEtARjUEaU2uS0BAT09nTidMQLR6q3aNuExAQru1TZZtTUDxEQujIrxNQJdCPtYZKE1AuLJ74BgKTUCkgEitSEtNQLYEl8jk1E1A3rfeqUn8TkB4T9sMp05PQJnPjPEcuk9Aa310QBsfUEDHha5tTXhQQN9NQY3h81BAzzb2jgskUUBV904BUXRRQNvO8rFUkFFAmZu/vu6MUUAf04+o88FRQCFHaukev1FAv63Qz97LUUCvBcPbCp1RQE26RKrri1FAVdjJlbdjUUDfNFlY+3lRQMFZGDFKU1FAF/OxSg9EUUD12WZMrPtQQL30ToFB3VBAfQj9SKmyUEBbttYXCZFQQNsR1Gz4f1BAET/NMp2wUECtl78+e6hQQKXfvg6ceVBABUFq6epbUEBjnL8JhRpQQAajkjoBB1BAcZS8OsfsT0A66X3jaxVQQGnGounsMFBAhQg4hCpJUEBehZSfVCFQQGnGounsMFBA6/8c5stfUEDx12SNep5QQJ6wxAPKmlBAsTOFzmuEUECfAcPbZ7BQQBPPjyiO1lBAoEqkFov9UEAtxrgEiCRRQB1Eaun/D1FAJ07udyjsUEDqIRrdQeRQQEORhZGkwFBATaHzGruqUEBRa5p3nLhQQGgFhqxu4VBApQ9dUN82UUDMEMe6uDNRQOWWVkPiDFFA86eL5I4FUUAOhGQBExxRQNmxEYjXHVFAamrZWl84UUB9eQH20RFRQCdr1EM0PFFA4noUrkdhUUDFXbVnZnZRQCl8OlMIY1FAMj1hiQdPUUAknBa86AVRQPAbX3tmJ1FAcLa5MT1JUUB31m670FZRQNCbilQYXVFAGjT0T3B7UUCInSl0Xq1RQCuk/KTawVFAK4cW2c77UUBLsDic+TVSQMP1KFyPQlJAj41AvK4xUkAZyol2FQ5SQPUtc7os2lFASBtHrMXFUUAUChFwCJlRQJcYcaNVQVFAdQKaCBsaUUBXfa62Yu9QQBWuR+F6lFBABsB4Bg2LUEDdY+lDF6JQQANgPIOGslBAHCWvzjHSUEC05VyKq/BQQIKtEiwOFVFA3nahuU4/UUA4vvbMkkRRQEP/BBcraFFA4E+Nl26oUUAmcOtuntxRQIums5PBB1JASdxj6UM1UkDpQxfUtzZSQBefAmA8E1JAIXam0HnVUUCIokCfyMlRQCGYo8fv91FAw7UKPRkRUkBheACmfBRSQCfeZsz/71FAsbJthk0lUkDzYbVnfGlSQOcdcaNmdlJAxW8pApRzUkDxqZbi9XtSQF/rPTBrnVJAdXsA5nPHUkBPgjpTNslSQE9de3r16FJAoVZBTX7xUkB9GTc2BQNTQGmDOtP1CFNA5T72Dpf6UkCf/k7BmRxTQFtXQY2JG1NAl01q6Sg3U0DzZbXnZlJTQEGnXLWqbFNAhXpjr+1XU0Cn4MkVJ0hTQGOVSyRZPlNATW+MC7geU0CZqflrSy5TQD4K16NwLVNAPPceLjkOU0AEste7P/ZSQC196IL61FJAd2O15wnCUkBqwYu+gp5SQOxRuB6Fi1JAw/UoXI+CUkARcAhVanJSQM4eaAWGflJAlyGOdXFVUkDZQpCDEmZSQMsyxLEucFJAIc1YNJ1lUkBI4XoUrkdSQFPmoDkoPlJADeVEuwpvUkCkcD0K12NSQMMN+PwwZFJAzQGCOXpCUkC3EOSghBlSQB+F61G4/lFAebRxxFrMUUD1ukQqXrJRQEVpb/CF9VFATaHzGrvYUUAOLbKd7+lRQPJG5pE/1lFACrq9pDHoU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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[693]},{"__ndarray__":"qd0Dw8wMUUBfvOFgrD1RQA==","dtype":"float64","order":"little","shape":[2]},{"__ndarray__":"ctYymy8RMMAuxSGKWAUwwGpMDdx0gDDAqulDrCKOMMA=","dtype":"float64","order":"little","shape":[4]},{"__ndarray__":"3O5QiDvdIMAEZsj/5ssgwJRyPNrziyDATEdDFG3LIMAQE3OqJVYhwGxljpJGNiLAkJ5e/E3JIsCMqPsyrkckwMSLdkdQuCTA0w9imeB6JMCssNLWzswjwHykmGl+lCLALDeVzBvJIcDU8FCIU1AhwNzuUIg73SDA","dtype":"float64","order":"little","shape":[15]},{"__ndarray__":"tWeWBKgtVcC71NMgLC5VwPzrHh/sCFXA9L8l2fwcVcAu9vVCWgZVwIzogeiLB1XADMAlWTIiVcCM6IHoiwdVwJxtbbrnA1XApNoNDp74VMCM6IHoiwdVwJMAzWYxD1XAwGrQA4MkVcCOViI80DRVwIYqKfbgSFXAqqU9JO5XVcAc/i8wX0ZVwEgnjL/pUlXAQvuSefpmVcB/vYiiKlRVwPAVe66b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","dtype":"float64","order":"little","shape":[606]},{"__ndarray__":"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","dtype":"float64","order":"little","shape":[693]},{"__ndarray__":"kYECrpkxZsCmPr7p/39mwA==","dtype":"float64","order":"little","shape":[2]},{"__ndarray__":"pj6+6f9/ZsCWspjKYnlmwAp8yABbfWbApj6+6f9/ZsA=","dtype":"float64","order":"little","shape":[4]},{"__ndarray__":"sJV61Zx8X0B0lnrVQqlfQAyhUXlDvV9AbGfk2H/VX0DEIqCU871fQIhzWLNBe19AbdxbUKpFX0BowHOb5htfQHdcqmse5V5A/MzndXDdXkBgS5laM+NeQKi1nHe4/l5Ak73W5P49X0BgaIEPhUVfQLCVetWcfF9A","dtype":"float64","order":"little","shape":[15]},{"__ndarray__":"AAAAAACAZsBI6Wj0KH5mwHswSq/gYWbAIKCHeTcoZsAgEMWjtQJmwBC+DGWO+mXAXAiLdj3MZcDuS8/auqNlwPpElY1znGXANOcFa3A+ZcCMxOPo/x9lwOqX6mL3EGXAhDe+CbXgZMBDUaYe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Application","version":"2.4.3"}}
+        </script>
+        <script type="text/javascript">
+          (function() {
+            const fn = function() {
+              Bokeh.safely(function() {
+                (function(root) {
+                  function embed_document(root) {
+                  const docs_json = document.getElementById('4074').textContent;
+                  const render_items = [{"docid":"28c8cf71-0fdb-4d73-8c3d-bc0894c4c517","root_ids":["1004"],"roots":{"1004":"061d80e5-a1b1-4907-999a-88c71746ee92"}}];
+                  root.Bokeh.embed.embed_items(docs_json, render_items);
+                  }
+                  if (root.Bokeh !== undefined) {
+                    embed_document(root);
+                  } else {
+                    let attempts = 0;
+                    const timer = setInterval(function(root) {
+                      if (root.Bokeh !== undefined) {
+                        clearInterval(timer);
+                        embed_document(root);
+                      } else {
+                        attempts++;
+                        if (attempts > 100) {
+                          clearInterval(timer);
+                          console.log("Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing");
+                        }
+                      }
+                    }, 10, root)
+                  }
+                })(window);
+              });
+            };
+            if (document.readyState != "loading") fn();
+            else document.addEventListener("DOMContentLoaded", fn);
+          })();
+        </script>
+  </body>
+</html>
\ No newline at end of file
diff --git a/rime/utils.py b/rime/utils.py
index 243091d..259996a 100644
--- a/rime/utils.py
+++ b/rime/utils.py
@@ -1,7 +1,9 @@
 # utils.py
 # Small helper functions
 
-
+import numpy as np
+import pandas as pd
+import pyam
 
 
 
@@ -57,15 +59,18 @@ def remove_ssp_from_ds(ds):
     return ds.rename({list(ds.keys())[0]: short})
 
 
-def ssp_helper(dft, ssp_meta_col="Ssp_family", default_ssp="SSP2"):
+def ssp_helper(dft, ssp_meta_col="Ssp_family", default_ssp="SSP2", keep_meta=True):
     """
-    Function to fill out and assign SSP to a meta column called Ssp_family. If
+    Function to fill out and assign SSP to a meta column called Ssp_family, 
+    making data numeric. If
     there is no meta column with SSP information, automatically filled with
     default_ssp.
 
+    ToDo: Expand into function that checks if SSP in scenario name
+    
     Parameters
     ----------
-    dft : pyam.IamDataFram
+    dft : pyam.IamDataFrame
         input
     ssp_meta_col : Str, optional
         DESCRIPTION. The default is "Ssp_family".
@@ -75,14 +80,22 @@ def ssp_helper(dft, ssp_meta_col="Ssp_family", default_ssp="SSP2"):
     None.
 
     """
-    dft = np.round(dft.as_pandas()[pyam.IAMC_IDX + ["year", "value", ssp_meta_col]], 3)
+    if ssp_meta_col not in dft.meta.columns:
+        dft.meta[ssp_meta_col] = ''
+        
+    if keep_meta:
+        meta_cols = list(dft.meta.columns)
+    else:
+        meta_cols = [ssp_meta_col]
+    dft = np.round(dft.as_pandas()[pyam.IAMC_IDX + ["year", "value"] + meta_cols], 3)
+    # Check if SSP denoted by numbers only already?
     sspdic = {1.0: "SSP1", 2.0: "SSP2", 3.0: "SSP3", 4.0: "SSP4", 5.0: "SSP5"}
     dft[ssp_meta_col].replace(
         sspdic, inplace=True
     )  # metadata must have Ssp_family column. If not SSP2 automatically chosen
     dft.loc[dft[ssp_meta_col].isnull(), ssp_meta_col] = default_ssp
-
-    return pyam.IamDataFrame(dft)
+    metadata = dft[['model','scenario']+meta_cols].drop_duplicates().set_index(['model','scenario'])
+    return pyam.IamDataFrame(dft[pyam.IAMC_IDX + ["year", "value"]], meta=metadata)
 	
 	
 
diff --git a/setup.cfg b/setup.cfg
index 651e9b7..9f543e4 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -22,16 +22,16 @@ python_requires = >=3.10, <3.12
 
 # To check this, pip install pipreqs, then run pipreqs . in the rime directory
 install_requires =
-	dask~=2022.7.0
+	dask>2022.7.0
 	holoviews~=1.17.1
 	hvplot~=0.9.0
 	matplotlib~=3.5.2
 	numpy~=1.23.5
-	pandas~=1.5.2
-	pyam_iamc~=1.7.1.dev3+gbec0295
+	pandas>1.5.2
+	pyam_iamc>1.7
 	PyYAML~=6.0
 	rich~=13.6.0
-	scipy~=1.9.3
+	scipy>1.9.3
 	seaborn~=0.13.0
 	xarray~=2022.11.0