notebooks/270_chapter7_fig7.4.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot fig. 7.4\n",
    "\n",
    "Theme Song: howl<br>\n",
    "Artist: Covet<br>\n",
    "Album: effloresce<br>\n",
    "Released: 2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as pl\n",
    "import matplotlib.gridspec as gridspec\n",
    "import pandas as pd\n",
    "from matplotlib import rc\n",
    "from netCDF4 import Dataset\n",
    "import scipy.stats as st\n",
    "import warnings\n",
    "from fair.forcing.ghg import meinshausen, etminan\n",
    "\n",
    "from ar6.constants import NINETY_TO_ONESIGMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pl.rcParams['figure.figsize'] = (9/2.54, 9/2.54)\n",
    "pl.rcParams['font.size'] = 9\n",
    "pl.rcParams['font.family'] = 'Arial'\n",
    "pl.rcParams['ytick.direction'] = 'out'\n",
    "pl.rcParams['ytick.minor.visible'] = True\n",
    "pl.rcParams['ytick.major.right'] = True\n",
    "pl.rcParams['ytick.right'] = True\n",
    "pl.rcParams['xtick.bottom'] = False\n",
    "pl.rcParams['axes.spines.top'] = False\n",
    "pl.rcParams['axes.spines.bottom'] = False\n",
    "pl.rcParams['xtick.labelbottom'] = False\n",
    "pl.rcParams['figure.dpi'] = 150\n",
    "#pl.rcParams['ytick.major.size'] = 0\n",
    "#pl.rcParams['xtick.top'] = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "expt_names = {\n",
    "    '10xBC': 'Black\\ncarbon',\n",
    "    '3xCH4': 'Methane',\n",
    "    '2xCO2': 'Carbon\\ndioxide',\n",
    "    'Solar': 'Solar',\n",
    "    '5xSO4': 'Sulphate',\n",
    "    'aer': 'Aerosol',\n",
    "    '9xCFC12': 'CFC-12',\n",
    "    '8xCFC11': 'CFC-11',\n",
    "    '3xN2O': 'Nitrous\\noxide',\n",
    "    'Volcanic': 'Volcanic'\n",
    "}\n",
    "\n",
    "# 10 models, 4 kernels, 8 experiments and 7 adjustments\n",
    "# do adjust[model, kernel, exp]\n",
    "n_mod = 10; n_ker = 6; n_exp=9\n",
    "\n",
    "flux = {}\n",
    "flux_u90 = {}\n",
    "valid_count = {}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Smith et al. 2018 + Solar stratospheric from Gray et al 2009\n",
    "\n",
    "Data is provided in a number of netCDF files from Ryan Kramer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "indirs = ['../data_input/Smith_et_al_GRL_2018/pdrmip_kernel_ryan_kramer/', \n",
    "          '../data_input/Smith_et_al_GRL_2018/pdrmip_kernel_ryan_kramer/', \n",
    "          '../data_input/Smith_et_al_GRL_2018/pdrmip_kernel_ryan_kramer/', \n",
    "          '../data_input/Smith_et_al_GRL_2018/pdrmip_kernel_ryan_kramer/', \n",
    "          '../data_input/Smith_et_al_GRL_2018/pdrmip_kernel_ryan_kramer/', \n",
    "          '../data_input/Smith_et_al_GRL_2018/pdrmip_kernel_ECMWF-Oslo_gunnar_myhre/']\n",
    "models = ['CanESM2', 'ECHAM-HAM', 'GISS-E2-R', 'HadGEM2', 'HadGEM3', 'IPSL-CM5A', 'MIROC-SPRINTARS', 'MPI-ESM', 'NCAR-CESM1-CAM4', 'NCAR-CESM1-CAM5', 'NorESM1']\n",
    "kernels = ['HadGEM2', 'GFDL', 'BMRC', 'CCSM4', 'CESM', 'Oslo']\n",
    "vars = ['ERF_SW','IRF_SW','tas_SW','ta_trop_SW','ta_strat_SW','hus_SW','alb_SW','cloud_SW','ERF_LW','IRF_LW','tas_LW','ta_trop_LW','ta_strat_LW','hus_LW','alb_LW','cloud_LW']\n",
    "\n",
    "flux_data = []\n",
    "\n",
    "#for var in vars:\n",
    "#    flux[var] = np.ones((n_mod, n_ker, n_exp)) * np.nan\n",
    "#    flux_u90[var] = np.ones((n_mod, n_ker, n_exp)) * np.nan\n",
    "for i_mod,model in enumerate(models):\n",
    "    for i_ker,kernel in enumerate(kernels):\n",
    "        nc = Dataset(indirs[i_ker]+'%s_K%s_LWSW_TOA.nc' % (model, kernel))\n",
    "#            flux[var][i_mod,i_ker,:5]    = nc.variables[var][:]\n",
    "        for var in ['ERF', 'IRF', 'tas', 'ta_trop', 'ta_strat', 'hus', 'alb', 'cloud']:\n",
    "            aco2, ach4, asol, abc, aso4 = nc.variables[var + '_SW'][:] + nc.variables[var + '_LW'][:]\n",
    "            flux_data.append([var, model, kernel, aco2, ach4, asol, abc, aso4])\n",
    "        nc.close()\n",
    "            \n",
    "## replace MPI 10xBC with ECHAM.\n",
    "#for var in vars:\n",
    "#    for i_ker,kernel in enumerate(kernels[:]):\n",
    "#        nc = Dataset(indirs[i_ker]+'ECHAM-HAM_K%s_LWSW_TOA.nc' % kernel)\n",
    "#        flux[var][6,i_ker,3]    = nc.variables[var][3]\n",
    "#        nc.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variable</th>\n",
       "      <th>model</th>\n",
       "      <th>kernel</th>\n",
       "      <th>2xCO2</th>\n",
       "      <th>3xCH4</th>\n",
       "      <th>Solar</th>\n",
       "      <th>10xBC</th>\n",
       "      <th>5xSO4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ERF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>3.571683</td>\n",
       "      <td>1.360837</td>\n",
       "      <td>4.093394</td>\n",
       "      <td>1.551082</td>\n",
       "      <td>-3.245286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IRF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.772600</td>\n",
       "      <td>1.165700</td>\n",
       "      <td>4.817782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tas</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.239892</td>\n",
       "      <td>-0.102193</td>\n",
       "      <td>-0.161836</td>\n",
       "      <td>-0.161772</td>\n",
       "      <td>0.169170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.628478</td>\n",
       "      <td>-0.477908</td>\n",
       "      <td>-0.697736</td>\n",
       "      <td>-1.774345</td>\n",
       "      <td>0.455436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.008885</td>\n",
       "      <td>-0.068434</td>\n",
       "      <td>-1.059912</td>\n",
       "      <td>-1.071395</td>\n",
       "      <td>-0.021327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>hus</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.287014</td>\n",
       "      <td>0.370578</td>\n",
       "      <td>0.524589</td>\n",
       "      <td>1.688102</td>\n",
       "      <td>-0.240386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>alb</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.070597</td>\n",
       "      <td>0.058789</td>\n",
       "      <td>0.095276</td>\n",
       "      <td>0.136319</td>\n",
       "      <td>-0.127545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>cloud</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.321210</td>\n",
       "      <td>-0.255237</td>\n",
       "      <td>-0.201787</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ERF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>3.571683</td>\n",
       "      <td>1.360837</td>\n",
       "      <td>4.093394</td>\n",
       "      <td>1.551082</td>\n",
       "      <td>-3.245286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>IRF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.772600</td>\n",
       "      <td>1.165700</td>\n",
       "      <td>4.817782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>tas</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.186083</td>\n",
       "      <td>-0.081506</td>\n",
       "      <td>-0.125903</td>\n",
       "      <td>-0.117138</td>\n",
       "      <td>0.121978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.612192</td>\n",
       "      <td>-0.486171</td>\n",
       "      <td>-0.711308</td>\n",
       "      <td>-1.859385</td>\n",
       "      <td>0.455721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.174922</td>\n",
       "      <td>-0.078186</td>\n",
       "      <td>-1.059912</td>\n",
       "      <td>-1.253475</td>\n",
       "      <td>-0.024113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>hus</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.279550</td>\n",
       "      <td>0.327201</td>\n",
       "      <td>0.463222</td>\n",
       "      <td>1.488680</td>\n",
       "      <td>-0.219932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>alb</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.045764</td>\n",
       "      <td>0.037515</td>\n",
       "      <td>0.063849</td>\n",
       "      <td>0.095779</td>\n",
       "      <td>-0.081479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>cloud</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.274905</td>\n",
       "      <td>-0.234844</td>\n",
       "      <td>-0.169229</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ERF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>3.571683</td>\n",
       "      <td>1.360837</td>\n",
       "      <td>4.093394</td>\n",
       "      <td>1.551082</td>\n",
       "      <td>-3.245286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>IRF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.772600</td>\n",
       "      <td>1.165700</td>\n",
       "      <td>4.817782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>tas</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.219669</td>\n",
       "      <td>-0.095527</td>\n",
       "      <td>-0.151661</td>\n",
       "      <td>-0.147432</td>\n",
       "      <td>0.152365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.546340</td>\n",
       "      <td>-0.444774</td>\n",
       "      <td>-0.652833</td>\n",
       "      <td>-1.745649</td>\n",
       "      <td>0.408615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.114500</td>\n",
       "      <td>-0.103557</td>\n",
       "      <td>-1.059912</td>\n",
       "      <td>-1.407076</td>\n",
       "      <td>-0.014116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>hus</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.275579</td>\n",
       "      <td>0.358335</td>\n",
       "      <td>0.495397</td>\n",
       "      <td>1.711159</td>\n",
       "      <td>-0.227361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>alb</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.071662</td>\n",
       "      <td>0.053825</td>\n",
       "      <td>0.095377</td>\n",
       "      <td>0.129938</td>\n",
       "      <td>-0.123120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>cloud</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.272144</td>\n",
       "      <td>-0.220486</td>\n",
       "      <td>-0.178370</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ERF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>3.571683</td>\n",
       "      <td>1.360837</td>\n",
       "      <td>4.093394</td>\n",
       "      <td>1.551082</td>\n",
       "      <td>-3.245286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>IRF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>1.772600</td>\n",
       "      <td>1.165700</td>\n",
       "      <td>4.817782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>tas</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.175812</td>\n",
       "      <td>-0.078227</td>\n",
       "      <td>-0.122439</td>\n",
       "      <td>-0.127564</td>\n",
       "      <td>0.133398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.551254</td>\n",
       "      <td>-0.450976</td>\n",
       "      <td>-0.657783</td>\n",
       "      <td>-1.783941</td>\n",
       "      <td>0.397844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>1.013048</td>\n",
       "      <td>-0.080772</td>\n",
       "      <td>-1.059912</td>\n",
       "      <td>-1.181044</td>\n",
       "      <td>-0.021658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>hus</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.270407</td>\n",
       "      <td>0.330439</td>\n",
       "      <td>0.456695</td>\n",
       "      <td>1.508687</td>\n",
       "      <td>-0.215457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>alb</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.045402</td>\n",
       "      <td>0.044325</td>\n",
       "      <td>0.064382</td>\n",
       "      <td>0.095693</td>\n",
       "      <td>-0.079212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>cloud</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.304855</td>\n",
       "      <td>-0.222843</td>\n",
       "      <td>-0.155227</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>ERF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>3.571683</td>\n",
       "      <td>1.360837</td>\n",
       "      <td>4.093394</td>\n",
       "      <td>1.551082</td>\n",
       "      <td>-3.245286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>IRF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.772600</td>\n",
       "      <td>1.165700</td>\n",
       "      <td>4.817782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>tas</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.200257</td>\n",
       "      <td>-0.085172</td>\n",
       "      <td>-0.135073</td>\n",
       "      <td>-0.134236</td>\n",
       "      <td>0.140198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.604350</td>\n",
       "      <td>-0.476382</td>\n",
       "      <td>-0.686954</td>\n",
       "      <td>-1.802246</td>\n",
       "      <td>0.429600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.070320</td>\n",
       "      <td>-0.073278</td>\n",
       "      <td>-1.059912</td>\n",
       "      <td>-1.137076</td>\n",
       "      <td>-0.025912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>hus</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.293337</td>\n",
       "      <td>0.338305</td>\n",
       "      <td>0.474941</td>\n",
       "      <td>1.556713</td>\n",
       "      <td>-0.229705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>alb</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.074356</td>\n",
       "      <td>0.038904</td>\n",
       "      <td>0.093000</td>\n",
       "      <td>0.122730</td>\n",
       "      <td>-0.135564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>cloud</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.319923</td>\n",
       "      <td>-0.226456</td>\n",
       "      <td>-0.181767</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>ERF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>3.571690</td>\n",
       "      <td>1.360830</td>\n",
       "      <td>4.093390</td>\n",
       "      <td>1.551080</td>\n",
       "      <td>-3.245290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>IRF</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.820000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>tas</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.168690</td>\n",
       "      <td>-0.075584</td>\n",
       "      <td>-0.117194</td>\n",
       "      <td>-0.112398</td>\n",
       "      <td>0.123368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.583940</td>\n",
       "      <td>-0.488200</td>\n",
       "      <td>-0.685747</td>\n",
       "      <td>-1.961990</td>\n",
       "      <td>0.443339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.595550</td>\n",
       "      <td>-0.059733</td>\n",
       "      <td>-1.060400</td>\n",
       "      <td>-1.407020</td>\n",
       "      <td>-0.012854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>hus</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.230732</td>\n",
       "      <td>0.312590</td>\n",
       "      <td>0.483305</td>\n",
       "      <td>1.519192</td>\n",
       "      <td>-0.165435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>alb</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.049747</td>\n",
       "      <td>0.044060</td>\n",
       "      <td>0.065885</td>\n",
       "      <td>0.099783</td>\n",
       "      <td>-0.091231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>cloud</td>\n",
       "      <td>CanESM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.574266</td>\n",
       "      <td>-0.193793</td>\n",
       "      <td>-0.362067</td>\n",
       "      <td>-1.272822</td>\n",
       "      <td>-0.035745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>ERF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254574</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>IRF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687200</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>tas</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.027788</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.309252</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.497668</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>hus</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.924119</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>alb</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.079833</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>cloud</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.158420</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>ERF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254574</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>IRF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687200</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>tas</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.010265</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.146964</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.499610</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>hus</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.825502</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>alb</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.054911</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>cloud</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.252970</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>ERF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254574</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>IRF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687200</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>tas</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.023640</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.051533</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.530318</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>hus</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.907123</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>alb</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.074033</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>cloud</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.197915</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>ERF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254574</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>IRF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687200</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>tas</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.042051</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.870724</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.457129</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>hus</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.844016</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>alb</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.054043</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>cloud</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.246212</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>ERF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254574</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>IRF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687200</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>tas</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.014466</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.194109</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.521830</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>hus</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.874931</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>alb</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.076633</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>cloud</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.181038</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>ERF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254570</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>IRF</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687102</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>tas</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.027258</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.942532</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.579958</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>hus</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.812585</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>alb</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.035768</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>cloud</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.604080</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>ERF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>4.064298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483776</td>\n",
       "      <td>1.234618</td>\n",
       "      <td>-2.793920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>IRF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.217000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.848592</td>\n",
       "      <td>1.908300</td>\n",
       "      <td>-2.844800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>tas</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.255391</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.108963</td>\n",
       "      <td>-0.078398</td>\n",
       "      <td>0.078231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.327825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.473864</td>\n",
       "      <td>-0.688332</td>\n",
       "      <td>0.202437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.045924</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.066690</td>\n",
       "      <td>-0.185400</td>\n",
       "      <td>-0.044569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>hus</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.111350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.382599</td>\n",
       "      <td>0.614531</td>\n",
       "      <td>-0.111484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>alb</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.158491</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.099219</td>\n",
       "      <td>0.038089</td>\n",
       "      <td>-0.074314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>cloud</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.430072</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.052100</td>\n",
       "      <td>-0.353176</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>ERF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>4.064298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483776</td>\n",
       "      <td>1.234618</td>\n",
       "      <td>-2.793920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>IRF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.217000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.848592</td>\n",
       "      <td>1.908300</td>\n",
       "      <td>-2.844800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>tas</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.190843</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.084284</td>\n",
       "      <td>-0.060028</td>\n",
       "      <td>0.066142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.303946</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.496203</td>\n",
       "      <td>-0.724043</td>\n",
       "      <td>0.192024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.261742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.066690</td>\n",
       "      <td>-0.220043</td>\n",
       "      <td>-0.052977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>hus</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.123185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.350724</td>\n",
       "      <td>0.560573</td>\n",
       "      <td>-0.107860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>alb</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.112134</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.070642</td>\n",
       "      <td>0.020892</td>\n",
       "      <td>-0.056459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>cloud</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.360300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.084652</td>\n",
       "      <td>-0.304210</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>ERF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>4.064298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483776</td>\n",
       "      <td>1.234618</td>\n",
       "      <td>-2.793920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>IRF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.217000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.848592</td>\n",
       "      <td>1.908300</td>\n",
       "      <td>-2.844800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>tas</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.220226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.101517</td>\n",
       "      <td>-0.073495</td>\n",
       "      <td>0.077280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.267251</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.460198</td>\n",
       "      <td>-0.679011</td>\n",
       "      <td>0.172554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.158216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.066690</td>\n",
       "      <td>-0.271584</td>\n",
       "      <td>-0.051467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>hus</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.104615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.376290</td>\n",
       "      <td>0.646978</td>\n",
       "      <td>-0.102059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>alb</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.149785</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.093560</td>\n",
       "      <td>0.029808</td>\n",
       "      <td>-0.068206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>cloud</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.368947</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.080602</td>\n",
       "      <td>-0.253671</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>ERF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>4.064298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483776</td>\n",
       "      <td>1.234618</td>\n",
       "      <td>-2.793920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>IRF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.217000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.848592</td>\n",
       "      <td>1.908300</td>\n",
       "      <td>-2.844800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>tas</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.203328</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.090055</td>\n",
       "      <td>-0.069324</td>\n",
       "      <td>0.070814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.253444</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.460275</td>\n",
       "      <td>-0.696720</td>\n",
       "      <td>0.173572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>1.065848</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.066690</td>\n",
       "      <td>-0.226949</td>\n",
       "      <td>-0.045562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>hus</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.091479</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.354788</td>\n",
       "      <td>0.579652</td>\n",
       "      <td>-0.104065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>alb</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.102747</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.065984</td>\n",
       "      <td>0.018861</td>\n",
       "      <td>-0.063838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>cloud</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.402214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.103774</td>\n",
       "      <td>-0.236022</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>ERF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>4.064298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483776</td>\n",
       "      <td>1.234618</td>\n",
       "      <td>-2.793920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>IRF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.217000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.848592</td>\n",
       "      <td>1.908300</td>\n",
       "      <td>-2.844800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>tas</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.206722</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.091942</td>\n",
       "      <td>-0.063600</td>\n",
       "      <td>0.064808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.311388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.481033</td>\n",
       "      <td>-0.714015</td>\n",
       "      <td>0.197440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.115311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.066690</td>\n",
       "      <td>-0.200881</td>\n",
       "      <td>-0.045706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>hus</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.115766</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.353377</td>\n",
       "      <td>0.583004</td>\n",
       "      <td>-0.107455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>alb</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.161912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.102595</td>\n",
       "      <td>0.039585</td>\n",
       "      <td>-0.051872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>cloud</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.410569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.063704</td>\n",
       "      <td>-0.323115</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>ERF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>4.064300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483780</td>\n",
       "      <td>1.234610</td>\n",
       "      <td>-2.793910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>IRF</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.820000</td>\n",
       "      <td>1.910000</td>\n",
       "      <td>-2.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>tas</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.184578</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.087293</td>\n",
       "      <td>-0.061979</td>\n",
       "      <td>0.057448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.319050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.495204</td>\n",
       "      <td>-0.708338</td>\n",
       "      <td>0.232342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.441610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.060400</td>\n",
       "      <td>-0.293772</td>\n",
       "      <td>-0.057935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>hus</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.057407</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.329971</td>\n",
       "      <td>0.485324</td>\n",
       "      <td>-0.085446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>alb</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.116168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.073340</td>\n",
       "      <td>0.028183</td>\n",
       "      <td>-0.051526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>cloud</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.164823</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.069409</td>\n",
       "      <td>-0.168032</td>\n",
       "      <td>-0.005390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>3.367473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197078</td>\n",
       "      <td>2.906623</td>\n",
       "      <td>-4.015624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.164400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880317</td>\n",
       "      <td>3.358000</td>\n",
       "      <td>-1.509400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.256441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.139926</td>\n",
       "      <td>-0.148709</td>\n",
       "      <td>0.149377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.642205</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.574682</td>\n",
       "      <td>-2.011287</td>\n",
       "      <td>0.510783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.223446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073670</td>\n",
       "      <td>0.102655</td>\n",
       "      <td>-0.053999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.132014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.344793</td>\n",
       "      <td>1.659297</td>\n",
       "      <td>-0.323168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.069292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.056444</td>\n",
       "      <td>0.084440</td>\n",
       "      <td>-0.002417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.562848</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012720</td>\n",
       "      <td>-0.654463</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>3.367473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197078</td>\n",
       "      <td>2.906623</td>\n",
       "      <td>-4.015624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.164400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880317</td>\n",
       "      <td>3.358000</td>\n",
       "      <td>-1.509400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.192262</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.106104</td>\n",
       "      <td>-0.109367</td>\n",
       "      <td>0.117828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.620811</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.592819</td>\n",
       "      <td>-2.169889</td>\n",
       "      <td>0.513211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.448823</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073670</td>\n",
       "      <td>0.099809</td>\n",
       "      <td>-0.063676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.122184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.309816</td>\n",
       "      <td>1.523296</td>\n",
       "      <td>-0.292118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.050335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.043521</td>\n",
       "      <td>0.061345</td>\n",
       "      <td>0.000213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.555061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.001897</td>\n",
       "      <td>-0.501969</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>3.367473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197078</td>\n",
       "      <td>2.906623</td>\n",
       "      <td>-4.015624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.164400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880317</td>\n",
       "      <td>3.358000</td>\n",
       "      <td>-1.509400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.229308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.123883</td>\n",
       "      <td>-0.132571</td>\n",
       "      <td>0.142430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.570791</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.550846</td>\n",
       "      <td>-2.040372</td>\n",
       "      <td>0.471015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.328682</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073670</td>\n",
       "      <td>-0.013850</td>\n",
       "      <td>-0.048972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.121822</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.342196</td>\n",
       "      <td>1.715258</td>\n",
       "      <td>-0.310624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.069828</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.057096</td>\n",
       "      <td>0.079128</td>\n",
       "      <td>-0.006522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.504409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.005129</td>\n",
       "      <td>-0.373505</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>3.367473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197078</td>\n",
       "      <td>2.906623</td>\n",
       "      <td>-4.015624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.164400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880317</td>\n",
       "      <td>3.358000</td>\n",
       "      <td>-1.509400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.196798</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.111621</td>\n",
       "      <td>-0.137400</td>\n",
       "      <td>0.122226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.563936</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.549078</td>\n",
       "      <td>-2.114828</td>\n",
       "      <td>0.482796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>1.216773</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073670</td>\n",
       "      <td>0.031115</td>\n",
       "      <td>-0.053227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.114893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.305957</td>\n",
       "      <td>1.541847</td>\n",
       "      <td>-0.282551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.043141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.037899</td>\n",
       "      <td>0.065759</td>\n",
       "      <td>0.002219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.538361</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.030047</td>\n",
       "      <td>-0.295520</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>3.367473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197078</td>\n",
       "      <td>2.906623</td>\n",
       "      <td>-4.015624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.164400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880317</td>\n",
       "      <td>3.358000</td>\n",
       "      <td>-1.509400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.211268</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.116476</td>\n",
       "      <td>-0.125900</td>\n",
       "      <td>0.120637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.615826</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.572283</td>\n",
       "      <td>-2.096279</td>\n",
       "      <td>0.506563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.298358</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073670</td>\n",
       "      <td>0.096806</td>\n",
       "      <td>-0.060346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.127036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.319703</td>\n",
       "      <td>1.580710</td>\n",
       "      <td>-0.295990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.070902</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.059638</td>\n",
       "      <td>0.073920</td>\n",
       "      <td>-0.008835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.568062</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.010719</td>\n",
       "      <td>-0.495795</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>3.367680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197450</td>\n",
       "      <td>2.906420</td>\n",
       "      <td>-4.016110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.910000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880000</td>\n",
       "      <td>3.370000</td>\n",
       "      <td>-1.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.184943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.108195</td>\n",
       "      <td>-0.111401</td>\n",
       "      <td>0.111207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.620633</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.574411</td>\n",
       "      <td>-2.251788</td>\n",
       "      <td>0.523910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.383990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073600</td>\n",
       "      <td>-0.066922</td>\n",
       "      <td>-0.052979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.143523</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.329657</td>\n",
       "      <td>1.560416</td>\n",
       "      <td>-0.284062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.060380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.044176</td>\n",
       "      <td>0.067318</td>\n",
       "      <td>-0.010346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.560959</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.169695</td>\n",
       "      <td>-0.296974</td>\n",
       "      <td>-0.505827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>3.639012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.363010</td>\n",
       "      <td>0.690172</td>\n",
       "      <td>-8.260651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.170400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810761</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.308732</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.147785</td>\n",
       "      <td>-0.059121</td>\n",
       "      <td>0.120465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.437658</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.460295</td>\n",
       "      <td>-0.392112</td>\n",
       "      <td>0.404590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.984176</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058367</td>\n",
       "      <td>-0.082841</td>\n",
       "      <td>-0.098559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.092846</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.268596</td>\n",
       "      <td>0.266822</td>\n",
       "      <td>-0.082631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.118356</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.062652</td>\n",
       "      <td>0.061620</td>\n",
       "      <td>-0.073138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.630483</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.009899</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>3.639012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.363010</td>\n",
       "      <td>0.690172</td>\n",
       "      <td>-8.260651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.170400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810761</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.236585</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.117615</td>\n",
       "      <td>-0.045513</td>\n",
       "      <td>0.086520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.430595</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.500651</td>\n",
       "      <td>-0.417133</td>\n",
       "      <td>0.413766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.176487</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058367</td>\n",
       "      <td>-0.098064</td>\n",
       "      <td>-0.120083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.099203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.245690</td>\n",
       "      <td>0.245838</td>\n",
       "      <td>-0.075066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.081851</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.044354</td>\n",
       "      <td>0.039555</td>\n",
       "      <td>-0.050372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.624889</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015747</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>3.639012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.363010</td>\n",
       "      <td>0.690172</td>\n",
       "      <td>-8.260651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.170400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810761</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.270570</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.133786</td>\n",
       "      <td>-0.052771</td>\n",
       "      <td>0.109510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.390869</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.459419</td>\n",
       "      <td>-0.386428</td>\n",
       "      <td>0.347186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.052161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058367</td>\n",
       "      <td>-0.132753</td>\n",
       "      <td>-0.113900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.097349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.268628</td>\n",
       "      <td>0.274863</td>\n",
       "      <td>-0.067148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.108713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.056574</td>\n",
       "      <td>0.048040</td>\n",
       "      <td>-0.073427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.594005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.020892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>3.639012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.363010</td>\n",
       "      <td>0.690172</td>\n",
       "      <td>-8.260651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.170400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810761</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.236420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.116025</td>\n",
       "      <td>-0.048528</td>\n",
       "      <td>0.094850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.410686</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.487921</td>\n",
       "      <td>-0.411427</td>\n",
       "      <td>0.362957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.993774</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058367</td>\n",
       "      <td>-0.098795</td>\n",
       "      <td>-0.100023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.078642</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.244930</td>\n",
       "      <td>0.253879</td>\n",
       "      <td>-0.068883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.070450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.038911</td>\n",
       "      <td>0.039929</td>\n",
       "      <td>-0.036475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.605870</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.043674</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>3.639012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.363010</td>\n",
       "      <td>0.690172</td>\n",
       "      <td>-8.260651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.170400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810761</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.257927</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.123942</td>\n",
       "      <td>-0.049019</td>\n",
       "      <td>0.101368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.449563</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.485053</td>\n",
       "      <td>-0.415866</td>\n",
       "      <td>0.411695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.056970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058367</td>\n",
       "      <td>-0.087720</td>\n",
       "      <td>-0.105105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.095880</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.254705</td>\n",
       "      <td>0.257431</td>\n",
       "      <td>-0.073849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.116224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.064631</td>\n",
       "      <td>0.050635</td>\n",
       "      <td>-0.085576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.624450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.001504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>ERF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>3.644510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.357450</td>\n",
       "      <td>0.695110</td>\n",
       "      <td>-8.264020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>IRF</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>tas</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.220808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.108322</td>\n",
       "      <td>-0.043552</td>\n",
       "      <td>0.091326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.481096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.515293</td>\n",
       "      <td>-0.461490</td>\n",
       "      <td>0.390385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.323430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058200</td>\n",
       "      <td>-0.121272</td>\n",
       "      <td>-0.112434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>hus</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.113770</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.280421</td>\n",
       "      <td>0.264440</td>\n",
       "      <td>-0.087181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>alb</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.087681</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.046798</td>\n",
       "      <td>0.041021</td>\n",
       "      <td>-0.060402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>cloud</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.829530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.024448</td>\n",
       "      <td>-0.033116</td>\n",
       "      <td>-2.371105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>ERF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>3.390825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070480</td>\n",
       "      <td>0.821957</td>\n",
       "      <td>-2.701585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>IRF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.805785</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>tas</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.277115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.169701</td>\n",
       "      <td>-0.059225</td>\n",
       "      <td>0.124246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.684958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.563523</td>\n",
       "      <td>-0.747091</td>\n",
       "      <td>0.238660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.876184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.057273</td>\n",
       "      <td>-0.420796</td>\n",
       "      <td>-0.060554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>hus</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.369184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.365664</td>\n",
       "      <td>0.558096</td>\n",
       "      <td>-0.080507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>alb</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.136942</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.092026</td>\n",
       "      <td>0.079027</td>\n",
       "      <td>-0.090110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>cloud</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.153632</td>\n",
       "      <td>-0.808351</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>ERF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>3.390825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070480</td>\n",
       "      <td>0.821957</td>\n",
       "      <td>-2.701585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>IRF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.805785</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>tas</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.205308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.129208</td>\n",
       "      <td>-0.038753</td>\n",
       "      <td>0.091635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.697495</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.580885</td>\n",
       "      <td>-0.800377</td>\n",
       "      <td>0.232450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.050590</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.057273</td>\n",
       "      <td>-0.485361</td>\n",
       "      <td>-0.065402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>hus</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.328160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.327602</td>\n",
       "      <td>0.474616</td>\n",
       "      <td>-0.084151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>alb</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.097557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.065193</td>\n",
       "      <td>0.055619</td>\n",
       "      <td>-0.060454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>cloud</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.127757</td>\n",
       "      <td>-0.741092</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>ERF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>3.390825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070480</td>\n",
       "      <td>0.821957</td>\n",
       "      <td>-2.701585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>IRF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.805785</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>tas</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.240129</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.151169</td>\n",
       "      <td>-0.051851</td>\n",
       "      <td>0.114144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.634800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.529609</td>\n",
       "      <td>-0.748400</td>\n",
       "      <td>0.203664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.886475</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.057273</td>\n",
       "      <td>-0.610745</td>\n",
       "      <td>-0.082870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>hus</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.353203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.346829</td>\n",
       "      <td>0.541813</td>\n",
       "      <td>-0.083723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>alb</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.142853</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.092860</td>\n",
       "      <td>0.075284</td>\n",
       "      <td>-0.084956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>cloud</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.121292</td>\n",
       "      <td>-0.622970</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>ERF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>3.390825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070480</td>\n",
       "      <td>0.821957</td>\n",
       "      <td>-2.701585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>IRF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.805785</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>tas</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.201551</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.128214</td>\n",
       "      <td>-0.044655</td>\n",
       "      <td>0.097244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.653374</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.539260</td>\n",
       "      <td>-0.787305</td>\n",
       "      <td>0.199979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.855627</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.057273</td>\n",
       "      <td>-0.489185</td>\n",
       "      <td>-0.057361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>hus</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.318244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.316134</td>\n",
       "      <td>0.476436</td>\n",
       "      <td>-0.080969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>alb</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.090065</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.062217</td>\n",
       "      <td>0.054774</td>\n",
       "      <td>-0.057649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>cloud</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.095600</td>\n",
       "      <td>-0.636387</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>ERF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>3.390825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070480</td>\n",
       "      <td>0.821957</td>\n",
       "      <td>-2.701585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>IRF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.805785</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>tas</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.230661</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.141910</td>\n",
       "      <td>-0.047450</td>\n",
       "      <td>0.095299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.687404</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.569927</td>\n",
       "      <td>-0.784635</td>\n",
       "      <td>0.228394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.937278</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.057273</td>\n",
       "      <td>-0.443063</td>\n",
       "      <td>-0.061215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>hus</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.337574</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.338423</td>\n",
       "      <td>0.493870</td>\n",
       "      <td>-0.080776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>alb</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.150582</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.095893</td>\n",
       "      <td>0.077272</td>\n",
       "      <td>-0.084134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>cloud</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>CESM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.136589</td>\n",
       "      <td>-0.767048</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>ERF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>3.390820</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070470</td>\n",
       "      <td>0.821960</td>\n",
       "      <td>-2.701580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>IRF</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>tas</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.186337</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.123343</td>\n",
       "      <td>-0.038822</td>\n",
       "      <td>0.092428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.706406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.578235</td>\n",
       "      <td>-0.861537</td>\n",
       "      <td>0.203097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.110210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.612053</td>\n",
       "      <td>-0.064567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>hus</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.335853</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.336237</td>\n",
       "      <td>0.453046</td>\n",
       "      <td>-0.091098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>alb</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>cloud</td>\n",
       "      <td>IPSL-CM5A</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.445049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.196026</td>\n",
       "      <td>-0.590458</td>\n",
       "      <td>-0.109528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>3.624938</td>\n",
       "      <td>0.779827</td>\n",
       "      <td>4.145743</td>\n",
       "      <td>0.628777</td>\n",
       "      <td>-2.772055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.431700</td>\n",
       "      <td>1.226100</td>\n",
       "      <td>4.710403</td>\n",
       "      <td>1.251500</td>\n",
       "      <td>-0.840300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>tas</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.237346</td>\n",
       "      <td>-0.036501</td>\n",
       "      <td>-0.111895</td>\n",
       "      <td>-0.019526</td>\n",
       "      <td>0.089214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.712551</td>\n",
       "      <td>-0.229247</td>\n",
       "      <td>-0.476756</td>\n",
       "      <td>-0.369540</td>\n",
       "      <td>0.321096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.060260</td>\n",
       "      <td>-0.132330</td>\n",
       "      <td>-1.036289</td>\n",
       "      <td>-0.090320</td>\n",
       "      <td>-0.010413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>hus</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.354029</td>\n",
       "      <td>0.186677</td>\n",
       "      <td>0.310852</td>\n",
       "      <td>0.276180</td>\n",
       "      <td>-0.181539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>alb</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.112627</td>\n",
       "      <td>0.008050</td>\n",
       "      <td>0.030543</td>\n",
       "      <td>-0.009863</td>\n",
       "      <td>-0.128113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.093887</td>\n",
       "      <td>-0.233189</td>\n",
       "      <td>0.005779</td>\n",
       "      <td>-0.331370</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>3.624938</td>\n",
       "      <td>0.779827</td>\n",
       "      <td>4.145743</td>\n",
       "      <td>0.628777</td>\n",
       "      <td>-2.772055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.431700</td>\n",
       "      <td>1.226100</td>\n",
       "      <td>4.710403</td>\n",
       "      <td>1.251500</td>\n",
       "      <td>-0.840300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>tas</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.184803</td>\n",
       "      <td>-0.027178</td>\n",
       "      <td>-0.093369</td>\n",
       "      <td>-0.016668</td>\n",
       "      <td>0.059923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.709750</td>\n",
       "      <td>-0.239324</td>\n",
       "      <td>-0.490151</td>\n",
       "      <td>-0.373081</td>\n",
       "      <td>0.327375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.275846</td>\n",
       "      <td>-0.158327</td>\n",
       "      <td>-1.036289</td>\n",
       "      <td>-0.108287</td>\n",
       "      <td>-0.011586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>hus</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.333806</td>\n",
       "      <td>0.159524</td>\n",
       "      <td>0.275612</td>\n",
       "      <td>0.243715</td>\n",
       "      <td>-0.165449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>alb</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.083448</td>\n",
       "      <td>0.006522</td>\n",
       "      <td>0.023642</td>\n",
       "      <td>-0.002470</td>\n",
       "      <td>-0.079331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.038825</td>\n",
       "      <td>-0.221775</td>\n",
       "      <td>0.021023</td>\n",
       "      <td>-0.322538</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>3.624938</td>\n",
       "      <td>0.779827</td>\n",
       "      <td>4.145743</td>\n",
       "      <td>0.628777</td>\n",
       "      <td>-2.772055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.431700</td>\n",
       "      <td>1.226100</td>\n",
       "      <td>4.710403</td>\n",
       "      <td>1.251500</td>\n",
       "      <td>-0.840300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>tas</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.216793</td>\n",
       "      <td>-0.031816</td>\n",
       "      <td>-0.108132</td>\n",
       "      <td>-0.017281</td>\n",
       "      <td>0.081859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.639218</td>\n",
       "      <td>-0.232420</td>\n",
       "      <td>-0.449479</td>\n",
       "      <td>-0.346521</td>\n",
       "      <td>0.292790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.158775</td>\n",
       "      <td>-0.173080</td>\n",
       "      <td>-1.036289</td>\n",
       "      <td>-0.125388</td>\n",
       "      <td>-0.006587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>hus</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.334012</td>\n",
       "      <td>0.180296</td>\n",
       "      <td>0.293729</td>\n",
       "      <td>0.269862</td>\n",
       "      <td>-0.172111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>alb</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.110198</td>\n",
       "      <td>0.004772</td>\n",
       "      <td>0.034819</td>\n",
       "      <td>-0.001022</td>\n",
       "      <td>-0.116500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.043586</td>\n",
       "      <td>-0.202772</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-0.318496</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>3.624938</td>\n",
       "      <td>0.779827</td>\n",
       "      <td>4.145743</td>\n",
       "      <td>0.628777</td>\n",
       "      <td>-2.772055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.431700</td>\n",
       "      <td>1.226100</td>\n",
       "      <td>4.710403</td>\n",
       "      <td>1.251500</td>\n",
       "      <td>-0.840300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>tas</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.184214</td>\n",
       "      <td>-0.029327</td>\n",
       "      <td>-0.091079</td>\n",
       "      <td>-0.021070</td>\n",
       "      <td>0.073980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.656655</td>\n",
       "      <td>-0.229097</td>\n",
       "      <td>-0.449417</td>\n",
       "      <td>-0.345639</td>\n",
       "      <td>0.287821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>1.072412</td>\n",
       "      <td>-0.141064</td>\n",
       "      <td>-1.036289</td>\n",
       "      <td>-0.102453</td>\n",
       "      <td>-0.006643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>hus</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.321395</td>\n",
       "      <td>0.161184</td>\n",
       "      <td>0.271620</td>\n",
       "      <td>0.248060</td>\n",
       "      <td>-0.160257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>alb</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.082281</td>\n",
       "      <td>0.008031</td>\n",
       "      <td>0.026520</td>\n",
       "      <td>0.002949</td>\n",
       "      <td>-0.083340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.094962</td>\n",
       "      <td>-0.212128</td>\n",
       "      <td>0.020203</td>\n",
       "      <td>-0.307170</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>3.624938</td>\n",
       "      <td>0.779827</td>\n",
       "      <td>4.145743</td>\n",
       "      <td>0.628777</td>\n",
       "      <td>-2.772055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.431700</td>\n",
       "      <td>1.226100</td>\n",
       "      <td>4.710403</td>\n",
       "      <td>1.251500</td>\n",
       "      <td>-0.840300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>tas</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.203688</td>\n",
       "      <td>-0.031085</td>\n",
       "      <td>-0.097635</td>\n",
       "      <td>-0.019553</td>\n",
       "      <td>0.066995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.701904</td>\n",
       "      <td>-0.236830</td>\n",
       "      <td>-0.472017</td>\n",
       "      <td>-0.372158</td>\n",
       "      <td>0.318395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.127744</td>\n",
       "      <td>-0.139471</td>\n",
       "      <td>-1.036289</td>\n",
       "      <td>-0.095909</td>\n",
       "      <td>-0.009774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>hus</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.339323</td>\n",
       "      <td>0.164926</td>\n",
       "      <td>0.276338</td>\n",
       "      <td>0.253704</td>\n",
       "      <td>-0.168908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>alb</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.113879</td>\n",
       "      <td>0.009865</td>\n",
       "      <td>0.035803</td>\n",
       "      <td>-0.005749</td>\n",
       "      <td>-0.107475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.106791</td>\n",
       "      <td>-0.224243</td>\n",
       "      <td>0.018608</td>\n",
       "      <td>-0.317489</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>3.624940</td>\n",
       "      <td>0.779830</td>\n",
       "      <td>4.145740</td>\n",
       "      <td>0.628770</td>\n",
       "      <td>-2.772050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.710000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>-0.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>tas</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.168909</td>\n",
       "      <td>-0.022364</td>\n",
       "      <td>-0.083142</td>\n",
       "      <td>-0.012451</td>\n",
       "      <td>0.066492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.696491</td>\n",
       "      <td>-0.258788</td>\n",
       "      <td>-0.468175</td>\n",
       "      <td>-0.388259</td>\n",
       "      <td>0.303682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.444590</td>\n",
       "      <td>-0.151134</td>\n",
       "      <td>-1.036200</td>\n",
       "      <td>-0.128153</td>\n",
       "      <td>-0.004527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>hus</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.252023</td>\n",
       "      <td>0.122473</td>\n",
       "      <td>0.253013</td>\n",
       "      <td>0.231876</td>\n",
       "      <td>-0.178175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>alb</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.089928</td>\n",
       "      <td>0.008058</td>\n",
       "      <td>0.024288</td>\n",
       "      <td>-0.006217</td>\n",
       "      <td>-0.095642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.811814</td>\n",
       "      <td>-0.403664</td>\n",
       "      <td>-0.310228</td>\n",
       "      <td>-0.126930</td>\n",
       "      <td>0.135875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>4.139238</td>\n",
       "      <td>0.949887</td>\n",
       "      <td>4.116763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.270200</td>\n",
       "      <td>1.190500</td>\n",
       "      <td>4.796660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>tas</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.289441</td>\n",
       "      <td>-0.055560</td>\n",
       "      <td>-0.125744</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.564125</td>\n",
       "      <td>-0.161431</td>\n",
       "      <td>-0.622297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.052021</td>\n",
       "      <td>-0.019656</td>\n",
       "      <td>-1.055265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>hus</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.191308</td>\n",
       "      <td>0.151762</td>\n",
       "      <td>0.423087</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>alb</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.089128</td>\n",
       "      <td>0.023856</td>\n",
       "      <td>0.113945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.352868</td>\n",
       "      <td>-0.054227</td>\n",
       "      <td>-0.273643</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>4.139238</td>\n",
       "      <td>0.949887</td>\n",
       "      <td>4.116763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.270200</td>\n",
       "      <td>1.190500</td>\n",
       "      <td>4.796660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>tas</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.229622</td>\n",
       "      <td>-0.044943</td>\n",
       "      <td>-0.101828</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.539921</td>\n",
       "      <td>-0.170753</td>\n",
       "      <td>-0.633996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.251017</td>\n",
       "      <td>-0.025078</td>\n",
       "      <td>-1.055265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>hus</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.172187</td>\n",
       "      <td>0.132619</td>\n",
       "      <td>0.367109</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>alb</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.066015</td>\n",
       "      <td>0.016259</td>\n",
       "      <td>0.084561</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.347475</td>\n",
       "      <td>-0.037234</td>\n",
       "      <td>-0.249855</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>4.139238</td>\n",
       "      <td>0.949887</td>\n",
       "      <td>4.116763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.270200</td>\n",
       "      <td>1.190500</td>\n",
       "      <td>4.796660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>tas</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.259760</td>\n",
       "      <td>-0.052973</td>\n",
       "      <td>-0.115839</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.488174</td>\n",
       "      <td>-0.160586</td>\n",
       "      <td>-0.587860</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.121756</td>\n",
       "      <td>-0.041245</td>\n",
       "      <td>-1.055265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>hus</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.175926</td>\n",
       "      <td>0.150583</td>\n",
       "      <td>0.402605</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>alb</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.090803</td>\n",
       "      <td>0.020653</td>\n",
       "      <td>0.096572</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.292373</td>\n",
       "      <td>-0.032355</td>\n",
       "      <td>-0.252274</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>4.139238</td>\n",
       "      <td>0.949887</td>\n",
       "      <td>4.116763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.270200</td>\n",
       "      <td>1.190500</td>\n",
       "      <td>4.796660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>tas</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.225440</td>\n",
       "      <td>-0.042550</td>\n",
       "      <td>-0.108649</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.485596</td>\n",
       "      <td>-0.165158</td>\n",
       "      <td>-0.581198</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>1.047609</td>\n",
       "      <td>-0.030637</td>\n",
       "      <td>-1.055265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>hus</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.161389</td>\n",
       "      <td>0.129029</td>\n",
       "      <td>0.371571</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>alb</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.055408</td>\n",
       "      <td>0.013423</td>\n",
       "      <td>0.080391</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.342655</td>\n",
       "      <td>-0.028635</td>\n",
       "      <td>-0.228158</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>4.139238</td>\n",
       "      <td>0.949887</td>\n",
       "      <td>4.116763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.270200</td>\n",
       "      <td>1.190500</td>\n",
       "      <td>4.796660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>tas</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.255016</td>\n",
       "      <td>-0.053171</td>\n",
       "      <td>-0.112172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.536960</td>\n",
       "      <td>-0.162912</td>\n",
       "      <td>-0.614765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.125166</td>\n",
       "      <td>-0.022820</td>\n",
       "      <td>-1.055265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>hus</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.177751</td>\n",
       "      <td>0.138120</td>\n",
       "      <td>0.383035</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>alb</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.090403</td>\n",
       "      <td>0.023137</td>\n",
       "      <td>0.079871</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.365594</td>\n",
       "      <td>-0.040911</td>\n",
       "      <td>-0.217912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>ERF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>4.139240</td>\n",
       "      <td>0.949880</td>\n",
       "      <td>4.116760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>IRF</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>tas</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.212253</td>\n",
       "      <td>-0.040291</td>\n",
       "      <td>-0.096484</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.556979</td>\n",
       "      <td>-0.176622</td>\n",
       "      <td>-0.611091</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.471800</td>\n",
       "      <td>-0.033889</td>\n",
       "      <td>-1.056000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>hus</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.206776</td>\n",
       "      <td>0.152160</td>\n",
       "      <td>0.396110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>alb</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.073069</td>\n",
       "      <td>0.016072</td>\n",
       "      <td>0.084942</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>cloud</td>\n",
       "      <td>MPI-ESM</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.597884</td>\n",
       "      <td>-0.046940</td>\n",
       "      <td>-0.461907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>3.622165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110948</td>\n",
       "      <td>0.767086</td>\n",
       "      <td>-2.037368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.325400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730315</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>-2.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.286277</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.122347</td>\n",
       "      <td>-0.075088</td>\n",
       "      <td>0.117935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.708869</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.509920</td>\n",
       "      <td>-0.782912</td>\n",
       "      <td>0.398474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.919969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040669</td>\n",
       "      <td>-0.178406</td>\n",
       "      <td>-0.029748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.248164</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.327532</td>\n",
       "      <td>0.564814</td>\n",
       "      <td>-0.184179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.195441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.118879</td>\n",
       "      <td>-0.025136</td>\n",
       "      <td>-0.088474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.610532</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.257339</td>\n",
       "      <td>-0.816109</td>\n",
       "      <td>0.084614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>3.622165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110948</td>\n",
       "      <td>0.767086</td>\n",
       "      <td>-2.037368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.325400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730315</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>-2.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.217912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.093144</td>\n",
       "      <td>-0.053498</td>\n",
       "      <td>0.092247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.698635</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.524045</td>\n",
       "      <td>-0.810016</td>\n",
       "      <td>0.402100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.093725</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040669</td>\n",
       "      <td>-0.210700</td>\n",
       "      <td>-0.031393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.223999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.295519</td>\n",
       "      <td>0.489191</td>\n",
       "      <td>-0.165953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.144667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.086185</td>\n",
       "      <td>-0.012201</td>\n",
       "      <td>-0.058495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.612279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.237377</td>\n",
       "      <td>-0.794066</td>\n",
       "      <td>0.078442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>3.622165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110948</td>\n",
       "      <td>0.767086</td>\n",
       "      <td>-2.037368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.325400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730315</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>-2.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.259496</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.115706</td>\n",
       "      <td>-0.063024</td>\n",
       "      <td>0.105687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.632099</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.483861</td>\n",
       "      <td>-0.758874</td>\n",
       "      <td>0.363612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.986064</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040669</td>\n",
       "      <td>-0.262734</td>\n",
       "      <td>-0.026670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.236517</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.320405</td>\n",
       "      <td>0.549673</td>\n",
       "      <td>-0.172757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.234014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.139630</td>\n",
       "      <td>-0.024237</td>\n",
       "      <td>-0.079651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.511889</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.271822</td>\n",
       "      <td>-0.754114</td>\n",
       "      <td>0.088668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>3.622165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110948</td>\n",
       "      <td>0.767086</td>\n",
       "      <td>-2.037368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.325400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730315</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>-2.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.219516</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.104038</td>\n",
       "      <td>-0.068814</td>\n",
       "      <td>0.099385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.637662</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.484327</td>\n",
       "      <td>-0.760000</td>\n",
       "      <td>0.368213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.919623</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040669</td>\n",
       "      <td>-0.211767</td>\n",
       "      <td>-0.014380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.229978</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.297584</td>\n",
       "      <td>0.501354</td>\n",
       "      <td>-0.165451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.135114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.080164</td>\n",
       "      <td>-0.011697</td>\n",
       "      <td>-0.053588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.598438</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.222657</td>\n",
       "      <td>-0.772982</td>\n",
       "      <td>0.052125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>3.622165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110948</td>\n",
       "      <td>0.767086</td>\n",
       "      <td>-2.037368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.325400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730315</td>\n",
       "      <td>2.050000</td>\n",
       "      <td>-2.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.239464</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.100357</td>\n",
       "      <td>-0.056908</td>\n",
       "      <td>0.100415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.681206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.508331</td>\n",
       "      <td>-0.794341</td>\n",
       "      <td>0.391513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.983523</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040669</td>\n",
       "      <td>-0.190155</td>\n",
       "      <td>-0.026472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.239644</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.310630</td>\n",
       "      <td>0.521765</td>\n",
       "      <td>-0.173159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.240678</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.138471</td>\n",
       "      <td>-0.032018</td>\n",
       "      <td>-0.079657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.563075</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.273264</td>\n",
       "      <td>-0.795308</td>\n",
       "      <td>0.072117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>3.622170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110950</td>\n",
       "      <td>0.767080</td>\n",
       "      <td>-2.037370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>-2.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.196447</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.091878</td>\n",
       "      <td>-0.054775</td>\n",
       "      <td>0.085803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.679303</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.498571</td>\n",
       "      <td>-0.803520</td>\n",
       "      <td>0.388276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.054450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040600</td>\n",
       "      <td>-0.270660</td>\n",
       "      <td>-0.011448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.281752</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.342587</td>\n",
       "      <td>0.559783</td>\n",
       "      <td>-0.199505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.121358</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.073693</td>\n",
       "      <td>-0.010712</td>\n",
       "      <td>-0.063982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.780432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.293992</td>\n",
       "      <td>-0.655222</td>\n",
       "      <td>0.199503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863041</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415491</td>\n",
       "      <td>-2.102420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.406900</td>\n",
       "      <td>1.133600</td>\n",
       "      <td>4.777396</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.372037</td>\n",
       "      <td>-0.057008</td>\n",
       "      <td>-0.164032</td>\n",
       "      <td>-0.131781</td>\n",
       "      <td>0.000691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.863372</td>\n",
       "      <td>-0.201170</td>\n",
       "      <td>-0.630977</td>\n",
       "      <td>-0.476305</td>\n",
       "      <td>-0.320275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.038401</td>\n",
       "      <td>-0.013541</td>\n",
       "      <td>-1.051027</td>\n",
       "      <td>-0.059334</td>\n",
       "      <td>-0.018374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.475559</td>\n",
       "      <td>0.174627</td>\n",
       "      <td>0.413383</td>\n",
       "      <td>0.391221</td>\n",
       "      <td>0.317367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.268827</td>\n",
       "      <td>0.051543</td>\n",
       "      <td>0.152367</td>\n",
       "      <td>0.270605</td>\n",
       "      <td>-0.129052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.650232</td>\n",
       "      <td>-0.094493</td>\n",
       "      <td>-0.081336</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863041</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415491</td>\n",
       "      <td>-2.102420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.406900</td>\n",
       "      <td>1.133600</td>\n",
       "      <td>4.777396</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.281770</td>\n",
       "      <td>-0.047715</td>\n",
       "      <td>-0.129835</td>\n",
       "      <td>-0.092956</td>\n",
       "      <td>-0.003110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.840865</td>\n",
       "      <td>-0.200992</td>\n",
       "      <td>-0.641991</td>\n",
       "      <td>-0.485378</td>\n",
       "      <td>-0.347307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.237985</td>\n",
       "      <td>-0.014620</td>\n",
       "      <td>-1.051027</td>\n",
       "      <td>-0.070607</td>\n",
       "      <td>-0.022857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.436606</td>\n",
       "      <td>0.154130</td>\n",
       "      <td>0.362913</td>\n",
       "      <td>0.344329</td>\n",
       "      <td>0.299137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.190351</td>\n",
       "      <td>0.039334</td>\n",
       "      <td>0.107687</td>\n",
       "      <td>0.188977</td>\n",
       "      <td>-0.090537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.590281</td>\n",
       "      <td>-0.085074</td>\n",
       "      <td>-0.051161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863041</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415491</td>\n",
       "      <td>-2.102420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.406900</td>\n",
       "      <td>1.133600</td>\n",
       "      <td>4.777396</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.332632</td>\n",
       "      <td>-0.052064</td>\n",
       "      <td>-0.147676</td>\n",
       "      <td>-0.119487</td>\n",
       "      <td>0.002107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.757717</td>\n",
       "      <td>-0.190433</td>\n",
       "      <td>-0.591804</td>\n",
       "      <td>-0.438567</td>\n",
       "      <td>-0.334539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>1.100262</td>\n",
       "      <td>-0.030134</td>\n",
       "      <td>-1.051027</td>\n",
       "      <td>-0.116711</td>\n",
       "      <td>-0.017232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.462050</td>\n",
       "      <td>0.172286</td>\n",
       "      <td>0.386101</td>\n",
       "      <td>0.383516</td>\n",
       "      <td>0.324359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.301299</td>\n",
       "      <td>0.053882</td>\n",
       "      <td>0.172516</td>\n",
       "      <td>0.268166</td>\n",
       "      <td>-0.126200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.563173</td>\n",
       "      <td>-0.079286</td>\n",
       "      <td>-0.096100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863041</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415491</td>\n",
       "      <td>-2.102420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.406900</td>\n",
       "      <td>1.133600</td>\n",
       "      <td>4.777396</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.279018</td>\n",
       "      <td>-0.051550</td>\n",
       "      <td>-0.131488</td>\n",
       "      <td>-0.097295</td>\n",
       "      <td>0.001283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.760665</td>\n",
       "      <td>-0.183305</td>\n",
       "      <td>-0.597641</td>\n",
       "      <td>-0.449699</td>\n",
       "      <td>-0.356075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>1.027597</td>\n",
       "      <td>-0.019302</td>\n",
       "      <td>-1.051027</td>\n",
       "      <td>-0.085205</td>\n",
       "      <td>-0.025914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.413374</td>\n",
       "      <td>0.152249</td>\n",
       "      <td>0.364859</td>\n",
       "      <td>0.345049</td>\n",
       "      <td>0.329056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.177938</td>\n",
       "      <td>0.036274</td>\n",
       "      <td>0.102191</td>\n",
       "      <td>0.171166</td>\n",
       "      <td>-0.085991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.661052</td>\n",
       "      <td>-0.074848</td>\n",
       "      <td>-0.031604</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863041</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415491</td>\n",
       "      <td>-2.102420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.406900</td>\n",
       "      <td>1.133600</td>\n",
       "      <td>4.777396</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.317100</td>\n",
       "      <td>-0.048105</td>\n",
       "      <td>-0.140641</td>\n",
       "      <td>-0.118441</td>\n",
       "      <td>0.003253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.824336</td>\n",
       "      <td>-0.199873</td>\n",
       "      <td>-0.623880</td>\n",
       "      <td>-0.465223</td>\n",
       "      <td>-0.345274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>1.114106</td>\n",
       "      <td>-0.016017</td>\n",
       "      <td>-1.051027</td>\n",
       "      <td>-0.065435</td>\n",
       "      <td>-0.026210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.452115</td>\n",
       "      <td>0.160720</td>\n",
       "      <td>0.373403</td>\n",
       "      <td>0.364944</td>\n",
       "      <td>0.299867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.318058</td>\n",
       "      <td>0.055712</td>\n",
       "      <td>0.185014</td>\n",
       "      <td>0.292153</td>\n",
       "      <td>-0.116285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.594598</td>\n",
       "      <td>-0.101026</td>\n",
       "      <td>-0.106731</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863040</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415490</td>\n",
       "      <td>-2.102420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</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>474</th>\n",
       "      <td>tas</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.258905</td>\n",
       "      <td>-0.047147</td>\n",
       "      <td>-0.120216</td>\n",
       "      <td>-0.090681</td>\n",
       "      <td>-0.000399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.833023</td>\n",
       "      <td>-0.207673</td>\n",
       "      <td>-0.618870</td>\n",
       "      <td>-0.511212</td>\n",
       "      <td>-0.321973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.172510</td>\n",
       "      <td>-0.033388</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>-0.127165</td>\n",
       "      <td>-0.029461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>hus</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.346008</td>\n",
       "      <td>0.146535</td>\n",
       "      <td>0.365164</td>\n",
       "      <td>0.343795</td>\n",
       "      <td>0.285983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>alb</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.170847</td>\n",
       "      <td>0.034596</td>\n",
       "      <td>0.091947</td>\n",
       "      <td>0.196198</td>\n",
       "      <td>-0.089064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>3.495763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010838</td>\n",
       "      <td>1.404945</td>\n",
       "      <td>-3.792398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.505600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.682762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>tas</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.240309</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.174711</td>\n",
       "      <td>-0.113207</td>\n",
       "      <td>0.128818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>-0.551576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.625721</td>\n",
       "      <td>-0.889886</td>\n",
       "      <td>0.319609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.912360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.030208</td>\n",
       "      <td>-0.159391</td>\n",
       "      <td>-0.039326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>hus</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.242597</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.374027</td>\n",
       "      <td>0.613204</td>\n",
       "      <td>-0.159128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>alb</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.167446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.130896</td>\n",
       "      <td>0.062055</td>\n",
       "      <td>-0.156185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>0.107227</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.218271</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>3.495763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010838</td>\n",
       "      <td>1.404945</td>\n",
       "      <td>-3.792398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>2.505600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.682762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>tas</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.176537</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.132469</td>\n",
       "      <td>-0.075046</td>\n",
       "      <td>0.097896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>-0.544537</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.634678</td>\n",
       "      <td>-0.914130</td>\n",
       "      <td>0.326044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>1.089104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.030208</td>\n",
       "      <td>-0.182604</td>\n",
       "      <td>-0.039310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>hus</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.223084</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.340638</td>\n",
       "      <td>0.537305</td>\n",
       "      <td>-0.148230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>alb</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.113502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.087989</td>\n",
       "      <td>0.044226</td>\n",
       "      <td>-0.103791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>GFDL</td>\n",
       "      <td>0.107891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.202205</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>3.495763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010838</td>\n",
       "      <td>1.404945</td>\n",
       "      <td>-3.792398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>2.505600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.682762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>tas</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.215830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.155959</td>\n",
       "      <td>-0.098038</td>\n",
       "      <td>0.118102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>-0.485359</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.586216</td>\n",
       "      <td>-0.845632</td>\n",
       "      <td>0.295293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.984132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.030208</td>\n",
       "      <td>-0.237264</td>\n",
       "      <td>-0.039223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>hus</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.229969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.364403</td>\n",
       "      <td>0.594292</td>\n",
       "      <td>-0.148507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>alb</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.173506</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.138624</td>\n",
       "      <td>0.074091</td>\n",
       "      <td>-0.154487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>BMRC</td>\n",
       "      <td>0.051609</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.229394</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>3.495763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010838</td>\n",
       "      <td>1.404945</td>\n",
       "      <td>-3.792398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>2.505600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.682762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>tas</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.174241</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.132474</td>\n",
       "      <td>-0.096151</td>\n",
       "      <td>0.105295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>-0.494297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.596835</td>\n",
       "      <td>-0.850594</td>\n",
       "      <td>0.297006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.920758</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.030208</td>\n",
       "      <td>-0.182771</td>\n",
       "      <td>-0.025080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>hus</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.226326</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.345818</td>\n",
       "      <td>0.545827</td>\n",
       "      <td>-0.139923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>alb</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.102852</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.076419</td>\n",
       "      <td>0.037025</td>\n",
       "      <td>-0.092420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CCSM4</td>\n",
       "      <td>0.103017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.185191</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>3.495763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010838</td>\n",
       "      <td>1.404945</td>\n",
       "      <td>-3.792398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>2.505600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.682762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>tas</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.205269</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.144249</td>\n",
       "      <td>-0.095559</td>\n",
       "      <td>0.112845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>-0.531638</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.616584</td>\n",
       "      <td>-0.887588</td>\n",
       "      <td>0.317406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.976509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.030208</td>\n",
       "      <td>-0.166836</td>\n",
       "      <td>-0.033938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>hus</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.233484</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.351926</td>\n",
       "      <td>0.575988</td>\n",
       "      <td>-0.150782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>alb</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.177583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.154297</td>\n",
       "      <td>0.063953</td>\n",
       "      <td>-0.170956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>CESM</td>\n",
       "      <td>0.100454</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.229369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>ERF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>3.495760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010830</td>\n",
       "      <td>1.404950</td>\n",
       "      <td>-3.792400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>IRF</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.680000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>tas</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.163644</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.121422</td>\n",
       "      <td>-0.077816</td>\n",
       "      <td>0.098670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>ta_trop</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>-0.543499</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.623091</td>\n",
       "      <td>-0.896780</td>\n",
       "      <td>0.312444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>ta_strat</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>1.105260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.029600</td>\n",
       "      <td>-0.240630</td>\n",
       "      <td>-0.026628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>hus</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.250349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.369337</td>\n",
       "      <td>0.607892</td>\n",
       "      <td>-0.173577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>alb</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.120413</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.086270</td>\n",
       "      <td>0.045921</td>\n",
       "      <td>-0.111721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>0.535101</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.357096</td>\n",
       "      <td>-0.369137</td>\n",
       "      <td>-0.783060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     variable            model   kernel     2xCO2     3xCH4     Solar  \\\n",
       "0         ERF          CanESM2  HadGEM2  3.571683  1.360837  4.093394   \n",
       "1         IRF          CanESM2  HadGEM2  1.772600  1.165700  4.817782   \n",
       "2         tas          CanESM2  HadGEM2 -0.239892 -0.102193 -0.161836   \n",
       "3     ta_trop          CanESM2  HadGEM2 -0.628478 -0.477908 -0.697736   \n",
       "4    ta_strat          CanESM2  HadGEM2  1.008885 -0.068434 -1.059912   \n",
       "5         hus          CanESM2  HadGEM2  0.287014  0.370578  0.524589   \n",
       "6         alb          CanESM2  HadGEM2  0.070597  0.058789  0.095276   \n",
       "7       cloud          CanESM2  HadGEM2  0.321210 -0.255237 -0.201787   \n",
       "8         ERF          CanESM2     GFDL  3.571683  1.360837  4.093394   \n",
       "9         IRF          CanESM2     GFDL  1.772600  1.165700  4.817782   \n",
       "10        tas          CanESM2     GFDL -0.186083 -0.081506 -0.125903   \n",
       "11    ta_trop          CanESM2     GFDL -0.612192 -0.486171 -0.711308   \n",
       "12   ta_strat          CanESM2     GFDL  1.174922 -0.078186 -1.059912   \n",
       "13        hus          CanESM2     GFDL  0.279550  0.327201  0.463222   \n",
       "14        alb          CanESM2     GFDL  0.045764  0.037515  0.063849   \n",
       "15      cloud          CanESM2     GFDL  0.274905 -0.234844 -0.169229   \n",
       "16        ERF          CanESM2     BMRC  3.571683  1.360837  4.093394   \n",
       "17        IRF          CanESM2     BMRC  1.772600  1.165700  4.817782   \n",
       "18        tas          CanESM2     BMRC -0.219669 -0.095527 -0.151661   \n",
       "19    ta_trop          CanESM2     BMRC -0.546340 -0.444774 -0.652833   \n",
       "20   ta_strat          CanESM2     BMRC  1.114500 -0.103557 -1.059912   \n",
       "21        hus          CanESM2     BMRC  0.275579  0.358335  0.495397   \n",
       "22        alb          CanESM2     BMRC  0.071662  0.053825  0.095377   \n",
       "23      cloud          CanESM2     BMRC  0.272144 -0.220486 -0.178370   \n",
       "24        ERF          CanESM2    CCSM4  3.571683  1.360837  4.093394   \n",
       "25        IRF          CanESM2    CCSM4  1.772600  1.165700  4.817782   \n",
       "26        tas          CanESM2    CCSM4 -0.175812 -0.078227 -0.122439   \n",
       "27    ta_trop          CanESM2    CCSM4 -0.551254 -0.450976 -0.657783   \n",
       "28   ta_strat          CanESM2    CCSM4  1.013048 -0.080772 -1.059912   \n",
       "29        hus          CanESM2    CCSM4  0.270407  0.330439  0.456695   \n",
       "30        alb          CanESM2    CCSM4  0.045402  0.044325  0.064382   \n",
       "31      cloud          CanESM2    CCSM4  0.304855 -0.222843 -0.155227   \n",
       "32        ERF          CanESM2     CESM  3.571683  1.360837  4.093394   \n",
       "33        IRF          CanESM2     CESM  1.772600  1.165700  4.817782   \n",
       "34        tas          CanESM2     CESM -0.200257 -0.085172 -0.135073   \n",
       "35    ta_trop          CanESM2     CESM -0.604350 -0.476382 -0.686954   \n",
       "36   ta_strat          CanESM2     CESM  1.070320 -0.073278 -1.059912   \n",
       "37        hus          CanESM2     CESM  0.293337  0.338305  0.474941   \n",
       "38        alb          CanESM2     CESM  0.074356  0.038904  0.093000   \n",
       "39      cloud          CanESM2     CESM  0.319923 -0.226456 -0.181767   \n",
       "40        ERF          CanESM2     Oslo  3.571690  1.360830  4.093390   \n",
       "41        IRF          CanESM2     Oslo  0.000000  0.000000  4.820000   \n",
       "42        tas          CanESM2     Oslo -0.168690 -0.075584 -0.117194   \n",
       "43    ta_trop          CanESM2     Oslo -0.583940 -0.488200 -0.685747   \n",
       "44   ta_strat          CanESM2     Oslo  1.595550 -0.059733 -1.060400   \n",
       "45        hus          CanESM2     Oslo  0.230732  0.312590  0.483305   \n",
       "46        alb          CanESM2     Oslo  0.049747  0.044060  0.065885   \n",
       "47      cloud          CanESM2     Oslo  0.574266 -0.193793 -0.362067   \n",
       "48        ERF        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "49        IRF        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "50        tas        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "51    ta_trop        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "52   ta_strat        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "53        hus        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "54        alb        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "55      cloud        ECHAM-HAM  HadGEM2       NaN       NaN       NaN   \n",
       "56        ERF        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "57        IRF        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "58        tas        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "59    ta_trop        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "60   ta_strat        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "61        hus        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "62        alb        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "63      cloud        ECHAM-HAM     GFDL       NaN       NaN       NaN   \n",
       "64        ERF        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "65        IRF        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "66        tas        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "67    ta_trop        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "68   ta_strat        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "69        hus        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "70        alb        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "71      cloud        ECHAM-HAM     BMRC       NaN       NaN       NaN   \n",
       "72        ERF        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "73        IRF        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "74        tas        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "75    ta_trop        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "76   ta_strat        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "77        hus        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "78        alb        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "79      cloud        ECHAM-HAM    CCSM4       NaN       NaN       NaN   \n",
       "80        ERF        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "81        IRF        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "82        tas        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "83    ta_trop        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "84   ta_strat        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "85        hus        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "86        alb        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "87      cloud        ECHAM-HAM     CESM       NaN       NaN       NaN   \n",
       "88        ERF        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "89        IRF        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "90        tas        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "91    ta_trop        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "92   ta_strat        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "93        hus        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "94        alb        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "95      cloud        ECHAM-HAM     Oslo       NaN       NaN       NaN   \n",
       "96        ERF        GISS-E2-R  HadGEM2  4.064298       NaN  4.483776   \n",
       "97        IRF        GISS-E2-R  HadGEM2  2.217000       NaN  4.848592   \n",
       "98        tas        GISS-E2-R  HadGEM2 -0.255391       NaN -0.108963   \n",
       "99    ta_trop        GISS-E2-R  HadGEM2 -0.327825       NaN -0.473864   \n",
       "100  ta_strat        GISS-E2-R  HadGEM2  1.045924       NaN -1.066690   \n",
       "101       hus        GISS-E2-R  HadGEM2  0.111350       NaN  0.382599   \n",
       "102       alb        GISS-E2-R  HadGEM2  0.158491       NaN  0.099219   \n",
       "103     cloud        GISS-E2-R  HadGEM2  0.430072       NaN  0.052100   \n",
       "104       ERF        GISS-E2-R     GFDL  4.064298       NaN  4.483776   \n",
       "105       IRF        GISS-E2-R     GFDL  2.217000       NaN  4.848592   \n",
       "106       tas        GISS-E2-R     GFDL -0.190843       NaN -0.084284   \n",
       "107   ta_trop        GISS-E2-R     GFDL -0.303946       NaN -0.496203   \n",
       "108  ta_strat        GISS-E2-R     GFDL  1.261742       NaN -1.066690   \n",
       "109       hus        GISS-E2-R     GFDL  0.123185       NaN  0.350724   \n",
       "110       alb        GISS-E2-R     GFDL  0.112134       NaN  0.070642   \n",
       "111     cloud        GISS-E2-R     GFDL  0.360300       NaN  0.084652   \n",
       "112       ERF        GISS-E2-R     BMRC  4.064298       NaN  4.483776   \n",
       "113       IRF        GISS-E2-R     BMRC  2.217000       NaN  4.848592   \n",
       "114       tas        GISS-E2-R     BMRC -0.220226       NaN -0.101517   \n",
       "115   ta_trop        GISS-E2-R     BMRC -0.267251       NaN -0.460198   \n",
       "116  ta_strat        GISS-E2-R     BMRC  1.158216       NaN -1.066690   \n",
       "117       hus        GISS-E2-R     BMRC  0.104615       NaN  0.376290   \n",
       "118       alb        GISS-E2-R     BMRC  0.149785       NaN  0.093560   \n",
       "119     cloud        GISS-E2-R     BMRC  0.368947       NaN  0.080602   \n",
       "120       ERF        GISS-E2-R    CCSM4  4.064298       NaN  4.483776   \n",
       "121       IRF        GISS-E2-R    CCSM4  2.217000       NaN  4.848592   \n",
       "122       tas        GISS-E2-R    CCSM4 -0.203328       NaN -0.090055   \n",
       "123   ta_trop        GISS-E2-R    CCSM4 -0.253444       NaN -0.460275   \n",
       "124  ta_strat        GISS-E2-R    CCSM4  1.065848       NaN -1.066690   \n",
       "125       hus        GISS-E2-R    CCSM4  0.091479       NaN  0.354788   \n",
       "126       alb        GISS-E2-R    CCSM4  0.102747       NaN  0.065984   \n",
       "127     cloud        GISS-E2-R    CCSM4  0.402214       NaN  0.103774   \n",
       "128       ERF        GISS-E2-R     CESM  4.064298       NaN  4.483776   \n",
       "129       IRF        GISS-E2-R     CESM  2.217000       NaN  4.848592   \n",
       "130       tas        GISS-E2-R     CESM -0.206722       NaN -0.091942   \n",
       "131   ta_trop        GISS-E2-R     CESM -0.311388       NaN -0.481033   \n",
       "132  ta_strat        GISS-E2-R     CESM  1.115311       NaN -1.066690   \n",
       "133       hus        GISS-E2-R     CESM  0.115766       NaN  0.353377   \n",
       "134       alb        GISS-E2-R     CESM  0.161912       NaN  0.102595   \n",
       "135     cloud        GISS-E2-R     CESM  0.410569       NaN  0.063704   \n",
       "136       ERF        GISS-E2-R     Oslo  4.064300       NaN  4.483780   \n",
       "137       IRF        GISS-E2-R     Oslo  0.000000       NaN  4.820000   \n",
       "138       tas        GISS-E2-R     Oslo -0.184578       NaN -0.087293   \n",
       "139   ta_trop        GISS-E2-R     Oslo -0.319050       NaN -0.495204   \n",
       "140  ta_strat        GISS-E2-R     Oslo  1.441610       NaN -1.060400   \n",
       "141       hus        GISS-E2-R     Oslo  0.057407       NaN  0.329971   \n",
       "142       alb        GISS-E2-R     Oslo  0.116168       NaN  0.073340   \n",
       "143     cloud        GISS-E2-R     Oslo  0.164823       NaN -0.069409   \n",
       "144       ERF          HadGEM2  HadGEM2  3.367473       NaN  4.197078   \n",
       "145       IRF          HadGEM2  HadGEM2  2.164400       NaN  4.880317   \n",
       "146       tas          HadGEM2  HadGEM2 -0.256441       NaN -0.139926   \n",
       "147   ta_trop          HadGEM2  HadGEM2 -0.642205       NaN -0.574682   \n",
       "148  ta_strat          HadGEM2  HadGEM2  1.223446       NaN -1.073670   \n",
       "149       hus          HadGEM2  HadGEM2  0.132014       NaN  0.344793   \n",
       "150       alb          HadGEM2  HadGEM2  0.069292       NaN  0.056444   \n",
       "151     cloud          HadGEM2  HadGEM2  0.562848       NaN -0.012720   \n",
       "152       ERF          HadGEM2     GFDL  3.367473       NaN  4.197078   \n",
       "153       IRF          HadGEM2     GFDL  2.164400       NaN  4.880317   \n",
       "154       tas          HadGEM2     GFDL -0.192262       NaN -0.106104   \n",
       "155   ta_trop          HadGEM2     GFDL -0.620811       NaN -0.592819   \n",
       "156  ta_strat          HadGEM2     GFDL  1.448823       NaN -1.073670   \n",
       "157       hus          HadGEM2     GFDL  0.122184       NaN  0.309816   \n",
       "158       alb          HadGEM2     GFDL  0.050335       NaN  0.043521   \n",
       "159     cloud          HadGEM2     GFDL  0.555061       NaN  0.001897   \n",
       "160       ERF          HadGEM2     BMRC  3.367473       NaN  4.197078   \n",
       "161       IRF          HadGEM2     BMRC  2.164400       NaN  4.880317   \n",
       "162       tas          HadGEM2     BMRC -0.229308       NaN -0.123883   \n",
       "163   ta_trop          HadGEM2     BMRC -0.570791       NaN -0.550846   \n",
       "164  ta_strat          HadGEM2     BMRC  1.328682       NaN -1.073670   \n",
       "165       hus          HadGEM2     BMRC  0.121822       NaN  0.342196   \n",
       "166       alb          HadGEM2     BMRC  0.069828       NaN  0.057096   \n",
       "167     cloud          HadGEM2     BMRC  0.504409       NaN  0.005129   \n",
       "168       ERF          HadGEM2    CCSM4  3.367473       NaN  4.197078   \n",
       "169       IRF          HadGEM2    CCSM4  2.164400       NaN  4.880317   \n",
       "170       tas          HadGEM2    CCSM4 -0.196798       NaN -0.111621   \n",
       "171   ta_trop          HadGEM2    CCSM4 -0.563936       NaN -0.549078   \n",
       "172  ta_strat          HadGEM2    CCSM4  1.216773       NaN -1.073670   \n",
       "173       hus          HadGEM2    CCSM4  0.114893       NaN  0.305957   \n",
       "174       alb          HadGEM2    CCSM4  0.043141       NaN  0.037899   \n",
       "175     cloud          HadGEM2    CCSM4  0.538361       NaN  0.030047   \n",
       "176       ERF          HadGEM2     CESM  3.367473       NaN  4.197078   \n",
       "177       IRF          HadGEM2     CESM  2.164400       NaN  4.880317   \n",
       "178       tas          HadGEM2     CESM -0.211268       NaN -0.116476   \n",
       "179   ta_trop          HadGEM2     CESM -0.615826       NaN -0.572283   \n",
       "180  ta_strat          HadGEM2     CESM  1.298358       NaN -1.073670   \n",
       "181       hus          HadGEM2     CESM  0.127036       NaN  0.319703   \n",
       "182       alb          HadGEM2     CESM  0.070902       NaN  0.059638   \n",
       "183     cloud          HadGEM2     CESM  0.568062       NaN  0.010719   \n",
       "184       ERF          HadGEM2     Oslo  3.367680       NaN  4.197450   \n",
       "185       IRF          HadGEM2     Oslo  1.910000       NaN  4.880000   \n",
       "186       tas          HadGEM2     Oslo -0.184943       NaN -0.108195   \n",
       "187   ta_trop          HadGEM2     Oslo -0.620633       NaN -0.574411   \n",
       "188  ta_strat          HadGEM2     Oslo  1.383990       NaN -1.073600   \n",
       "189       hus          HadGEM2     Oslo  0.143523       NaN  0.329657   \n",
       "190       alb          HadGEM2     Oslo  0.060380       NaN  0.044176   \n",
       "191     cloud          HadGEM2     Oslo  0.560959       NaN -0.169695   \n",
       "192       ERF          HadGEM3  HadGEM2  3.639012       NaN  4.363010   \n",
       "193       IRF          HadGEM3  HadGEM2  2.170400       NaN  4.810761   \n",
       "194       tas          HadGEM3  HadGEM2 -0.308732       NaN -0.147785   \n",
       "195   ta_trop          HadGEM3  HadGEM2 -0.437658       NaN -0.460295   \n",
       "196  ta_strat          HadGEM3  HadGEM2  0.984176       NaN -1.058367   \n",
       "197       hus          HadGEM3  HadGEM2  0.092846       NaN  0.268596   \n",
       "198       alb          HadGEM3  HadGEM2  0.118356       NaN  0.062652   \n",
       "199     cloud          HadGEM3  HadGEM2  0.630483       NaN -0.009899   \n",
       "200       ERF          HadGEM3     GFDL  3.639012       NaN  4.363010   \n",
       "201       IRF          HadGEM3     GFDL  2.170400       NaN  4.810761   \n",
       "202       tas          HadGEM3     GFDL -0.236585       NaN -0.117615   \n",
       "203   ta_trop          HadGEM3     GFDL -0.430595       NaN -0.500651   \n",
       "204  ta_strat          HadGEM3     GFDL  1.176487       NaN -1.058367   \n",
       "205       hus          HadGEM3     GFDL  0.099203       NaN  0.245690   \n",
       "206       alb          HadGEM3     GFDL  0.081851       NaN  0.044354   \n",
       "207     cloud          HadGEM3     GFDL  0.624889       NaN  0.015747   \n",
       "208       ERF          HadGEM3     BMRC  3.639012       NaN  4.363010   \n",
       "209       IRF          HadGEM3     BMRC  2.170400       NaN  4.810761   \n",
       "210       tas          HadGEM3     BMRC -0.270570       NaN -0.133786   \n",
       "211   ta_trop          HadGEM3     BMRC -0.390869       NaN -0.459419   \n",
       "212  ta_strat          HadGEM3     BMRC  1.052161       NaN -1.058367   \n",
       "213       hus          HadGEM3     BMRC  0.097349       NaN  0.268628   \n",
       "214       alb          HadGEM3     BMRC  0.108713       NaN  0.056574   \n",
       "215     cloud          HadGEM3     BMRC  0.594005       NaN  0.020892   \n",
       "216       ERF          HadGEM3    CCSM4  3.639012       NaN  4.363010   \n",
       "217       IRF          HadGEM3    CCSM4  2.170400       NaN  4.810761   \n",
       "218       tas          HadGEM3    CCSM4 -0.236420       NaN -0.116025   \n",
       "219   ta_trop          HadGEM3    CCSM4 -0.410686       NaN -0.487921   \n",
       "220  ta_strat          HadGEM3    CCSM4  0.993774       NaN -1.058367   \n",
       "221       hus          HadGEM3    CCSM4  0.078642       NaN  0.244930   \n",
       "222       alb          HadGEM3    CCSM4  0.070450       NaN  0.038911   \n",
       "223     cloud          HadGEM3    CCSM4  0.605870       NaN  0.043674   \n",
       "224       ERF          HadGEM3     CESM  3.639012       NaN  4.363010   \n",
       "225       IRF          HadGEM3     CESM  2.170400       NaN  4.810761   \n",
       "226       tas          HadGEM3     CESM -0.257927       NaN -0.123942   \n",
       "227   ta_trop          HadGEM3     CESM -0.449563       NaN -0.485053   \n",
       "228  ta_strat          HadGEM3     CESM  1.056970       NaN -1.058367   \n",
       "229       hus          HadGEM3     CESM  0.095880       NaN  0.254705   \n",
       "230       alb          HadGEM3     CESM  0.116224       NaN  0.064631   \n",
       "231     cloud          HadGEM3     CESM  0.624450       NaN  0.001504   \n",
       "232       ERF          HadGEM3     Oslo  3.644510       NaN  4.357450   \n",
       "233       IRF          HadGEM3     Oslo  0.000000       NaN  4.810000   \n",
       "234       tas          HadGEM3     Oslo -0.220808       NaN -0.108322   \n",
       "235   ta_trop          HadGEM3     Oslo -0.481096       NaN -0.515293   \n",
       "236  ta_strat          HadGEM3     Oslo  1.323430       NaN -1.058200   \n",
       "237       hus          HadGEM3     Oslo  0.113770       NaN  0.280421   \n",
       "238       alb          HadGEM3     Oslo  0.087681       NaN  0.046798   \n",
       "239     cloud          HadGEM3     Oslo  0.829530       NaN -0.024448   \n",
       "240       ERF        IPSL-CM5A  HadGEM2  3.390825       NaN  4.070480   \n",
       "241       IRF        IPSL-CM5A  HadGEM2       NaN       NaN  4.805785   \n",
       "242       tas        IPSL-CM5A  HadGEM2 -0.277115       NaN -0.169701   \n",
       "243   ta_trop        IPSL-CM5A  HadGEM2 -0.684958       NaN -0.563523   \n",
       "244  ta_strat        IPSL-CM5A  HadGEM2  0.876184       NaN -1.057273   \n",
       "245       hus        IPSL-CM5A  HadGEM2  0.369184       NaN  0.365664   \n",
       "246       alb        IPSL-CM5A  HadGEM2  0.136942       NaN  0.092026   \n",
       "247     cloud        IPSL-CM5A  HadGEM2       NaN       NaN -0.153632   \n",
       "248       ERF        IPSL-CM5A     GFDL  3.390825       NaN  4.070480   \n",
       "249       IRF        IPSL-CM5A     GFDL       NaN       NaN  4.805785   \n",
       "250       tas        IPSL-CM5A     GFDL -0.205308       NaN -0.129208   \n",
       "251   ta_trop        IPSL-CM5A     GFDL -0.697495       NaN -0.580885   \n",
       "252  ta_strat        IPSL-CM5A     GFDL  1.050590       NaN -1.057273   \n",
       "253       hus        IPSL-CM5A     GFDL  0.328160       NaN  0.327602   \n",
       "254       alb        IPSL-CM5A     GFDL  0.097557       NaN  0.065193   \n",
       "255     cloud        IPSL-CM5A     GFDL       NaN       NaN -0.127757   \n",
       "256       ERF        IPSL-CM5A     BMRC  3.390825       NaN  4.070480   \n",
       "257       IRF        IPSL-CM5A     BMRC       NaN       NaN  4.805785   \n",
       "258       tas        IPSL-CM5A     BMRC -0.240129       NaN -0.151169   \n",
       "259   ta_trop        IPSL-CM5A     BMRC -0.634800       NaN -0.529609   \n",
       "260  ta_strat        IPSL-CM5A     BMRC  0.886475       NaN -1.057273   \n",
       "261       hus        IPSL-CM5A     BMRC  0.353203       NaN  0.346829   \n",
       "262       alb        IPSL-CM5A     BMRC  0.142853       NaN  0.092860   \n",
       "263     cloud        IPSL-CM5A     BMRC       NaN       NaN -0.121292   \n",
       "264       ERF        IPSL-CM5A    CCSM4  3.390825       NaN  4.070480   \n",
       "265       IRF        IPSL-CM5A    CCSM4       NaN       NaN  4.805785   \n",
       "266       tas        IPSL-CM5A    CCSM4 -0.201551       NaN -0.128214   \n",
       "267   ta_trop        IPSL-CM5A    CCSM4 -0.653374       NaN -0.539260   \n",
       "268  ta_strat        IPSL-CM5A    CCSM4  0.855627       NaN -1.057273   \n",
       "269       hus        IPSL-CM5A    CCSM4  0.318244       NaN  0.316134   \n",
       "270       alb        IPSL-CM5A    CCSM4  0.090065       NaN  0.062217   \n",
       "271     cloud        IPSL-CM5A    CCSM4       NaN       NaN -0.095600   \n",
       "272       ERF        IPSL-CM5A     CESM  3.390825       NaN  4.070480   \n",
       "273       IRF        IPSL-CM5A     CESM       NaN       NaN  4.805785   \n",
       "274       tas        IPSL-CM5A     CESM -0.230661       NaN -0.141910   \n",
       "275   ta_trop        IPSL-CM5A     CESM -0.687404       NaN -0.569927   \n",
       "276  ta_strat        IPSL-CM5A     CESM  0.937278       NaN -1.057273   \n",
       "277       hus        IPSL-CM5A     CESM  0.337574       NaN  0.338423   \n",
       "278       alb        IPSL-CM5A     CESM  0.150582       NaN  0.095893   \n",
       "279     cloud        IPSL-CM5A     CESM       NaN       NaN -0.136589   \n",
       "280       ERF        IPSL-CM5A     Oslo  3.390820       NaN  4.070470   \n",
       "281       IRF        IPSL-CM5A     Oslo  0.000000       NaN  0.000000   \n",
       "282       tas        IPSL-CM5A     Oslo -0.186337       NaN -0.123343   \n",
       "283   ta_trop        IPSL-CM5A     Oslo -0.706406       NaN -0.578235   \n",
       "284  ta_strat        IPSL-CM5A     Oslo  1.110210       NaN -0.000000   \n",
       "285       hus        IPSL-CM5A     Oslo  0.335853       NaN  0.336237   \n",
       "286       alb        IPSL-CM5A     Oslo  0.000000       NaN  0.000000   \n",
       "287     cloud        IPSL-CM5A     Oslo  0.445049       NaN -0.196026   \n",
       "288       ERF  MIROC-SPRINTARS  HadGEM2  3.624938  0.779827  4.145743   \n",
       "289       IRF  MIROC-SPRINTARS  HadGEM2  2.431700  1.226100  4.710403   \n",
       "290       tas  MIROC-SPRINTARS  HadGEM2 -0.237346 -0.036501 -0.111895   \n",
       "291   ta_trop  MIROC-SPRINTARS  HadGEM2 -0.712551 -0.229247 -0.476756   \n",
       "292  ta_strat  MIROC-SPRINTARS  HadGEM2  1.060260 -0.132330 -1.036289   \n",
       "293       hus  MIROC-SPRINTARS  HadGEM2  0.354029  0.186677  0.310852   \n",
       "294       alb  MIROC-SPRINTARS  HadGEM2  0.112627  0.008050  0.030543   \n",
       "295     cloud  MIROC-SPRINTARS  HadGEM2  0.093887 -0.233189  0.005779   \n",
       "296       ERF  MIROC-SPRINTARS     GFDL  3.624938  0.779827  4.145743   \n",
       "297       IRF  MIROC-SPRINTARS     GFDL  2.431700  1.226100  4.710403   \n",
       "298       tas  MIROC-SPRINTARS     GFDL -0.184803 -0.027178 -0.093369   \n",
       "299   ta_trop  MIROC-SPRINTARS     GFDL -0.709750 -0.239324 -0.490151   \n",
       "300  ta_strat  MIROC-SPRINTARS     GFDL  1.275846 -0.158327 -1.036289   \n",
       "301       hus  MIROC-SPRINTARS     GFDL  0.333806  0.159524  0.275612   \n",
       "302       alb  MIROC-SPRINTARS     GFDL  0.083448  0.006522  0.023642   \n",
       "303     cloud  MIROC-SPRINTARS     GFDL  0.038825 -0.221775  0.021023   \n",
       "304       ERF  MIROC-SPRINTARS     BMRC  3.624938  0.779827  4.145743   \n",
       "305       IRF  MIROC-SPRINTARS     BMRC  2.431700  1.226100  4.710403   \n",
       "306       tas  MIROC-SPRINTARS     BMRC -0.216793 -0.031816 -0.108132   \n",
       "307   ta_trop  MIROC-SPRINTARS     BMRC -0.639218 -0.232420 -0.449479   \n",
       "308  ta_strat  MIROC-SPRINTARS     BMRC  1.158775 -0.173080 -1.036289   \n",
       "309       hus  MIROC-SPRINTARS     BMRC  0.334012  0.180296  0.293729   \n",
       "310       alb  MIROC-SPRINTARS     BMRC  0.110198  0.004772  0.034819   \n",
       "311     cloud  MIROC-SPRINTARS     BMRC  0.043586 -0.202772 -0.000006   \n",
       "312       ERF  MIROC-SPRINTARS    CCSM4  3.624938  0.779827  4.145743   \n",
       "313       IRF  MIROC-SPRINTARS    CCSM4  2.431700  1.226100  4.710403   \n",
       "314       tas  MIROC-SPRINTARS    CCSM4 -0.184214 -0.029327 -0.091079   \n",
       "315   ta_trop  MIROC-SPRINTARS    CCSM4 -0.656655 -0.229097 -0.449417   \n",
       "316  ta_strat  MIROC-SPRINTARS    CCSM4  1.072412 -0.141064 -1.036289   \n",
       "317       hus  MIROC-SPRINTARS    CCSM4  0.321395  0.161184  0.271620   \n",
       "318       alb  MIROC-SPRINTARS    CCSM4  0.082281  0.008031  0.026520   \n",
       "319     cloud  MIROC-SPRINTARS    CCSM4  0.094962 -0.212128  0.020203   \n",
       "320       ERF  MIROC-SPRINTARS     CESM  3.624938  0.779827  4.145743   \n",
       "321       IRF  MIROC-SPRINTARS     CESM  2.431700  1.226100  4.710403   \n",
       "322       tas  MIROC-SPRINTARS     CESM -0.203688 -0.031085 -0.097635   \n",
       "323   ta_trop  MIROC-SPRINTARS     CESM -0.701904 -0.236830 -0.472017   \n",
       "324  ta_strat  MIROC-SPRINTARS     CESM  1.127744 -0.139471 -1.036289   \n",
       "325       hus  MIROC-SPRINTARS     CESM  0.339323  0.164926  0.276338   \n",
       "326       alb  MIROC-SPRINTARS     CESM  0.113879  0.009865  0.035803   \n",
       "327     cloud  MIROC-SPRINTARS     CESM  0.106791 -0.224243  0.018608   \n",
       "328       ERF  MIROC-SPRINTARS     Oslo  3.624940  0.779830  4.145740   \n",
       "329       IRF  MIROC-SPRINTARS     Oslo  0.000000  0.000000  4.710000   \n",
       "330       tas  MIROC-SPRINTARS     Oslo -0.168909 -0.022364 -0.083142   \n",
       "331   ta_trop  MIROC-SPRINTARS     Oslo -0.696491 -0.258788 -0.468175   \n",
       "332  ta_strat  MIROC-SPRINTARS     Oslo  1.444590 -0.151134 -1.036200   \n",
       "333       hus  MIROC-SPRINTARS     Oslo  0.252023  0.122473  0.253013   \n",
       "334       alb  MIROC-SPRINTARS     Oslo  0.089928  0.008058  0.024288   \n",
       "335     cloud  MIROC-SPRINTARS     Oslo  0.811814 -0.403664 -0.310228   \n",
       "336       ERF          MPI-ESM  HadGEM2  4.139238  0.949887  4.116763   \n",
       "337       IRF          MPI-ESM  HadGEM2  2.270200  1.190500  4.796660   \n",
       "338       tas          MPI-ESM  HadGEM2 -0.289441 -0.055560 -0.125744   \n",
       "339   ta_trop          MPI-ESM  HadGEM2 -0.564125 -0.161431 -0.622297   \n",
       "340  ta_strat          MPI-ESM  HadGEM2  1.052021 -0.019656 -1.055265   \n",
       "341       hus          MPI-ESM  HadGEM2  0.191308  0.151762  0.423087   \n",
       "342       alb          MPI-ESM  HadGEM2  0.089128  0.023856  0.113945   \n",
       "343     cloud          MPI-ESM  HadGEM2  0.352868 -0.054227 -0.273643   \n",
       "344       ERF          MPI-ESM     GFDL  4.139238  0.949887  4.116763   \n",
       "345       IRF          MPI-ESM     GFDL  2.270200  1.190500  4.796660   \n",
       "346       tas          MPI-ESM     GFDL -0.229622 -0.044943 -0.101828   \n",
       "347   ta_trop          MPI-ESM     GFDL -0.539921 -0.170753 -0.633996   \n",
       "348  ta_strat          MPI-ESM     GFDL  1.251017 -0.025078 -1.055265   \n",
       "349       hus          MPI-ESM     GFDL  0.172187  0.132619  0.367109   \n",
       "350       alb          MPI-ESM     GFDL  0.066015  0.016259  0.084561   \n",
       "351     cloud          MPI-ESM     GFDL  0.347475 -0.037234 -0.249855   \n",
       "352       ERF          MPI-ESM     BMRC  4.139238  0.949887  4.116763   \n",
       "353       IRF          MPI-ESM     BMRC  2.270200  1.190500  4.796660   \n",
       "354       tas          MPI-ESM     BMRC -0.259760 -0.052973 -0.115839   \n",
       "355   ta_trop          MPI-ESM     BMRC -0.488174 -0.160586 -0.587860   \n",
       "356  ta_strat          MPI-ESM     BMRC  1.121756 -0.041245 -1.055265   \n",
       "357       hus          MPI-ESM     BMRC  0.175926  0.150583  0.402605   \n",
       "358       alb          MPI-ESM     BMRC  0.090803  0.020653  0.096572   \n",
       "359     cloud          MPI-ESM     BMRC  0.292373 -0.032355 -0.252274   \n",
       "360       ERF          MPI-ESM    CCSM4  4.139238  0.949887  4.116763   \n",
       "361       IRF          MPI-ESM    CCSM4  2.270200  1.190500  4.796660   \n",
       "362       tas          MPI-ESM    CCSM4 -0.225440 -0.042550 -0.108649   \n",
       "363   ta_trop          MPI-ESM    CCSM4 -0.485596 -0.165158 -0.581198   \n",
       "364  ta_strat          MPI-ESM    CCSM4  1.047609 -0.030637 -1.055265   \n",
       "365       hus          MPI-ESM    CCSM4  0.161389  0.129029  0.371571   \n",
       "366       alb          MPI-ESM    CCSM4  0.055408  0.013423  0.080391   \n",
       "367     cloud          MPI-ESM    CCSM4  0.342655 -0.028635 -0.228158   \n",
       "368       ERF          MPI-ESM     CESM  4.139238  0.949887  4.116763   \n",
       "369       IRF          MPI-ESM     CESM  2.270200  1.190500  4.796660   \n",
       "370       tas          MPI-ESM     CESM -0.255016 -0.053171 -0.112172   \n",
       "371   ta_trop          MPI-ESM     CESM -0.536960 -0.162912 -0.614765   \n",
       "372  ta_strat          MPI-ESM     CESM  1.125166 -0.022820 -1.055265   \n",
       "373       hus          MPI-ESM     CESM  0.177751  0.138120  0.383035   \n",
       "374       alb          MPI-ESM     CESM  0.090403  0.023137  0.079871   \n",
       "375     cloud          MPI-ESM     CESM  0.365594 -0.040911 -0.217912   \n",
       "376       ERF          MPI-ESM     Oslo  4.139240  0.949880  4.116760   \n",
       "377       IRF          MPI-ESM     Oslo  0.000000  0.000000  4.800000   \n",
       "378       tas          MPI-ESM     Oslo -0.212253 -0.040291 -0.096484   \n",
       "379   ta_trop          MPI-ESM     Oslo -0.556979 -0.176622 -0.611091   \n",
       "380  ta_strat          MPI-ESM     Oslo  1.471800 -0.033889 -1.056000   \n",
       "381       hus          MPI-ESM     Oslo  0.206776  0.152160  0.396110   \n",
       "382       alb          MPI-ESM     Oslo  0.073069  0.016072  0.084942   \n",
       "383     cloud          MPI-ESM     Oslo  0.597884 -0.046940 -0.461907   \n",
       "384       ERF  NCAR-CESM1-CAM4  HadGEM2  3.622165       NaN  4.110948   \n",
       "385       IRF  NCAR-CESM1-CAM4  HadGEM2  2.325400       NaN  4.730315   \n",
       "386       tas  NCAR-CESM1-CAM4  HadGEM2 -0.286277       NaN -0.122347   \n",
       "387   ta_trop  NCAR-CESM1-CAM4  HadGEM2 -0.708869       NaN -0.509920   \n",
       "388  ta_strat  NCAR-CESM1-CAM4  HadGEM2  0.919969       NaN -1.040669   \n",
       "389       hus  NCAR-CESM1-CAM4  HadGEM2  0.248164       NaN  0.327532   \n",
       "390       alb  NCAR-CESM1-CAM4  HadGEM2  0.195441       NaN  0.118879   \n",
       "391     cloud  NCAR-CESM1-CAM4  HadGEM2  0.610532       NaN -0.257339   \n",
       "392       ERF  NCAR-CESM1-CAM4     GFDL  3.622165       NaN  4.110948   \n",
       "393       IRF  NCAR-CESM1-CAM4     GFDL  2.325400       NaN  4.730315   \n",
       "394       tas  NCAR-CESM1-CAM4     GFDL -0.217912       NaN -0.093144   \n",
       "395   ta_trop  NCAR-CESM1-CAM4     GFDL -0.698635       NaN -0.524045   \n",
       "396  ta_strat  NCAR-CESM1-CAM4     GFDL  1.093725       NaN -1.040669   \n",
       "397       hus  NCAR-CESM1-CAM4     GFDL  0.223999       NaN  0.295519   \n",
       "398       alb  NCAR-CESM1-CAM4     GFDL  0.144667       NaN  0.086185   \n",
       "399     cloud  NCAR-CESM1-CAM4     GFDL  0.612279       NaN -0.237377   \n",
       "400       ERF  NCAR-CESM1-CAM4     BMRC  3.622165       NaN  4.110948   \n",
       "401       IRF  NCAR-CESM1-CAM4     BMRC  2.325400       NaN  4.730315   \n",
       "402       tas  NCAR-CESM1-CAM4     BMRC -0.259496       NaN -0.115706   \n",
       "403   ta_trop  NCAR-CESM1-CAM4     BMRC -0.632099       NaN -0.483861   \n",
       "404  ta_strat  NCAR-CESM1-CAM4     BMRC  0.986064       NaN -1.040669   \n",
       "405       hus  NCAR-CESM1-CAM4     BMRC  0.236517       NaN  0.320405   \n",
       "406       alb  NCAR-CESM1-CAM4     BMRC  0.234014       NaN  0.139630   \n",
       "407     cloud  NCAR-CESM1-CAM4     BMRC  0.511889       NaN -0.271822   \n",
       "408       ERF  NCAR-CESM1-CAM4    CCSM4  3.622165       NaN  4.110948   \n",
       "409       IRF  NCAR-CESM1-CAM4    CCSM4  2.325400       NaN  4.730315   \n",
       "410       tas  NCAR-CESM1-CAM4    CCSM4 -0.219516       NaN -0.104038   \n",
       "411   ta_trop  NCAR-CESM1-CAM4    CCSM4 -0.637662       NaN -0.484327   \n",
       "412  ta_strat  NCAR-CESM1-CAM4    CCSM4  0.919623       NaN -1.040669   \n",
       "413       hus  NCAR-CESM1-CAM4    CCSM4  0.229978       NaN  0.297584   \n",
       "414       alb  NCAR-CESM1-CAM4    CCSM4  0.135114       NaN  0.080164   \n",
       "415     cloud  NCAR-CESM1-CAM4    CCSM4  0.598438       NaN -0.222657   \n",
       "416       ERF  NCAR-CESM1-CAM4     CESM  3.622165       NaN  4.110948   \n",
       "417       IRF  NCAR-CESM1-CAM4     CESM  2.325400       NaN  4.730315   \n",
       "418       tas  NCAR-CESM1-CAM4     CESM -0.239464       NaN -0.100357   \n",
       "419   ta_trop  NCAR-CESM1-CAM4     CESM -0.681206       NaN -0.508331   \n",
       "420  ta_strat  NCAR-CESM1-CAM4     CESM  0.983523       NaN -1.040669   \n",
       "421       hus  NCAR-CESM1-CAM4     CESM  0.239644       NaN  0.310630   \n",
       "422       alb  NCAR-CESM1-CAM4     CESM  0.240678       NaN  0.138471   \n",
       "423     cloud  NCAR-CESM1-CAM4     CESM  0.563075       NaN -0.273264   \n",
       "424       ERF  NCAR-CESM1-CAM4     Oslo  3.622170       NaN  4.110950   \n",
       "425       IRF  NCAR-CESM1-CAM4     Oslo  2.300000       NaN  4.730000   \n",
       "426       tas  NCAR-CESM1-CAM4     Oslo -0.196447       NaN -0.091878   \n",
       "427   ta_trop  NCAR-CESM1-CAM4     Oslo -0.679303       NaN -0.498571   \n",
       "428  ta_strat  NCAR-CESM1-CAM4     Oslo  1.054450       NaN -1.040600   \n",
       "429       hus  NCAR-CESM1-CAM4     Oslo  0.281752       NaN  0.342587   \n",
       "430       alb  NCAR-CESM1-CAM4     Oslo  0.121358       NaN  0.073693   \n",
       "431     cloud  NCAR-CESM1-CAM4     Oslo  0.780432       NaN -0.293992   \n",
       "432       ERF  NCAR-CESM1-CAM5  HadGEM2  4.079410  0.863041  4.243320   \n",
       "433       IRF  NCAR-CESM1-CAM5  HadGEM2  2.406900  1.133600  4.777396   \n",
       "434       tas  NCAR-CESM1-CAM5  HadGEM2 -0.372037 -0.057008 -0.164032   \n",
       "435   ta_trop  NCAR-CESM1-CAM5  HadGEM2 -0.863372 -0.201170 -0.630977   \n",
       "436  ta_strat  NCAR-CESM1-CAM5  HadGEM2  1.038401 -0.013541 -1.051027   \n",
       "437       hus  NCAR-CESM1-CAM5  HadGEM2  0.475559  0.174627  0.413383   \n",
       "438       alb  NCAR-CESM1-CAM5  HadGEM2  0.268827  0.051543  0.152367   \n",
       "439     cloud  NCAR-CESM1-CAM5  HadGEM2  0.650232 -0.094493 -0.081336   \n",
       "440       ERF  NCAR-CESM1-CAM5     GFDL  4.079410  0.863041  4.243320   \n",
       "441       IRF  NCAR-CESM1-CAM5     GFDL  2.406900  1.133600  4.777396   \n",
       "442       tas  NCAR-CESM1-CAM5     GFDL -0.281770 -0.047715 -0.129835   \n",
       "443   ta_trop  NCAR-CESM1-CAM5     GFDL -0.840865 -0.200992 -0.641991   \n",
       "444  ta_strat  NCAR-CESM1-CAM5     GFDL  1.237985 -0.014620 -1.051027   \n",
       "445       hus  NCAR-CESM1-CAM5     GFDL  0.436606  0.154130  0.362913   \n",
       "446       alb  NCAR-CESM1-CAM5     GFDL  0.190351  0.039334  0.107687   \n",
       "447     cloud  NCAR-CESM1-CAM5     GFDL  0.590281 -0.085074 -0.051161   \n",
       "448       ERF  NCAR-CESM1-CAM5     BMRC  4.079410  0.863041  4.243320   \n",
       "449       IRF  NCAR-CESM1-CAM5     BMRC  2.406900  1.133600  4.777396   \n",
       "450       tas  NCAR-CESM1-CAM5     BMRC -0.332632 -0.052064 -0.147676   \n",
       "451   ta_trop  NCAR-CESM1-CAM5     BMRC -0.757717 -0.190433 -0.591804   \n",
       "452  ta_strat  NCAR-CESM1-CAM5     BMRC  1.100262 -0.030134 -1.051027   \n",
       "453       hus  NCAR-CESM1-CAM5     BMRC  0.462050  0.172286  0.386101   \n",
       "454       alb  NCAR-CESM1-CAM5     BMRC  0.301299  0.053882  0.172516   \n",
       "455     cloud  NCAR-CESM1-CAM5     BMRC  0.563173 -0.079286 -0.096100   \n",
       "456       ERF  NCAR-CESM1-CAM5    CCSM4  4.079410  0.863041  4.243320   \n",
       "457       IRF  NCAR-CESM1-CAM5    CCSM4  2.406900  1.133600  4.777396   \n",
       "458       tas  NCAR-CESM1-CAM5    CCSM4 -0.279018 -0.051550 -0.131488   \n",
       "459   ta_trop  NCAR-CESM1-CAM5    CCSM4 -0.760665 -0.183305 -0.597641   \n",
       "460  ta_strat  NCAR-CESM1-CAM5    CCSM4  1.027597 -0.019302 -1.051027   \n",
       "461       hus  NCAR-CESM1-CAM5    CCSM4  0.413374  0.152249  0.364859   \n",
       "462       alb  NCAR-CESM1-CAM5    CCSM4  0.177938  0.036274  0.102191   \n",
       "463     cloud  NCAR-CESM1-CAM5    CCSM4  0.661052 -0.074848 -0.031604   \n",
       "464       ERF  NCAR-CESM1-CAM5     CESM  4.079410  0.863041  4.243320   \n",
       "465       IRF  NCAR-CESM1-CAM5     CESM  2.406900  1.133600  4.777396   \n",
       "466       tas  NCAR-CESM1-CAM5     CESM -0.317100 -0.048105 -0.140641   \n",
       "467   ta_trop  NCAR-CESM1-CAM5     CESM -0.824336 -0.199873 -0.623880   \n",
       "468  ta_strat  NCAR-CESM1-CAM5     CESM  1.114106 -0.016017 -1.051027   \n",
       "469       hus  NCAR-CESM1-CAM5     CESM  0.452115  0.160720  0.373403   \n",
       "470       alb  NCAR-CESM1-CAM5     CESM  0.318058  0.055712  0.185014   \n",
       "471     cloud  NCAR-CESM1-CAM5     CESM  0.594598 -0.101026 -0.106731   \n",
       "472       ERF  NCAR-CESM1-CAM5     Oslo  4.079410  0.863040  4.243320   \n",
       "473       IRF  NCAR-CESM1-CAM5     Oslo  0.000000  0.000000  0.000000   \n",
       "474       tas  NCAR-CESM1-CAM5     Oslo -0.258905 -0.047147 -0.120216   \n",
       "475   ta_trop  NCAR-CESM1-CAM5     Oslo -0.833023 -0.207673 -0.618870   \n",
       "476  ta_strat  NCAR-CESM1-CAM5     Oslo  1.172510 -0.033388 -0.000000   \n",
       "477       hus  NCAR-CESM1-CAM5     Oslo  0.346008  0.146535  0.365164   \n",
       "478       alb  NCAR-CESM1-CAM5     Oslo  0.170847  0.034596  0.091947   \n",
       "479     cloud  NCAR-CESM1-CAM5     Oslo       NaN       NaN       NaN   \n",
       "480       ERF          NorESM1  HadGEM2  3.495763       NaN  4.010838   \n",
       "481       IRF          NorESM1  HadGEM2  2.505600       NaN  4.682762   \n",
       "482       tas          NorESM1  HadGEM2 -0.240309       NaN -0.174711   \n",
       "483   ta_trop          NorESM1  HadGEM2 -0.551576       NaN -0.625721   \n",
       "484  ta_strat          NorESM1  HadGEM2  0.912360       NaN -1.030208   \n",
       "485       hus          NorESM1  HadGEM2  0.242597       NaN  0.374027   \n",
       "486       alb          NorESM1  HadGEM2  0.167446       NaN  0.130896   \n",
       "487     cloud          NorESM1  HadGEM2  0.107227       NaN -0.218271   \n",
       "488       ERF          NorESM1     GFDL  3.495763       NaN  4.010838   \n",
       "489       IRF          NorESM1     GFDL  2.505600       NaN  4.682762   \n",
       "490       tas          NorESM1     GFDL -0.176537       NaN -0.132469   \n",
       "491   ta_trop          NorESM1     GFDL -0.544537       NaN -0.634678   \n",
       "492  ta_strat          NorESM1     GFDL  1.089104       NaN -1.030208   \n",
       "493       hus          NorESM1     GFDL  0.223084       NaN  0.340638   \n",
       "494       alb          NorESM1     GFDL  0.113502       NaN  0.087989   \n",
       "495     cloud          NorESM1     GFDL  0.107891       NaN -0.202205   \n",
       "496       ERF          NorESM1     BMRC  3.495763       NaN  4.010838   \n",
       "497       IRF          NorESM1     BMRC  2.505600       NaN  4.682762   \n",
       "498       tas          NorESM1     BMRC -0.215830       NaN -0.155959   \n",
       "499   ta_trop          NorESM1     BMRC -0.485359       NaN -0.586216   \n",
       "500  ta_strat          NorESM1     BMRC  0.984132       NaN -1.030208   \n",
       "501       hus          NorESM1     BMRC  0.229969       NaN  0.364403   \n",
       "502       alb          NorESM1     BMRC  0.173506       NaN  0.138624   \n",
       "503     cloud          NorESM1     BMRC  0.051609       NaN -0.229394   \n",
       "504       ERF          NorESM1    CCSM4  3.495763       NaN  4.010838   \n",
       "505       IRF          NorESM1    CCSM4  2.505600       NaN  4.682762   \n",
       "506       tas          NorESM1    CCSM4 -0.174241       NaN -0.132474   \n",
       "507   ta_trop          NorESM1    CCSM4 -0.494297       NaN -0.596835   \n",
       "508  ta_strat          NorESM1    CCSM4  0.920758       NaN -1.030208   \n",
       "509       hus          NorESM1    CCSM4  0.226326       NaN  0.345818   \n",
       "510       alb          NorESM1    CCSM4  0.102852       NaN  0.076419   \n",
       "511     cloud          NorESM1    CCSM4  0.103017       NaN -0.185191   \n",
       "512       ERF          NorESM1     CESM  3.495763       NaN  4.010838   \n",
       "513       IRF          NorESM1     CESM  2.505600       NaN  4.682762   \n",
       "514       tas          NorESM1     CESM -0.205269       NaN -0.144249   \n",
       "515   ta_trop          NorESM1     CESM -0.531638       NaN -0.616584   \n",
       "516  ta_strat          NorESM1     CESM  0.976509       NaN -1.030208   \n",
       "517       hus          NorESM1     CESM  0.233484       NaN  0.351926   \n",
       "518       alb          NorESM1     CESM  0.177583       NaN  0.154297   \n",
       "519     cloud          NorESM1     CESM  0.100454       NaN -0.229369   \n",
       "520       ERF          NorESM1     Oslo  3.495760       NaN  4.010830   \n",
       "521       IRF          NorESM1     Oslo  0.000000       NaN  4.680000   \n",
       "522       tas          NorESM1     Oslo -0.163644       NaN -0.121422   \n",
       "523   ta_trop          NorESM1     Oslo -0.543499       NaN -0.623091   \n",
       "524  ta_strat          NorESM1     Oslo  1.105260       NaN -1.029600   \n",
       "525       hus          NorESM1     Oslo  0.250349       NaN  0.369337   \n",
       "526       alb          NorESM1     Oslo  0.120413       NaN  0.086270   \n",
       "527     cloud          NorESM1     Oslo  0.535101       NaN -0.357096   \n",
       "\n",
       "        10xBC     5xSO4  \n",
       "0    1.551082 -3.245286  \n",
       "1         NaN       NaN  \n",
       "2   -0.161772  0.169170  \n",
       "3   -1.774345  0.455436  \n",
       "4   -1.071395 -0.021327  \n",
       "5    1.688102 -0.240386  \n",
       "6    0.136319 -0.127545  \n",
       "7         NaN       NaN  \n",
       "8    1.551082 -3.245286  \n",
       "9         NaN       NaN  \n",
       "10  -0.117138  0.121978  \n",
       "11  -1.859385  0.455721  \n",
       "12  -1.253475 -0.024113  \n",
       "13   1.488680 -0.219932  \n",
       "14   0.095779 -0.081479  \n",
       "15        NaN       NaN  \n",
       "16   1.551082 -3.245286  \n",
       "17        NaN       NaN  \n",
       "18  -0.147432  0.152365  \n",
       "19  -1.745649  0.408615  \n",
       "20  -1.407076 -0.014116  \n",
       "21   1.711159 -0.227361  \n",
       "22   0.129938 -0.123120  \n",
       "23        NaN       NaN  \n",
       "24   1.551082 -3.245286  \n",
       "25        NaN       NaN  \n",
       "26  -0.127564  0.133398  \n",
       "27  -1.783941  0.397844  \n",
       "28  -1.181044 -0.021658  \n",
       "29   1.508687 -0.215457  \n",
       "30   0.095693 -0.079212  \n",
       "31        NaN       NaN  \n",
       "32   1.551082 -3.245286  \n",
       "33        NaN       NaN  \n",
       "34  -0.134236  0.140198  \n",
       "35  -1.802246  0.429600  \n",
       "36  -1.137076 -0.025912  \n",
       "37   1.556713 -0.229705  \n",
       "38   0.122730 -0.135564  \n",
       "39        NaN       NaN  \n",
       "40   1.551080 -3.245290  \n",
       "41   0.000000  0.000000  \n",
       "42  -0.112398  0.123368  \n",
       "43  -1.961990  0.443339  \n",
       "44  -1.407020 -0.012854  \n",
       "45   1.519192 -0.165435  \n",
       "46   0.099783 -0.091231  \n",
       "47  -1.272822 -0.035745  \n",
       "48   1.254574       NaN  \n",
       "49   3.687200       NaN  \n",
       "50  -0.027788       NaN  \n",
       "51  -1.309252       NaN  \n",
       "52  -0.497668       NaN  \n",
       "53   0.924119       NaN  \n",
       "54   0.079833       NaN  \n",
       "55  -2.158420       NaN  \n",
       "56   1.254574       NaN  \n",
       "57   3.687200       NaN  \n",
       "58  -0.010265       NaN  \n",
       "59  -1.146964       NaN  \n",
       "60  -0.499610       NaN  \n",
       "61   0.825502       NaN  \n",
       "62   0.054911       NaN  \n",
       "63  -2.252970       NaN  \n",
       "64   1.254574       NaN  \n",
       "65   3.687200       NaN  \n",
       "66  -0.023640       NaN  \n",
       "67  -1.051533       NaN  \n",
       "68  -0.530318       NaN  \n",
       "69   0.907123       NaN  \n",
       "70   0.074033       NaN  \n",
       "71  -2.197915       NaN  \n",
       "72   1.254574       NaN  \n",
       "73   3.687200       NaN  \n",
       "74  -0.042051       NaN  \n",
       "75  -0.870724       NaN  \n",
       "76  -0.457129       NaN  \n",
       "77   0.844016       NaN  \n",
       "78   0.054043       NaN  \n",
       "79  -2.246212       NaN  \n",
       "80   1.254574       NaN  \n",
       "81   3.687200       NaN  \n",
       "82  -0.014466       NaN  \n",
       "83  -1.194109       NaN  \n",
       "84  -0.521830       NaN  \n",
       "85   0.874931       NaN  \n",
       "86   0.076633       NaN  \n",
       "87  -2.181038       NaN  \n",
       "88   1.254570       NaN  \n",
       "89   3.687102       NaN  \n",
       "90  -0.027258       NaN  \n",
       "91  -0.942532       NaN  \n",
       "92  -0.579958       NaN  \n",
       "93   0.812585       NaN  \n",
       "94  -0.035768       NaN  \n",
       "95  -1.604080       NaN  \n",
       "96   1.234618 -2.793920  \n",
       "97   1.908300 -2.844800  \n",
       "98  -0.078398  0.078231  \n",
       "99  -0.688332  0.202437  \n",
       "100 -0.185400 -0.044569  \n",
       "101  0.614531 -0.111484  \n",
       "102  0.038089 -0.074314  \n",
       "103 -0.353176       NaN  \n",
       "104  1.234618 -2.793920  \n",
       "105  1.908300 -2.844800  \n",
       "106 -0.060028  0.066142  \n",
       "107 -0.724043  0.192024  \n",
       "108 -0.220043 -0.052977  \n",
       "109  0.560573 -0.107860  \n",
       "110  0.020892 -0.056459  \n",
       "111 -0.304210       NaN  \n",
       "112  1.234618 -2.793920  \n",
       "113  1.908300 -2.844800  \n",
       "114 -0.073495  0.077280  \n",
       "115 -0.679011  0.172554  \n",
       "116 -0.271584 -0.051467  \n",
       "117  0.646978 -0.102059  \n",
       "118  0.029808 -0.068206  \n",
       "119 -0.253671       NaN  \n",
       "120  1.234618 -2.793920  \n",
       "121  1.908300 -2.844800  \n",
       "122 -0.069324  0.070814  \n",
       "123 -0.696720  0.173572  \n",
       "124 -0.226949 -0.045562  \n",
       "125  0.579652 -0.104065  \n",
       "126  0.018861 -0.063838  \n",
       "127 -0.236022       NaN  \n",
       "128  1.234618 -2.793920  \n",
       "129  1.908300 -2.844800  \n",
       "130 -0.063600  0.064808  \n",
       "131 -0.714015  0.197440  \n",
       "132 -0.200881 -0.045706  \n",
       "133  0.583004 -0.107455  \n",
       "134  0.039585 -0.051872  \n",
       "135 -0.323115       NaN  \n",
       "136  1.234610 -2.793910  \n",
       "137  1.910000 -2.840000  \n",
       "138 -0.061979  0.057448  \n",
       "139 -0.708338  0.232342  \n",
       "140 -0.293772 -0.057935  \n",
       "141  0.485324 -0.085446  \n",
       "142  0.028183 -0.051526  \n",
       "143 -0.168032 -0.005390  \n",
       "144  2.906623 -4.015624  \n",
       "145  3.358000 -1.509400  \n",
       "146 -0.148709  0.149377  \n",
       "147 -2.011287  0.510783  \n",
       "148  0.102655 -0.053999  \n",
       "149  1.659297 -0.323168  \n",
       "150  0.084440 -0.002417  \n",
       "151 -0.654463       NaN  \n",
       "152  2.906623 -4.015624  \n",
       "153  3.358000 -1.509400  \n",
       "154 -0.109367  0.117828  \n",
       "155 -2.169889  0.513211  \n",
       "156  0.099809 -0.063676  \n",
       "157  1.523296 -0.292118  \n",
       "158  0.061345  0.000213  \n",
       "159 -0.501969       NaN  \n",
       "160  2.906623 -4.015624  \n",
       "161  3.358000 -1.509400  \n",
       "162 -0.132571  0.142430  \n",
       "163 -2.040372  0.471015  \n",
       "164 -0.013850 -0.048972  \n",
       "165  1.715258 -0.310624  \n",
       "166  0.079128 -0.006522  \n",
       "167 -0.373505       NaN  \n",
       "168  2.906623 -4.015624  \n",
       "169  3.358000 -1.509400  \n",
       "170 -0.137400  0.122226  \n",
       "171 -2.114828  0.482796  \n",
       "172  0.031115 -0.053227  \n",
       "173  1.541847 -0.282551  \n",
       "174  0.065759  0.002219  \n",
       "175 -0.295520       NaN  \n",
       "176  2.906623 -4.015624  \n",
       "177  3.358000 -1.509400  \n",
       "178 -0.125900  0.120637  \n",
       "179 -2.096279  0.506563  \n",
       "180  0.096806 -0.060346  \n",
       "181  1.580710 -0.295990  \n",
       "182  0.073920 -0.008835  \n",
       "183 -0.495795       NaN  \n",
       "184  2.906420 -4.016110  \n",
       "185  3.370000 -1.850000  \n",
       "186 -0.111401  0.111207  \n",
       "187 -2.251788  0.523910  \n",
       "188 -0.066922 -0.052979  \n",
       "189  1.560416 -0.284062  \n",
       "190  0.067318 -0.010346  \n",
       "191 -0.296974 -0.505827  \n",
       "192  0.690172 -8.260651  \n",
       "193       NaN       NaN  \n",
       "194 -0.059121  0.120465  \n",
       "195 -0.392112  0.404590  \n",
       "196 -0.082841 -0.098559  \n",
       "197  0.266822 -0.082631  \n",
       "198  0.061620 -0.073138  \n",
       "199       NaN       NaN  \n",
       "200  0.690172 -8.260651  \n",
       "201       NaN       NaN  \n",
       "202 -0.045513  0.086520  \n",
       "203 -0.417133  0.413766  \n",
       "204 -0.098064 -0.120083  \n",
       "205  0.245838 -0.075066  \n",
       "206  0.039555 -0.050372  \n",
       "207       NaN       NaN  \n",
       "208  0.690172 -8.260651  \n",
       "209       NaN       NaN  \n",
       "210 -0.052771  0.109510  \n",
       "211 -0.386428  0.347186  \n",
       "212 -0.132753 -0.113900  \n",
       "213  0.274863 -0.067148  \n",
       "214  0.048040 -0.073427  \n",
       "215       NaN       NaN  \n",
       "216  0.690172 -8.260651  \n",
       "217       NaN       NaN  \n",
       "218 -0.048528  0.094850  \n",
       "219 -0.411427  0.362957  \n",
       "220 -0.098795 -0.100023  \n",
       "221  0.253879 -0.068883  \n",
       "222  0.039929 -0.036475  \n",
       "223       NaN       NaN  \n",
       "224  0.690172 -8.260651  \n",
       "225       NaN       NaN  \n",
       "226 -0.049019  0.101368  \n",
       "227 -0.415866  0.411695  \n",
       "228 -0.087720 -0.105105  \n",
       "229  0.257431 -0.073849  \n",
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       "247 -0.808351       NaN  \n",
       "248  0.821957 -2.701585  \n",
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       "253  0.474616 -0.084151  \n",
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       "255 -0.741092       NaN  \n",
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       "257  2.330000       NaN  \n",
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       "259 -0.748400  0.203664  \n",
       "260 -0.610745 -0.082870  \n",
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       "271 -0.636387       NaN  \n",
       "272  0.821957 -2.701585  \n",
       "273  2.330000       NaN  \n",
       "274 -0.047450  0.095299  \n",
       "275 -0.784635  0.228394  \n",
       "276 -0.443063 -0.061215  \n",
       "277  0.493870 -0.080776  \n",
       "278  0.077272 -0.084134  \n",
       "279 -0.767048       NaN  \n",
       "280  0.821960 -2.701580  \n",
       "281  2.330000  0.000000  \n",
       "282 -0.038822  0.092428  \n",
       "283 -0.861537  0.203097  \n",
       "284 -0.612053 -0.064567  \n",
       "285  0.453046 -0.091098  \n",
       "286  0.000000  0.000000  \n",
       "287 -0.590458 -0.109528  \n",
       "288  0.628777 -2.772055  \n",
       "289  1.251500 -0.840300  \n",
       "290 -0.019526  0.089214  \n",
       "291 -0.369540  0.321096  \n",
       "292 -0.090320 -0.010413  \n",
       "293  0.276180 -0.181539  \n",
       "294 -0.009863 -0.128113  \n",
       "295 -0.331370       NaN  \n",
       "296  0.628777 -2.772055  \n",
       "297  1.251500 -0.840300  \n",
       "298 -0.016668  0.059923  \n",
       "299 -0.373081  0.327375  \n",
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       "301  0.243715 -0.165449  \n",
       "302 -0.002470 -0.079331  \n",
       "303 -0.322538       NaN  \n",
       "304  0.628777 -2.772055  \n",
       "305  1.251500 -0.840300  \n",
       "306 -0.017281  0.081859  \n",
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       "310 -0.001022 -0.116500  \n",
       "311 -0.318496       NaN  \n",
       "312  0.628777 -2.772055  \n",
       "313  1.251500 -0.840300  \n",
       "314 -0.021070  0.073980  \n",
       "315 -0.345639  0.287821  \n",
       "316 -0.102453 -0.006643  \n",
       "317  0.248060 -0.160257  \n",
       "318  0.002949 -0.083340  \n",
       "319 -0.307170       NaN  \n",
       "320  0.628777 -2.772055  \n",
       "321  1.251500 -0.840300  \n",
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       "388 -0.178406 -0.029748  \n",
       "389  0.564814 -0.184179  \n",
       "390 -0.025136 -0.088474  \n",
       "391 -0.816109  0.084614  \n",
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       "415 -0.772982  0.052125  \n",
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       "420 -0.190155 -0.026472  \n",
       "421  0.521765 -0.173159  \n",
       "422 -0.032018 -0.079657  \n",
       "423 -0.795308  0.072117  \n",
       "424  0.767080 -2.037370  \n",
       "425  2.100000 -2.350000  \n",
       "426 -0.054775  0.085803  \n",
       "427 -0.803520  0.388276  \n",
       "428 -0.270660 -0.011448  \n",
       "429  0.559783 -0.199505  \n",
       "430 -0.010712 -0.063982  \n",
       "431 -0.655222  0.199503  \n",
       "432  0.415491 -2.102420  \n",
       "433       NaN       NaN  \n",
       "434 -0.131781  0.000691  \n",
       "435 -0.476305 -0.320275  \n",
       "436 -0.059334 -0.018374  \n",
       "437  0.391221  0.317367  \n",
       "438  0.270605 -0.129052  \n",
       "439       NaN       NaN  \n",
       "440  0.415491 -2.102420  \n",
       "441       NaN       NaN  \n",
       "442 -0.092956 -0.003110  \n",
       "443 -0.485378 -0.347307  \n",
       "444 -0.070607 -0.022857  \n",
       "445  0.344329  0.299137  \n",
       "446  0.188977 -0.090537  \n",
       "447       NaN       NaN  \n",
       "448  0.415491 -2.102420  \n",
       "449       NaN       NaN  \n",
       "450 -0.119487  0.002107  \n",
       "451 -0.438567 -0.334539  \n",
       "452 -0.116711 -0.017232  \n",
       "453  0.383516  0.324359  \n",
       "454  0.268166 -0.126200  \n",
       "455       NaN       NaN  \n",
       "456  0.415491 -2.102420  \n",
       "457       NaN       NaN  \n",
       "458 -0.097295  0.001283  \n",
       "459 -0.449699 -0.356075  \n",
       "460 -0.085205 -0.025914  \n",
       "461  0.345049  0.329056  \n",
       "462  0.171166 -0.085991  \n",
       "463       NaN       NaN  \n",
       "464  0.415491 -2.102420  \n",
       "465       NaN       NaN  \n",
       "466 -0.118441  0.003253  \n",
       "467 -0.465223 -0.345274  \n",
       "468 -0.065435 -0.026210  \n",
       "469  0.364944  0.299867  \n",
       "470  0.292153 -0.116285  \n",
       "471       NaN       NaN  \n",
       "472  0.415490 -2.102420  \n",
       "473  0.000000  0.000000  \n",
       "474 -0.090681 -0.000399  \n",
       "475 -0.511212 -0.321973  \n",
       "476 -0.127165 -0.029461  \n",
       "477  0.343795  0.285983  \n",
       "478  0.196198 -0.089064  \n",
       "479       NaN       NaN  \n",
       "480  1.404945 -3.792398  \n",
       "481       NaN       NaN  \n",
       "482 -0.113207  0.128818  \n",
       "483 -0.889886  0.319609  \n",
       "484 -0.159391 -0.039326  \n",
       "485  0.613204 -0.159128  \n",
       "486  0.062055 -0.156185  \n",
       "487       NaN       NaN  \n",
       "488  1.404945 -3.792398  \n",
       "489       NaN       NaN  \n",
       "490 -0.075046  0.097896  \n",
       "491 -0.914130  0.326044  \n",
       "492 -0.182604 -0.039310  \n",
       "493  0.537305 -0.148230  \n",
       "494  0.044226 -0.103791  \n",
       "495       NaN       NaN  \n",
       "496  1.404945 -3.792398  \n",
       "497       NaN       NaN  \n",
       "498 -0.098038  0.118102  \n",
       "499 -0.845632  0.295293  \n",
       "500 -0.237264 -0.039223  \n",
       "501  0.594292 -0.148507  \n",
       "502  0.074091 -0.154487  \n",
       "503       NaN       NaN  \n",
       "504  1.404945 -3.792398  \n",
       "505       NaN       NaN  \n",
       "506 -0.096151  0.105295  \n",
       "507 -0.850594  0.297006  \n",
       "508 -0.182771 -0.025080  \n",
       "509  0.545827 -0.139923  \n",
       "510  0.037025 -0.092420  \n",
       "511       NaN       NaN  \n",
       "512  1.404945 -3.792398  \n",
       "513       NaN       NaN  \n",
       "514 -0.095559  0.112845  \n",
       "515 -0.887588  0.317406  \n",
       "516 -0.166836 -0.033938  \n",
       "517  0.575988 -0.150782  \n",
       "518  0.063953 -0.170956  \n",
       "519       NaN       NaN  \n",
       "520  1.404950 -3.792400  \n",
       "521  0.000000  0.000000  \n",
       "522 -0.077816  0.098670  \n",
       "523 -0.896780  0.312444  \n",
       "524 -0.240630 -0.026628  \n",
       "525  0.607892 -0.173577  \n",
       "526  0.045921 -0.111721  \n",
       "527 -0.369137 -0.783060  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjustments_smith18_df = pd.DataFrame(flux_data, columns=['variable','model','kernel','2xCO2','3xCH4','Solar','10xBC','5xSO4'])\n",
    "pd.options.display.max_rows = 999\n",
    "\n",
    "# oslo is zero for missing data instead of NaN\n",
    "for expt in ['2xCO2','3xCH4','5xSO4','Solar']:\n",
    "    adjustments_smith18_df.loc[(adjustments_smith18_df['model']=='ECHAM-HAM') & (adjustments_smith18_df['kernel']=='Oslo'), expt] = np.nan\n",
    "\n",
    "for expt in ['10xBC', '5xSO4']:\n",
    "    adjustments_smith18_df.loc[(adjustments_smith18_df['model']=='MPI-ESM') & (adjustments_smith18_df['kernel']=='Oslo'), expt] = np.nan\n",
    "\n",
    "for expt in ['2xCO2','3xCH4','10xBC','5xSO4','Solar']:\n",
    "    adjustments_smith18_df.loc[(adjustments_smith18_df['model']=='NCAR-CESM1-CAM5') & (adjustments_smith18_df['variable']=='cloud') & (adjustments_smith18_df['kernel']=='Oslo'), expt] = np.nan\n",
    "    \n",
    "# For all kernels except Oslo, remove SO4 clouds and IRF for all except CAM4 as they are not correct (in GISS)\n",
    "# or contain some component of IRF (in SPRINTARS or HadGEM2)\n",
    "for model in ['CanESM2', 'ECHAM-HAM', 'GISS-E2-R', 'HadGEM2', 'HadGEM3', 'IPSL-CM5A', 'MIROC-SPRINTARS', 'MPI-ESM', 'NCAR-CESM1-CAM5', 'NorESM1']:\n",
    "    for kernel in ['HadGEM2', 'GFDL', 'BMRC', 'CCSM4', 'CESM']:\n",
    "        adjustments_smith18_df.loc[\n",
    "            (adjustments_smith18_df['model']==model) & (adjustments_smith18_df['variable']=='cloud') & (adjustments_smith18_df['kernel']==kernel),\n",
    "        '5xSO4'] = np.nan        \n",
    "\n",
    "# # make solar 22% of IRF from Gray et al 2009\n",
    "for model in ['CanESM2', 'ECHAM-HAM', 'GISS-E2-R', 'HadGEM2', 'HadGEM3', 'IPSL-CM5A', 'MIROC-SPRINTARS', 'MPI-ESM', 'NCAR-CESM1-CAM4', 'NCAR-CESM1-CAM5', 'NorESM1']:\n",
    "    for kernel in ['HadGEM2', 'GFDL', 'BMRC', 'CCSM4', 'CESM', 'Oslo']:\n",
    "#         print(adjustments_smith18_df.loc[\n",
    "#             (adjustments_smith18_df['model']==model) & (adjustments_smith18_df['variable']=='IRF') & (adjustments_smith18_df['kernel']==kernel),\n",
    "#         'Solar'].values[0] * 0.22)\n",
    "        adjustments_smith18_df.loc[\n",
    "            (adjustments_smith18_df['model']==model) & (adjustments_smith18_df['variable']=='ta_strat') & (adjustments_smith18_df['kernel']==kernel),\n",
    "        'Solar'] = (adjustments_smith18_df.loc[\n",
    "            (adjustments_smith18_df['model']==model) & (adjustments_smith18_df['variable']=='IRF') & (adjustments_smith18_df['kernel']==kernel),\n",
    "        'Solar'].values[0] * -0.22)\n",
    "\n",
    "        \n",
    "# For AR6, remove methane where SW absorption not included.\n",
    "for model in models:\n",
    "    if model not in ['CanESM2', 'MIROC-SPRINTARS', 'MPI-ESM', 'NCAR-CESM1-CAM5']:\n",
    "        adjustments_smith18_df.loc[adjustments_smith18_df['model']==model, '3xCH4'] = np.nan\n",
    "\n",
    "adjustments_smith18_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>2xCO2</th>\n",
       "      <th>3xCH4</th>\n",
       "      <th>Solar</th>\n",
       "      <th>10xBC</th>\n",
       "      <th>5xSO4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable</th>\n",
       "      <th>model</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>ERF</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>3.571684</td>\n",
       "      <td>1.360836</td>\n",
       "      <td>4.093393</td>\n",
       "      <td>1.551081</td>\n",
       "      <td>-3.245287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>1.477167</td>\n",
       "      <td>0.971417</td>\n",
       "      <td>4.818151</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>-0.198400</td>\n",
       "      <td>-0.086368</td>\n",
       "      <td>-0.135684</td>\n",
       "      <td>-0.133423</td>\n",
       "      <td>0.140080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>-0.587759</td>\n",
       "      <td>-0.470735</td>\n",
       "      <td>-0.682060</td>\n",
       "      <td>-1.821259</td>\n",
       "      <td>0.431759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>1.162871</td>\n",
       "      <td>-0.077327</td>\n",
       "      <td>-1.059993</td>\n",
       "      <td>-1.242848</td>\n",
       "      <td>-0.019997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>0.272770</td>\n",
       "      <td>0.339575</td>\n",
       "      <td>0.483025</td>\n",
       "      <td>1.578755</td>\n",
       "      <td>-0.216379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>0.059588</td>\n",
       "      <td>0.046236</td>\n",
       "      <td>0.079628</td>\n",
       "      <td>0.113374</td>\n",
       "      <td>-0.106359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CanESM2</th>\n",
       "      <td>0.344550</td>\n",
       "      <td>-0.225610</td>\n",
       "      <td>-0.208074</td>\n",
       "      <td>-1.272822</td>\n",
       "      <td>-0.035745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254573</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687184</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.024245</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.085852</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.514419</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.864713</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.050614</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.106773</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>4.064298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483777</td>\n",
       "      <td>1.234617</td>\n",
       "      <td>-2.793918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>1.847500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.843827</td>\n",
       "      <td>1.908583</td>\n",
       "      <td>-2.844000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>-0.210181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.094009</td>\n",
       "      <td>-0.067804</td>\n",
       "      <td>0.069120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>-0.297151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.477796</td>\n",
       "      <td>-0.701743</td>\n",
       "      <td>0.195062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>1.181442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.065642</td>\n",
       "      <td>-0.233105</td>\n",
       "      <td>-0.049703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>0.100634</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.357958</td>\n",
       "      <td>0.578344</td>\n",
       "      <td>-0.103062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>0.133540</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.084223</td>\n",
       "      <td>0.029236</td>\n",
       "      <td>-0.061036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>0.356154</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.052571</td>\n",
       "      <td>-0.273038</td>\n",
       "      <td>-0.005390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>3.367507</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197140</td>\n",
       "      <td>2.906589</td>\n",
       "      <td>-4.015705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>2.122000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880264</td>\n",
       "      <td>3.360000</td>\n",
       "      <td>-1.566167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>-0.211837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.117701</td>\n",
       "      <td>-0.127558</td>\n",
       "      <td>0.127284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>-0.605700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.569020</td>\n",
       "      <td>-2.114074</td>\n",
       "      <td>0.501380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>1.316679</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073658</td>\n",
       "      <td>0.041602</td>\n",
       "      <td>-0.055533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>0.126912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.325354</td>\n",
       "      <td>1.596804</td>\n",
       "      <td>-0.298085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>0.060646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.049796</td>\n",
       "      <td>0.071985</td>\n",
       "      <td>-0.004281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>0.548283</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.022437</td>\n",
       "      <td>-0.436371</td>\n",
       "      <td>-0.505827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>3.639928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.362083</td>\n",
       "      <td>0.690995</td>\n",
       "      <td>-8.261213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>1.808667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810634</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>-0.255174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.124579</td>\n",
       "      <td>-0.049751</td>\n",
       "      <td>0.100673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>-0.433411</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.484772</td>\n",
       "      <td>-0.414076</td>\n",
       "      <td>0.388430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>1.097833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058339</td>\n",
       "      <td>-0.103574</td>\n",
       "      <td>-0.108351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>0.096282</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.260495</td>\n",
       "      <td>0.260545</td>\n",
       "      <td>-0.075793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>0.097212</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.052320</td>\n",
       "      <td>0.046800</td>\n",
       "      <td>-0.063231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>0.651538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007912</td>\n",
       "      <td>-0.033116</td>\n",
       "      <td>-2.371105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>3.390824</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070478</td>\n",
       "      <td>0.821958</td>\n",
       "      <td>-2.701584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.004821</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>-0.223517</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.140591</td>\n",
       "      <td>-0.046793</td>\n",
       "      <td>0.102499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>-0.677406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.560240</td>\n",
       "      <td>-0.788224</td>\n",
       "      <td>0.217707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.952727</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.881061</td>\n",
       "      <td>-0.510201</td>\n",
       "      <td>-0.065328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.340370</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.338481</td>\n",
       "      <td>0.499646</td>\n",
       "      <td>-0.083537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.103000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.068032</td>\n",
       "      <td>0.056996</td>\n",
       "      <td>-0.062884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.445049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.138482</td>\n",
       "      <td>-0.694385</td>\n",
       "      <td>-0.109528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>3.624939</td>\n",
       "      <td>0.779827</td>\n",
       "      <td>4.145743</td>\n",
       "      <td>0.628776</td>\n",
       "      <td>-2.772054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>2.026417</td>\n",
       "      <td>1.021750</td>\n",
       "      <td>4.710336</td>\n",
       "      <td>1.251250</td>\n",
       "      <td>-0.840250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>-0.199292</td>\n",
       "      <td>-0.029712</td>\n",
       "      <td>-0.097542</td>\n",
       "      <td>-0.017758</td>\n",
       "      <td>0.073077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>-0.686095</td>\n",
       "      <td>-0.237617</td>\n",
       "      <td>-0.467666</td>\n",
       "      <td>-0.365866</td>\n",
       "      <td>0.308526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>1.189938</td>\n",
       "      <td>-0.149234</td>\n",
       "      <td>-1.036274</td>\n",
       "      <td>-0.108418</td>\n",
       "      <td>-0.008255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>0.322431</td>\n",
       "      <td>0.162513</td>\n",
       "      <td>0.280194</td>\n",
       "      <td>0.253899</td>\n",
       "      <td>-0.171073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>0.098727</td>\n",
       "      <td>0.007550</td>\n",
       "      <td>0.029269</td>\n",
       "      <td>-0.003729</td>\n",
       "      <td>-0.101733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>0.198311</td>\n",
       "      <td>-0.249629</td>\n",
       "      <td>-0.040770</td>\n",
       "      <td>-0.287332</td>\n",
       "      <td>0.135875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>4.139238</td>\n",
       "      <td>0.949885</td>\n",
       "      <td>4.116763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>1.891833</td>\n",
       "      <td>0.992083</td>\n",
       "      <td>4.797217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>-0.245255</td>\n",
       "      <td>-0.048248</td>\n",
       "      <td>-0.110119</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>-0.528626</td>\n",
       "      <td>-0.166244</td>\n",
       "      <td>-0.608535</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>1.178228</td>\n",
       "      <td>-0.028888</td>\n",
       "      <td>-1.055388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>0.180889</td>\n",
       "      <td>0.142379</td>\n",
       "      <td>0.390586</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>0.077471</td>\n",
       "      <td>0.018900</td>\n",
       "      <td>0.090047</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>0.383142</td>\n",
       "      <td>-0.040050</td>\n",
       "      <td>-0.280625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>3.622166</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110949</td>\n",
       "      <td>0.767085</td>\n",
       "      <td>-2.037369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>2.321167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730263</td>\n",
       "      <td>2.058333</td>\n",
       "      <td>-2.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>-0.236519</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.104578</td>\n",
       "      <td>-0.062018</td>\n",
       "      <td>0.100245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>-0.672962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.501509</td>\n",
       "      <td>-0.784944</td>\n",
       "      <td>0.385365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.992892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040658</td>\n",
       "      <td>-0.220737</td>\n",
       "      <td>-0.023352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.243342</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.315709</td>\n",
       "      <td>0.531097</td>\n",
       "      <td>-0.176834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.178545</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.106170</td>\n",
       "      <td>-0.019333</td>\n",
       "      <td>-0.070641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.612774</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.259408</td>\n",
       "      <td>-0.764634</td>\n",
       "      <td>0.095912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863041</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415491</td>\n",
       "      <td>-2.102420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>2.005750</td>\n",
       "      <td>0.944667</td>\n",
       "      <td>3.981163</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>-0.306910</td>\n",
       "      <td>-0.050598</td>\n",
       "      <td>-0.138981</td>\n",
       "      <td>-0.108440</td>\n",
       "      <td>0.000638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>-0.813330</td>\n",
       "      <td>-0.197241</td>\n",
       "      <td>-0.617527</td>\n",
       "      <td>-0.471064</td>\n",
       "      <td>-0.337574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>1.115144</td>\n",
       "      <td>-0.021167</td>\n",
       "      <td>-0.875856</td>\n",
       "      <td>-0.087409</td>\n",
       "      <td>-0.023341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>0.430952</td>\n",
       "      <td>0.160091</td>\n",
       "      <td>0.377637</td>\n",
       "      <td>0.362142</td>\n",
       "      <td>0.309295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>0.237887</td>\n",
       "      <td>0.045224</td>\n",
       "      <td>0.135287</td>\n",
       "      <td>0.231211</td>\n",
       "      <td>-0.106188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>0.611867</td>\n",
       "      <td>-0.086946</td>\n",
       "      <td>-0.073386</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>3.495762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010837</td>\n",
       "      <td>1.404946</td>\n",
       "      <td>-3.792399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>2.088000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.682302</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>-0.195971</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.143547</td>\n",
       "      <td>-0.092636</td>\n",
       "      <td>0.110271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>-0.525151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.613854</td>\n",
       "      <td>-0.880768</td>\n",
       "      <td>0.311301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.998021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.030106</td>\n",
       "      <td>-0.194916</td>\n",
       "      <td>-0.033917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.234302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.357692</td>\n",
       "      <td>0.579084</td>\n",
       "      <td>-0.153358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.142550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.112416</td>\n",
       "      <td>0.054545</td>\n",
       "      <td>-0.131593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.167550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.236921</td>\n",
       "      <td>-0.369137</td>\n",
       "      <td>-0.783060</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             2xCO2     3xCH4     Solar     10xBC     5xSO4\n",
       "variable model                                                            \n",
       "ERF      CanESM2          3.571684  1.360836  4.093393  1.551081 -3.245287\n",
       "IRF      CanESM2          1.477167  0.971417  4.818151  0.000000  0.000000\n",
       "tas      CanESM2         -0.198400 -0.086368 -0.135684 -0.133423  0.140080\n",
       "ta_trop  CanESM2         -0.587759 -0.470735 -0.682060 -1.821259  0.431759\n",
       "ta_strat CanESM2          1.162871 -0.077327 -1.059993 -1.242848 -0.019997\n",
       "hus      CanESM2          0.272770  0.339575  0.483025  1.578755 -0.216379\n",
       "alb      CanESM2          0.059588  0.046236  0.079628  0.113374 -0.106359\n",
       "cloud    CanESM2          0.344550 -0.225610 -0.208074 -1.272822 -0.035745\n",
       "ERF      ECHAM-HAM             NaN       NaN       NaN  1.254573       NaN\n",
       "IRF      ECHAM-HAM             NaN       NaN       NaN  3.687184       NaN\n",
       "tas      ECHAM-HAM             NaN       NaN       NaN -0.024245       NaN\n",
       "ta_trop  ECHAM-HAM             NaN       NaN       NaN -1.085852       NaN\n",
       "ta_strat ECHAM-HAM             NaN       NaN       NaN -0.514419       NaN\n",
       "hus      ECHAM-HAM             NaN       NaN       NaN  0.864713       NaN\n",
       "alb      ECHAM-HAM             NaN       NaN       NaN  0.050614       NaN\n",
       "cloud    ECHAM-HAM             NaN       NaN       NaN -2.106773       NaN\n",
       "ERF      GISS-E2-R        4.064298       NaN  4.483777  1.234617 -2.793918\n",
       "IRF      GISS-E2-R        1.847500       NaN  4.843827  1.908583 -2.844000\n",
       "tas      GISS-E2-R       -0.210181       NaN -0.094009 -0.067804  0.069120\n",
       "ta_trop  GISS-E2-R       -0.297151       NaN -0.477796 -0.701743  0.195062\n",
       "ta_strat GISS-E2-R        1.181442       NaN -1.065642 -0.233105 -0.049703\n",
       "hus      GISS-E2-R        0.100634       NaN  0.357958  0.578344 -0.103062\n",
       "alb      GISS-E2-R        0.133540       NaN  0.084223  0.029236 -0.061036\n",
       "cloud    GISS-E2-R        0.356154       NaN  0.052571 -0.273038 -0.005390\n",
       "ERF      HadGEM2          3.367507       NaN  4.197140  2.906589 -4.015705\n",
       "IRF      HadGEM2          2.122000       NaN  4.880264  3.360000 -1.566167\n",
       "tas      HadGEM2         -0.211837       NaN -0.117701 -0.127558  0.127284\n",
       "ta_trop  HadGEM2         -0.605700       NaN -0.569020 -2.114074  0.501380\n",
       "ta_strat HadGEM2          1.316679       NaN -1.073658  0.041602 -0.055533\n",
       "hus      HadGEM2          0.126912       NaN  0.325354  1.596804 -0.298085\n",
       "alb      HadGEM2          0.060646       NaN  0.049796  0.071985 -0.004281\n",
       "cloud    HadGEM2          0.548283       NaN -0.022437 -0.436371 -0.505827\n",
       "ERF      HadGEM3          3.639928       NaN  4.362083  0.690995 -8.261213\n",
       "IRF      HadGEM3          1.808667       NaN  4.810634  0.000000  0.000000\n",
       "tas      HadGEM3         -0.255174       NaN -0.124579 -0.049751  0.100673\n",
       "ta_trop  HadGEM3         -0.433411       NaN -0.484772 -0.414076  0.388430\n",
       "ta_strat HadGEM3          1.097833       NaN -1.058339 -0.103574 -0.108351\n",
       "hus      HadGEM3          0.096282       NaN  0.260495  0.260545 -0.075793\n",
       "alb      HadGEM3          0.097212       NaN  0.052320  0.046800 -0.063231\n",
       "cloud    HadGEM3          0.651538       NaN  0.007912 -0.033116 -2.371105\n",
       "ERF      IPSL-CM5A        3.390824       NaN  4.070478  0.821958 -2.701584\n",
       "IRF      IPSL-CM5A        0.000000       NaN  4.004821  2.330000  0.000000\n",
       "tas      IPSL-CM5A       -0.223517       NaN -0.140591 -0.046793  0.102499\n",
       "ta_trop  IPSL-CM5A       -0.677406       NaN -0.560240 -0.788224  0.217707\n",
       "ta_strat IPSL-CM5A        0.952727       NaN -0.881061 -0.510201 -0.065328\n",
       "hus      IPSL-CM5A        0.340370       NaN  0.338481  0.499646 -0.083537\n",
       "alb      IPSL-CM5A        0.103000       NaN  0.068032  0.056996 -0.062884\n",
       "cloud    IPSL-CM5A        0.445049       NaN -0.138482 -0.694385 -0.109528\n",
       "ERF      MIROC-SPRINTARS  3.624939  0.779827  4.145743  0.628776 -2.772054\n",
       "IRF      MIROC-SPRINTARS  2.026417  1.021750  4.710336  1.251250 -0.840250\n",
       "tas      MIROC-SPRINTARS -0.199292 -0.029712 -0.097542 -0.017758  0.073077\n",
       "ta_trop  MIROC-SPRINTARS -0.686095 -0.237617 -0.467666 -0.365866  0.308526\n",
       "ta_strat MIROC-SPRINTARS  1.189938 -0.149234 -1.036274 -0.108418 -0.008255\n",
       "hus      MIROC-SPRINTARS  0.322431  0.162513  0.280194  0.253899 -0.171073\n",
       "alb      MIROC-SPRINTARS  0.098727  0.007550  0.029269 -0.003729 -0.101733\n",
       "cloud    MIROC-SPRINTARS  0.198311 -0.249629 -0.040770 -0.287332  0.135875\n",
       "ERF      MPI-ESM          4.139238  0.949885  4.116763       NaN       NaN\n",
       "IRF      MPI-ESM          1.891833  0.992083  4.797217       NaN       NaN\n",
       "tas      MPI-ESM         -0.245255 -0.048248 -0.110119       NaN       NaN\n",
       "ta_trop  MPI-ESM         -0.528626 -0.166244 -0.608535       NaN       NaN\n",
       "ta_strat MPI-ESM          1.178228 -0.028888 -1.055388       NaN       NaN\n",
       "hus      MPI-ESM          0.180889  0.142379  0.390586       NaN       NaN\n",
       "alb      MPI-ESM          0.077471  0.018900  0.090047       NaN       NaN\n",
       "cloud    MPI-ESM          0.383142 -0.040050 -0.280625       NaN       NaN\n",
       "ERF      NCAR-CESM1-CAM4  3.622166       NaN  4.110949  0.767085 -2.037369\n",
       "IRF      NCAR-CESM1-CAM4  2.321167       NaN  4.730263  2.058333 -2.350000\n",
       "tas      NCAR-CESM1-CAM4 -0.236519       NaN -0.104578 -0.062018  0.100245\n",
       "ta_trop  NCAR-CESM1-CAM4 -0.672962       NaN -0.501509 -0.784944  0.385365\n",
       "ta_strat NCAR-CESM1-CAM4  0.992892       NaN -1.040658 -0.220737 -0.023352\n",
       "hus      NCAR-CESM1-CAM4  0.243342       NaN  0.315709  0.531097 -0.176834\n",
       "alb      NCAR-CESM1-CAM4  0.178545       NaN  0.106170 -0.019333 -0.070641\n",
       "cloud    NCAR-CESM1-CAM4  0.612774       NaN -0.259408 -0.764634  0.095912\n",
       "ERF      NCAR-CESM1-CAM5  4.079410  0.863041  4.243320  0.415491 -2.102420\n",
       "IRF      NCAR-CESM1-CAM5  2.005750  0.944667  3.981163  0.000000  0.000000\n",
       "tas      NCAR-CESM1-CAM5 -0.306910 -0.050598 -0.138981 -0.108440  0.000638\n",
       "ta_trop  NCAR-CESM1-CAM5 -0.813330 -0.197241 -0.617527 -0.471064 -0.337574\n",
       "ta_strat NCAR-CESM1-CAM5  1.115144 -0.021167 -0.875856 -0.087409 -0.023341\n",
       "hus      NCAR-CESM1-CAM5  0.430952  0.160091  0.377637  0.362142  0.309295\n",
       "alb      NCAR-CESM1-CAM5  0.237887  0.045224  0.135287  0.231211 -0.106188\n",
       "cloud    NCAR-CESM1-CAM5  0.611867 -0.086946 -0.073386       NaN       NaN\n",
       "ERF      NorESM1          3.495762       NaN  4.010837  1.404946 -3.792399\n",
       "IRF      NorESM1          2.088000       NaN  4.682302  0.000000  0.000000\n",
       "tas      NorESM1         -0.195971       NaN -0.143547 -0.092636  0.110271\n",
       "ta_trop  NorESM1         -0.525151       NaN -0.613854 -0.880768  0.311301\n",
       "ta_strat NorESM1          0.998021       NaN -1.030106 -0.194916 -0.033917\n",
       "hus      NorESM1          0.234302       NaN  0.357692  0.579084 -0.153358\n",
       "alb      NorESM1          0.142550       NaN  0.112416  0.054545 -0.131593\n",
       "cloud    NorESM1          0.167550       NaN -0.236921 -0.369137 -0.783060"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flux_data = []\n",
    "for model in models:\n",
    "    for var in ['ERF', 'IRF', 'tas', 'ta_trop', 'ta_strat', 'hus', 'alb', 'cloud']:\n",
    "        aco2, ach4, asol, abc, aso4 = adjustments_smith18_df.loc[(adjustments_smith18_df['model']==model) & (adjustments_smith18_df['variable']==var)].mean()\n",
    "        flux_data.append([var, model, aco2, ach4, asol, abc, aso4])\n",
    "\n",
    "smith18_new_df = pd.DataFrame(flux_data, columns=['variable','model','2xCO2','3xCH4','Solar','10xBC','5xSO4'])\n",
    "smith18_new_df.set_index(['variable','model'], inplace=True)\n",
    "smith18_new_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Smith et al 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Run</th>\n",
       "      <th>ERF</th>\n",
       "      <th>IRF</th>\n",
       "      <th>ERF_SW</th>\n",
       "      <th>ERF_LW</th>\n",
       "      <th>RA</th>\n",
       "      <th>ts</th>\n",
       "      <th>tatr</th>\n",
       "      <th>tast</th>\n",
       "      <th>hus</th>\n",
       "      <th>hus_lw</th>\n",
       "      <th>hus_sw</th>\n",
       "      <th>alb</th>\n",
       "      <th>cl</th>\n",
       "      <th>clisccp_sw</th>\n",
       "      <th>clisccp_lw</th>\n",
       "      <th>clw</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ACCESS-CM2</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>7.947339</td>\n",
       "      <td>4.650629</td>\n",
       "      <td>2.029186</td>\n",
       "      <td>5.918153</td>\n",
       "      <td>3.296710</td>\n",
       "      <td>-0.409252</td>\n",
       "      <td>-1.017687</td>\n",
       "      <td>2.820538</td>\n",
       "      <td>0.317954</td>\n",
       "      <td>0.229722</td>\n",
       "      <td>0.088232</td>\n",
       "      <td>0.092041</td>\n",
       "      <td>1.493116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CanESM5</td>\n",
       "      <td>r1i1p2f1</td>\n",
       "      <td>7.607363</td>\n",
       "      <td>4.830485</td>\n",
       "      <td>1.912312</td>\n",
       "      <td>5.695051</td>\n",
       "      <td>2.776878</td>\n",
       "      <td>-0.426538</td>\n",
       "      <td>-1.326743</td>\n",
       "      <td>2.867222</td>\n",
       "      <td>0.426954</td>\n",
       "      <td>0.324165</td>\n",
       "      <td>0.102788</td>\n",
       "      <td>0.213480</td>\n",
       "      <td>1.022503</td>\n",
       "      <td>1.418376</td>\n",
       "      <td>-0.395873</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CESM2</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>8.912768</td>\n",
       "      <td>4.639933</td>\n",
       "      <td>2.261287</td>\n",
       "      <td>6.651480</td>\n",
       "      <td>4.272835</td>\n",
       "      <td>-0.511173</td>\n",
       "      <td>-1.258731</td>\n",
       "      <td>2.832011</td>\n",
       "      <td>0.505258</td>\n",
       "      <td>0.406679</td>\n",
       "      <td>0.098579</td>\n",
       "      <td>0.391536</td>\n",
       "      <td>2.313935</td>\n",
       "      <td>2.063514</td>\n",
       "      <td>0.276034</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CNRM-CM6-1</td>\n",
       "      <td>r1i1p1f2</td>\n",
       "      <td>7.999114</td>\n",
       "      <td>6.005093</td>\n",
       "      <td>2.155336</td>\n",
       "      <td>5.843778</td>\n",
       "      <td>1.994021</td>\n",
       "      <td>-0.434311</td>\n",
       "      <td>-1.258921</td>\n",
       "      <td>2.387734</td>\n",
       "      <td>0.627219</td>\n",
       "      <td>0.521894</td>\n",
       "      <td>0.105325</td>\n",
       "      <td>0.206528</td>\n",
       "      <td>0.465772</td>\n",
       "      <td>0.507137</td>\n",
       "      <td>-0.247069</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CNRM-ESM2-1</td>\n",
       "      <td>r1i1p1f2</td>\n",
       "      <td>7.926313</td>\n",
       "      <td>6.034396</td>\n",
       "      <td>1.948416</td>\n",
       "      <td>5.977897</td>\n",
       "      <td>1.891917</td>\n",
       "      <td>-0.357795</td>\n",
       "      <td>-1.251990</td>\n",
       "      <td>2.357997</td>\n",
       "      <td>0.665950</td>\n",
       "      <td>0.555847</td>\n",
       "      <td>0.110103</td>\n",
       "      <td>0.209420</td>\n",
       "      <td>0.268333</td>\n",
       "      <td>0.237995</td>\n",
       "      <td>-0.155446</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EC-Earth3</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>8.087878</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.477373</td>\n",
       "      <td>6.610505</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.405414</td>\n",
       "      <td>-1.174452</td>\n",
       "      <td>3.099607</td>\n",
       "      <td>0.476031</td>\n",
       "      <td>0.381580</td>\n",
       "      <td>0.094450</td>\n",
       "      <td>0.214111</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>GFDL-CM4</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>8.236141</td>\n",
       "      <td>5.626500</td>\n",
       "      <td>2.296736</td>\n",
       "      <td>5.939406</td>\n",
       "      <td>2.609642</td>\n",
       "      <td>-0.382674</td>\n",
       "      <td>-1.219799</td>\n",
       "      <td>2.040902</td>\n",
       "      <td>0.574351</td>\n",
       "      <td>0.459425</td>\n",
       "      <td>0.114926</td>\n",
       "      <td>0.410294</td>\n",
       "      <td>1.186568</td>\n",
       "      <td>1.519529</td>\n",
       "      <td>-0.489761</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>GFDL-ESM4</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>7.743827</td>\n",
       "      <td>4.405085</td>\n",
       "      <td>2.288312</td>\n",
       "      <td>5.455515</td>\n",
       "      <td>3.338742</td>\n",
       "      <td>-0.342469</td>\n",
       "      <td>-1.133671</td>\n",
       "      <td>2.469656</td>\n",
       "      <td>0.560107</td>\n",
       "      <td>0.454509</td>\n",
       "      <td>0.105598</td>\n",
       "      <td>0.470333</td>\n",
       "      <td>1.314786</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>GISS-E2-1-G</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>7.349846</td>\n",
       "      <td>5.051679</td>\n",
       "      <td>0.326878</td>\n",
       "      <td>7.022969</td>\n",
       "      <td>2.298167</td>\n",
       "      <td>-0.400929</td>\n",
       "      <td>-0.999872</td>\n",
       "      <td>2.888579</td>\n",
       "      <td>0.325275</td>\n",
       "      <td>0.251311</td>\n",
       "      <td>0.073964</td>\n",
       "      <td>0.227863</td>\n",
       "      <td>0.257251</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GISS-E2-1-G</td>\n",
       "      <td>r1i1p3f1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>HadGEM3-GC31-LL</td>\n",
       "      <td>r1i1p1f3</td>\n",
       "      <td>8.089091</td>\n",
       "      <td>4.766290</td>\n",
       "      <td>2.453768</td>\n",
       "      <td>5.635323</td>\n",
       "      <td>3.322801</td>\n",
       "      <td>-0.467745</td>\n",
       "      <td>-1.009547</td>\n",
       "      <td>2.825545</td>\n",
       "      <td>0.228757</td>\n",
       "      <td>0.156456</td>\n",
       "      <td>0.072300</td>\n",
       "      <td>0.139022</td>\n",
       "      <td>1.606769</td>\n",
       "      <td>2.146932</td>\n",
       "      <td>-0.582846</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>8.041437</td>\n",
       "      <td>5.312441</td>\n",
       "      <td>2.698676</td>\n",
       "      <td>5.342761</td>\n",
       "      <td>2.728996</td>\n",
       "      <td>-0.494788</td>\n",
       "      <td>-1.368266</td>\n",
       "      <td>2.760014</td>\n",
       "      <td>0.620661</td>\n",
       "      <td>0.512890</td>\n",
       "      <td>0.107772</td>\n",
       "      <td>0.185438</td>\n",
       "      <td>1.025936</td>\n",
       "      <td>1.804214</td>\n",
       "      <td>-0.755482</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r2i1p1f1</td>\n",
       "      <td>7.943250</td>\n",
       "      <td>5.299626</td>\n",
       "      <td>2.666204</td>\n",
       "      <td>5.277045</td>\n",
       "      <td>2.643624</td>\n",
       "      <td>-0.490204</td>\n",
       "      <td>-1.392459</td>\n",
       "      <td>2.742836</td>\n",
       "      <td>0.612775</td>\n",
       "      <td>0.508270</td>\n",
       "      <td>0.104505</td>\n",
       "      <td>0.173452</td>\n",
       "      <td>0.997224</td>\n",
       "      <td>1.798261</td>\n",
       "      <td>-0.785413</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r3i1p1f1</td>\n",
       "      <td>8.043620</td>\n",
       "      <td>5.287345</td>\n",
       "      <td>2.749126</td>\n",
       "      <td>5.294494</td>\n",
       "      <td>2.756275</td>\n",
       "      <td>-0.491768</td>\n",
       "      <td>-1.364878</td>\n",
       "      <td>2.766762</td>\n",
       "      <td>0.593593</td>\n",
       "      <td>0.489153</td>\n",
       "      <td>0.104440</td>\n",
       "      <td>0.176902</td>\n",
       "      <td>1.075665</td>\n",
       "      <td>1.901761</td>\n",
       "      <td>-0.810915</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r4i1p1f1</td>\n",
       "      <td>7.976533</td>\n",
       "      <td>5.300433</td>\n",
       "      <td>2.689227</td>\n",
       "      <td>5.287307</td>\n",
       "      <td>2.676100</td>\n",
       "      <td>-0.501924</td>\n",
       "      <td>-1.410013</td>\n",
       "      <td>2.754819</td>\n",
       "      <td>0.634859</td>\n",
       "      <td>0.530368</td>\n",
       "      <td>0.104491</td>\n",
       "      <td>0.186915</td>\n",
       "      <td>1.011444</td>\n",
       "      <td>1.809690</td>\n",
       "      <td>-0.780212</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MIROC6</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>7.323935</td>\n",
       "      <td>4.824638</td>\n",
       "      <td>1.566161</td>\n",
       "      <td>5.757774</td>\n",
       "      <td>2.499297</td>\n",
       "      <td>-0.433085</td>\n",
       "      <td>-1.145891</td>\n",
       "      <td>2.802168</td>\n",
       "      <td>0.318145</td>\n",
       "      <td>0.240029</td>\n",
       "      <td>0.078115</td>\n",
       "      <td>0.218286</td>\n",
       "      <td>0.739675</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>MIROC6</td>\n",
       "      <td>r11i1p1f1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MPI-ESM1-2-LR</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>8.345835</td>\n",
       "      <td>4.938528</td>\n",
       "      <td>1.562996</td>\n",
       "      <td>6.782839</td>\n",
       "      <td>3.407307</td>\n",
       "      <td>-0.472351</td>\n",
       "      <td>-1.354873</td>\n",
       "      <td>2.924077</td>\n",
       "      <td>0.606056</td>\n",
       "      <td>0.483322</td>\n",
       "      <td>0.122734</td>\n",
       "      <td>0.204178</td>\n",
       "      <td>1.500220</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MRI-ESM2-0</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>7.650561</td>\n",
       "      <td>5.311488</td>\n",
       "      <td>1.958358</td>\n",
       "      <td>5.692204</td>\n",
       "      <td>2.339074</td>\n",
       "      <td>-0.338741</td>\n",
       "      <td>-1.250083</td>\n",
       "      <td>2.580844</td>\n",
       "      <td>0.571452</td>\n",
       "      <td>0.459025</td>\n",
       "      <td>0.112427</td>\n",
       "      <td>0.154889</td>\n",
       "      <td>0.620712</td>\n",
       "      <td>0.580591</td>\n",
       "      <td>-0.060338</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>8.151879</td>\n",
       "      <td>4.703715</td>\n",
       "      <td>1.185125</td>\n",
       "      <td>6.966754</td>\n",
       "      <td>3.448164</td>\n",
       "      <td>-0.470377</td>\n",
       "      <td>-1.230016</td>\n",
       "      <td>2.815061</td>\n",
       "      <td>0.536662</td>\n",
       "      <td>0.444264</td>\n",
       "      <td>0.092398</td>\n",
       "      <td>0.262127</td>\n",
       "      <td>1.534707</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NorESM2-MM</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>8.378076</td>\n",
       "      <td>4.760167</td>\n",
       "      <td>1.341025</td>\n",
       "      <td>7.037051</td>\n",
       "      <td>3.617909</td>\n",
       "      <td>-0.490323</td>\n",
       "      <td>-1.321654</td>\n",
       "      <td>2.844398</td>\n",
       "      <td>0.602998</td>\n",
       "      <td>0.504270</td>\n",
       "      <td>0.098729</td>\n",
       "      <td>0.324519</td>\n",
       "      <td>1.657970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>UKESM1-0-LL</td>\n",
       "      <td>r1i1p1f4</td>\n",
       "      <td>7.940786</td>\n",
       "      <td>4.816587</td>\n",
       "      <td>2.630475</td>\n",
       "      <td>5.310312</td>\n",
       "      <td>3.124200</td>\n",
       "      <td>-0.480535</td>\n",
       "      <td>-1.008945</td>\n",
       "      <td>2.514701</td>\n",
       "      <td>0.219683</td>\n",
       "      <td>0.150534</td>\n",
       "      <td>0.069149</td>\n",
       "      <td>0.151198</td>\n",
       "      <td>1.728098</td>\n",
       "      <td>2.096145</td>\n",
       "      <td>-0.441156</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Model        Run       ERF       IRF    ERF_SW    ERF_LW  \\\n",
       "0        ACCESS-CM2   r1i1p1f1  7.947339  4.650629  2.029186  5.918153   \n",
       "1           CanESM5   r1i1p2f1  7.607363  4.830485  1.912312  5.695051   \n",
       "2             CESM2   r1i1p1f1  8.912768  4.639933  2.261287  6.651480   \n",
       "3        CNRM-CM6-1   r1i1p1f2  7.999114  6.005093  2.155336  5.843778   \n",
       "4       CNRM-ESM2-1   r1i1p1f2  7.926313  6.034396  1.948416  5.977897   \n",
       "5         EC-Earth3   r1i1p1f1  8.087878       NaN  1.477373  6.610505   \n",
       "6          GFDL-CM4   r1i1p1f1  8.236141  5.626500  2.296736  5.939406   \n",
       "7         GFDL-ESM4   r1i1p1f1  7.743827  4.405085  2.288312  5.455515   \n",
       "8       GISS-E2-1-G   r1i1p1f1  7.349846  5.051679  0.326878  7.022969   \n",
       "9       GISS-E2-1-G   r1i1p3f1       NaN       NaN       NaN       NaN   \n",
       "10  HadGEM3-GC31-LL   r1i1p1f3  8.089091  4.766290  2.453768  5.635323   \n",
       "11     IPSL-CM6A-LR   r1i1p1f1  8.041437  5.312441  2.698676  5.342761   \n",
       "12     IPSL-CM6A-LR   r2i1p1f1  7.943250  5.299626  2.666204  5.277045   \n",
       "13     IPSL-CM6A-LR   r3i1p1f1  8.043620  5.287345  2.749126  5.294494   \n",
       "14     IPSL-CM6A-LR   r4i1p1f1  7.976533  5.300433  2.689227  5.287307   \n",
       "15           MIROC6   r1i1p1f1  7.323935  4.824638  1.566161  5.757774   \n",
       "16           MIROC6  r11i1p1f1       NaN       NaN       NaN       NaN   \n",
       "17    MPI-ESM1-2-LR   r1i1p1f1  8.345835  4.938528  1.562996  6.782839   \n",
       "18       MRI-ESM2-0   r1i1p1f1  7.650561  5.311488  1.958358  5.692204   \n",
       "19       NorESM2-LM   r1i1p1f1  8.151879  4.703715  1.185125  6.966754   \n",
       "20       NorESM2-MM   r1i1p1f1  8.378076  4.760167  1.341025  7.037051   \n",
       "21      UKESM1-0-LL   r1i1p1f4  7.940786  4.816587  2.630475  5.310312   \n",
       "\n",
       "          RA        ts      tatr      tast       hus    hus_lw    hus_sw  \\\n",
       "0   3.296710 -0.409252 -1.017687  2.820538  0.317954  0.229722  0.088232   \n",
       "1   2.776878 -0.426538 -1.326743  2.867222  0.426954  0.324165  0.102788   \n",
       "2   4.272835 -0.511173 -1.258731  2.832011  0.505258  0.406679  0.098579   \n",
       "3   1.994021 -0.434311 -1.258921  2.387734  0.627219  0.521894  0.105325   \n",
       "4   1.891917 -0.357795 -1.251990  2.357997  0.665950  0.555847  0.110103   \n",
       "5        NaN -0.405414 -1.174452  3.099607  0.476031  0.381580  0.094450   \n",
       "6   2.609642 -0.382674 -1.219799  2.040902  0.574351  0.459425  0.114926   \n",
       "7   3.338742 -0.342469 -1.133671  2.469656  0.560107  0.454509  0.105598   \n",
       "8   2.298167 -0.400929 -0.999872  2.888579  0.325275  0.251311  0.073964   \n",
       "9        NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
       "10  3.322801 -0.467745 -1.009547  2.825545  0.228757  0.156456  0.072300   \n",
       "11  2.728996 -0.494788 -1.368266  2.760014  0.620661  0.512890  0.107772   \n",
       "12  2.643624 -0.490204 -1.392459  2.742836  0.612775  0.508270  0.104505   \n",
       "13  2.756275 -0.491768 -1.364878  2.766762  0.593593  0.489153  0.104440   \n",
       "14  2.676100 -0.501924 -1.410013  2.754819  0.634859  0.530368  0.104491   \n",
       "15  2.499297 -0.433085 -1.145891  2.802168  0.318145  0.240029  0.078115   \n",
       "16       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
       "17  3.407307 -0.472351 -1.354873  2.924077  0.606056  0.483322  0.122734   \n",
       "18  2.339074 -0.338741 -1.250083  2.580844  0.571452  0.459025  0.112427   \n",
       "19  3.448164 -0.470377 -1.230016  2.815061  0.536662  0.444264  0.092398   \n",
       "20  3.617909 -0.490323 -1.321654  2.844398  0.602998  0.504270  0.098729   \n",
       "21  3.124200 -0.480535 -1.008945  2.514701  0.219683  0.150534  0.069149   \n",
       "\n",
       "         alb        cl  clisccp_sw  clisccp_lw  clw  \n",
       "0   0.092041  1.493116         NaN         NaN  0.0  \n",
       "1   0.213480  1.022503    1.418376   -0.395873  0.0  \n",
       "2   0.391536  2.313935    2.063514    0.276034  0.0  \n",
       "3   0.206528  0.465772    0.507137   -0.247069  0.0  \n",
       "4   0.209420  0.268333    0.237995   -0.155446  0.0  \n",
       "5   0.214111       NaN         NaN         NaN  0.0  \n",
       "6   0.410294  1.186568    1.519529   -0.489761  0.0  \n",
       "7   0.470333  1.314786         NaN         NaN  0.0  \n",
       "8   0.227863  0.257251         NaN         NaN  0.0  \n",
       "9        NaN       NaN         NaN         NaN  0.0  \n",
       "10  0.139022  1.606769    2.146932   -0.582846  0.0  \n",
       "11  0.185438  1.025936    1.804214   -0.755482  0.0  \n",
       "12  0.173452  0.997224    1.798261   -0.785413  0.0  \n",
       "13  0.176902  1.075665    1.901761   -0.810915  0.0  \n",
       "14  0.186915  1.011444    1.809690   -0.780212  0.0  \n",
       "15  0.218286  0.739675         NaN         NaN  0.0  \n",
       "16       NaN       NaN         NaN         NaN  0.0  \n",
       "17  0.204178  1.500220         NaN         NaN  0.0  \n",
       "18  0.154889  0.620712    0.580591   -0.060338  0.0  \n",
       "19  0.262127  1.534707         NaN         NaN  0.0  \n",
       "20  0.324519  1.657970         NaN         NaN  0.0  \n",
       "21  0.151198  1.728098    2.096145   -0.441156  0.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjustments_smith20_co2_df = pd.read_csv('../data_input/Smith_et_al_ACP_2020/ERF_IRF_RA_4xCO2.csv')\n",
    "adjustments_smith20_co2_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Model</th>\n",
       "      <th>Run</th>\n",
       "      <th>ERF</th>\n",
       "      <th>IRF</th>\n",
       "      <th>ERF_SW</th>\n",
       "      <th>ERF_LW</th>\n",
       "      <th>RA</th>\n",
       "      <th>ts</th>\n",
       "      <th>tatr</th>\n",
       "      <th>tast</th>\n",
       "      <th>hus</th>\n",
       "      <th>hus_lw</th>\n",
       "      <th>hus_sw</th>\n",
       "      <th>alb</th>\n",
       "      <th>cl</th>\n",
       "      <th>clisccp_sw</th>\n",
       "      <th>clisccp_lw</th>\n",
       "      <th>clw</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ACCESS-CM2</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-1.093110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.395235</td>\n",
       "      <td>0.302125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.070050</td>\n",
       "      <td>0.108543</td>\n",
       "      <td>0.013125</td>\n",
       "      <td>-0.002737</td>\n",
       "      <td>0.001420</td>\n",
       "      <td>-0.004157</td>\n",
       "      <td>-0.026217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CanESM5</td>\n",
       "      <td>r1i1p2f1</td>\n",
       "      <td>-0.851293</td>\n",
       "      <td>-0.509725</td>\n",
       "      <td>-0.832269</td>\n",
       "      <td>-0.019024</td>\n",
       "      <td>-0.341569</td>\n",
       "      <td>0.019644</td>\n",
       "      <td>-0.164054</td>\n",
       "      <td>-0.097969</td>\n",
       "      <td>0.176498</td>\n",
       "      <td>0.152587</td>\n",
       "      <td>0.023911</td>\n",
       "      <td>0.007861</td>\n",
       "      <td>-0.283549</td>\n",
       "      <td>-1.089926</td>\n",
       "      <td>-0.102486</td>\n",
       "      <td>-0.057089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CESM2</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-1.371578</td>\n",
       "      <td>-1.429363</td>\n",
       "      <td>-1.527308</td>\n",
       "      <td>0.155730</td>\n",
       "      <td>0.057785</td>\n",
       "      <td>-0.017552</td>\n",
       "      <td>-0.000121</td>\n",
       "      <td>-0.066499</td>\n",
       "      <td>0.099870</td>\n",
       "      <td>0.089315</td>\n",
       "      <td>0.010555</td>\n",
       "      <td>-0.010233</td>\n",
       "      <td>0.052320</td>\n",
       "      <td>-1.526775</td>\n",
       "      <td>0.000169</td>\n",
       "      <td>-0.099622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CNRM-CM6-1</td>\n",
       "      <td>r1i1p1f2</td>\n",
       "      <td>-1.154830</td>\n",
       "      <td>-1.194558</td>\n",
       "      <td>-1.247711</td>\n",
       "      <td>0.092881</td>\n",
       "      <td>0.039728</td>\n",
       "      <td>0.072080</td>\n",
       "      <td>0.145861</td>\n",
       "      <td>-0.003676</td>\n",
       "      <td>-0.084708</td>\n",
       "      <td>-0.071566</td>\n",
       "      <td>-0.013142</td>\n",
       "      <td>-0.064779</td>\n",
       "      <td>-0.025050</td>\n",
       "      <td>-0.359839</td>\n",
       "      <td>-0.122379</td>\n",
       "      <td>0.006174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CNRM-ESM2-1</td>\n",
       "      <td>r1i1p1f2</td>\n",
       "      <td>-0.740564</td>\n",
       "      <td>-0.751339</td>\n",
       "      <td>-0.821450</td>\n",
       "      <td>0.080886</td>\n",
       "      <td>0.010775</td>\n",
       "      <td>0.058793</td>\n",
       "      <td>0.097958</td>\n",
       "      <td>-0.005980</td>\n",
       "      <td>-0.064141</td>\n",
       "      <td>-0.053380</td>\n",
       "      <td>-0.010761</td>\n",
       "      <td>-0.019405</td>\n",
       "      <td>-0.056449</td>\n",
       "      <td>-0.343732</td>\n",
       "      <td>-0.074485</td>\n",
       "      <td>0.002800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EC-Earth3</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-0.803576</td>\n",
       "      <td>-0.660838</td>\n",
       "      <td>-0.838253</td>\n",
       "      <td>0.034678</td>\n",
       "      <td>-0.142738</td>\n",
       "      <td>0.064592</td>\n",
       "      <td>-0.017550</td>\n",
       "      <td>0.005159</td>\n",
       "      <td>-0.018877</td>\n",
       "      <td>-0.010426</td>\n",
       "      <td>-0.008451</td>\n",
       "      <td>-0.039383</td>\n",
       "      <td>-0.136680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.038985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>GFDL-CM4</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-0.731706</td>\n",
       "      <td>-0.563606</td>\n",
       "      <td>-0.798641</td>\n",
       "      <td>0.066934</td>\n",
       "      <td>-0.168100</td>\n",
       "      <td>0.049273</td>\n",
       "      <td>-0.032965</td>\n",
       "      <td>-0.015339</td>\n",
       "      <td>0.070991</td>\n",
       "      <td>0.066534</td>\n",
       "      <td>0.004457</td>\n",
       "      <td>-0.074924</td>\n",
       "      <td>-0.165137</td>\n",
       "      <td>-0.725937</td>\n",
       "      <td>-0.029870</td>\n",
       "      <td>-0.039628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>GFDL-ESM4</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-0.697921</td>\n",
       "      <td>-0.371313</td>\n",
       "      <td>-0.588490</td>\n",
       "      <td>-0.109431</td>\n",
       "      <td>-0.326608</td>\n",
       "      <td>0.039212</td>\n",
       "      <td>-0.150411</td>\n",
       "      <td>-0.007745</td>\n",
       "      <td>0.095191</td>\n",
       "      <td>0.089313</td>\n",
       "      <td>0.005878</td>\n",
       "      <td>-0.047403</td>\n",
       "      <td>-0.255451</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.062859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>GISS-E2-1-G</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-1.318632</td>\n",
       "      <td>-0.459224</td>\n",
       "      <td>-1.609753</td>\n",
       "      <td>0.291122</td>\n",
       "      <td>-0.859408</td>\n",
       "      <td>0.055249</td>\n",
       "      <td>0.223012</td>\n",
       "      <td>-0.032483</td>\n",
       "      <td>-0.086106</td>\n",
       "      <td>-0.069042</td>\n",
       "      <td>-0.017064</td>\n",
       "      <td>-0.088003</td>\n",
       "      <td>-0.931078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.069635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GISS-E2-1-G</td>\n",
       "      <td>r1i1p3f1</td>\n",
       "      <td>-0.927439</td>\n",
       "      <td>-1.001472</td>\n",
       "      <td>-1.058490</td>\n",
       "      <td>0.131050</td>\n",
       "      <td>0.074032</td>\n",
       "      <td>0.053463</td>\n",
       "      <td>0.130354</td>\n",
       "      <td>-0.029508</td>\n",
       "      <td>-0.063319</td>\n",
       "      <td>-0.052746</td>\n",
       "      <td>-0.010573</td>\n",
       "      <td>-0.004922</td>\n",
       "      <td>-0.012036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.004012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>HadGEM3-GC31-LL</td>\n",
       "      <td>r1i1p1f3</td>\n",
       "      <td>-1.102839</td>\n",
       "      <td>-1.042074</td>\n",
       "      <td>-1.294916</td>\n",
       "      <td>0.192076</td>\n",
       "      <td>-0.060765</td>\n",
       "      <td>0.054010</td>\n",
       "      <td>0.100285</td>\n",
       "      <td>0.013532</td>\n",
       "      <td>-0.049483</td>\n",
       "      <td>-0.040551</td>\n",
       "      <td>-0.008932</td>\n",
       "      <td>-0.037589</td>\n",
       "      <td>-0.141521</td>\n",
       "      <td>-0.825371</td>\n",
       "      <td>-0.072110</td>\n",
       "      <td>-0.019712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-0.593491</td>\n",
       "      <td>-0.608523</td>\n",
       "      <td>-0.600276</td>\n",
       "      <td>0.006786</td>\n",
       "      <td>0.015032</td>\n",
       "      <td>0.053202</td>\n",
       "      <td>0.067435</td>\n",
       "      <td>-0.104485</td>\n",
       "      <td>0.009953</td>\n",
       "      <td>0.014519</td>\n",
       "      <td>-0.004566</td>\n",
       "      <td>-0.003431</td>\n",
       "      <td>-0.007642</td>\n",
       "      <td>-0.219292</td>\n",
       "      <td>-0.131398</td>\n",
       "      <td>0.002982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r2i1p1f1</td>\n",
       "      <td>-0.706259</td>\n",
       "      <td>-0.603276</td>\n",
       "      <td>-0.684652</td>\n",
       "      <td>-0.021607</td>\n",
       "      <td>-0.102982</td>\n",
       "      <td>0.062650</td>\n",
       "      <td>0.024908</td>\n",
       "      <td>-0.123151</td>\n",
       "      <td>0.017524</td>\n",
       "      <td>0.023153</td>\n",
       "      <td>-0.005629</td>\n",
       "      <td>-0.010654</td>\n",
       "      <td>-0.074259</td>\n",
       "      <td>-0.313422</td>\n",
       "      <td>-0.121793</td>\n",
       "      <td>-0.001450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r3i1p1f1</td>\n",
       "      <td>-0.592323</td>\n",
       "      <td>-0.577650</td>\n",
       "      <td>-0.568577</td>\n",
       "      <td>-0.023746</td>\n",
       "      <td>-0.014673</td>\n",
       "      <td>0.041327</td>\n",
       "      <td>0.060310</td>\n",
       "      <td>-0.115029</td>\n",
       "      <td>-0.004393</td>\n",
       "      <td>-0.001906</td>\n",
       "      <td>-0.002487</td>\n",
       "      <td>-0.000716</td>\n",
       "      <td>0.003828</td>\n",
       "      <td>-0.199141</td>\n",
       "      <td>-0.124516</td>\n",
       "      <td>0.003776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IPSL-CM6A-LR</td>\n",
       "      <td>r4i1p1f1</td>\n",
       "      <td>-0.639420</td>\n",
       "      <td>-0.607905</td>\n",
       "      <td>-0.655913</td>\n",
       "      <td>0.016493</td>\n",
       "      <td>-0.031515</td>\n",
       "      <td>0.058028</td>\n",
       "      <td>0.074000</td>\n",
       "      <td>-0.105865</td>\n",
       "      <td>0.002183</td>\n",
       "      <td>0.008177</td>\n",
       "      <td>-0.005994</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-0.059863</td>\n",
       "      <td>-0.296831</td>\n",
       "      <td>-0.131443</td>\n",
       "      <td>-0.002020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MIROC6</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-1.059334</td>\n",
       "      <td>-1.142692</td>\n",
       "      <td>-1.593833</td>\n",
       "      <td>0.534499</td>\n",
       "      <td>0.083358</td>\n",
       "      <td>0.060115</td>\n",
       "      <td>0.169618</td>\n",
       "      <td>-0.002078</td>\n",
       "      <td>-0.101929</td>\n",
       "      <td>-0.085506</td>\n",
       "      <td>-0.016423</td>\n",
       "      <td>-0.023542</td>\n",
       "      <td>-0.018827</td>\n",
       "      <td>-1.015345</td>\n",
       "      <td>0.362298</td>\n",
       "      <td>0.009693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>MIROC6</td>\n",
       "      <td>r11i1p1f1</td>\n",
       "      <td>-1.014039</td>\n",
       "      <td>-1.123721</td>\n",
       "      <td>-1.614412</td>\n",
       "      <td>0.600372</td>\n",
       "      <td>0.109682</td>\n",
       "      <td>0.067646</td>\n",
       "      <td>0.173547</td>\n",
       "      <td>0.015945</td>\n",
       "      <td>-0.094954</td>\n",
       "      <td>-0.079751</td>\n",
       "      <td>-0.015203</td>\n",
       "      <td>-0.029311</td>\n",
       "      <td>-0.023192</td>\n",
       "      <td>-1.016718</td>\n",
       "      <td>0.362298</td>\n",
       "      <td>0.018248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MPI-ESM1-2-LR</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MRI-ESM2-0</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-1.206028</td>\n",
       "      <td>-0.462548</td>\n",
       "      <td>-2.727426</td>\n",
       "      <td>1.521398</td>\n",
       "      <td>-0.743481</td>\n",
       "      <td>0.035273</td>\n",
       "      <td>-0.239907</td>\n",
       "      <td>-0.004711</td>\n",
       "      <td>0.166938</td>\n",
       "      <td>0.160628</td>\n",
       "      <td>0.006310</td>\n",
       "      <td>-0.019029</td>\n",
       "      <td>-0.682045</td>\n",
       "      <td>-2.416474</td>\n",
       "      <td>1.560963</td>\n",
       "      <td>-0.078856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NorESM2-LM</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-1.206624</td>\n",
       "      <td>-1.092157</td>\n",
       "      <td>-1.414093</td>\n",
       "      <td>0.207469</td>\n",
       "      <td>-0.114467</td>\n",
       "      <td>0.002716</td>\n",
       "      <td>0.032823</td>\n",
       "      <td>-0.047058</td>\n",
       "      <td>0.020716</td>\n",
       "      <td>0.025773</td>\n",
       "      <td>-0.005057</td>\n",
       "      <td>-0.040581</td>\n",
       "      <td>-0.083084</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.080884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NorESM2-MM</td>\n",
       "      <td>r1i1p1f1</td>\n",
       "      <td>-1.261295</td>\n",
       "      <td>-1.097987</td>\n",
       "      <td>-1.460043</td>\n",
       "      <td>0.198748</td>\n",
       "      <td>-0.163308</td>\n",
       "      <td>0.032477</td>\n",
       "      <td>0.013843</td>\n",
       "      <td>-0.024093</td>\n",
       "      <td>0.048465</td>\n",
       "      <td>0.050321</td>\n",
       "      <td>-0.001857</td>\n",
       "      <td>-0.041001</td>\n",
       "      <td>-0.192999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.121371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>UKESM1-0-LL</td>\n",
       "      <td>r1i1p1f4</td>\n",
       "      <td>-1.105435</td>\n",
       "      <td>-0.966187</td>\n",
       "      <td>-1.278110</td>\n",
       "      <td>0.172675</td>\n",
       "      <td>-0.139248</td>\n",
       "      <td>0.059868</td>\n",
       "      <td>0.014285</td>\n",
       "      <td>0.012409</td>\n",
       "      <td>0.007914</td>\n",
       "      <td>0.011775</td>\n",
       "      <td>-0.003861</td>\n",
       "      <td>-0.053019</td>\n",
       "      <td>-0.180706</td>\n",
       "      <td>-0.911834</td>\n",
       "      <td>-0.049243</td>\n",
       "      <td>-0.030775</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Model        Run       ERF       IRF    ERF_SW    ERF_LW  \\\n",
       "0        ACCESS-CM2   r1i1p1f1 -1.093110       NaN -1.395235  0.302125   \n",
       "1           CanESM5   r1i1p2f1 -0.851293 -0.509725 -0.832269 -0.019024   \n",
       "2             CESM2   r1i1p1f1 -1.371578 -1.429363 -1.527308  0.155730   \n",
       "3        CNRM-CM6-1   r1i1p1f2 -1.154830 -1.194558 -1.247711  0.092881   \n",
       "4       CNRM-ESM2-1   r1i1p1f2 -0.740564 -0.751339 -0.821450  0.080886   \n",
       "5         EC-Earth3   r1i1p1f1 -0.803576 -0.660838 -0.838253  0.034678   \n",
       "6          GFDL-CM4   r1i1p1f1 -0.731706 -0.563606 -0.798641  0.066934   \n",
       "7         GFDL-ESM4   r1i1p1f1 -0.697921 -0.371313 -0.588490 -0.109431   \n",
       "8       GISS-E2-1-G   r1i1p1f1 -1.318632 -0.459224 -1.609753  0.291122   \n",
       "9       GISS-E2-1-G   r1i1p3f1 -0.927439 -1.001472 -1.058490  0.131050   \n",
       "10  HadGEM3-GC31-LL   r1i1p1f3 -1.102839 -1.042074 -1.294916  0.192076   \n",
       "11     IPSL-CM6A-LR   r1i1p1f1 -0.593491 -0.608523 -0.600276  0.006786   \n",
       "12     IPSL-CM6A-LR   r2i1p1f1 -0.706259 -0.603276 -0.684652 -0.021607   \n",
       "13     IPSL-CM6A-LR   r3i1p1f1 -0.592323 -0.577650 -0.568577 -0.023746   \n",
       "14     IPSL-CM6A-LR   r4i1p1f1 -0.639420 -0.607905 -0.655913  0.016493   \n",
       "15           MIROC6   r1i1p1f1 -1.059334 -1.142692 -1.593833  0.534499   \n",
       "16           MIROC6  r11i1p1f1 -1.014039 -1.123721 -1.614412  0.600372   \n",
       "17    MPI-ESM1-2-LR   r1i1p1f1       NaN       NaN       NaN       NaN   \n",
       "18       MRI-ESM2-0   r1i1p1f1 -1.206028 -0.462548 -2.727426  1.521398   \n",
       "19       NorESM2-LM   r1i1p1f1 -1.206624 -1.092157 -1.414093  0.207469   \n",
       "20       NorESM2-MM   r1i1p1f1 -1.261295 -1.097987 -1.460043  0.198748   \n",
       "21      UKESM1-0-LL   r1i1p1f4 -1.105435 -0.966187 -1.278110  0.172675   \n",
       "\n",
       "          RA        ts      tatr      tast       hus    hus_lw    hus_sw  \\\n",
       "0        NaN  0.070050  0.108543  0.013125 -0.002737  0.001420 -0.004157   \n",
       "1  -0.341569  0.019644 -0.164054 -0.097969  0.176498  0.152587  0.023911   \n",
       "2   0.057785 -0.017552 -0.000121 -0.066499  0.099870  0.089315  0.010555   \n",
       "3   0.039728  0.072080  0.145861 -0.003676 -0.084708 -0.071566 -0.013142   \n",
       "4   0.010775  0.058793  0.097958 -0.005980 -0.064141 -0.053380 -0.010761   \n",
       "5  -0.142738  0.064592 -0.017550  0.005159 -0.018877 -0.010426 -0.008451   \n",
       "6  -0.168100  0.049273 -0.032965 -0.015339  0.070991  0.066534  0.004457   \n",
       "7  -0.326608  0.039212 -0.150411 -0.007745  0.095191  0.089313  0.005878   \n",
       "8  -0.859408  0.055249  0.223012 -0.032483 -0.086106 -0.069042 -0.017064   \n",
       "9   0.074032  0.053463  0.130354 -0.029508 -0.063319 -0.052746 -0.010573   \n",
       "10 -0.060765  0.054010  0.100285  0.013532 -0.049483 -0.040551 -0.008932   \n",
       "11  0.015032  0.053202  0.067435 -0.104485  0.009953  0.014519 -0.004566   \n",
       "12 -0.102982  0.062650  0.024908 -0.123151  0.017524  0.023153 -0.005629   \n",
       "13 -0.014673  0.041327  0.060310 -0.115029 -0.004393 -0.001906 -0.002487   \n",
       "14 -0.031515  0.058028  0.074000 -0.105865  0.002183  0.008177 -0.005994   \n",
       "15  0.083358  0.060115  0.169618 -0.002078 -0.101929 -0.085506 -0.016423   \n",
       "16  0.109682  0.067646  0.173547  0.015945 -0.094954 -0.079751 -0.015203   \n",
       "17       NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
       "18 -0.743481  0.035273 -0.239907 -0.004711  0.166938  0.160628  0.006310   \n",
       "19 -0.114467  0.002716  0.032823 -0.047058  0.020716  0.025773 -0.005057   \n",
       "20 -0.163308  0.032477  0.013843 -0.024093  0.048465  0.050321 -0.001857   \n",
       "21 -0.139248  0.059868  0.014285  0.012409  0.007914  0.011775 -0.003861   \n",
       "\n",
       "         alb        cl  clisccp_sw  clisccp_lw       clw  \n",
       "0  -0.026217       NaN         NaN         NaN       NaN  \n",
       "1   0.007861 -0.283549   -1.089926   -0.102486 -0.057089  \n",
       "2  -0.010233  0.052320   -1.526775    0.000169 -0.099622  \n",
       "3  -0.064779 -0.025050   -0.359839   -0.122379  0.006174  \n",
       "4  -0.019405 -0.056449   -0.343732   -0.074485  0.002800  \n",
       "5  -0.039383 -0.136680         NaN         NaN -0.038985  \n",
       "6  -0.074924 -0.165137   -0.725937   -0.029870 -0.039628  \n",
       "7  -0.047403 -0.255451         NaN         NaN -0.062859  \n",
       "8  -0.088003 -0.931078         NaN         NaN -0.069635  \n",
       "9  -0.004922 -0.012036         NaN         NaN -0.004012  \n",
       "10 -0.037589 -0.141521   -0.825371   -0.072110 -0.019712  \n",
       "11 -0.003431 -0.007642   -0.219292   -0.131398  0.002982  \n",
       "12 -0.010654 -0.074259   -0.313422   -0.121793 -0.001450  \n",
       "13 -0.000716  0.003828   -0.199141   -0.124516  0.003776  \n",
       "14  0.000003 -0.059863   -0.296831   -0.131443 -0.002020  \n",
       "15 -0.023542 -0.018827   -1.015345    0.362298  0.009693  \n",
       "16 -0.029311 -0.023192   -1.016718    0.362298  0.018248  \n",
       "17       NaN       NaN         NaN         NaN       NaN  \n",
       "18 -0.019029 -0.682045   -2.416474    1.560963 -0.078856  \n",
       "19 -0.040581 -0.083084         NaN         NaN -0.080884  \n",
       "20 -0.041001 -0.192999         NaN         NaN -0.121371  \n",
       "21 -0.053019 -0.180706   -0.911834   -0.049243 -0.030775  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjustments_smith20_aer_df = pd.read_csv('../data_input/Smith_et_al_ACP_2020/ERF_IRF_RA_aer.csv')\n",
    "adjustments_smith20_aer_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2xCO2 to 4xCO2 scaling\n",
    "\n",
    "- Use 1850 values from RCMIP = Meinshausen et al 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "concentrations = pd.read_csv('../data_input_large/rcmip-concentrations-annual-means-v5-1-0.csv')\n",
    "pi_conc = {}\n",
    "for species in ['CO2','CH4','N2O']:\n",
    "    pi_conc[species] = concentrations.loc[\n",
    "        (concentrations['Variable']=='Atmospheric Concentrations|%s' % species)&\n",
    "        (concentrations['Region']=='World')&\n",
    "        (concentrations['Scenario']=='historical'),\n",
    "    '1850'].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4761156936746522\n"
     ]
    }
   ],
   "source": [
    "m4x = meinshausen(np.array([4*pi_conc['CO2'], pi_conc['CH4'], pi_conc['N2O']]), Cpi=np.array([pi_conc['CO2'], pi_conc['CH4'], pi_conc['N2O']]), scale_F2x=False)\n",
    "m2x = meinshausen(np.array([2*pi_conc['CO2'], pi_conc['CH4'], pi_conc['N2O']]), Cpi=np.array([pi_conc['CO2'], pi_conc['CH4'], pi_conc['N2O']]), scale_F2x=False)\n",
    "detune = m2x[0]/m4x[0]\n",
    "print(detune)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "mapping = {\n",
    "    'ERF' : 'ERF',\n",
    "    'IRF' : 'IRF',\n",
    "    'ts' : 'tas',\n",
    "    'tatr' : 'ta_trop',\n",
    "    'tast' : 'ta_strat',\n",
    "    'hus': 'hus',\n",
    "    'alb': 'alb',\n",
    "    'cl': 'cloud'\n",
    "}\n",
    "\n",
    "flux_data = []\n",
    "\n",
    "for model in adjustments_smith20_co2_df.Model.unique():\n",
    "    for var in ['ERF', 'ts', 'tatr', 'tast', 'hus', 'alb', 'cl']:\n",
    "        model_results = adjustments_smith20_co2_df.loc[adjustments_smith20_co2_df['Model']==model, var].mean() * detune\n",
    "        flux_data.append([mapping[var], model, model_results])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>2xCO2_sm20</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable</th>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>3.783853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>-0.194851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>-0.484537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>1.342902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>0.151383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>0.043822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>0.710896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>3.621985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>-0.203081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>-0.631683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>1.365129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>0.203279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>0.101641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>0.486830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>4.243509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>-0.243378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>-0.599301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>1.348365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>0.240561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>0.186416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>1.101701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>3.808504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>-0.206782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>-0.599392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>1.136838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>0.298629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>0.098331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>0.221761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>3.773842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>-0.170352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>-0.596092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>1.122679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>0.317069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>0.099708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>0.127758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>3.850766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>-0.193024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>-0.559175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>1.475771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>0.226646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>0.101942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>3.921356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>-0.182197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>-0.580766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.971705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.273458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.195347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.564944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>3.686958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>-0.163055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>-0.539759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>1.175842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>0.266676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>0.223933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>0.625990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>3.499377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>-0.190888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>-0.476055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>1.375298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>0.154868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>0.108489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>0.122481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>3.851343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>-0.222701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>-0.480661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>1.345286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>0.108915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>0.066191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>0.765008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>3.809502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.235521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.658898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>1.312226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.293036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.086023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.489241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>3.487040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-0.206199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-0.545577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>1.334156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.151474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.103929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.352171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>3.973583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>-0.224894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>-0.645077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>1.392199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>0.288553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>0.097212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>0.714278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>3.642552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.161280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.595184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>1.228781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.272077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.073745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.295531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>3.881238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-0.223954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-0.585630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>1.340295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.255513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.124803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.730698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>3.988934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-0.233450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-0.629260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>1.354263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.287097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.154509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.789386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>3.780733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-0.228790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-0.480375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>1.197289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.104594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.071988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.822775</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          2xCO2_sm20\n",
       "variable model                      \n",
       "ERF      ACCESS-CM2         3.783853\n",
       "tas      ACCESS-CM2        -0.194851\n",
       "ta_trop  ACCESS-CM2        -0.484537\n",
       "ta_strat ACCESS-CM2         1.342902\n",
       "hus      ACCESS-CM2         0.151383\n",
       "alb      ACCESS-CM2         0.043822\n",
       "cloud    ACCESS-CM2         0.710896\n",
       "ERF      CanESM5            3.621985\n",
       "tas      CanESM5           -0.203081\n",
       "ta_trop  CanESM5           -0.631683\n",
       "ta_strat CanESM5            1.365129\n",
       "hus      CanESM5            0.203279\n",
       "alb      CanESM5            0.101641\n",
       "cloud    CanESM5            0.486830\n",
       "ERF      CESM2              4.243509\n",
       "tas      CESM2             -0.243378\n",
       "ta_trop  CESM2             -0.599301\n",
       "ta_strat CESM2              1.348365\n",
       "hus      CESM2              0.240561\n",
       "alb      CESM2              0.186416\n",
       "cloud    CESM2              1.101701\n",
       "ERF      CNRM-CM6-1         3.808504\n",
       "tas      CNRM-CM6-1        -0.206782\n",
       "ta_trop  CNRM-CM6-1        -0.599392\n",
       "ta_strat CNRM-CM6-1         1.136838\n",
       "hus      CNRM-CM6-1         0.298629\n",
       "alb      CNRM-CM6-1         0.098331\n",
       "cloud    CNRM-CM6-1         0.221761\n",
       "ERF      CNRM-ESM2-1        3.773842\n",
       "tas      CNRM-ESM2-1       -0.170352\n",
       "ta_trop  CNRM-ESM2-1       -0.596092\n",
       "ta_strat CNRM-ESM2-1        1.122679\n",
       "hus      CNRM-ESM2-1        0.317069\n",
       "alb      CNRM-ESM2-1        0.099708\n",
       "cloud    CNRM-ESM2-1        0.127758\n",
       "ERF      EC-Earth3          3.850766\n",
       "tas      EC-Earth3         -0.193024\n",
       "ta_trop  EC-Earth3         -0.559175\n",
       "ta_strat EC-Earth3          1.475771\n",
       "hus      EC-Earth3          0.226646\n",
       "alb      EC-Earth3          0.101942\n",
       "cloud    EC-Earth3               NaN\n",
       "ERF      GFDL-CM4           3.921356\n",
       "tas      GFDL-CM4          -0.182197\n",
       "ta_trop  GFDL-CM4          -0.580766\n",
       "ta_strat GFDL-CM4           0.971705\n",
       "hus      GFDL-CM4           0.273458\n",
       "alb      GFDL-CM4           0.195347\n",
       "cloud    GFDL-CM4           0.564944\n",
       "ERF      GFDL-ESM4          3.686958\n",
       "tas      GFDL-ESM4         -0.163055\n",
       "ta_trop  GFDL-ESM4         -0.539759\n",
       "ta_strat GFDL-ESM4          1.175842\n",
       "hus      GFDL-ESM4          0.266676\n",
       "alb      GFDL-ESM4          0.223933\n",
       "cloud    GFDL-ESM4          0.625990\n",
       "ERF      GISS-E2-1-G        3.499377\n",
       "tas      GISS-E2-1-G       -0.190888\n",
       "ta_trop  GISS-E2-1-G       -0.476055\n",
       "ta_strat GISS-E2-1-G        1.375298\n",
       "hus      GISS-E2-1-G        0.154868\n",
       "alb      GISS-E2-1-G        0.108489\n",
       "cloud    GISS-E2-1-G        0.122481\n",
       "ERF      HadGEM3-GC31-LL    3.851343\n",
       "tas      HadGEM3-GC31-LL   -0.222701\n",
       "ta_trop  HadGEM3-GC31-LL   -0.480661\n",
       "ta_strat HadGEM3-GC31-LL    1.345286\n",
       "hus      HadGEM3-GC31-LL    0.108915\n",
       "alb      HadGEM3-GC31-LL    0.066191\n",
       "cloud    HadGEM3-GC31-LL    0.765008\n",
       "ERF      IPSL-CM6A-LR       3.809502\n",
       "tas      IPSL-CM6A-LR      -0.235521\n",
       "ta_trop  IPSL-CM6A-LR      -0.658898\n",
       "ta_strat IPSL-CM6A-LR       1.312226\n",
       "hus      IPSL-CM6A-LR       0.293036\n",
       "alb      IPSL-CM6A-LR       0.086023\n",
       "cloud    IPSL-CM6A-LR       0.489241\n",
       "ERF      MIROC6             3.487040\n",
       "tas      MIROC6            -0.206199\n",
       "ta_trop  MIROC6            -0.545577\n",
       "ta_strat MIROC6             1.334156\n",
       "hus      MIROC6             0.151474\n",
       "alb      MIROC6             0.103929\n",
       "cloud    MIROC6             0.352171\n",
       "ERF      MPI-ESM1-2-LR      3.973583\n",
       "tas      MPI-ESM1-2-LR     -0.224894\n",
       "ta_trop  MPI-ESM1-2-LR     -0.645077\n",
       "ta_strat MPI-ESM1-2-LR      1.392199\n",
       "hus      MPI-ESM1-2-LR      0.288553\n",
       "alb      MPI-ESM1-2-LR      0.097212\n",
       "cloud    MPI-ESM1-2-LR      0.714278\n",
       "ERF      MRI-ESM2-0         3.642552\n",
       "tas      MRI-ESM2-0        -0.161280\n",
       "ta_trop  MRI-ESM2-0        -0.595184\n",
       "ta_strat MRI-ESM2-0         1.228781\n",
       "hus      MRI-ESM2-0         0.272077\n",
       "alb      MRI-ESM2-0         0.073745\n",
       "cloud    MRI-ESM2-0         0.295531\n",
       "ERF      NorESM2-LM         3.881238\n",
       "tas      NorESM2-LM        -0.223954\n",
       "ta_trop  NorESM2-LM        -0.585630\n",
       "ta_strat NorESM2-LM         1.340295\n",
       "hus      NorESM2-LM         0.255513\n",
       "alb      NorESM2-LM         0.124803\n",
       "cloud    NorESM2-LM         0.730698\n",
       "ERF      NorESM2-MM         3.988934\n",
       "tas      NorESM2-MM        -0.233450\n",
       "ta_trop  NorESM2-MM        -0.629260\n",
       "ta_strat NorESM2-MM         1.354263\n",
       "hus      NorESM2-MM         0.287097\n",
       "alb      NorESM2-MM         0.154509\n",
       "cloud    NorESM2-MM         0.789386\n",
       "ERF      UKESM1-0-LL        3.780733\n",
       "tas      UKESM1-0-LL       -0.228790\n",
       "ta_trop  UKESM1-0-LL       -0.480375\n",
       "ta_strat UKESM1-0-LL        1.197289\n",
       "hus      UKESM1-0-LL        0.104594\n",
       "alb      UKESM1-0-LL        0.071988\n",
       "cloud    UKESM1-0-LL        0.822775"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smith20_co2_new_df = pd.DataFrame(flux_data, columns=['variable', 'model', '2xCO2_sm20'])\n",
    "smith20_co2_new_df.set_index(['variable','model'], inplace=True)\n",
    "smith20_co2_new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>CESM2</th>\n",
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       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>-0.017552</td>\n",
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       "      <th>GFDL-CM4</th>\n",
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       "      <td>-0.074924</td>\n",
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       "    <tr>\n",
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       "      <th>GFDL-CM4</th>\n",
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       "      <th>GFDL-ESM4</th>\n",
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       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>GFDL-ESM4</th>\n",
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       "      <th>tas</th>\n",
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       "    <tr>\n",
       "      <th>ta_strat</th>\n",
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       "      <th>hus</th>\n",
       "      <th>GFDL-ESM4</th>\n",
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       "    <tr>\n",
       "      <th>alb</th>\n",
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       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>-0.255451</td>\n",
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       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>-1.123035</td>\n",
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       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>-0.730348</td>\n",
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       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>0.054356</td>\n",
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       "    <tr>\n",
       "      <th>ta_trop</th>\n",
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       "      <th>GISS-E2-1-G</th>\n",
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       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
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       "    <tr>\n",
       "      <th>IRF</th>\n",
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       "      <td>-1.042074</td>\n",
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       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
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       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>-0.141521</td>\n",
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       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.632873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.599338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.053802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.056663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.112132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.006317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.003700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.034484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-1.036686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-1.133206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.063881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.171583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.006934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-0.098441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-0.026426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-0.021009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-1.206028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.462548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.035273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.239907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.004711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.166938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.019029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.682045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-1.206624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-1.092157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.002716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.032823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-0.047058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.020716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-0.040581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-0.083084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-1.261295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-1.097987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.032477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.013843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-0.024093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.048465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-0.041001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-0.192999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-1.105435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRF</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-0.966187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.059868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.014285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.012409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.007914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-0.053019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-0.180706</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               aer\n",
       "variable model                    \n",
       "ERF      ACCESS-CM2      -1.093110\n",
       "IRF      ACCESS-CM2            NaN\n",
       "tas      ACCESS-CM2       0.070050\n",
       "ta_trop  ACCESS-CM2       0.108543\n",
       "ta_strat ACCESS-CM2       0.013125\n",
       "hus      ACCESS-CM2      -0.002737\n",
       "alb      ACCESS-CM2      -0.026217\n",
       "cloud    ACCESS-CM2            NaN\n",
       "ERF      CanESM5         -0.851293\n",
       "IRF      CanESM5         -0.509725\n",
       "tas      CanESM5          0.019644\n",
       "ta_trop  CanESM5         -0.164054\n",
       "ta_strat CanESM5         -0.097969\n",
       "hus      CanESM5          0.176498\n",
       "alb      CanESM5          0.007861\n",
       "cloud    CanESM5         -0.283549\n",
       "ERF      CESM2           -1.371578\n",
       "IRF      CESM2           -1.429363\n",
       "tas      CESM2           -0.017552\n",
       "ta_trop  CESM2           -0.000121\n",
       "ta_strat CESM2           -0.066499\n",
       "hus      CESM2            0.099870\n",
       "alb      CESM2           -0.010233\n",
       "cloud    CESM2            0.052320\n",
       "ERF      CNRM-CM6-1      -1.154830\n",
       "IRF      CNRM-CM6-1      -1.194558\n",
       "tas      CNRM-CM6-1       0.072080\n",
       "ta_trop  CNRM-CM6-1       0.145861\n",
       "ta_strat CNRM-CM6-1      -0.003676\n",
       "hus      CNRM-CM6-1      -0.084708\n",
       "alb      CNRM-CM6-1      -0.064779\n",
       "cloud    CNRM-CM6-1      -0.025050\n",
       "ERF      CNRM-ESM2-1     -0.740564\n",
       "IRF      CNRM-ESM2-1     -0.751339\n",
       "tas      CNRM-ESM2-1      0.058793\n",
       "ta_trop  CNRM-ESM2-1      0.097958\n",
       "ta_strat CNRM-ESM2-1     -0.005980\n",
       "hus      CNRM-ESM2-1     -0.064141\n",
       "alb      CNRM-ESM2-1     -0.019405\n",
       "cloud    CNRM-ESM2-1     -0.056449\n",
       "ERF      EC-Earth3       -0.803576\n",
       "IRF      EC-Earth3       -0.660838\n",
       "tas      EC-Earth3        0.064592\n",
       "ta_trop  EC-Earth3       -0.017550\n",
       "ta_strat EC-Earth3        0.005159\n",
       "hus      EC-Earth3       -0.018877\n",
       "alb      EC-Earth3       -0.039383\n",
       "cloud    EC-Earth3       -0.136680\n",
       "ERF      GFDL-CM4        -0.731706\n",
       "IRF      GFDL-CM4        -0.563606\n",
       "tas      GFDL-CM4         0.049273\n",
       "ta_trop  GFDL-CM4        -0.032965\n",
       "ta_strat GFDL-CM4        -0.015339\n",
       "hus      GFDL-CM4         0.070991\n",
       "alb      GFDL-CM4        -0.074924\n",
       "cloud    GFDL-CM4        -0.165137\n",
       "ERF      GFDL-ESM4       -0.697921\n",
       "IRF      GFDL-ESM4       -0.371313\n",
       "tas      GFDL-ESM4        0.039212\n",
       "ta_trop  GFDL-ESM4       -0.150411\n",
       "ta_strat GFDL-ESM4       -0.007745\n",
       "hus      GFDL-ESM4        0.095191\n",
       "alb      GFDL-ESM4       -0.047403\n",
       "cloud    GFDL-ESM4       -0.255451\n",
       "ERF      GISS-E2-1-G     -1.123035\n",
       "IRF      GISS-E2-1-G     -0.730348\n",
       "tas      GISS-E2-1-G      0.054356\n",
       "ta_trop  GISS-E2-1-G      0.176683\n",
       "ta_strat GISS-E2-1-G     -0.030996\n",
       "hus      GISS-E2-1-G     -0.074712\n",
       "alb      GISS-E2-1-G     -0.046462\n",
       "cloud    GISS-E2-1-G     -0.471557\n",
       "ERF      HadGEM3-GC31-LL -1.102839\n",
       "IRF      HadGEM3-GC31-LL -1.042074\n",
       "tas      HadGEM3-GC31-LL  0.054010\n",
       "ta_trop  HadGEM3-GC31-LL  0.100285\n",
       "ta_strat HadGEM3-GC31-LL  0.013532\n",
       "hus      HadGEM3-GC31-LL -0.049483\n",
       "alb      HadGEM3-GC31-LL -0.037589\n",
       "cloud    HadGEM3-GC31-LL -0.141521\n",
       "ERF      IPSL-CM6A-LR    -0.632873\n",
       "IRF      IPSL-CM6A-LR    -0.599338\n",
       "tas      IPSL-CM6A-LR     0.053802\n",
       "ta_trop  IPSL-CM6A-LR     0.056663\n",
       "ta_strat IPSL-CM6A-LR    -0.112132\n",
       "hus      IPSL-CM6A-LR     0.006317\n",
       "alb      IPSL-CM6A-LR    -0.003700\n",
       "cloud    IPSL-CM6A-LR    -0.034484\n",
       "ERF      MIROC6          -1.036686\n",
       "IRF      MIROC6          -1.133206\n",
       "tas      MIROC6           0.063881\n",
       "ta_trop  MIROC6           0.171583\n",
       "ta_strat MIROC6           0.006934\n",
       "hus      MIROC6          -0.098441\n",
       "alb      MIROC6          -0.026426\n",
       "cloud    MIROC6          -0.021009\n",
       "ERF      MPI-ESM1-2-LR         NaN\n",
       "IRF      MPI-ESM1-2-LR         NaN\n",
       "tas      MPI-ESM1-2-LR         NaN\n",
       "ta_trop  MPI-ESM1-2-LR         NaN\n",
       "ta_strat MPI-ESM1-2-LR         NaN\n",
       "hus      MPI-ESM1-2-LR         NaN\n",
       "alb      MPI-ESM1-2-LR         NaN\n",
       "cloud    MPI-ESM1-2-LR         NaN\n",
       "ERF      MRI-ESM2-0      -1.206028\n",
       "IRF      MRI-ESM2-0      -0.462548\n",
       "tas      MRI-ESM2-0       0.035273\n",
       "ta_trop  MRI-ESM2-0      -0.239907\n",
       "ta_strat MRI-ESM2-0      -0.004711\n",
       "hus      MRI-ESM2-0       0.166938\n",
       "alb      MRI-ESM2-0      -0.019029\n",
       "cloud    MRI-ESM2-0      -0.682045\n",
       "ERF      NorESM2-LM      -1.206624\n",
       "IRF      NorESM2-LM      -1.092157\n",
       "tas      NorESM2-LM       0.002716\n",
       "ta_trop  NorESM2-LM       0.032823\n",
       "ta_strat NorESM2-LM      -0.047058\n",
       "hus      NorESM2-LM       0.020716\n",
       "alb      NorESM2-LM      -0.040581\n",
       "cloud    NorESM2-LM      -0.083084\n",
       "ERF      NorESM2-MM      -1.261295\n",
       "IRF      NorESM2-MM      -1.097987\n",
       "tas      NorESM2-MM       0.032477\n",
       "ta_trop  NorESM2-MM       0.013843\n",
       "ta_strat NorESM2-MM      -0.024093\n",
       "hus      NorESM2-MM       0.048465\n",
       "alb      NorESM2-MM      -0.041001\n",
       "cloud    NorESM2-MM      -0.192999\n",
       "ERF      UKESM1-0-LL     -1.105435\n",
       "IRF      UKESM1-0-LL     -0.966187\n",
       "tas      UKESM1-0-LL      0.059868\n",
       "ta_trop  UKESM1-0-LL      0.014285\n",
       "ta_strat UKESM1-0-LL      0.012409\n",
       "hus      UKESM1-0-LL      0.007914\n",
       "alb      UKESM1-0-LL     -0.053019\n",
       "cloud    UKESM1-0-LL     -0.180706"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flux_data = []\n",
    "\n",
    "for model in adjustments_smith20_aer_df.Model.unique():\n",
    "    for var in ['ERF', 'IRF', 'ts', 'tatr', 'tast', 'hus', 'alb', 'cl']:\n",
    "        model_results = adjustments_smith20_aer_df.loc[adjustments_smith20_aer_df['Model']==model, var].mean()\n",
    "        flux_data.append([mapping[var], model, model_results])\n",
    "\n",
    "smith20_aer_new_df = pd.DataFrame(flux_data, columns=['variable', 'model', 'aer'])\n",
    "smith20_aer_new_df.set_index(['variable','model'], inplace=True)\n",
    "smith20_aer_new_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hodnebrog et al 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Experiment</th>\n",
       "      <th>Model</th>\n",
       "      <th>IRF</th>\n",
       "      <th>Ts</th>\n",
       "      <th>Ttrop</th>\n",
       "      <th>Tstrat</th>\n",
       "      <th>WV</th>\n",
       "      <th>alpha</th>\n",
       "      <th>Clouds</th>\n",
       "      <th>RA</th>\n",
       "      <th>ERF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CFC11x8</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>1.13</td>\n",
       "      <td>-0.0771</td>\n",
       "      <td>-0.1090</td>\n",
       "      <td>-0.0537</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>0.016000</td>\n",
       "      <td>0.2540</td>\n",
       "      <td>0.16800</td>\n",
       "      <td>1.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CFC11x8</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.23</td>\n",
       "      <td>-0.0656</td>\n",
       "      <td>-0.2740</td>\n",
       "      <td>-0.0342</td>\n",
       "      <td>0.2590</td>\n",
       "      <td>0.000187</td>\n",
       "      <td>0.0807</td>\n",
       "      <td>-0.03400</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CFC11x8</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>1.15</td>\n",
       "      <td>-0.0410</td>\n",
       "      <td>-0.1220</td>\n",
       "      <td>-0.0774</td>\n",
       "      <td>0.1070</td>\n",
       "      <td>0.008430</td>\n",
       "      <td>0.1260</td>\n",
       "      <td>0.00101</td>\n",
       "      <td>1.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CFC11x8</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>1.17</td>\n",
       "      <td>-0.0362</td>\n",
       "      <td>-0.0374</td>\n",
       "      <td>-0.0345</td>\n",
       "      <td>0.0927</td>\n",
       "      <td>0.003190</td>\n",
       "      <td>0.1290</td>\n",
       "      <td>0.11700</td>\n",
       "      <td>1.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>1.34</td>\n",
       "      <td>-0.0661</td>\n",
       "      <td>-0.1530</td>\n",
       "      <td>-0.0772</td>\n",
       "      <td>0.2040</td>\n",
       "      <td>0.030700</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>0.12500</td>\n",
       "      <td>1.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>GISS-E2-R</td>\n",
       "      <td>1.27</td>\n",
       "      <td>-0.0438</td>\n",
       "      <td>-0.1360</td>\n",
       "      <td>-0.0661</td>\n",
       "      <td>0.1650</td>\n",
       "      <td>0.052700</td>\n",
       "      <td>0.0817</td>\n",
       "      <td>0.05330</td>\n",
       "      <td>1.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>1.36</td>\n",
       "      <td>-0.0680</td>\n",
       "      <td>-0.2890</td>\n",
       "      <td>-0.0149</td>\n",
       "      <td>0.2830</td>\n",
       "      <td>0.054800</td>\n",
       "      <td>0.1210</td>\n",
       "      <td>0.08760</td>\n",
       "      <td>1.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>HadGEM3</td>\n",
       "      <td>1.33</td>\n",
       "      <td>-0.0635</td>\n",
       "      <td>-0.2110</td>\n",
       "      <td>-0.0311</td>\n",
       "      <td>0.2190</td>\n",
       "      <td>0.004310</td>\n",
       "      <td>0.2390</td>\n",
       "      <td>0.15700</td>\n",
       "      <td>1.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>1.21</td>\n",
       "      <td>-0.0504</td>\n",
       "      <td>-0.1630</td>\n",
       "      <td>-0.0726</td>\n",
       "      <td>0.1350</td>\n",
       "      <td>0.007180</td>\n",
       "      <td>0.1370</td>\n",
       "      <td>-0.00674</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>1.62</td>\n",
       "      <td>-0.0516</td>\n",
       "      <td>-0.1280</td>\n",
       "      <td>-0.0826</td>\n",
       "      <td>0.0966</td>\n",
       "      <td>0.021500</td>\n",
       "      <td>0.0661</td>\n",
       "      <td>-0.07790</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>NCAR-CESM1-CAM5</td>\n",
       "      <td>1.24</td>\n",
       "      <td>-0.0861</td>\n",
       "      <td>-0.1750</td>\n",
       "      <td>-0.0393</td>\n",
       "      <td>0.1710</td>\n",
       "      <td>0.061100</td>\n",
       "      <td>0.3560</td>\n",
       "      <td>0.28800</td>\n",
       "      <td>1.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CFC12x9</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>1.62</td>\n",
       "      <td>-0.0793</td>\n",
       "      <td>-0.1940</td>\n",
       "      <td>-0.0772</td>\n",
       "      <td>0.1740</td>\n",
       "      <td>-0.000270</td>\n",
       "      <td>-0.0458</td>\n",
       "      <td>-0.22200</td>\n",
       "      <td>1.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>N2Ox3</td>\n",
       "      <td>ECHAM-HAM</td>\n",
       "      <td>1.55</td>\n",
       "      <td>-0.0509</td>\n",
       "      <td>-0.2070</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>0.0894</td>\n",
       "      <td>0.017600</td>\n",
       "      <td>0.0257</td>\n",
       "      <td>-0.03970</td>\n",
       "      <td>1.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>N2Ox3</td>\n",
       "      <td>HadGEM2</td>\n",
       "      <td>2.03</td>\n",
       "      <td>-0.1090</td>\n",
       "      <td>-0.3130</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.2710</td>\n",
       "      <td>0.065800</td>\n",
       "      <td>0.2240</td>\n",
       "      <td>0.15600</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>N2Ox3</td>\n",
       "      <td>MIROC-SPRINTARS</td>\n",
       "      <td>1.26</td>\n",
       "      <td>-0.0862</td>\n",
       "      <td>-0.2040</td>\n",
       "      <td>0.0669</td>\n",
       "      <td>0.0763</td>\n",
       "      <td>0.054200</td>\n",
       "      <td>0.2550</td>\n",
       "      <td>0.16200</td>\n",
       "      <td>1.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>N2Ox3</td>\n",
       "      <td>NCAR-CESM1-CAM4</td>\n",
       "      <td>1.25</td>\n",
       "      <td>-0.0566</td>\n",
       "      <td>-0.1090</td>\n",
       "      <td>0.0484</td>\n",
       "      <td>0.0932</td>\n",
       "      <td>0.022900</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>0.17000</td>\n",
       "      <td>1.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N2Ox3</td>\n",
       "      <td>NorESM1</td>\n",
       "      <td>1.27</td>\n",
       "      <td>-0.0721</td>\n",
       "      <td>-0.2310</td>\n",
       "      <td>0.0638</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.048900</td>\n",
       "      <td>0.0290</td>\n",
       "      <td>-0.03590</td>\n",
       "      <td>1.24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Experiment            Model   IRF      Ts   Ttrop  Tstrat      WV  \\\n",
       "0     CFC11x8        ECHAM-HAM  1.13 -0.0771 -0.1090 -0.0537  0.1380   \n",
       "1     CFC11x8          HadGEM2  1.23 -0.0656 -0.2740 -0.0342  0.2590   \n",
       "2     CFC11x8  MIROC-SPRINTARS  1.15 -0.0410 -0.1220 -0.0774  0.1070   \n",
       "3     CFC11x8  NCAR-CESM1-CAM4  1.17 -0.0362 -0.0374 -0.0345  0.0927   \n",
       "4     CFC12x9        ECHAM-HAM  1.34 -0.0661 -0.1530 -0.0772  0.2040   \n",
       "5     CFC12x9        GISS-E2-R  1.27 -0.0438 -0.1360 -0.0661  0.1650   \n",
       "6     CFC12x9          HadGEM2  1.36 -0.0680 -0.2890 -0.0149  0.2830   \n",
       "7     CFC12x9          HadGEM3  1.33 -0.0635 -0.2110 -0.0311  0.2190   \n",
       "8     CFC12x9  MIROC-SPRINTARS  1.21 -0.0504 -0.1630 -0.0726  0.1350   \n",
       "9     CFC12x9  NCAR-CESM1-CAM4  1.62 -0.0516 -0.1280 -0.0826  0.0966   \n",
       "10    CFC12x9  NCAR-CESM1-CAM5  1.24 -0.0861 -0.1750 -0.0393  0.1710   \n",
       "11    CFC12x9          NorESM1  1.62 -0.0793 -0.1940 -0.0772  0.1740   \n",
       "12      N2Ox3        ECHAM-HAM  1.55 -0.0509 -0.2070  0.0850  0.0894   \n",
       "13      N2Ox3          HadGEM2  2.03 -0.1090 -0.3130  0.0172  0.2710   \n",
       "14      N2Ox3  MIROC-SPRINTARS  1.26 -0.0862 -0.2040  0.0669  0.0763   \n",
       "15      N2Ox3  NCAR-CESM1-CAM4  1.25 -0.0566 -0.1090  0.0484  0.0932   \n",
       "16      N2Ox3          NorESM1  1.27 -0.0721 -0.2310  0.0638  0.1250   \n",
       "\n",
       "       alpha  Clouds       RA   ERF  \n",
       "0   0.016000  0.2540  0.16800  1.29  \n",
       "1   0.000187  0.0807 -0.03400  1.20  \n",
       "2   0.008430  0.1260  0.00101  1.15  \n",
       "3   0.003190  0.1290  0.11700  1.29  \n",
       "4   0.030700  0.1870  0.12500  1.47  \n",
       "5   0.052700  0.0817  0.05330  1.33  \n",
       "6   0.054800  0.1210  0.08760  1.45  \n",
       "7   0.004310  0.2390  0.15700  1.49  \n",
       "8   0.007180  0.1370 -0.00674  1.20  \n",
       "9   0.021500  0.0661 -0.07790  1.54  \n",
       "10  0.061100  0.3560  0.28800  1.53  \n",
       "11 -0.000270 -0.0458 -0.22200  1.40  \n",
       "12  0.017600  0.0257 -0.03970  1.51  \n",
       "13  0.065800  0.2240  0.15600  2.19  \n",
       "14  0.054200  0.2550  0.16200  1.42  \n",
       "15  0.022900  0.1720  0.17000  1.42  \n",
       "16  0.048900  0.0290 -0.03590  1.24  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_hod = pd.read_csv('../data_input/Hodnebrog_et_al_2020_npj/Hodnebrog_et_al_2020_adjustments.csv')\n",
    "display(df_hod)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['ECHAM-HAM', 'HadGEM2', 'MIROC-SPRINTARS', 'NCAR-CESM1-CAM4',\n",
       "       'GISS-E2-R', 'HadGEM3', 'NCAR-CESM1-CAM5', 'NorESM1'], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hod.Model.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# rearrange to get in the same format\n",
    "flux_data = []\n",
    "standard_name = ['8xCFC11', '9xCFC12', '3xN2O']\n",
    "\n",
    "mapping = {\n",
    "    'ERF' : 'ERF',\n",
    "    'IRF' : 'IRF',\n",
    "    'Ts' : 'tas',\n",
    "    'Ttrop' : 'ta_trop',\n",
    "    'Tstrat' : 'ta_strat',\n",
    "    'WV': 'hus',\n",
    "    'alpha': 'alb',\n",
    "    'Clouds': 'cloud'\n",
    "}\n",
    "\n",
    "#for ie, expt in enumerate(['CFC11x8', 'CFC12x9', 'N2Ox3']):\n",
    "for model in models:\n",
    "    for var in ['ERF', 'IRF', 'Ts', 'Ttrop', 'Tstrat', 'WV', 'alpha', 'Clouds']:\n",
    "        try:\n",
    "            cfc11 = df_hod.loc[(df_hod['Model']==model) & (df_hod['Experiment']=='CFC11x8'), var].values[0]\n",
    "        except:\n",
    "            cfc11 = np.nan\n",
    "        try:\n",
    "            cfc12 = df_hod.loc[(df_hod['Model']==model) & (df_hod['Experiment']=='CFC12x9'), var].values[0]\n",
    "        except:\n",
    "            cfc12 = np.nan\n",
    "        try:\n",
    "            n2o = df_hod.loc[(df_hod['Model']==model) & (df_hod['Experiment']=='N2Ox3'), var].values[0]\n",
    "        except:\n",
    "            n2o = np.nan\n",
    "\n",
    "        flux_data.append([mapping[var], model, cfc11, cfc12, n2o])\n",
    "\n",
    "hod_new_df = pd.DataFrame(flux_data, columns=['variable', 'model', '8xCFC11', '9xCFC12', '3xN2O'])\n",
    "hod_new_df.set_index(['variable','model'], inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Marshall et al 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>xncna</th>\n",
       "      <th>xncnb</th>\n",
       "      <th>xncnc</th>\n",
       "      <th>xncnd</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>1990-12-15</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1991-01-15</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",
       "      <td>...</td>\n",
       "      <td>-0.026063</td>\n",
       "      <td>-0.034800</td>\n",
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       "      <td>-0.032442</td>\n",
       "      <td>-0.025514</td>\n",
       "      <td>-0.073227</td>\n",
       "      <td>-0.043196</td>\n",
       "      <td>-0.025584</td>\n",
       "      <td>-0.062966</td>\n",
       "      <td>-0.008997</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1991-02-15</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.209576</td>\n",
       "      <td>-0.222561</td>\n",
       "      <td>-0.007624</td>\n",
       "      <td>-0.016092</td>\n",
       "      <td>-0.170786</td>\n",
       "      <td>-0.258896</td>\n",
       "      <td>-0.067424</td>\n",
       "      <td>0.042451</td>\n",
       "      <td>-0.184748</td>\n",
       "      <td>0.107179</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1991-03-15</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.323502</td>\n",
       "      <td>-0.497229</td>\n",
       "      <td>-0.163608</td>\n",
       "      <td>0.102053</td>\n",
       "      <td>-0.401819</td>\n",
       "      <td>-0.537934</td>\n",
       "      <td>0.002416</td>\n",
       "      <td>0.137452</td>\n",
       "      <td>-0.181405</td>\n",
       "      <td>0.230831</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1991-04-15</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>-0.565940</td>\n",
       "      <td>-0.642349</td>\n",
       "      <td>0.184487</td>\n",
       "      <td>0.393366</td>\n",
       "      <td>-0.807214</td>\n",
       "      <td>-0.995932</td>\n",
       "      <td>0.282518</td>\n",
       "      <td>0.065405</td>\n",
       "      <td>0.001673</td>\n",
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       "      <th>5</th>\n",
       "      <td>1991-05-15</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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>...</td>\n",
       "      <td>-0.681557</td>\n",
       "      <td>-0.319570</td>\n",
       "      <td>0.362621</td>\n",
       "      <td>0.512151</td>\n",
       "      <td>-0.899672</td>\n",
       "      <td>-0.603688</td>\n",
       "      <td>0.098589</td>\n",
       "      <td>-0.011294</td>\n",
       "      <td>0.028658</td>\n",
       "      <td>0.112588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1991-06-15</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",
       "      <td>...</td>\n",
       "      <td>-0.170279</td>\n",
       "      <td>-0.071115</td>\n",
       "      <td>0.254471</td>\n",
       "      <td>0.291587</td>\n",
       "      <td>-0.270971</td>\n",
       "      <td>-0.291382</td>\n",
       "      <td>0.176897</td>\n",
       "      <td>0.045113</td>\n",
       "      <td>0.058806</td>\n",
       "      <td>0.317372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1991-07-15</td>\n",
       "      <td>0.013080</td>\n",
       "      <td>0.033833</td>\n",
       "      <td>0.032649</td>\n",
       "      <td>0.012340</td>\n",
       "      <td>0.053788</td>\n",
       "      <td>0.027467</td>\n",
       "      <td>0.010322</td>\n",
       "      <td>0.006038</td>\n",
       "      <td>0.003563</td>\n",
       "      <td>...</td>\n",
       "      <td>0.097544</td>\n",
       "      <td>0.122240</td>\n",
       "      <td>0.228113</td>\n",
       "      <td>0.262278</td>\n",
       "      <td>0.108361</td>\n",
       "      <td>0.085672</td>\n",
       "      <td>0.223974</td>\n",
       "      <td>0.159552</td>\n",
       "      <td>0.048685</td>\n",
       "      <td>0.326756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1991-08-15</td>\n",
       "      <td>0.105639</td>\n",
       "      <td>0.157147</td>\n",
       "      <td>0.162829</td>\n",
       "      <td>0.073008</td>\n",
       "      <td>0.171981</td>\n",
       "      <td>0.142239</td>\n",
       "      <td>0.099916</td>\n",
       "      <td>0.093568</td>\n",
       "      <td>0.050260</td>\n",
       "      <td>...</td>\n",
       "      <td>0.140765</td>\n",
       "      <td>0.145078</td>\n",
       "      <td>0.170029</td>\n",
       "      <td>0.212659</td>\n",
       "      <td>0.138375</td>\n",
       "      <td>0.123860</td>\n",
       "      <td>0.179917</td>\n",
       "      <td>0.133898</td>\n",
       "      <td>0.054643</td>\n",
       "      <td>0.254421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1991-09-15</td>\n",
       "      <td>0.132593</td>\n",
       "      <td>0.165886</td>\n",
       "      <td>0.187124</td>\n",
       "      <td>0.171352</td>\n",
       "      <td>0.169639</td>\n",
       "      <td>0.180249</td>\n",
       "      <td>0.198788</td>\n",
       "      <td>0.192252</td>\n",
       "      <td>0.091762</td>\n",
       "      <td>...</td>\n",
       "      <td>0.150403</td>\n",
       "      <td>0.140031</td>\n",
       "      <td>0.133157</td>\n",
       "      <td>0.178146</td>\n",
       "      <td>0.186484</td>\n",
       "      <td>0.142073</td>\n",
       "      <td>0.143465</td>\n",
       "      <td>0.127371</td>\n",
       "      <td>0.037393</td>\n",
       "      <td>0.149659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1991-10-15</td>\n",
       "      <td>0.125795</td>\n",
       "      <td>0.089616</td>\n",
       "      <td>0.141393</td>\n",
       "      <td>0.177790</td>\n",
       "      <td>0.146745</td>\n",
       "      <td>0.047370</td>\n",
       "      <td>0.242192</td>\n",
       "      <td>0.204601</td>\n",
       "      <td>0.128664</td>\n",
       "      <td>...</td>\n",
       "      <td>0.237435</td>\n",
       "      <td>0.217593</td>\n",
       "      <td>0.131648</td>\n",
       "      <td>0.118224</td>\n",
       "      <td>0.220690</td>\n",
       "      <td>0.200445</td>\n",
       "      <td>0.147111</td>\n",
       "      <td>0.155489</td>\n",
       "      <td>0.078045</td>\n",
       "      <td>0.152797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1991-11-15</td>\n",
       "      <td>0.082204</td>\n",
       "      <td>0.149655</td>\n",
       "      <td>0.065832</td>\n",
       "      <td>0.207220</td>\n",
       "      <td>0.224454</td>\n",
       "      <td>0.082474</td>\n",
       "      <td>0.329459</td>\n",
       "      <td>0.185145</td>\n",
       "      <td>0.106496</td>\n",
       "      <td>...</td>\n",
       "      <td>0.175844</td>\n",
       "      <td>0.119803</td>\n",
       "      <td>-0.043193</td>\n",
       "      <td>0.034440</td>\n",
       "      <td>0.145693</td>\n",
       "      <td>0.161362</td>\n",
       "      <td>-0.018624</td>\n",
       "      <td>0.086204</td>\n",
       "      <td>-0.033832</td>\n",
       "      <td>0.009800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1991-12-15</td>\n",
       "      <td>0.136573</td>\n",
       "      <td>0.280658</td>\n",
       "      <td>0.047750</td>\n",
       "      <td>0.225198</td>\n",
       "      <td>0.285584</td>\n",
       "      <td>0.239192</td>\n",
       "      <td>0.235471</td>\n",
       "      <td>0.223336</td>\n",
       "      <td>0.207270</td>\n",
       "      <td>...</td>\n",
       "      <td>0.242394</td>\n",
       "      <td>0.144899</td>\n",
       "      <td>0.132087</td>\n",
       "      <td>0.219647</td>\n",
       "      <td>0.220444</td>\n",
       "      <td>0.324674</td>\n",
       "      <td>0.024272</td>\n",
       "      <td>0.169332</td>\n",
       "      <td>0.161888</td>\n",
       "      <td>0.282088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1992-01-15</td>\n",
       "      <td>0.083243</td>\n",
       "      <td>0.239340</td>\n",
       "      <td>0.090787</td>\n",
       "      <td>0.097498</td>\n",
       "      <td>0.115906</td>\n",
       "      <td>0.164361</td>\n",
       "      <td>0.028408</td>\n",
       "      <td>0.110139</td>\n",
       "      <td>0.171846</td>\n",
       "      <td>...</td>\n",
       "      <td>0.257292</td>\n",
       "      <td>0.167811</td>\n",
       "      <td>0.199047</td>\n",
       "      <td>0.286551</td>\n",
       "      <td>0.006746</td>\n",
       "      <td>0.280907</td>\n",
       "      <td>-0.061648</td>\n",
       "      <td>0.106238</td>\n",
       "      <td>0.021405</td>\n",
       "      <td>0.178527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1992-02-15</td>\n",
       "      <td>0.040225</td>\n",
       "      <td>0.366457</td>\n",
       "      <td>0.107924</td>\n",
       "      <td>0.070720</td>\n",
       "      <td>0.241891</td>\n",
       "      <td>0.404028</td>\n",
       "      <td>-0.014599</td>\n",
       "      <td>-0.206629</td>\n",
       "      <td>-0.029714</td>\n",
       "      <td>...</td>\n",
       "      <td>0.244102</td>\n",
       "      <td>-0.020173</td>\n",
       "      <td>0.017217</td>\n",
       "      <td>0.339827</td>\n",
       "      <td>0.141343</td>\n",
       "      <td>0.192000</td>\n",
       "      <td>-0.203572</td>\n",
       "      <td>0.094707</td>\n",
       "      <td>-0.025468</td>\n",
       "      <td>0.133809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1992-03-15</td>\n",
       "      <td>0.033853</td>\n",
       "      <td>0.207750</td>\n",
       "      <td>-0.000654</td>\n",
       "      <td>-0.310546</td>\n",
       "      <td>0.094983</td>\n",
       "      <td>0.237275</td>\n",
       "      <td>-0.313070</td>\n",
       "      <td>-0.543843</td>\n",
       "      <td>-0.184591</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.257838</td>\n",
       "      <td>-0.334672</td>\n",
       "      <td>-0.078427</td>\n",
       "      <td>0.179802</td>\n",
       "      <td>0.029507</td>\n",
       "      <td>0.140090</td>\n",
       "      <td>-0.355532</td>\n",
       "      <td>0.026725</td>\n",
       "      <td>-0.046496</td>\n",
       "      <td>0.267784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1992-04-15</td>\n",
       "      <td>-0.123911</td>\n",
       "      <td>0.343399</td>\n",
       "      <td>-0.039119</td>\n",
       "      <td>-0.309255</td>\n",
       "      <td>0.388613</td>\n",
       "      <td>0.151541</td>\n",
       "      <td>-0.304400</td>\n",
       "      <td>-0.582033</td>\n",
       "      <td>-0.464378</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.281940</td>\n",
       "      <td>-0.275873</td>\n",
       "      <td>-0.122923</td>\n",
       "      <td>0.262563</td>\n",
       "      <td>-0.323452</td>\n",
       "      <td>-0.309992</td>\n",
       "      <td>0.150526</td>\n",
       "      <td>-0.057444</td>\n",
       "      <td>-0.039694</td>\n",
       "      <td>0.185400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1992-05-15</td>\n",
       "      <td>0.262039</td>\n",
       "      <td>0.751180</td>\n",
       "      <td>0.219338</td>\n",
       "      <td>-0.064788</td>\n",
       "      <td>0.708921</td>\n",
       "      <td>0.385316</td>\n",
       "      <td>-0.117706</td>\n",
       "      <td>-0.190206</td>\n",
       "      <td>-0.253215</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.162125</td>\n",
       "      <td>-0.162925</td>\n",
       "      <td>-0.293737</td>\n",
       "      <td>-0.046717</td>\n",
       "      <td>-0.465690</td>\n",
       "      <td>-0.431036</td>\n",
       "      <td>0.155346</td>\n",
       "      <td>-0.023605</td>\n",
       "      <td>-0.295199</td>\n",
       "      <td>-0.069728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1992-06-15</td>\n",
       "      <td>0.265568</td>\n",
       "      <td>0.437496</td>\n",
       "      <td>0.260247</td>\n",
       "      <td>0.034176</td>\n",
       "      <td>0.398082</td>\n",
       "      <td>0.256971</td>\n",
       "      <td>0.008243</td>\n",
       "      <td>0.026827</td>\n",
       "      <td>-0.131939</td>\n",
       "      <td>...</td>\n",
       "      <td>0.062805</td>\n",
       "      <td>0.045908</td>\n",
       "      <td>0.024350</td>\n",
       "      <td>0.158235</td>\n",
       "      <td>0.060746</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>0.196839</td>\n",
       "      <td>0.075436</td>\n",
       "      <td>0.031007</td>\n",
       "      <td>0.214235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1992-07-15</td>\n",
       "      <td>0.240657</td>\n",
       "      <td>0.328558</td>\n",
       "      <td>0.222158</td>\n",
       "      <td>0.103845</td>\n",
       "      <td>0.336201</td>\n",
       "      <td>0.224621</td>\n",
       "      <td>0.216025</td>\n",
       "      <td>0.158678</td>\n",
       "      <td>0.104712</td>\n",
       "      <td>...</td>\n",
       "      <td>0.195595</td>\n",
       "      <td>0.120303</td>\n",
       "      <td>0.063928</td>\n",
       "      <td>0.134873</td>\n",
       "      <td>0.133441</td>\n",
       "      <td>0.165771</td>\n",
       "      <td>0.168751</td>\n",
       "      <td>0.075058</td>\n",
       "      <td>0.033695</td>\n",
       "      <td>0.189643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1992-08-15</td>\n",
       "      <td>0.183137</td>\n",
       "      <td>0.274903</td>\n",
       "      <td>0.178138</td>\n",
       "      <td>0.102633</td>\n",
       "      <td>0.277490</td>\n",
       "      <td>0.173023</td>\n",
       "      <td>0.201000</td>\n",
       "      <td>0.151691</td>\n",
       "      <td>0.101941</td>\n",
       "      <td>...</td>\n",
       "      <td>0.184434</td>\n",
       "      <td>0.134692</td>\n",
       "      <td>0.050105</td>\n",
       "      <td>0.114509</td>\n",
       "      <td>0.145587</td>\n",
       "      <td>0.162235</td>\n",
       "      <td>0.147848</td>\n",
       "      <td>0.087597</td>\n",
       "      <td>0.035609</td>\n",
       "      <td>0.168520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1992-09-15</td>\n",
       "      <td>0.151620</td>\n",
       "      <td>0.241300</td>\n",
       "      <td>0.139404</td>\n",
       "      <td>0.103012</td>\n",
       "      <td>0.246759</td>\n",
       "      <td>0.121529</td>\n",
       "      <td>0.194774</td>\n",
       "      <td>0.176526</td>\n",
       "      <td>0.096213</td>\n",
       "      <td>...</td>\n",
       "      <td>0.148655</td>\n",
       "      <td>0.109711</td>\n",
       "      <td>0.022932</td>\n",
       "      <td>0.072609</td>\n",
       "      <td>0.084692</td>\n",
       "      <td>0.144076</td>\n",
       "      <td>0.082414</td>\n",
       "      <td>0.043877</td>\n",
       "      <td>0.030897</td>\n",
       "      <td>0.114046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1992-10-15</td>\n",
       "      <td>0.153549</td>\n",
       "      <td>0.203818</td>\n",
       "      <td>0.188339</td>\n",
       "      <td>0.128393</td>\n",
       "      <td>0.232792</td>\n",
       "      <td>0.128358</td>\n",
       "      <td>0.274200</td>\n",
       "      <td>0.189304</td>\n",
       "      <td>0.116763</td>\n",
       "      <td>...</td>\n",
       "      <td>0.162819</td>\n",
       "      <td>0.028377</td>\n",
       "      <td>0.038401</td>\n",
       "      <td>0.076515</td>\n",
       "      <td>0.148305</td>\n",
       "      <td>0.179565</td>\n",
       "      <td>0.065645</td>\n",
       "      <td>0.045162</td>\n",
       "      <td>0.021868</td>\n",
       "      <td>0.117774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1992-11-15</td>\n",
       "      <td>0.131057</td>\n",
       "      <td>0.167772</td>\n",
       "      <td>0.096191</td>\n",
       "      <td>0.057864</td>\n",
       "      <td>0.152808</td>\n",
       "      <td>-0.042560</td>\n",
       "      <td>0.295716</td>\n",
       "      <td>0.144632</td>\n",
       "      <td>0.085364</td>\n",
       "      <td>...</td>\n",
       "      <td>0.161824</td>\n",
       "      <td>0.120885</td>\n",
       "      <td>0.000819</td>\n",
       "      <td>-0.041743</td>\n",
       "      <td>0.153826</td>\n",
       "      <td>0.103749</td>\n",
       "      <td>0.056069</td>\n",
       "      <td>0.066302</td>\n",
       "      <td>-0.024653</td>\n",
       "      <td>0.111430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1992-12-15</td>\n",
       "      <td>0.008920</td>\n",
       "      <td>0.081873</td>\n",
       "      <td>0.167811</td>\n",
       "      <td>0.066395</td>\n",
       "      <td>0.231014</td>\n",
       "      <td>-0.228180</td>\n",
       "      <td>0.211385</td>\n",
       "      <td>0.218441</td>\n",
       "      <td>0.124919</td>\n",
       "      <td>...</td>\n",
       "      <td>0.428099</td>\n",
       "      <td>0.224166</td>\n",
       "      <td>0.050725</td>\n",
       "      <td>0.143545</td>\n",
       "      <td>0.347143</td>\n",
       "      <td>0.321474</td>\n",
       "      <td>0.304166</td>\n",
       "      <td>0.137722</td>\n",
       "      <td>0.104213</td>\n",
       "      <td>0.259576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1993-01-15</td>\n",
       "      <td>0.070456</td>\n",
       "      <td>-0.033971</td>\n",
       "      <td>0.217121</td>\n",
       "      <td>-0.055805</td>\n",
       "      <td>0.264517</td>\n",
       "      <td>-0.184897</td>\n",
       "      <td>0.081452</td>\n",
       "      <td>0.110588</td>\n",
       "      <td>0.032876</td>\n",
       "      <td>...</td>\n",
       "      <td>0.425418</td>\n",
       "      <td>0.167334</td>\n",
       "      <td>0.122752</td>\n",
       "      <td>0.170346</td>\n",
       "      <td>0.282614</td>\n",
       "      <td>-0.028221</td>\n",
       "      <td>0.363836</td>\n",
       "      <td>0.266692</td>\n",
       "      <td>0.174111</td>\n",
       "      <td>0.030812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1993-02-15</td>\n",
       "      <td>0.178239</td>\n",
       "      <td>-0.032683</td>\n",
       "      <td>0.276391</td>\n",
       "      <td>-0.049348</td>\n",
       "      <td>0.286415</td>\n",
       "      <td>-0.042433</td>\n",
       "      <td>0.214194</td>\n",
       "      <td>0.127829</td>\n",
       "      <td>0.057607</td>\n",
       "      <td>...</td>\n",
       "      <td>0.516159</td>\n",
       "      <td>0.092635</td>\n",
       "      <td>0.244439</td>\n",
       "      <td>0.242738</td>\n",
       "      <td>0.369516</td>\n",
       "      <td>0.015033</td>\n",
       "      <td>0.295144</td>\n",
       "      <td>0.138826</td>\n",
       "      <td>0.377353</td>\n",
       "      <td>0.023602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1993-03-15</td>\n",
       "      <td>0.171328</td>\n",
       "      <td>-0.135633</td>\n",
       "      <td>0.346759</td>\n",
       "      <td>-0.099914</td>\n",
       "      <td>0.059156</td>\n",
       "      <td>-0.022134</td>\n",
       "      <td>0.030496</td>\n",
       "      <td>0.119818</td>\n",
       "      <td>-0.187097</td>\n",
       "      <td>...</td>\n",
       "      <td>0.293923</td>\n",
       "      <td>-0.051336</td>\n",
       "      <td>-0.050858</td>\n",
       "      <td>0.201988</td>\n",
       "      <td>0.224239</td>\n",
       "      <td>-0.199657</td>\n",
       "      <td>-0.103457</td>\n",
       "      <td>0.263558</td>\n",
       "      <td>0.253868</td>\n",
       "      <td>-0.211193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1993-04-15</td>\n",
       "      <td>0.198895</td>\n",
       "      <td>0.246107</td>\n",
       "      <td>0.305792</td>\n",
       "      <td>-0.179900</td>\n",
       "      <td>0.245234</td>\n",
       "      <td>0.213554</td>\n",
       "      <td>-0.105598</td>\n",
       "      <td>0.104203</td>\n",
       "      <td>-0.139325</td>\n",
       "      <td>...</td>\n",
       "      <td>0.304039</td>\n",
       "      <td>0.373872</td>\n",
       "      <td>0.176064</td>\n",
       "      <td>0.327617</td>\n",
       "      <td>0.605493</td>\n",
       "      <td>0.170140</td>\n",
       "      <td>0.049308</td>\n",
       "      <td>0.247507</td>\n",
       "      <td>0.368540</td>\n",
       "      <td>0.299078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1993-05-15</td>\n",
       "      <td>0.498901</td>\n",
       "      <td>0.671865</td>\n",
       "      <td>0.548771</td>\n",
       "      <td>0.261077</td>\n",
       "      <td>0.225232</td>\n",
       "      <td>0.304994</td>\n",
       "      <td>0.209941</td>\n",
       "      <td>0.233123</td>\n",
       "      <td>0.048623</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006529</td>\n",
       "      <td>0.136109</td>\n",
       "      <td>0.310178</td>\n",
       "      <td>0.089191</td>\n",
       "      <td>0.214057</td>\n",
       "      <td>0.157023</td>\n",
       "      <td>-0.086494</td>\n",
       "      <td>0.026875</td>\n",
       "      <td>0.085555</td>\n",
       "      <td>0.194539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1993-06-15</td>\n",
       "      <td>0.226307</td>\n",
       "      <td>0.216330</td>\n",
       "      <td>0.221767</td>\n",
       "      <td>0.134612</td>\n",
       "      <td>0.176986</td>\n",
       "      <td>0.152914</td>\n",
       "      <td>0.143634</td>\n",
       "      <td>0.116609</td>\n",
       "      <td>0.107540</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000865</td>\n",
       "      <td>-0.071924</td>\n",
       "      <td>0.035482</td>\n",
       "      <td>0.039802</td>\n",
       "      <td>0.030293</td>\n",
       "      <td>0.045568</td>\n",
       "      <td>-0.019792</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.006011</td>\n",
       "      <td>0.071817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1993-07-15</td>\n",
       "      <td>0.087052</td>\n",
       "      <td>0.148603</td>\n",
       "      <td>0.080452</td>\n",
       "      <td>0.032534</td>\n",
       "      <td>0.132983</td>\n",
       "      <td>0.085109</td>\n",
       "      <td>0.122921</td>\n",
       "      <td>0.080393</td>\n",
       "      <td>0.034384</td>\n",
       "      <td>...</td>\n",
       "      <td>0.056673</td>\n",
       "      <td>0.036000</td>\n",
       "      <td>0.019678</td>\n",
       "      <td>0.012596</td>\n",
       "      <td>0.036434</td>\n",
       "      <td>0.051507</td>\n",
       "      <td>0.051272</td>\n",
       "      <td>0.017812</td>\n",
       "      <td>0.016913</td>\n",
       "      <td>0.049312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1993-08-15</td>\n",
       "      <td>0.077224</td>\n",
       "      <td>0.119995</td>\n",
       "      <td>0.079922</td>\n",
       "      <td>0.040123</td>\n",
       "      <td>0.109425</td>\n",
       "      <td>0.078083</td>\n",
       "      <td>0.103639</td>\n",
       "      <td>0.086517</td>\n",
       "      <td>0.042581</td>\n",
       "      <td>...</td>\n",
       "      <td>0.054690</td>\n",
       "      <td>0.037197</td>\n",
       "      <td>0.026002</td>\n",
       "      <td>0.014900</td>\n",
       "      <td>0.028399</td>\n",
       "      <td>0.037670</td>\n",
       "      <td>0.052652</td>\n",
       "      <td>0.035570</td>\n",
       "      <td>0.019137</td>\n",
       "      <td>0.050551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1993-09-15</td>\n",
       "      <td>0.062198</td>\n",
       "      <td>0.080349</td>\n",
       "      <td>0.003898</td>\n",
       "      <td>-0.022934</td>\n",
       "      <td>0.068545</td>\n",
       "      <td>0.029400</td>\n",
       "      <td>0.041196</td>\n",
       "      <td>0.046607</td>\n",
       "      <td>0.010248</td>\n",
       "      <td>...</td>\n",
       "      <td>0.038565</td>\n",
       "      <td>0.030003</td>\n",
       "      <td>0.010075</td>\n",
       "      <td>0.027466</td>\n",
       "      <td>0.041642</td>\n",
       "      <td>0.060548</td>\n",
       "      <td>0.043688</td>\n",
       "      <td>0.023199</td>\n",
       "      <td>0.030224</td>\n",
       "      <td>0.042957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1993-10-15</td>\n",
       "      <td>-0.020624</td>\n",
       "      <td>0.100569</td>\n",
       "      <td>0.028255</td>\n",
       "      <td>0.039994</td>\n",
       "      <td>0.130928</td>\n",
       "      <td>0.089486</td>\n",
       "      <td>0.030996</td>\n",
       "      <td>0.059548</td>\n",
       "      <td>0.022465</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009018</td>\n",
       "      <td>0.015399</td>\n",
       "      <td>0.010658</td>\n",
       "      <td>0.002796</td>\n",
       "      <td>0.041269</td>\n",
       "      <td>0.011700</td>\n",
       "      <td>0.014477</td>\n",
       "      <td>-0.004279</td>\n",
       "      <td>-0.001037</td>\n",
       "      <td>0.015218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1993-11-15</td>\n",
       "      <td>0.128816</td>\n",
       "      <td>0.192845</td>\n",
       "      <td>0.144151</td>\n",
       "      <td>0.046640</td>\n",
       "      <td>0.130198</td>\n",
       "      <td>0.139217</td>\n",
       "      <td>0.208271</td>\n",
       "      <td>0.018324</td>\n",
       "      <td>0.111037</td>\n",
       "      <td>...</td>\n",
       "      <td>0.068984</td>\n",
       "      <td>0.114726</td>\n",
       "      <td>0.111120</td>\n",
       "      <td>0.200501</td>\n",
       "      <td>0.095499</td>\n",
       "      <td>-0.014014</td>\n",
       "      <td>0.063130</td>\n",
       "      <td>0.165413</td>\n",
       "      <td>0.077936</td>\n",
       "      <td>0.163230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1993-12-15</td>\n",
       "      <td>0.068691</td>\n",
       "      <td>-0.038000</td>\n",
       "      <td>0.075587</td>\n",
       "      <td>0.052537</td>\n",
       "      <td>0.176625</td>\n",
       "      <td>0.032195</td>\n",
       "      <td>0.079492</td>\n",
       "      <td>0.050332</td>\n",
       "      <td>-0.095540</td>\n",
       "      <td>...</td>\n",
       "      <td>0.177482</td>\n",
       "      <td>0.105200</td>\n",
       "      <td>0.052648</td>\n",
       "      <td>0.181077</td>\n",
       "      <td>0.078728</td>\n",
       "      <td>0.024932</td>\n",
       "      <td>0.108710</td>\n",
       "      <td>0.072365</td>\n",
       "      <td>0.134341</td>\n",
       "      <td>0.169702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1994-01-15</td>\n",
       "      <td>-0.097976</td>\n",
       "      <td>0.037293</td>\n",
       "      <td>0.214344</td>\n",
       "      <td>0.192617</td>\n",
       "      <td>0.153463</td>\n",
       "      <td>0.126650</td>\n",
       "      <td>0.035320</td>\n",
       "      <td>0.182623</td>\n",
       "      <td>0.038859</td>\n",
       "      <td>...</td>\n",
       "      <td>0.085163</td>\n",
       "      <td>0.044790</td>\n",
       "      <td>-0.002865</td>\n",
       "      <td>0.105074</td>\n",
       "      <td>0.112786</td>\n",
       "      <td>-0.159445</td>\n",
       "      <td>-0.039807</td>\n",
       "      <td>-0.076735</td>\n",
       "      <td>0.188909</td>\n",
       "      <td>0.075667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1994-02-15</td>\n",
       "      <td>-0.414217</td>\n",
       "      <td>-0.287900</td>\n",
       "      <td>-0.080732</td>\n",
       "      <td>-0.096405</td>\n",
       "      <td>-0.048913</td>\n",
       "      <td>-0.290601</td>\n",
       "      <td>-0.334916</td>\n",
       "      <td>-0.060421</td>\n",
       "      <td>-0.334514</td>\n",
       "      <td>...</td>\n",
       "      <td>0.275676</td>\n",
       "      <td>0.236928</td>\n",
       "      <td>0.090351</td>\n",
       "      <td>0.140777</td>\n",
       "      <td>0.251656</td>\n",
       "      <td>-0.088651</td>\n",
       "      <td>0.167095</td>\n",
       "      <td>0.088974</td>\n",
       "      <td>0.326531</td>\n",
       "      <td>0.146148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1994-03-15</td>\n",
       "      <td>-0.418932</td>\n",
       "      <td>-0.302556</td>\n",
       "      <td>-0.136917</td>\n",
       "      <td>-0.164357</td>\n",
       "      <td>-0.084987</td>\n",
       "      <td>-0.252645</td>\n",
       "      <td>-0.489312</td>\n",
       "      <td>-0.388307</td>\n",
       "      <td>-0.435239</td>\n",
       "      <td>...</td>\n",
       "      <td>0.151079</td>\n",
       "      <td>0.089073</td>\n",
       "      <td>-0.172974</td>\n",
       "      <td>0.017393</td>\n",
       "      <td>0.287690</td>\n",
       "      <td>-0.047336</td>\n",
       "      <td>0.128710</td>\n",
       "      <td>0.057019</td>\n",
       "      <td>0.336088</td>\n",
       "      <td>-0.078164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1994-04-15</td>\n",
       "      <td>-0.000438</td>\n",
       "      <td>0.172808</td>\n",
       "      <td>0.052063</td>\n",
       "      <td>-0.191780</td>\n",
       "      <td>-0.052796</td>\n",
       "      <td>-0.005812</td>\n",
       "      <td>-0.044838</td>\n",
       "      <td>0.104577</td>\n",
       "      <td>-0.160548</td>\n",
       "      <td>...</td>\n",
       "      <td>0.106127</td>\n",
       "      <td>-0.357565</td>\n",
       "      <td>-0.155639</td>\n",
       "      <td>-0.015082</td>\n",
       "      <td>0.149061</td>\n",
       "      <td>-0.184791</td>\n",
       "      <td>-0.113319</td>\n",
       "      <td>-0.115927</td>\n",
       "      <td>0.203070</td>\n",
       "      <td>0.091893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1994-05-15</td>\n",
       "      <td>0.175922</td>\n",
       "      <td>0.127053</td>\n",
       "      <td>0.068750</td>\n",
       "      <td>-0.167381</td>\n",
       "      <td>-0.156943</td>\n",
       "      <td>-0.030603</td>\n",
       "      <td>-0.159881</td>\n",
       "      <td>0.180587</td>\n",
       "      <td>0.083033</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.092792</td>\n",
       "      <td>-0.250871</td>\n",
       "      <td>-0.368317</td>\n",
       "      <td>-0.046374</td>\n",
       "      <td>0.197326</td>\n",
       "      <td>-0.234488</td>\n",
       "      <td>-0.316257</td>\n",
       "      <td>-0.320928</td>\n",
       "      <td>0.033694</td>\n",
       "      <td>-0.075413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1994-06-15</td>\n",
       "      <td>0.055829</td>\n",
       "      <td>0.012497</td>\n",
       "      <td>0.026280</td>\n",
       "      <td>-0.000491</td>\n",
       "      <td>0.058021</td>\n",
       "      <td>-0.010753</td>\n",
       "      <td>-0.019721</td>\n",
       "      <td>0.015538</td>\n",
       "      <td>0.042925</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.031245</td>\n",
       "      <td>-0.035004</td>\n",
       "      <td>-0.051283</td>\n",
       "      <td>0.001632</td>\n",
       "      <td>0.034541</td>\n",
       "      <td>-0.041272</td>\n",
       "      <td>-0.008808</td>\n",
       "      <td>-0.042081</td>\n",
       "      <td>0.017996</td>\n",
       "      <td>0.005973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1994-07-15</td>\n",
       "      <td>0.019798</td>\n",
       "      <td>0.047829</td>\n",
       "      <td>0.035435</td>\n",
       "      <td>0.029429</td>\n",
       "      <td>0.040481</td>\n",
       "      <td>0.029672</td>\n",
       "      <td>0.036044</td>\n",
       "      <td>0.033392</td>\n",
       "      <td>0.013438</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032127</td>\n",
       "      <td>0.022785</td>\n",
       "      <td>0.014524</td>\n",
       "      <td>0.013161</td>\n",
       "      <td>0.031865</td>\n",
       "      <td>0.019129</td>\n",
       "      <td>0.018049</td>\n",
       "      <td>0.014928</td>\n",
       "      <td>0.014373</td>\n",
       "      <td>0.033125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1994-08-15</td>\n",
       "      <td>0.011604</td>\n",
       "      <td>0.024470</td>\n",
       "      <td>0.013519</td>\n",
       "      <td>0.013835</td>\n",
       "      <td>0.022011</td>\n",
       "      <td>0.018469</td>\n",
       "      <td>0.017412</td>\n",
       "      <td>0.017058</td>\n",
       "      <td>0.003945</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026418</td>\n",
       "      <td>0.023369</td>\n",
       "      <td>0.017116</td>\n",
       "      <td>0.021559</td>\n",
       "      <td>0.030410</td>\n",
       "      <td>0.022032</td>\n",
       "      <td>0.020606</td>\n",
       "      <td>0.021415</td>\n",
       "      <td>0.012983</td>\n",
       "      <td>0.029545</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45 rows × 83 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date     xncna     xncnb     xncnc     xncnd     xncne     xncnf  \\\n",
       "0   1990-12-15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "1   1991-01-15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "2   1991-02-15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "3   1991-03-15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "4   1991-04-15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "5   1991-05-15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "6   1991-06-15  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "7   1991-07-15  0.013080  0.033833  0.032649  0.012340  0.053788  0.027467   \n",
       "8   1991-08-15  0.105639  0.157147  0.162829  0.073008  0.171981  0.142239   \n",
       "9   1991-09-15  0.132593  0.165886  0.187124  0.171352  0.169639  0.180249   \n",
       "10  1991-10-15  0.125795  0.089616  0.141393  0.177790  0.146745  0.047370   \n",
       "11  1991-11-15  0.082204  0.149655  0.065832  0.207220  0.224454  0.082474   \n",
       "12  1991-12-15  0.136573  0.280658  0.047750  0.225198  0.285584  0.239192   \n",
       "13  1992-01-15  0.083243  0.239340  0.090787  0.097498  0.115906  0.164361   \n",
       "14  1992-02-15  0.040225  0.366457  0.107924  0.070720  0.241891  0.404028   \n",
       "15  1992-03-15  0.033853  0.207750 -0.000654 -0.310546  0.094983  0.237275   \n",
       "16  1992-04-15 -0.123911  0.343399 -0.039119 -0.309255  0.388613  0.151541   \n",
       "17  1992-05-15  0.262039  0.751180  0.219338 -0.064788  0.708921  0.385316   \n",
       "18  1992-06-15  0.265568  0.437496  0.260247  0.034176  0.398082  0.256971   \n",
       "19  1992-07-15  0.240657  0.328558  0.222158  0.103845  0.336201  0.224621   \n",
       "20  1992-08-15  0.183137  0.274903  0.178138  0.102633  0.277490  0.173023   \n",
       "21  1992-09-15  0.151620  0.241300  0.139404  0.103012  0.246759  0.121529   \n",
       "22  1992-10-15  0.153549  0.203818  0.188339  0.128393  0.232792  0.128358   \n",
       "23  1992-11-15  0.131057  0.167772  0.096191  0.057864  0.152808 -0.042560   \n",
       "24  1992-12-15  0.008920  0.081873  0.167811  0.066395  0.231014 -0.228180   \n",
       "25  1993-01-15  0.070456 -0.033971  0.217121 -0.055805  0.264517 -0.184897   \n",
       "26  1993-02-15  0.178239 -0.032683  0.276391 -0.049348  0.286415 -0.042433   \n",
       "27  1993-03-15  0.171328 -0.135633  0.346759 -0.099914  0.059156 -0.022134   \n",
       "28  1993-04-15  0.198895  0.246107  0.305792 -0.179900  0.245234  0.213554   \n",
       "29  1993-05-15  0.498901  0.671865  0.548771  0.261077  0.225232  0.304994   \n",
       "30  1993-06-15  0.226307  0.216330  0.221767  0.134612  0.176986  0.152914   \n",
       "31  1993-07-15  0.087052  0.148603  0.080452  0.032534  0.132983  0.085109   \n",
       "32  1993-08-15  0.077224  0.119995  0.079922  0.040123  0.109425  0.078083   \n",
       "33  1993-09-15  0.062198  0.080349  0.003898 -0.022934  0.068545  0.029400   \n",
       "34  1993-10-15 -0.020624  0.100569  0.028255  0.039994  0.130928  0.089486   \n",
       "35  1993-11-15  0.128816  0.192845  0.144151  0.046640  0.130198  0.139217   \n",
       "36  1993-12-15  0.068691 -0.038000  0.075587  0.052537  0.176625  0.032195   \n",
       "37  1994-01-15 -0.097976  0.037293  0.214344  0.192617  0.153463  0.126650   \n",
       "38  1994-02-15 -0.414217 -0.287900 -0.080732 -0.096405 -0.048913 -0.290601   \n",
       "39  1994-03-15 -0.418932 -0.302556 -0.136917 -0.164357 -0.084987 -0.252645   \n",
       "40  1994-04-15 -0.000438  0.172808  0.052063 -0.191780 -0.052796 -0.005812   \n",
       "41  1994-05-15  0.175922  0.127053  0.068750 -0.167381 -0.156943 -0.030603   \n",
       "42  1994-06-15  0.055829  0.012497  0.026280 -0.000491  0.058021 -0.010753   \n",
       "43  1994-07-15  0.019798  0.047829  0.035435  0.029429  0.040481  0.029672   \n",
       "44  1994-08-15  0.011604  0.024470  0.013519  0.013835  0.022011  0.018469   \n",
       "\n",
       "       xncng     xncnh     xncni  ...     xnqig     xnqih     xnqii     xnqij  \\\n",
       "0   0.000000  0.000000  0.000000  ...  0.000000  0.000000  0.000000  0.000000   \n",
       "1   0.000000  0.000000  0.000000  ... -0.026063 -0.034800 -0.061206 -0.032442   \n",
       "2   0.000000  0.000000  0.000000  ... -0.209576 -0.222561 -0.007624 -0.016092   \n",
       "3   0.000000  0.000000  0.000000  ... -0.323502 -0.497229 -0.163608  0.102053   \n",
       "4   0.000000  0.000000  0.000000  ... -0.565940 -0.642349  0.184487  0.393366   \n",
       "5   0.000000  0.000000  0.000000  ... -0.681557 -0.319570  0.362621  0.512151   \n",
       "6   0.000000  0.000000  0.000000  ... -0.170279 -0.071115  0.254471  0.291587   \n",
       "7   0.010322  0.006038  0.003563  ...  0.097544  0.122240  0.228113  0.262278   \n",
       "8   0.099916  0.093568  0.050260  ...  0.140765  0.145078  0.170029  0.212659   \n",
       "9   0.198788  0.192252  0.091762  ...  0.150403  0.140031  0.133157  0.178146   \n",
       "10  0.242192  0.204601  0.128664  ...  0.237435  0.217593  0.131648  0.118224   \n",
       "11  0.329459  0.185145  0.106496  ...  0.175844  0.119803 -0.043193  0.034440   \n",
       "12  0.235471  0.223336  0.207270  ...  0.242394  0.144899  0.132087  0.219647   \n",
       "13  0.028408  0.110139  0.171846  ...  0.257292  0.167811  0.199047  0.286551   \n",
       "14 -0.014599 -0.206629 -0.029714  ...  0.244102 -0.020173  0.017217  0.339827   \n",
       "15 -0.313070 -0.543843 -0.184591  ... -0.257838 -0.334672 -0.078427  0.179802   \n",
       "16 -0.304400 -0.582033 -0.464378  ... -0.281940 -0.275873 -0.122923  0.262563   \n",
       "17 -0.117706 -0.190206 -0.253215  ... -0.162125 -0.162925 -0.293737 -0.046717   \n",
       "18  0.008243  0.026827 -0.131939  ...  0.062805  0.045908  0.024350  0.158235   \n",
       "19  0.216025  0.158678  0.104712  ...  0.195595  0.120303  0.063928  0.134873   \n",
       "20  0.201000  0.151691  0.101941  ...  0.184434  0.134692  0.050105  0.114509   \n",
       "21  0.194774  0.176526  0.096213  ...  0.148655  0.109711  0.022932  0.072609   \n",
       "22  0.274200  0.189304  0.116763  ...  0.162819  0.028377  0.038401  0.076515   \n",
       "23  0.295716  0.144632  0.085364  ...  0.161824  0.120885  0.000819 -0.041743   \n",
       "24  0.211385  0.218441  0.124919  ...  0.428099  0.224166  0.050725  0.143545   \n",
       "25  0.081452  0.110588  0.032876  ...  0.425418  0.167334  0.122752  0.170346   \n",
       "26  0.214194  0.127829  0.057607  ...  0.516159  0.092635  0.244439  0.242738   \n",
       "27  0.030496  0.119818 -0.187097  ...  0.293923 -0.051336 -0.050858  0.201988   \n",
       "28 -0.105598  0.104203 -0.139325  ...  0.304039  0.373872  0.176064  0.327617   \n",
       "29  0.209941  0.233123  0.048623  ... -0.006529  0.136109  0.310178  0.089191   \n",
       "30  0.143634  0.116609  0.107540  ... -0.000865 -0.071924  0.035482  0.039802   \n",
       "31  0.122921  0.080393  0.034384  ...  0.056673  0.036000  0.019678  0.012596   \n",
       "32  0.103639  0.086517  0.042581  ...  0.054690  0.037197  0.026002  0.014900   \n",
       "33  0.041196  0.046607  0.010248  ...  0.038565  0.030003  0.010075  0.027466   \n",
       "34  0.030996  0.059548  0.022465  ...  0.009018  0.015399  0.010658  0.002796   \n",
       "35  0.208271  0.018324  0.111037  ...  0.068984  0.114726  0.111120  0.200501   \n",
       "36  0.079492  0.050332 -0.095540  ...  0.177482  0.105200  0.052648  0.181077   \n",
       "37  0.035320  0.182623  0.038859  ...  0.085163  0.044790 -0.002865  0.105074   \n",
       "38 -0.334916 -0.060421 -0.334514  ...  0.275676  0.236928  0.090351  0.140777   \n",
       "39 -0.489312 -0.388307 -0.435239  ...  0.151079  0.089073 -0.172974  0.017393   \n",
       "40 -0.044838  0.104577 -0.160548  ...  0.106127 -0.357565 -0.155639 -0.015082   \n",
       "41 -0.159881  0.180587  0.083033  ... -0.092792 -0.250871 -0.368317 -0.046374   \n",
       "42 -0.019721  0.015538  0.042925  ... -0.031245 -0.035004 -0.051283  0.001632   \n",
       "43  0.036044  0.033392  0.013438  ...  0.032127  0.022785  0.014524  0.013161   \n",
       "44  0.017412  0.017058  0.003945  ...  0.026418  0.023369  0.017116  0.021559   \n",
       "\n",
       "       xnqik     xnqil     xnqim     xnqin     xnqio     xnqip  \n",
       "0   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
       "1  -0.025514 -0.073227 -0.043196 -0.025584 -0.062966 -0.008997  \n",
       "2  -0.170786 -0.258896 -0.067424  0.042451 -0.184748  0.107179  \n",
       "3  -0.401819 -0.537934  0.002416  0.137452 -0.181405  0.230831  \n",
       "4  -0.807214 -0.995932  0.282518  0.065405  0.001673  0.241498  \n",
       "5  -0.899672 -0.603688  0.098589 -0.011294  0.028658  0.112588  \n",
       "6  -0.270971 -0.291382  0.176897  0.045113  0.058806  0.317372  \n",
       "7   0.108361  0.085672  0.223974  0.159552  0.048685  0.326756  \n",
       "8   0.138375  0.123860  0.179917  0.133898  0.054643  0.254421  \n",
       "9   0.186484  0.142073  0.143465  0.127371  0.037393  0.149659  \n",
       "10  0.220690  0.200445  0.147111  0.155489  0.078045  0.152797  \n",
       "11  0.145693  0.161362 -0.018624  0.086204 -0.033832  0.009800  \n",
       "12  0.220444  0.324674  0.024272  0.169332  0.161888  0.282088  \n",
       "13  0.006746  0.280907 -0.061648  0.106238  0.021405  0.178527  \n",
       "14  0.141343  0.192000 -0.203572  0.094707 -0.025468  0.133809  \n",
       "15  0.029507  0.140090 -0.355532  0.026725 -0.046496  0.267784  \n",
       "16 -0.323452 -0.309992  0.150526 -0.057444 -0.039694  0.185400  \n",
       "17 -0.465690 -0.431036  0.155346 -0.023605 -0.295199 -0.069728  \n",
       "18  0.060746  0.000209  0.196839  0.075436  0.031007  0.214235  \n",
       "19  0.133441  0.165771  0.168751  0.075058  0.033695  0.189643  \n",
       "20  0.145587  0.162235  0.147848  0.087597  0.035609  0.168520  \n",
       "21  0.084692  0.144076  0.082414  0.043877  0.030897  0.114046  \n",
       "22  0.148305  0.179565  0.065645  0.045162  0.021868  0.117774  \n",
       "23  0.153826  0.103749  0.056069  0.066302 -0.024653  0.111430  \n",
       "24  0.347143  0.321474  0.304166  0.137722  0.104213  0.259576  \n",
       "25  0.282614 -0.028221  0.363836  0.266692  0.174111  0.030812  \n",
       "26  0.369516  0.015033  0.295144  0.138826  0.377353  0.023602  \n",
       "27  0.224239 -0.199657 -0.103457  0.263558  0.253868 -0.211193  \n",
       "28  0.605493  0.170140  0.049308  0.247507  0.368540  0.299078  \n",
       "29  0.214057  0.157023 -0.086494  0.026875  0.085555  0.194539  \n",
       "30  0.030293  0.045568 -0.019792  0.000270  0.006011  0.071817  \n",
       "31  0.036434  0.051507  0.051272  0.017812  0.016913  0.049312  \n",
       "32  0.028399  0.037670  0.052652  0.035570  0.019137  0.050551  \n",
       "33  0.041642  0.060548  0.043688  0.023199  0.030224  0.042957  \n",
       "34  0.041269  0.011700  0.014477 -0.004279 -0.001037  0.015218  \n",
       "35  0.095499 -0.014014  0.063130  0.165413  0.077936  0.163230  \n",
       "36  0.078728  0.024932  0.108710  0.072365  0.134341  0.169702  \n",
       "37  0.112786 -0.159445 -0.039807 -0.076735  0.188909  0.075667  \n",
       "38  0.251656 -0.088651  0.167095  0.088974  0.326531  0.146148  \n",
       "39  0.287690 -0.047336  0.128710  0.057019  0.336088 -0.078164  \n",
       "40  0.149061 -0.184791 -0.113319 -0.115927  0.203070  0.091893  \n",
       "41  0.197326 -0.234488 -0.316257 -0.320928  0.033694 -0.075413  \n",
       "42  0.034541 -0.041272 -0.008808 -0.042081  0.017996  0.005973  \n",
       "43  0.031865  0.019129  0.018049  0.014928  0.014373  0.033125  \n",
       "44  0.030410  0.022032  0.020606  0.021415  0.012983  0.029545  \n",
       "\n",
       "[45 rows x 83 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_lauren = pd.read_csv('../data_input/Marshall_et_al_2020_GRL/albedo.csv')\n",
    "df_lauren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "irf\n",
      "erf\n",
      "ts\n",
      "albedo\n",
      "cl_lw\n",
      "cl_sw\n",
      "hus_lw_stratosphere\n",
      "hus_sw_stratosphere\n",
      "hus_lw_troposphere\n",
      "hus_sw_troposphere\n",
      "ta_stratosphere\n",
      "ta_troposphere\n"
     ]
    }
   ],
   "source": [
    "volcanic_adj = {}\n",
    "for adj_type in ['irf', 'erf', 'ts', 'albedo', 'cl_lw', 'cl_sw', 'hus_lw_stratosphere', 'hus_sw_stratosphere', 'hus_lw_troposphere', 'hus_sw_troposphere', 'ta_stratosphere', 'ta_troposphere']:\n",
    "    print(adj_type)\n",
    "    df_lauren = pd.read_csv('../data_input/Marshall_et_al_2020_GRL/%s.csv' % adj_type)\n",
    "    jul = df_lauren.loc[7:30,'xncna':'xncop'].mean()\n",
    "    jan = df_lauren.loc[1:24,'xnqha':'xnqip'].mean()\n",
    "    volcanic_adj[adj_type] = np.mean((jul, jan))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "flux_data = []\n",
    "flux_data.append(['ERF', 'HadGEM3', volcanic_adj['erf']])\n",
    "flux_data.append(['IRF', 'HadGEM3', volcanic_adj['irf']])\n",
    "flux_data.append(['tas', 'HadGEM3', volcanic_adj['ts']])\n",
    "flux_data.append(['alb', 'HadGEM3', volcanic_adj['albedo']])\n",
    "flux_data.append(['cloud', 'HadGEM3', volcanic_adj['cl_lw'] + volcanic_adj['cl_sw']])\n",
    "flux_data.append(['hus', 'HadGEM3', volcanic_adj['hus_lw_stratosphere'] + volcanic_adj['hus_lw_troposphere'] + volcanic_adj['hus_sw_stratosphere'] + volcanic_adj['hus_sw_troposphere']])\n",
    "flux_data.append(['ta_trop', 'HadGEM3', volcanic_adj['ta_troposphere']])\n",
    "flux_data.append(['ta_strat', 'HadGEM3', volcanic_adj['ta_stratosphere']])\n",
    "\n",
    "\n",
    "volcanic_df = pd.DataFrame(flux_data, columns=['variable','model','Volcanic'])\n",
    "volcanic_df.set_index(['variable','model'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'irf': -5.586360626222094,\n",
       " 'erf': -4.582349137469372,\n",
       " 'ts': 0.14770207999552404,\n",
       " 'albedo': 0.10301362528133592,\n",
       " 'cl_lw': -0.30085189733107826,\n",
       " 'cl_sw': 1.264540498705339,\n",
       " 'hus_lw_stratosphere': 0.02098358032438023,\n",
       " 'hus_sw_stratosphere': 0.000842645583300467,\n",
       " 'hus_lw_troposphere': -0.014632605493788127,\n",
       " 'hus_sw_troposphere': -0.025474753726155357,\n",
       " 'ta_stratosphere': -0.36435524372483835,\n",
       " 'ta_troposphere': 0.172243559138702}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "volcanic_adj"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Put everything together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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",
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       "\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>2xCO2_sm20</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable</th>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>3.783853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>-0.194851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>-0.484537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>1.342902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>0.151383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>0.043822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>0.710896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>3.621985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>-0.203081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>-0.631683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>1.365129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>0.203279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>0.101641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CanESM5</th>\n",
       "      <td>0.486830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>4.243509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>-0.243378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>-0.599301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>1.348365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>0.240561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>0.186416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CESM2</th>\n",
       "      <td>1.101701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>3.808504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>-0.206782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>-0.599392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>1.136838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>0.298629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>0.098331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>0.221761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>3.773842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>-0.170352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>-0.596092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>1.122679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>0.317069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>0.099708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>0.127758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>3.850766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>-0.193024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>-0.559175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>1.475771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>0.226646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>0.101942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>3.921356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>-0.182197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>-0.580766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.971705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.273458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.195347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>0.564944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>3.686958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>-0.163055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>-0.539759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>1.175842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>0.266676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>0.223933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>0.625990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>3.499377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>-0.190888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>-0.476055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>1.375298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>0.154868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>0.108489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>0.122481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>3.851343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>-0.222701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>-0.480661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>1.345286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>0.108915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>0.066191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>0.765008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>3.809502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.235521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>-0.658898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>1.312226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.293036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.086023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>0.489241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>3.487040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-0.206199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>-0.545577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>1.334156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.151474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.103929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MIROC6</th>\n",
       "      <td>0.352171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>3.973583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>-0.224894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>-0.645077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>1.392199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>0.288553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>0.097212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>0.714278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>3.642552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.161280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>-0.595184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>1.228781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.272077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.073745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>0.295531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>3.881238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-0.223954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>-0.585630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>1.340295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.255513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.124803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>0.730698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>3.988934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-0.233450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>-0.629260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>1.354263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.287097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.154509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>0.789386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERF</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>3.780733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tas</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-0.228790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_trop</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>-0.480375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ta_strat</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>1.197289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hus</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.104594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alb</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.071988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloud</th>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>0.822775</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          2xCO2_sm20\n",
       "variable model                      \n",
       "ERF      ACCESS-CM2         3.783853\n",
       "tas      ACCESS-CM2        -0.194851\n",
       "ta_trop  ACCESS-CM2        -0.484537\n",
       "ta_strat ACCESS-CM2         1.342902\n",
       "hus      ACCESS-CM2         0.151383\n",
       "alb      ACCESS-CM2         0.043822\n",
       "cloud    ACCESS-CM2         0.710896\n",
       "ERF      CanESM5            3.621985\n",
       "tas      CanESM5           -0.203081\n",
       "ta_trop  CanESM5           -0.631683\n",
       "ta_strat CanESM5            1.365129\n",
       "hus      CanESM5            0.203279\n",
       "alb      CanESM5            0.101641\n",
       "cloud    CanESM5            0.486830\n",
       "ERF      CESM2              4.243509\n",
       "tas      CESM2             -0.243378\n",
       "ta_trop  CESM2             -0.599301\n",
       "ta_strat CESM2              1.348365\n",
       "hus      CESM2              0.240561\n",
       "alb      CESM2              0.186416\n",
       "cloud    CESM2              1.101701\n",
       "ERF      CNRM-CM6-1         3.808504\n",
       "tas      CNRM-CM6-1        -0.206782\n",
       "ta_trop  CNRM-CM6-1        -0.599392\n",
       "ta_strat CNRM-CM6-1         1.136838\n",
       "hus      CNRM-CM6-1         0.298629\n",
       "alb      CNRM-CM6-1         0.098331\n",
       "cloud    CNRM-CM6-1         0.221761\n",
       "ERF      CNRM-ESM2-1        3.773842\n",
       "tas      CNRM-ESM2-1       -0.170352\n",
       "ta_trop  CNRM-ESM2-1       -0.596092\n",
       "ta_strat CNRM-ESM2-1        1.122679\n",
       "hus      CNRM-ESM2-1        0.317069\n",
       "alb      CNRM-ESM2-1        0.099708\n",
       "cloud    CNRM-ESM2-1        0.127758\n",
       "ERF      EC-Earth3          3.850766\n",
       "tas      EC-Earth3         -0.193024\n",
       "ta_trop  EC-Earth3         -0.559175\n",
       "ta_strat EC-Earth3          1.475771\n",
       "hus      EC-Earth3          0.226646\n",
       "alb      EC-Earth3          0.101942\n",
       "cloud    EC-Earth3               NaN\n",
       "ERF      GFDL-CM4           3.921356\n",
       "tas      GFDL-CM4          -0.182197\n",
       "ta_trop  GFDL-CM4          -0.580766\n",
       "ta_strat GFDL-CM4           0.971705\n",
       "hus      GFDL-CM4           0.273458\n",
       "alb      GFDL-CM4           0.195347\n",
       "cloud    GFDL-CM4           0.564944\n",
       "ERF      GFDL-ESM4          3.686958\n",
       "tas      GFDL-ESM4         -0.163055\n",
       "ta_trop  GFDL-ESM4         -0.539759\n",
       "ta_strat GFDL-ESM4          1.175842\n",
       "hus      GFDL-ESM4          0.266676\n",
       "alb      GFDL-ESM4          0.223933\n",
       "cloud    GFDL-ESM4          0.625990\n",
       "ERF      GISS-E2-1-G        3.499377\n",
       "tas      GISS-E2-1-G       -0.190888\n",
       "ta_trop  GISS-E2-1-G       -0.476055\n",
       "ta_strat GISS-E2-1-G        1.375298\n",
       "hus      GISS-E2-1-G        0.154868\n",
       "alb      GISS-E2-1-G        0.108489\n",
       "cloud    GISS-E2-1-G        0.122481\n",
       "ERF      HadGEM3-GC31-LL    3.851343\n",
       "tas      HadGEM3-GC31-LL   -0.222701\n",
       "ta_trop  HadGEM3-GC31-LL   -0.480661\n",
       "ta_strat HadGEM3-GC31-LL    1.345286\n",
       "hus      HadGEM3-GC31-LL    0.108915\n",
       "alb      HadGEM3-GC31-LL    0.066191\n",
       "cloud    HadGEM3-GC31-LL    0.765008\n",
       "ERF      IPSL-CM6A-LR       3.809502\n",
       "tas      IPSL-CM6A-LR      -0.235521\n",
       "ta_trop  IPSL-CM6A-LR      -0.658898\n",
       "ta_strat IPSL-CM6A-LR       1.312226\n",
       "hus      IPSL-CM6A-LR       0.293036\n",
       "alb      IPSL-CM6A-LR       0.086023\n",
       "cloud    IPSL-CM6A-LR       0.489241\n",
       "ERF      MIROC6             3.487040\n",
       "tas      MIROC6            -0.206199\n",
       "ta_trop  MIROC6            -0.545577\n",
       "ta_strat MIROC6             1.334156\n",
       "hus      MIROC6             0.151474\n",
       "alb      MIROC6             0.103929\n",
       "cloud    MIROC6             0.352171\n",
       "ERF      MPI-ESM1-2-LR      3.973583\n",
       "tas      MPI-ESM1-2-LR     -0.224894\n",
       "ta_trop  MPI-ESM1-2-LR     -0.645077\n",
       "ta_strat MPI-ESM1-2-LR      1.392199\n",
       "hus      MPI-ESM1-2-LR      0.288553\n",
       "alb      MPI-ESM1-2-LR      0.097212\n",
       "cloud    MPI-ESM1-2-LR      0.714278\n",
       "ERF      MRI-ESM2-0         3.642552\n",
       "tas      MRI-ESM2-0        -0.161280\n",
       "ta_trop  MRI-ESM2-0        -0.595184\n",
       "ta_strat MRI-ESM2-0         1.228781\n",
       "hus      MRI-ESM2-0         0.272077\n",
       "alb      MRI-ESM2-0         0.073745\n",
       "cloud    MRI-ESM2-0         0.295531\n",
       "ERF      NorESM2-LM         3.881238\n",
       "tas      NorESM2-LM        -0.223954\n",
       "ta_trop  NorESM2-LM        -0.585630\n",
       "ta_strat NorESM2-LM         1.340295\n",
       "hus      NorESM2-LM         0.255513\n",
       "alb      NorESM2-LM         0.124803\n",
       "cloud    NorESM2-LM         0.730698\n",
       "ERF      NorESM2-MM         3.988934\n",
       "tas      NorESM2-MM        -0.233450\n",
       "ta_trop  NorESM2-MM        -0.629260\n",
       "ta_strat NorESM2-MM         1.354263\n",
       "hus      NorESM2-MM         0.287097\n",
       "alb      NorESM2-MM         0.154509\n",
       "cloud    NorESM2-MM         0.789386\n",
       "ERF      UKESM1-0-LL        3.780733\n",
       "tas      UKESM1-0-LL       -0.228790\n",
       "ta_trop  UKESM1-0-LL       -0.480375\n",
       "ta_strat UKESM1-0-LL        1.197289\n",
       "hus      UKESM1-0-LL        0.104594\n",
       "alb      UKESM1-0-LL        0.071988\n",
       "cloud    UKESM1-0-LL        0.822775"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smith20_co2_new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>2xCO2</th>\n",
       "      <th>3xCH4</th>\n",
       "      <th>Solar</th>\n",
       "      <th>10xBC</th>\n",
       "      <th>5xSO4</th>\n",
       "      <th>aer</th>\n",
       "      <th>8xCFC11</th>\n",
       "      <th>9xCFC12</th>\n",
       "      <th>3xN2O</th>\n",
       "      <th>Volcanic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable</th>\n",
       "      <th>model</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=\"28\" valign=\"top\">ERF</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.093110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.371578</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.154830</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.740564</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>3.571684</td>\n",
       "      <td>1.360836</td>\n",
       "      <td>4.093393</td>\n",
       "      <td>1.551081</td>\n",
       "      <td>-3.245287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.851293</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.803576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254573</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.290000</td>\n",
       "      <td>1.47000</td>\n",
       "      <td>1.5100</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.731706</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.697921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.123035</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>4.064298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.483777</td>\n",
       "      <td>1.234617</td>\n",
       "      <td>-2.793918</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.33000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>3.367507</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.197140</td>\n",
       "      <td>2.906589</td>\n",
       "      <td>-4.015705</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.45000</td>\n",
       "      <td>2.1900</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>3.639928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.362083</td>\n",
       "      <td>0.690995</td>\n",
       "      <td>-8.261213</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.49000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-4.582349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.102839</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>3.390824</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.070478</td>\n",
       "      <td>0.821958</td>\n",
       "      <td>-2.701584</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.632873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>3.624939</td>\n",
       "      <td>0.779827</td>\n",
       "      <td>4.145743</td>\n",
       "      <td>0.628776</td>\n",
       "      <td>-2.772054</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.150000</td>\n",
       "      <td>1.20000</td>\n",
       "      <td>1.4200</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.036686</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>4.139238</td>\n",
       "      <td>0.949885</td>\n",
       "      <td>4.116763</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.206028</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>3.622166</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.110949</td>\n",
       "      <td>0.767085</td>\n",
       "      <td>-2.037369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.290000</td>\n",
       "      <td>1.54000</td>\n",
       "      <td>1.4200</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>4.079410</td>\n",
       "      <td>0.863041</td>\n",
       "      <td>4.243320</td>\n",
       "      <td>0.415491</td>\n",
       "      <td>-2.102420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.53000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>3.495762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.010837</td>\n",
       "      <td>1.404946</td>\n",
       "      <td>-3.792399</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.40000</td>\n",
       "      <td>1.2400</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.206624</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.261295</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.105435</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"28\" valign=\"top\">IRF</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.429363</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.194558</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.751339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>1.477167</td>\n",
       "      <td>0.971417</td>\n",
       "      <td>4.818151</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.509725</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.660838</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.687184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.130000</td>\n",
       "      <td>1.34000</td>\n",
       "      <td>1.5500</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.563606</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.371313</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.730348</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>1.847500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.843827</td>\n",
       "      <td>1.908583</td>\n",
       "      <td>-2.844000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.27000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>2.122000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.880264</td>\n",
       "      <td>3.360000</td>\n",
       "      <td>-1.566167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.230000</td>\n",
       "      <td>1.36000</td>\n",
       "      <td>2.0300</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>1.808667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.810634</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.33000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-5.586361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.042074</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.004821</td>\n",
       "      <td>2.330000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.599338</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>2.026417</td>\n",
       "      <td>1.021750</td>\n",
       "      <td>4.710336</td>\n",
       "      <td>1.251250</td>\n",
       "      <td>-0.840250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.150000</td>\n",
       "      <td>1.21000</td>\n",
       "      <td>1.2600</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.133206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>1.891833</td>\n",
       "      <td>0.992083</td>\n",
       "      <td>4.797217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.462548</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>2.321167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.730263</td>\n",
       "      <td>2.058333</td>\n",
       "      <td>-2.350000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.170000</td>\n",
       "      <td>1.62000</td>\n",
       "      <td>1.2500</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>2.005750</td>\n",
       "      <td>0.944667</td>\n",
       "      <td>3.981163</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.24000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>2.088000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.682302</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.62000</td>\n",
       "      <td>1.2700</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.092157</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.097987</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.966187</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"28\" valign=\"top\">alb</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.026217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.010233</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.064779</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.019405</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>0.059588</td>\n",
       "      <td>0.046236</td>\n",
       "      <td>0.079628</td>\n",
       "      <td>0.113374</td>\n",
       "      <td>-0.106359</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007861</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.039383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.050614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.016000</td>\n",
       "      <td>0.03070</td>\n",
       "      <td>0.0176</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.074924</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.047403</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.046462</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>0.133540</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.084223</td>\n",
       "      <td>0.029236</td>\n",
       "      <td>-0.061036</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.05270</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>0.060646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.049796</td>\n",
       "      <td>0.071985</td>\n",
       "      <td>-0.004281</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000187</td>\n",
       "      <td>0.05480</td>\n",
       "      <td>0.0658</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>0.097212</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.052320</td>\n",
       "      <td>0.046800</td>\n",
       "      <td>-0.063231</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00431</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.103014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.037589</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.103000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.068032</td>\n",
       "      <td>0.056996</td>\n",
       "      <td>-0.062884</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.003700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>0.098727</td>\n",
       "      <td>0.007550</td>\n",
       "      <td>0.029269</td>\n",
       "      <td>-0.003729</td>\n",
       "      <td>-0.101733</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.008430</td>\n",
       "      <td>0.00718</td>\n",
       "      <td>0.0542</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.026426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>0.077471</td>\n",
       "      <td>0.018900</td>\n",
       "      <td>0.090047</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.019029</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.178545</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.106170</td>\n",
       "      <td>-0.019333</td>\n",
       "      <td>-0.070641</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003190</td>\n",
       "      <td>0.02150</td>\n",
       "      <td>0.0229</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>0.237887</td>\n",
       "      <td>0.045224</td>\n",
       "      <td>0.135287</td>\n",
       "      <td>0.231211</td>\n",
       "      <td>-0.106188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.06110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.142550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.112416</td>\n",
       "      <td>0.054545</td>\n",
       "      <td>-0.131593</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.00027</td>\n",
       "      <td>0.0489</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.040581</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.041001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.053019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"28\" valign=\"top\">cloud</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.052320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.025050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.056449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>0.344550</td>\n",
       "      <td>-0.225610</td>\n",
       "      <td>-0.208074</td>\n",
       "      <td>-1.272822</td>\n",
       "      <td>-0.035745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.283549</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.136680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.106773</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.254000</td>\n",
       "      <td>0.18700</td>\n",
       "      <td>0.0257</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.165137</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.255451</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.471557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>0.356154</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.052571</td>\n",
       "      <td>-0.273038</td>\n",
       "      <td>-0.005390</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.08170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>0.548283</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.022437</td>\n",
       "      <td>-0.436371</td>\n",
       "      <td>-0.505827</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.080700</td>\n",
       "      <td>0.12100</td>\n",
       "      <td>0.2240</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>0.651538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007912</td>\n",
       "      <td>-0.033116</td>\n",
       "      <td>-2.371105</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.23900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.963689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.141521</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.445049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.138482</td>\n",
       "      <td>-0.694385</td>\n",
       "      <td>-0.109528</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.034484</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>0.198311</td>\n",
       "      <td>-0.249629</td>\n",
       "      <td>-0.040770</td>\n",
       "      <td>-0.287332</td>\n",
       "      <td>0.135875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.126000</td>\n",
       "      <td>0.13700</td>\n",
       "      <td>0.2550</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.021009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>0.383142</td>\n",
       "      <td>-0.040050</td>\n",
       "      <td>-0.280625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.682045</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.612774</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.259408</td>\n",
       "      <td>-0.764634</td>\n",
       "      <td>0.095912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.129000</td>\n",
       "      <td>0.06610</td>\n",
       "      <td>0.1720</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>0.611867</td>\n",
       "      <td>-0.086946</td>\n",
       "      <td>-0.073386</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.35600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.167550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.236921</td>\n",
       "      <td>-0.369137</td>\n",
       "      <td>-0.783060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.04580</td>\n",
       "      <td>0.0290</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.083084</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.192999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.180706</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"28\" valign=\"top\">hus</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.002737</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.099870</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.084708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.064141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>0.272770</td>\n",
       "      <td>0.339575</td>\n",
       "      <td>0.483025</td>\n",
       "      <td>1.578755</td>\n",
       "      <td>-0.216379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.176498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.018877</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.864713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.138000</td>\n",
       "      <td>0.20400</td>\n",
       "      <td>0.0894</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.070991</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.095191</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.074712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>0.100634</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.357958</td>\n",
       "      <td>0.578344</td>\n",
       "      <td>-0.103062</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.16500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>0.126912</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.325354</td>\n",
       "      <td>1.596804</td>\n",
       "      <td>-0.298085</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.259000</td>\n",
       "      <td>0.28300</td>\n",
       "      <td>0.2710</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>0.096282</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.260495</td>\n",
       "      <td>0.260545</td>\n",
       "      <td>-0.075793</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.21900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.018281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.049483</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.340370</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.338481</td>\n",
       "      <td>0.499646</td>\n",
       "      <td>-0.083537</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>0.322431</td>\n",
       "      <td>0.162513</td>\n",
       "      <td>0.280194</td>\n",
       "      <td>0.253899</td>\n",
       "      <td>-0.171073</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.107000</td>\n",
       "      <td>0.13500</td>\n",
       "      <td>0.0763</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.098441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>0.180889</td>\n",
       "      <td>0.142379</td>\n",
       "      <td>0.390586</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.166938</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.243342</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.315709</td>\n",
       "      <td>0.531097</td>\n",
       "      <td>-0.176834</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.092700</td>\n",
       "      <td>0.09660</td>\n",
       "      <td>0.0932</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>0.430952</td>\n",
       "      <td>0.160091</td>\n",
       "      <td>0.377637</td>\n",
       "      <td>0.362142</td>\n",
       "      <td>0.309295</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.17100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.234302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.357692</td>\n",
       "      <td>0.579084</td>\n",
       "      <td>-0.153358</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.17400</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.020716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.048465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007914</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"28\" valign=\"top\">ta_strat</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.013125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.066499</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.003676</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.005980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>1.162871</td>\n",
       "      <td>-0.077327</td>\n",
       "      <td>-1.059993</td>\n",
       "      <td>-1.242848</td>\n",
       "      <td>-0.019997</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.097969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.005159</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.514419</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.053700</td>\n",
       "      <td>-0.07720</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.015339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.007745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.030996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>1.181442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.065642</td>\n",
       "      <td>-0.233105</td>\n",
       "      <td>-0.049703</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.06610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>1.316679</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.073658</td>\n",
       "      <td>0.041602</td>\n",
       "      <td>-0.055533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.034200</td>\n",
       "      <td>-0.01490</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>1.097833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.058339</td>\n",
       "      <td>-0.103574</td>\n",
       "      <td>-0.108351</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.364355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.013532</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>0.952727</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.881061</td>\n",
       "      <td>-0.510201</td>\n",
       "      <td>-0.065328</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.112132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>1.189938</td>\n",
       "      <td>-0.149234</td>\n",
       "      <td>-1.036274</td>\n",
       "      <td>-0.108418</td>\n",
       "      <td>-0.008255</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.077400</td>\n",
       "      <td>-0.07260</td>\n",
       "      <td>0.0669</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006934</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>1.178228</td>\n",
       "      <td>-0.028888</td>\n",
       "      <td>-1.055388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.004711</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.992892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.040658</td>\n",
       "      <td>-0.220737</td>\n",
       "      <td>-0.023352</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.034500</td>\n",
       "      <td>-0.08260</td>\n",
       "      <td>0.0484</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>1.115144</td>\n",
       "      <td>-0.021167</td>\n",
       "      <td>-0.875856</td>\n",
       "      <td>-0.087409</td>\n",
       "      <td>-0.023341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.03930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.998021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.030106</td>\n",
       "      <td>-0.194916</td>\n",
       "      <td>-0.033917</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.07720</td>\n",
       "      <td>0.0638</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.047058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.024093</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.012409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"28\" valign=\"top\">ta_trop</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.108543</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.000121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.145861</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.097958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>-0.587759</td>\n",
       "      <td>-0.470735</td>\n",
       "      <td>-0.682060</td>\n",
       "      <td>-1.821259</td>\n",
       "      <td>0.431759</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.164054</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.017550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.085852</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.109000</td>\n",
       "      <td>-0.15300</td>\n",
       "      <td>-0.2070</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.032965</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.150411</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.176683</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>-0.297151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.477796</td>\n",
       "      <td>-0.701743</td>\n",
       "      <td>0.195062</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.13600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>-0.605700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.569020</td>\n",
       "      <td>-2.114074</td>\n",
       "      <td>0.501380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.274000</td>\n",
       "      <td>-0.28900</td>\n",
       "      <td>-0.3130</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>-0.433411</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.484772</td>\n",
       "      <td>-0.414076</td>\n",
       "      <td>0.388430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.21100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.172244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.100285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>-0.677406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.560240</td>\n",
       "      <td>-0.788224</td>\n",
       "      <td>0.217707</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.056663</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>-0.686095</td>\n",
       "      <td>-0.237617</td>\n",
       "      <td>-0.467666</td>\n",
       "      <td>-0.365866</td>\n",
       "      <td>0.308526</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.122000</td>\n",
       "      <td>-0.16300</td>\n",
       "      <td>-0.2040</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.171583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>-0.528626</td>\n",
       "      <td>-0.166244</td>\n",
       "      <td>-0.608535</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.239907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>-0.672962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.501509</td>\n",
       "      <td>-0.784944</td>\n",
       "      <td>0.385365</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.037400</td>\n",
       "      <td>-0.12800</td>\n",
       "      <td>-0.1090</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>-0.813330</td>\n",
       "      <td>-0.197241</td>\n",
       "      <td>-0.617527</td>\n",
       "      <td>-0.471064</td>\n",
       "      <td>-0.337574</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.17500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>-0.525151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.613854</td>\n",
       "      <td>-0.880768</td>\n",
       "      <td>0.311301</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.19400</td>\n",
       "      <td>-0.2310</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.032823</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.013843</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.014285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"28\" valign=\"top\">tas</th>\n",
       "      <th>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.070050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.017552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.072080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.058793</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>-0.198400</td>\n",
       "      <td>-0.086368</td>\n",
       "      <td>-0.135684</td>\n",
       "      <td>-0.133423</td>\n",
       "      <td>0.140080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.019644</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.064592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.024245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.077100</td>\n",
       "      <td>-0.06610</td>\n",
       "      <td>-0.0509</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.049273</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.039212</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.054356</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>-0.210181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.094009</td>\n",
       "      <td>-0.067804</td>\n",
       "      <td>0.069120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.04380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>-0.211837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.117701</td>\n",
       "      <td>-0.127558</td>\n",
       "      <td>0.127284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.065600</td>\n",
       "      <td>-0.06800</td>\n",
       "      <td>-0.1090</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>-0.255174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.124579</td>\n",
       "      <td>-0.049751</td>\n",
       "      <td>0.100673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.06350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.147702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.054010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>-0.223517</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.140591</td>\n",
       "      <td>-0.046793</td>\n",
       "      <td>0.102499</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.053802</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>-0.199292</td>\n",
       "      <td>-0.029712</td>\n",
       "      <td>-0.097542</td>\n",
       "      <td>-0.017758</td>\n",
       "      <td>0.073077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.041000</td>\n",
       "      <td>-0.05040</td>\n",
       "      <td>-0.0862</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.063881</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>-0.245255</td>\n",
       "      <td>-0.048248</td>\n",
       "      <td>-0.110119</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.035273</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>-0.236519</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.104578</td>\n",
       "      <td>-0.062018</td>\n",
       "      <td>0.100245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.036200</td>\n",
       "      <td>-0.05160</td>\n",
       "      <td>-0.0566</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>-0.306910</td>\n",
       "      <td>-0.050598</td>\n",
       "      <td>-0.138981</td>\n",
       "      <td>-0.108440</td>\n",
       "      <td>0.000638</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.08610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>-0.195971</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.143547</td>\n",
       "      <td>-0.092636</td>\n",
       "      <td>0.110271</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.07930</td>\n",
       "      <td>-0.0721</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.002716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.032477</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.059868</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             2xCO2     3xCH4     Solar     10xBC     5xSO4  \\\n",
       "variable model                                                               \n",
       "ERF      ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2          3.571684  1.360836  4.093393  1.551081 -3.245287   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN  1.254573       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R        4.064298       NaN  4.483777  1.234617 -2.793918   \n",
       "         HadGEM2          3.367507       NaN  4.197140  2.906589 -4.015705   \n",
       "         HadGEM3          3.639928       NaN  4.362083  0.690995 -8.261213   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A        3.390824       NaN  4.070478  0.821958 -2.701584   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS  3.624939  0.779827  4.145743  0.628776 -2.772054   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM          4.139238  0.949885  4.116763       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4  3.622166       NaN  4.110949  0.767085 -2.037369   \n",
       "         NCAR-CESM1-CAM5  4.079410  0.863041  4.243320  0.415491 -2.102420   \n",
       "         NorESM1          3.495762       NaN  4.010837  1.404946 -3.792399   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "IRF      ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2          1.477167  0.971417  4.818151  0.000000  0.000000   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN  3.687184       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R        1.847500       NaN  4.843827  1.908583 -2.844000   \n",
       "         HadGEM2          2.122000       NaN  4.880264  3.360000 -1.566167   \n",
       "         HadGEM3          1.808667       NaN  4.810634  0.000000  0.000000   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A        0.000000       NaN  4.004821  2.330000  0.000000   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS  2.026417  1.021750  4.710336  1.251250 -0.840250   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM          1.891833  0.992083  4.797217       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4  2.321167       NaN  4.730263  2.058333 -2.350000   \n",
       "         NCAR-CESM1-CAM5  2.005750  0.944667  3.981163  0.000000  0.000000   \n",
       "         NorESM1          2.088000       NaN  4.682302  0.000000  0.000000   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "alb      ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2          0.059588  0.046236  0.079628  0.113374 -0.106359   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN  0.050614       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R        0.133540       NaN  0.084223  0.029236 -0.061036   \n",
       "         HadGEM2          0.060646       NaN  0.049796  0.071985 -0.004281   \n",
       "         HadGEM3          0.097212       NaN  0.052320  0.046800 -0.063231   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A        0.103000       NaN  0.068032  0.056996 -0.062884   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS  0.098727  0.007550  0.029269 -0.003729 -0.101733   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM          0.077471  0.018900  0.090047       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4  0.178545       NaN  0.106170 -0.019333 -0.070641   \n",
       "         NCAR-CESM1-CAM5  0.237887  0.045224  0.135287  0.231211 -0.106188   \n",
       "         NorESM1          0.142550       NaN  0.112416  0.054545 -0.131593   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "cloud    ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2          0.344550 -0.225610 -0.208074 -1.272822 -0.035745   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN -2.106773       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R        0.356154       NaN  0.052571 -0.273038 -0.005390   \n",
       "         HadGEM2          0.548283       NaN -0.022437 -0.436371 -0.505827   \n",
       "         HadGEM3          0.651538       NaN  0.007912 -0.033116 -2.371105   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A        0.445049       NaN -0.138482 -0.694385 -0.109528   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS  0.198311 -0.249629 -0.040770 -0.287332  0.135875   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM          0.383142 -0.040050 -0.280625       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4  0.612774       NaN -0.259408 -0.764634  0.095912   \n",
       "         NCAR-CESM1-CAM5  0.611867 -0.086946 -0.073386       NaN       NaN   \n",
       "         NorESM1          0.167550       NaN -0.236921 -0.369137 -0.783060   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "hus      ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2          0.272770  0.339575  0.483025  1.578755 -0.216379   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN  0.864713       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R        0.100634       NaN  0.357958  0.578344 -0.103062   \n",
       "         HadGEM2          0.126912       NaN  0.325354  1.596804 -0.298085   \n",
       "         HadGEM3          0.096282       NaN  0.260495  0.260545 -0.075793   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A        0.340370       NaN  0.338481  0.499646 -0.083537   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS  0.322431  0.162513  0.280194  0.253899 -0.171073   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM          0.180889  0.142379  0.390586       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4  0.243342       NaN  0.315709  0.531097 -0.176834   \n",
       "         NCAR-CESM1-CAM5  0.430952  0.160091  0.377637  0.362142  0.309295   \n",
       "         NorESM1          0.234302       NaN  0.357692  0.579084 -0.153358   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "ta_strat ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2          1.162871 -0.077327 -1.059993 -1.242848 -0.019997   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN -0.514419       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R        1.181442       NaN -1.065642 -0.233105 -0.049703   \n",
       "         HadGEM2          1.316679       NaN -1.073658  0.041602 -0.055533   \n",
       "         HadGEM3          1.097833       NaN -1.058339 -0.103574 -0.108351   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A        0.952727       NaN -0.881061 -0.510201 -0.065328   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS  1.189938 -0.149234 -1.036274 -0.108418 -0.008255   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM          1.178228 -0.028888 -1.055388       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4  0.992892       NaN -1.040658 -0.220737 -0.023352   \n",
       "         NCAR-CESM1-CAM5  1.115144 -0.021167 -0.875856 -0.087409 -0.023341   \n",
       "         NorESM1          0.998021       NaN -1.030106 -0.194916 -0.033917   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "ta_trop  ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2         -0.587759 -0.470735 -0.682060 -1.821259  0.431759   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN -1.085852       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R       -0.297151       NaN -0.477796 -0.701743  0.195062   \n",
       "         HadGEM2         -0.605700       NaN -0.569020 -2.114074  0.501380   \n",
       "         HadGEM3         -0.433411       NaN -0.484772 -0.414076  0.388430   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A       -0.677406       NaN -0.560240 -0.788224  0.217707   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS -0.686095 -0.237617 -0.467666 -0.365866  0.308526   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM         -0.528626 -0.166244 -0.608535       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4 -0.672962       NaN -0.501509 -0.784944  0.385365   \n",
       "         NCAR-CESM1-CAM5 -0.813330 -0.197241 -0.617527 -0.471064 -0.337574   \n",
       "         NorESM1         -0.525151       NaN -0.613854 -0.880768  0.311301   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "tas      ACCESS-CM2            NaN       NaN       NaN       NaN       NaN   \n",
       "         CESM2                 NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-CM6-1            NaN       NaN       NaN       NaN       NaN   \n",
       "         CNRM-ESM2-1           NaN       NaN       NaN       NaN       NaN   \n",
       "         CanESM2         -0.198400 -0.086368 -0.135684 -0.133423  0.140080   \n",
       "         CanESM5               NaN       NaN       NaN       NaN       NaN   \n",
       "         EC-Earth3             NaN       NaN       NaN       NaN       NaN   \n",
       "         ECHAM-HAM             NaN       NaN       NaN -0.024245       NaN   \n",
       "         GFDL-CM4              NaN       NaN       NaN       NaN       NaN   \n",
       "         GFDL-ESM4             NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-1-G           NaN       NaN       NaN       NaN       NaN   \n",
       "         GISS-E2-R       -0.210181       NaN -0.094009 -0.067804  0.069120   \n",
       "         HadGEM2         -0.211837       NaN -0.117701 -0.127558  0.127284   \n",
       "         HadGEM3         -0.255174       NaN -0.124579 -0.049751  0.100673   \n",
       "         HadGEM3-GC31-LL       NaN       NaN       NaN       NaN       NaN   \n",
       "         IPSL-CM5A       -0.223517       NaN -0.140591 -0.046793  0.102499   \n",
       "         IPSL-CM6A-LR          NaN       NaN       NaN       NaN       NaN   \n",
       "         MIROC-SPRINTARS -0.199292 -0.029712 -0.097542 -0.017758  0.073077   \n",
       "         MIROC6                NaN       NaN       NaN       NaN       NaN   \n",
       "         MPI-ESM         -0.245255 -0.048248 -0.110119       NaN       NaN   \n",
       "         MPI-ESM1-2-LR         NaN       NaN       NaN       NaN       NaN   \n",
       "         MRI-ESM2-0            NaN       NaN       NaN       NaN       NaN   \n",
       "         NCAR-CESM1-CAM4 -0.236519       NaN -0.104578 -0.062018  0.100245   \n",
       "         NCAR-CESM1-CAM5 -0.306910 -0.050598 -0.138981 -0.108440  0.000638   \n",
       "         NorESM1         -0.195971       NaN -0.143547 -0.092636  0.110271   \n",
       "         NorESM2-LM            NaN       NaN       NaN       NaN       NaN   \n",
       "         NorESM2-MM            NaN       NaN       NaN       NaN       NaN   \n",
       "         UKESM1-0-LL           NaN       NaN       NaN       NaN       NaN   \n",
       "\n",
       "                               aer   8xCFC11  9xCFC12   3xN2O  Volcanic  \n",
       "variable model                                                           \n",
       "ERF      ACCESS-CM2      -1.093110       NaN      NaN     NaN       NaN  \n",
       "         CESM2           -1.371578       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1      -1.154830       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1     -0.740564       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5         -0.851293       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3       -0.803576       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN  1.290000  1.47000  1.5100       NaN  \n",
       "         GFDL-CM4        -0.731706       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4       -0.697921       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G     -1.123035       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN  1.33000     NaN       NaN  \n",
       "         HadGEM2               NaN  1.200000  1.45000  2.1900       NaN  \n",
       "         HadGEM3               NaN       NaN  1.49000     NaN -4.582349  \n",
       "         HadGEM3-GC31-LL -1.102839       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR    -0.632873       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN  1.150000  1.20000  1.4200       NaN  \n",
       "         MIROC6          -1.036686       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0      -1.206028       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN  1.290000  1.54000  1.4200       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN  1.53000     NaN       NaN  \n",
       "         NorESM1               NaN       NaN  1.40000  1.2400       NaN  \n",
       "         NorESM2-LM      -1.206624       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM      -1.261295       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL     -1.105435       NaN      NaN     NaN       NaN  \n",
       "IRF      ACCESS-CM2            NaN       NaN      NaN     NaN       NaN  \n",
       "         CESM2           -1.429363       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1      -1.194558       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1     -0.751339       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5         -0.509725       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3       -0.660838       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN  1.130000  1.34000  1.5500       NaN  \n",
       "         GFDL-CM4        -0.563606       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4       -0.371313       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G     -0.730348       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN  1.27000     NaN       NaN  \n",
       "         HadGEM2               NaN  1.230000  1.36000  2.0300       NaN  \n",
       "         HadGEM3               NaN       NaN  1.33000     NaN -5.586361  \n",
       "         HadGEM3-GC31-LL -1.042074       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR    -0.599338       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN  1.150000  1.21000  1.2600       NaN  \n",
       "         MIROC6          -1.133206       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0      -0.462548       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN  1.170000  1.62000  1.2500       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN  1.24000     NaN       NaN  \n",
       "         NorESM1               NaN       NaN  1.62000  1.2700       NaN  \n",
       "         NorESM2-LM      -1.092157       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM      -1.097987       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL     -0.966187       NaN      NaN     NaN       NaN  \n",
       "alb      ACCESS-CM2      -0.026217       NaN      NaN     NaN       NaN  \n",
       "         CESM2           -0.010233       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1      -0.064779       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1     -0.019405       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5          0.007861       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3       -0.039383       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN  0.016000  0.03070  0.0176       NaN  \n",
       "         GFDL-CM4        -0.074924       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4       -0.047403       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G     -0.046462       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN  0.05270     NaN       NaN  \n",
       "         HadGEM2               NaN  0.000187  0.05480  0.0658       NaN  \n",
       "         HadGEM3               NaN       NaN  0.00431     NaN  0.103014  \n",
       "         HadGEM3-GC31-LL -0.037589       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR    -0.003700       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN  0.008430  0.00718  0.0542       NaN  \n",
       "         MIROC6          -0.026426       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0      -0.019029       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN  0.003190  0.02150  0.0229       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN  0.06110     NaN       NaN  \n",
       "         NorESM1               NaN       NaN -0.00027  0.0489       NaN  \n",
       "         NorESM2-LM      -0.040581       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM      -0.041001       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL     -0.053019       NaN      NaN     NaN       NaN  \n",
       "cloud    ACCESS-CM2            NaN       NaN      NaN     NaN       NaN  \n",
       "         CESM2            0.052320       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1      -0.025050       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1     -0.056449       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5         -0.283549       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3       -0.136680       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN  0.254000  0.18700  0.0257       NaN  \n",
       "         GFDL-CM4        -0.165137       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4       -0.255451       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G     -0.471557       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN  0.08170     NaN       NaN  \n",
       "         HadGEM2               NaN  0.080700  0.12100  0.2240       NaN  \n",
       "         HadGEM3               NaN       NaN  0.23900     NaN  0.963689  \n",
       "         HadGEM3-GC31-LL -0.141521       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR    -0.034484       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN  0.126000  0.13700  0.2550       NaN  \n",
       "         MIROC6          -0.021009       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0      -0.682045       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN  0.129000  0.06610  0.1720       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN  0.35600     NaN       NaN  \n",
       "         NorESM1               NaN       NaN -0.04580  0.0290       NaN  \n",
       "         NorESM2-LM      -0.083084       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM      -0.192999       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL     -0.180706       NaN      NaN     NaN       NaN  \n",
       "hus      ACCESS-CM2      -0.002737       NaN      NaN     NaN       NaN  \n",
       "         CESM2            0.099870       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1      -0.084708       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1     -0.064141       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5          0.176498       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3       -0.018877       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN  0.138000  0.20400  0.0894       NaN  \n",
       "         GFDL-CM4         0.070991       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4        0.095191       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G     -0.074712       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN  0.16500     NaN       NaN  \n",
       "         HadGEM2               NaN  0.259000  0.28300  0.2710       NaN  \n",
       "         HadGEM3               NaN       NaN  0.21900     NaN -0.018281  \n",
       "         HadGEM3-GC31-LL -0.049483       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR     0.006317       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN  0.107000  0.13500  0.0763       NaN  \n",
       "         MIROC6          -0.098441       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0       0.166938       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN  0.092700  0.09660  0.0932       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN  0.17100     NaN       NaN  \n",
       "         NorESM1               NaN       NaN  0.17400  0.1250       NaN  \n",
       "         NorESM2-LM       0.020716       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM       0.048465       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL      0.007914       NaN      NaN     NaN       NaN  \n",
       "ta_strat ACCESS-CM2       0.013125       NaN      NaN     NaN       NaN  \n",
       "         CESM2           -0.066499       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1      -0.003676       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1     -0.005980       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5         -0.097969       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3        0.005159       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN -0.053700 -0.07720  0.0850       NaN  \n",
       "         GFDL-CM4        -0.015339       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4       -0.007745       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G     -0.030996       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN -0.06610     NaN       NaN  \n",
       "         HadGEM2               NaN -0.034200 -0.01490  0.0172       NaN  \n",
       "         HadGEM3               NaN       NaN -0.03110     NaN -0.364355  \n",
       "         HadGEM3-GC31-LL  0.013532       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR    -0.112132       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN -0.077400 -0.07260  0.0669       NaN  \n",
       "         MIROC6           0.006934       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0      -0.004711       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN -0.034500 -0.08260  0.0484       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN -0.03930     NaN       NaN  \n",
       "         NorESM1               NaN       NaN -0.07720  0.0638       NaN  \n",
       "         NorESM2-LM      -0.047058       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM      -0.024093       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL      0.012409       NaN      NaN     NaN       NaN  \n",
       "ta_trop  ACCESS-CM2       0.108543       NaN      NaN     NaN       NaN  \n",
       "         CESM2           -0.000121       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1       0.145861       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1      0.097958       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5         -0.164054       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3       -0.017550       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN -0.109000 -0.15300 -0.2070       NaN  \n",
       "         GFDL-CM4        -0.032965       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4       -0.150411       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G      0.176683       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN -0.13600     NaN       NaN  \n",
       "         HadGEM2               NaN -0.274000 -0.28900 -0.3130       NaN  \n",
       "         HadGEM3               NaN       NaN -0.21100     NaN  0.172244  \n",
       "         HadGEM3-GC31-LL  0.100285       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR     0.056663       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN -0.122000 -0.16300 -0.2040       NaN  \n",
       "         MIROC6           0.171583       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0      -0.239907       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN -0.037400 -0.12800 -0.1090       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN -0.17500     NaN       NaN  \n",
       "         NorESM1               NaN       NaN -0.19400 -0.2310       NaN  \n",
       "         NorESM2-LM       0.032823       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM       0.013843       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL      0.014285       NaN      NaN     NaN       NaN  \n",
       "tas      ACCESS-CM2       0.070050       NaN      NaN     NaN       NaN  \n",
       "         CESM2           -0.017552       NaN      NaN     NaN       NaN  \n",
       "         CNRM-CM6-1       0.072080       NaN      NaN     NaN       NaN  \n",
       "         CNRM-ESM2-1      0.058793       NaN      NaN     NaN       NaN  \n",
       "         CanESM2               NaN       NaN      NaN     NaN       NaN  \n",
       "         CanESM5          0.019644       NaN      NaN     NaN       NaN  \n",
       "         EC-Earth3        0.064592       NaN      NaN     NaN       NaN  \n",
       "         ECHAM-HAM             NaN -0.077100 -0.06610 -0.0509       NaN  \n",
       "         GFDL-CM4         0.049273       NaN      NaN     NaN       NaN  \n",
       "         GFDL-ESM4        0.039212       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-1-G      0.054356       NaN      NaN     NaN       NaN  \n",
       "         GISS-E2-R             NaN       NaN -0.04380     NaN       NaN  \n",
       "         HadGEM2               NaN -0.065600 -0.06800 -0.1090       NaN  \n",
       "         HadGEM3               NaN       NaN -0.06350     NaN  0.147702  \n",
       "         HadGEM3-GC31-LL  0.054010       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM5A             NaN       NaN      NaN     NaN       NaN  \n",
       "         IPSL-CM6A-LR     0.053802       NaN      NaN     NaN       NaN  \n",
       "         MIROC-SPRINTARS       NaN -0.041000 -0.05040 -0.0862       NaN  \n",
       "         MIROC6           0.063881       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM               NaN       NaN      NaN     NaN       NaN  \n",
       "         MPI-ESM1-2-LR         NaN       NaN      NaN     NaN       NaN  \n",
       "         MRI-ESM2-0       0.035273       NaN      NaN     NaN       NaN  \n",
       "         NCAR-CESM1-CAM4       NaN -0.036200 -0.05160 -0.0566       NaN  \n",
       "         NCAR-CESM1-CAM5       NaN       NaN -0.08610     NaN       NaN  \n",
       "         NorESM1               NaN       NaN -0.07930 -0.0721       NaN  \n",
       "         NorESM2-LM       0.002716       NaN      NaN     NaN       NaN  \n",
       "         NorESM2-MM       0.032477       NaN      NaN     NaN       NaN  \n",
       "         UKESM1-0-LL      0.059868       NaN      NaN     NaN       NaN  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjustments_df = (\n",
    "    pd.concat([smith18_new_df, smith20_aer_new_df, hod_new_df, volcanic_df], axis=1)\n",
    ")\n",
    "#adjustments_df.loc[:,'2xCO2'] = adjustments_df['2xCO2'].fillna(adjustments_df['2xCO2_sm20'])\n",
    "#adjustments_df.drop(columns=['2xCO2_sm20'], inplace=True)\n",
    "#.fillna(df['_id'])\n",
    "#adjustments_df = pd.merge(adjustments_df, smith20_co2_new_df, how='outer', on='2xCO2', left_index=True, right_index=True)\n",
    "adjustments_df.to_csv('../data_output/fig7.4.csv')\n",
    "adjustments_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## subtract surface temperature adjustment and normalise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# adjusted ERF\n",
    "ERF_adj = (adjustments_df.loc['ERF'] - adjustments_df.loc['tas'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# SARF\n",
    "SARF = (adjustments_df.loc['ERF'] - adjustments_df.loc['tas'] - adjustments_df.loc['ta_trop'] - adjustments_df.loc['hus'] - adjustments_df.loc['alb'] - adjustments_df.loc['cloud'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>2xCO2</th>\n",
       "      <th>3xCH4</th>\n",
       "      <th>Solar</th>\n",
       "      <th>10xBC</th>\n",
       "      <th>5xSO4</th>\n",
       "      <th>aer</th>\n",
       "      <th>8xCFC11</th>\n",
       "      <th>9xCFC12</th>\n",
       "      <th>3xN2O</th>\n",
       "      <th>Volcanic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>model</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>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.046523</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>0.787231</td>\n",
       "      <td>-0.079602</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-inf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.192200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.007807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.139515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.047522</td>\n",
       "      <td>-0.057612</td>\n",
       "      <td>0.054839</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.027216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.020859</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.042439</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>0.639481</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-0.122135</td>\n",
       "      <td>0.017476</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.052047</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>0.620490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.012382</td>\n",
       "      <td>0.035458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.027805</td>\n",
       "      <td>-0.010956</td>\n",
       "      <td>0.008473</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>0.606985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-inf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.023383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.065222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>inf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-0.218970</td>\n",
       "      <td>-inf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.187094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>0.587213</td>\n",
       "      <td>-0.146058</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-0.086648</td>\n",
       "      <td>0.009824</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.067304</td>\n",
       "      <td>-0.060000</td>\n",
       "      <td>0.053095</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.006119</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>0.622797</td>\n",
       "      <td>-0.029118</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.010185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>0.427756</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-0.107241</td>\n",
       "      <td>0.009937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.029487</td>\n",
       "      <td>-0.050988</td>\n",
       "      <td>0.038720</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>0.555973</td>\n",
       "      <td>-0.022407</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-inf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.031694</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>0.477979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-inf</td>\n",
       "      <td>-inf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.047654</td>\n",
       "      <td>0.050236</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.043087</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.021943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012844</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    2xCO2     3xCH4  Solar     10xBC     5xSO4       aer  \\\n",
       "model                                                                      \n",
       "ACCESS-CM2            NaN       NaN    NaN       NaN       NaN       NaN   \n",
       "CESM2                 NaN       NaN    NaN       NaN       NaN  0.046523   \n",
       "CNRM-CM6-1            NaN       NaN    NaN       NaN       NaN  0.003077   \n",
       "CNRM-ESM2-1           NaN       NaN    NaN       NaN       NaN  0.007960   \n",
       "CanESM2          0.787231 -0.079602  -0.22      -inf      -inf       NaN   \n",
       "CanESM5               NaN       NaN    NaN       NaN       NaN  0.192200   \n",
       "EC-Earth3             NaN       NaN    NaN       NaN       NaN -0.007807   \n",
       "ECHAM-HAM             NaN       NaN    NaN -0.139515       NaN       NaN   \n",
       "GFDL-CM4              NaN       NaN    NaN       NaN       NaN  0.027216   \n",
       "GFDL-ESM4             NaN       NaN    NaN       NaN       NaN  0.020859   \n",
       "GISS-E2-1-G           NaN       NaN    NaN       NaN       NaN  0.042439   \n",
       "GISS-E2-R        0.639481       NaN  -0.22 -0.122135  0.017476       NaN   \n",
       "HadGEM2          0.620490       NaN  -0.22  0.012382  0.035458       NaN   \n",
       "HadGEM3          0.606985       NaN  -0.22      -inf      -inf       NaN   \n",
       "HadGEM3-GC31-LL       NaN       NaN    NaN       NaN       NaN -0.012985   \n",
       "IPSL-CM5A             inf       NaN  -0.22 -0.218970      -inf       NaN   \n",
       "IPSL-CM6A-LR          NaN       NaN    NaN       NaN       NaN  0.187094   \n",
       "MIROC-SPRINTARS  0.587213 -0.146058  -0.22 -0.086648  0.009824       NaN   \n",
       "MIROC6                NaN       NaN    NaN       NaN       NaN -0.006119   \n",
       "MPI-ESM          0.622797 -0.029118  -0.22       NaN       NaN       NaN   \n",
       "MPI-ESM1-2-LR         NaN       NaN    NaN       NaN       NaN       NaN   \n",
       "MRI-ESM2-0            NaN       NaN    NaN       NaN       NaN  0.010185   \n",
       "NCAR-CESM1-CAM4  0.427756       NaN  -0.22 -0.107241  0.009937       NaN   \n",
       "NCAR-CESM1-CAM5  0.555973 -0.022407  -0.22      -inf      -inf       NaN   \n",
       "NorESM1          0.477979       NaN  -0.22      -inf      -inf       NaN   \n",
       "NorESM2-LM            NaN       NaN    NaN       NaN       NaN  0.043087   \n",
       "NorESM2-MM            NaN       NaN    NaN       NaN       NaN  0.021943   \n",
       "UKESM1-0-LL           NaN       NaN    NaN       NaN       NaN -0.012844   \n",
       "\n",
       "                  8xCFC11   9xCFC12     3xN2O  Volcanic  \n",
       "model                                                    \n",
       "ACCESS-CM2            NaN       NaN       NaN       NaN  \n",
       "CESM2                 NaN       NaN       NaN       NaN  \n",
       "CNRM-CM6-1            NaN       NaN       NaN       NaN  \n",
       "CNRM-ESM2-1           NaN       NaN       NaN       NaN  \n",
       "CanESM2               NaN       NaN       NaN       NaN  \n",
       "CanESM5               NaN       NaN       NaN       NaN  \n",
       "EC-Earth3             NaN       NaN       NaN       NaN  \n",
       "ECHAM-HAM       -0.047522 -0.057612  0.054839       NaN  \n",
       "GFDL-CM4              NaN       NaN       NaN       NaN  \n",
       "GFDL-ESM4             NaN       NaN       NaN       NaN  \n",
       "GISS-E2-1-G           NaN       NaN       NaN       NaN  \n",
       "GISS-E2-R             NaN -0.052047       NaN       NaN  \n",
       "HadGEM2         -0.027805 -0.010956  0.008473       NaN  \n",
       "HadGEM3               NaN -0.023383       NaN  0.065222  \n",
       "HadGEM3-GC31-LL       NaN       NaN       NaN       NaN  \n",
       "IPSL-CM5A             NaN       NaN       NaN       NaN  \n",
       "IPSL-CM6A-LR          NaN       NaN       NaN       NaN  \n",
       "MIROC-SPRINTARS -0.067304 -0.060000  0.053095       NaN  \n",
       "MIROC6                NaN       NaN       NaN       NaN  \n",
       "MPI-ESM               NaN       NaN       NaN       NaN  \n",
       "MPI-ESM1-2-LR         NaN       NaN       NaN       NaN  \n",
       "MRI-ESM2-0            NaN       NaN       NaN       NaN  \n",
       "NCAR-CESM1-CAM4 -0.029487 -0.050988  0.038720       NaN  \n",
       "NCAR-CESM1-CAM5       NaN -0.031694       NaN       NaN  \n",
       "NorESM1               NaN -0.047654  0.050236       NaN  \n",
       "NorESM2-LM            NaN       NaN       NaN       NaN  \n",
       "NorESM2-MM            NaN       NaN       NaN       NaN  \n",
       "UKESM1-0-LL           NaN       NaN       NaN       NaN  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjustments_df.loc['ta_strat']/adjustments_df.loc['IRF']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# IRF \n",
    "# For GHGs, overwrite the IRF values from Ryan\n",
    "for expt in ['2xCO2','3xCH4','10xBC','5xSO4','8xCFC11','9xCFC12','3xN2O']:\n",
    "    adjustments_df.loc['IRF',expt] = (adjustments_df.loc['ERF',expt] - adjustments_df.loc['tas',expt] - adjustments_df.loc['ta_trop',expt] - adjustments_df.loc['ta_strat',expt] - adjustments_df.loc['hus',expt] - adjustments_df.loc['alb',expt] - adjustments_df.loc['cloud',expt])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "IRF = adjustments_df.loc['IRF']\n",
    "tas = adjustments_df.loc['tas']\n",
    "ta_trop = adjustments_df.loc['ta_trop']\n",
    "ta_strat = adjustments_df.loc['ta_strat']\n",
    "hus = adjustments_df.loc['hus']\n",
    "cloud = adjustments_df.loc['cloud']\n",
    "alb = adjustments_df.loc['alb']\n",
    "RA = ta_trop + ta_strat + hus + cloud + alb\n",
    "total_trop = ta_trop + hus + cloud + alb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.055298887954643904"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(total_trop/SARF).mean()['2xCO2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.027427016104687764"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(adjustments_df.loc['alb']/(adjustments_df.loc['ERF'] - adjustments_df.loc['tas'])).mean()['3xCH4']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 531.496x531.496 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = pl.subplots()\n",
    "\n",
    "colors = ['#cc4049','#ed8037','#ecd151','#369ce8','#24937e','#b0b0b0','black']\n",
    "labels = ['Surface temperature','Tropospheric temperature','Stratospheric temperature','Water vapour','Albedo','Clouds','Total']\n",
    "for ie, expt in enumerate(['2xCO2', '3xCH4', '3xN2O', '9xCFC12', 'aer', 'Solar', 'Volcanic']):\n",
    "    if expt in ['2xCO2', '3xCH4', '3xN2O', '9xCFC12']:\n",
    "        ax1.bar(0.14+ie, 100*(tas/SARF).mean()[expt], 0.12, color=\"None\", edgecolor=colors[0], lw=1, zorder=4)\n",
    "        ax1.bar(0.26+ie, 100*(ta_trop/SARF).mean()[expt], 0.12, color=colors[1], zorder=3)\n",
    "        ax1.bar(0.38+ie, 100*(ta_strat/SARF).mean()[expt], 0.12, color=\"None\", edgecolor=colors[2], zorder=4)\n",
    "        ax1.bar(0.50+ie, 100*(hus/SARF).mean()[expt], 0.12, color=colors[3], zorder=3)\n",
    "        ax1.bar(0.62+ie, 100*(alb/SARF).mean()[expt], 0.12, color=colors[4], zorder=3)\n",
    "        ax1.bar(0.74+ie, 100*(cloud/SARF).mean()[expt], 0.12, color=colors[5], zorder=3)\n",
    "        ax1.bar(0.86+ie, 100*(total_trop/SARF).mean()[expt], 0.12, color=colors[6], zorder=3)\n",
    "    elif expt in ['aer', 'Solar', 'Volcanic']:\n",
    "        ax1.bar(0.14+ie, 100*(tas/IRF).mean()[expt], 0.12, color=\"None\", edgecolor=colors[0], lw=1, zorder=4, label=labels[0] if ie==6 else '')\n",
    "        ax1.bar(0.26+ie, 100*(ta_trop/IRF).mean()[expt], 0.12, color=colors[1], zorder=3, label=labels[1] if ie==6 else '')\n",
    "        ax1.bar(0.38+ie, 100*(ta_strat/IRF).mean()[expt], 0.12, color=colors[2], zorder=3, label=labels[2] if ie==6 else '')\n",
    "        ax1.bar(0.50+ie, 100*(hus/IRF).mean()[expt], 0.12, color=colors[3], zorder=3, label=labels[3] if ie==6 else '')\n",
    "        ax1.bar(0.62+ie, 100*(alb/IRF).mean()[expt], 0.12, color=colors[4], zorder=3, label=labels[4] if ie==6 else '')\n",
    "        ax1.bar(0.74+ie, 100*(cloud/IRF).mean()[expt], 0.12, color=colors[5], zorder=3, label=labels[5] if ie==6 else '')\n",
    "        ax1.bar(0.86+ie, 100*(RA/IRF).mean()[expt], 0.12, color=colors[6], zorder=3, label=labels[6] if ie==6 else '')\n",
    "    if expt in ['Volcanic', '5xSO4', 'aer']:\n",
    "        textcolor='#304fbf'\n",
    "    else:\n",
    "        textcolor='#cc4049'\n",
    "    ax1.text(0.5+ie, 44, expt_names[expt], ha='center', va='top', fontsize=7, color=textcolor)\n",
    "\n",
    "ax1.text(2, -27, 'Greenhouse gases', size=11, va='bottom', ha='center')\n",
    "#ax1.text(6, -118, 'Aerosols', size=11, va='bottom', ha='center')\n",
    "ax1.text(6, 30, 'Natural', size=11, va='bottom', ha='center')\n",
    "\n",
    "ax1.set_ylabel('Percent of SARF or IRF (%)')\n",
    "\n",
    "ax1.axhline(0, color='k', lw=1, zorder=4)\n",
    "\n",
    "for x in range(1,8):\n",
    "    ax1.axvline(x,lw=0.2,color='#d0d0d0')\n",
    "\n",
    "mn,mx = ax1.get_ylim()\n",
    "backfill = [0,4,4,5,5,7]\n",
    "fillind  = [1,1,0,0,1,1]\n",
    "ax1.fill_between(backfill, -120, 100, where=fillind, color='#f0f0f0', zorder=0.6)\n",
    "ax1.legend(loc='lower center', framealpha=1, fontsize=7, ncol=2, frameon=True)#, bbox_to_anchor=[0.5,0.02])\n",
    "ax1.set_ylim(-50,45)\n",
    "ax1.set_xlim(0,7)\n",
    "#ax1.grid(axis='y', zorder=-11, lw=0.5)\n",
    "\n",
    "ax1.set_title('Top-of-atmosphere radiative adjustments')\n",
    "ax1.text(2.25, 28, '\"Total\" bars for greenhouse\\ngases represent\\ntropospheric totals', size=7, ha='center', va='center')\n",
    "\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "pl.savefig('../figures/fig7.4.png', dpi=300)\n",
    "pl.savefig('../figures/fig7.4.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.52988879546439"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100*(total_trop/SARF).mean()['2xCO2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-14.519929568049328"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100*(total_trop/SARF).mean()['3xCH4']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.58898562588032"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100*(total_trop/SARF).mean()['3xN2O']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.820174755602812"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100*(total_trop/SARF).mean()['9xCFC12']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15.273995499476786"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100*(total_trop/SARF).mean()['8xCFC11']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>2xCO2</th>\n",
       "      <th>3xCH4</th>\n",
       "      <th>Solar</th>\n",
       "      <th>10xBC</th>\n",
       "      <th>5xSO4</th>\n",
       "      <th>aer</th>\n",
       "      <th>8xCFC11</th>\n",
       "      <th>9xCFC12</th>\n",
       "      <th>3xN2O</th>\n",
       "      <th>Volcanic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>model</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>ACCESS-CM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.046523</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-CM6-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNRM-ESM2-1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.007960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CanESM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.192200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EC-Earth3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.007807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECHAM-HAM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-CM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.027216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GFDL-ESM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.020859</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-1-G</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.042439</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GISS-E2-R</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.065222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HadGEM3-GC31-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM5A</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IPSL-CM6A-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.187094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC-SPRINTARS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIROC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.006119</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MPI-ESM1-2-LR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRI-ESM2-0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.010185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NCAR-CESM1-CAM5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-LM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.043087</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NorESM2-MM</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.021943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UKESM1-0-LL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012844</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 2xCO2  3xCH4  Solar  10xBC  5xSO4       aer  8xCFC11  \\\n",
       "model                                                                   \n",
       "ACCESS-CM2         NaN    NaN    NaN    NaN    NaN       NaN      NaN   \n",
       "CESM2              NaN    NaN    NaN    NaN    NaN  0.046523      NaN   \n",
       "CNRM-CM6-1         NaN    NaN    NaN    NaN    NaN  0.003077      NaN   \n",
       "CNRM-ESM2-1        NaN    NaN    NaN    NaN    NaN  0.007960      NaN   \n",
       "CanESM2            NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "CanESM5            NaN    NaN    NaN    NaN    NaN  0.192200      NaN   \n",
       "EC-Earth3          NaN    NaN    NaN    NaN    NaN -0.007807      NaN   \n",
       "ECHAM-HAM          NaN    NaN    NaN    NaN    NaN       NaN      NaN   \n",
       "GFDL-CM4           NaN    NaN    NaN    NaN    NaN  0.027216      NaN   \n",
       "GFDL-ESM4          NaN    NaN    NaN    NaN    NaN  0.020859      NaN   \n",
       "GISS-E2-1-G        NaN    NaN    NaN    NaN    NaN  0.042439      NaN   \n",
       "GISS-E2-R          NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "HadGEM2            NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "HadGEM3            NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "HadGEM3-GC31-LL    NaN    NaN    NaN    NaN    NaN -0.012985      NaN   \n",
       "IPSL-CM5A          NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "IPSL-CM6A-LR       NaN    NaN    NaN    NaN    NaN  0.187094      NaN   \n",
       "MIROC-SPRINTARS    NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "MIROC6             NaN    NaN    NaN    NaN    NaN -0.006119      NaN   \n",
       "MPI-ESM            NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "MPI-ESM1-2-LR      NaN    NaN    NaN    NaN    NaN       NaN      NaN   \n",
       "MRI-ESM2-0         NaN    NaN    NaN    NaN    NaN  0.010185      NaN   \n",
       "NCAR-CESM1-CAM4    NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "NCAR-CESM1-CAM5    NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "NorESM1            NaN    NaN  -0.22    NaN    NaN       NaN      NaN   \n",
       "NorESM2-LM         NaN    NaN    NaN    NaN    NaN  0.043087      NaN   \n",
       "NorESM2-MM         NaN    NaN    NaN    NaN    NaN  0.021943      NaN   \n",
       "UKESM1-0-LL        NaN    NaN    NaN    NaN    NaN -0.012844      NaN   \n",
       "\n",
       "                 9xCFC12  3xN2O  Volcanic  \n",
       "model                                      \n",
       "ACCESS-CM2           NaN    NaN       NaN  \n",
       "CESM2                NaN    NaN       NaN  \n",
       "CNRM-CM6-1           NaN    NaN       NaN  \n",
       "CNRM-ESM2-1          NaN    NaN       NaN  \n",
       "CanESM2              NaN    NaN       NaN  \n",
       "CanESM5              NaN    NaN       NaN  \n",
       "EC-Earth3            NaN    NaN       NaN  \n",
       "ECHAM-HAM            NaN    NaN       NaN  \n",
       "GFDL-CM4             NaN    NaN       NaN  \n",
       "GFDL-ESM4            NaN    NaN       NaN  \n",
       "GISS-E2-1-G          NaN    NaN       NaN  \n",
       "GISS-E2-R            NaN    NaN       NaN  \n",
       "HadGEM2              NaN    NaN       NaN  \n",
       "HadGEM3              NaN    NaN  0.065222  \n",
       "HadGEM3-GC31-LL      NaN    NaN       NaN  \n",
       "IPSL-CM5A            NaN    NaN       NaN  \n",
       "IPSL-CM6A-LR         NaN    NaN       NaN  \n",
       "MIROC-SPRINTARS      NaN    NaN       NaN  \n",
       "MIROC6               NaN    NaN       NaN  \n",
       "MPI-ESM              NaN    NaN       NaN  \n",
       "MPI-ESM1-2-LR        NaN    NaN       NaN  \n",
       "MRI-ESM2-0           NaN    NaN       NaN  \n",
       "NCAR-CESM1-CAM4      NaN    NaN       NaN  \n",
       "NCAR-CESM1-CAM5      NaN    NaN       NaN  \n",
       "NorESM1              NaN    NaN       NaN  \n",
       "NorESM2-LM           NaN    NaN       NaN  \n",
       "NorESM2-MM           NaN    NaN       NaN  \n",
       "UKESM1-0-LL          NaN    NaN       NaN  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ta_strat/IRF"
   ]
  }
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