RTmodelsPACE.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Radiative model intercomparison tool"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This script is a tool to connect two assessments created to determine the ideal radiative transfer (RT) models to use for various applications. These assessments are stored as a matrix in .csv files, the contents of which can be altered by the user of this script. The two assessments are of:\n",
    "\n",
    "1. Needs matrix: this identifies the various ways in which RT models could be used, and the requirements for each of those applications\n",
    "2. Capability matrix: this identifies several RT models, and their capabilities for the requirements described in (1)\n",
    "\n",
    "For a given RT model application, (1) and (2) are combined to provide scores for the success of each RT model. The results are plotted in a color-coded chart, and saved to a .csv file\n",
    "\n",
    "history: \n",
    "created by kirk.knobelspiesse@nasa.gov, last updated 10/1/2020\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6GpS_x6sXjLx"
   },
   "source": [
    "## Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "oczLLdt7XjLu",
    "outputId": "86810096-7200-47db-b8a7-9214b5f6ec6d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using pandas version  1.0.5\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "print('Using pandas version ',pd.__version__)\n",
    "!pip install qgrid\n",
    "import qgrid \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yYeY_Iwp-v_2"
   },
   "source": [
    "## Read Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section reads in CSV files with the radiative transfer \"Needs\" file and corresponding \"Capabilities\" file for each RT model. Note the path will need to be modified for your purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "Cha29UrS-5wZ"
   },
   "outputs": [],
   "source": [
    "#rt_path='/Users/kknobels/Box_Sync/PACE/RT/'      #path is here\n",
    "rt_path='https://raw.githubusercontent.com/knobelsp/RTmodelsPACE/main/'\n",
    "fname_capability=rt_path+'/RTmodelsPACE_cap.csv'\n",
    "fname_needs=rt_path+'/RTmodelsPACE_need.csv'\n",
    "\n",
    "cap = pd.read_csv(fname_capability,index_col=0)\n",
    "need = pd.read_csv(fname_needs,index_col=0)\n",
    "for capcol in cap.columns:       #convert columns to categorical\n",
    "    cap[capcol] = cap[capcol].astype('category')    \n",
    "for needcol in need.columns:       #convert columns to categorical\n",
    "    need[needcol] = need[needcol].astype('category')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examine \"needs matrix\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The needs matrix describes the RT model requirements in one of three categories (yes, no, somewhat) for various usages, such as recreating heritage lookup tables. This table provides the means to alter those descriptions from the default values in the loaded csv files. Note the possibility to expand the table to fill the screen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2180f1408bf94d3a97262897cdf1c862",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "QgridWidget(grid_options={'fullWidthRows': True, 'syncColumnCellResize': True, 'forceFitColumns': True, 'defau…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qgrid_widget = qgrid.show_grid(need, show_toolbar=True, grid_options={'forceFitColumns': True, 'column_fit_size_min':2})\n",
    "qgrid_widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "need=qgrid_widget.get_changed_df()        #capture any adjustments that were made"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examine \"capabilties matrix\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The capabilities matrix describes the abilties of each RT model in one of three categories (yes, no, somewhat) for various metrics, such as abiltiy to calculate 3D scattering. This table provides the means to alter those descriptions from the default values in the loaded csv files. Note the possibility to expand the table to fill the screen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "08de3fe72da949f791297a9669b05314",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "QgridWidget(grid_options={'fullWidthRows': True, 'syncColumnCellResize': True, 'forceFitColumns': True, 'defau…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qgrid_widget = qgrid.show_grid(cap, show_toolbar=True, grid_options={'forceFitColumns': True, 'column_fit_size_min':2})\n",
    "qgrid_widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "cap=qgrid_widget.get_changed_df()        #capture any adjustments that were made"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Combine needs and capabilities matricies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ba0J1VpPbPbA"
   },
   "source": [
    "Combine needs matrix and capabilities matrix into an overall dataframe describing how the capabilities of each RT model fit different ways of using RT models. Scoring is as follows:\n",
    "\n",
    "    4: Required and full RT model capability\n",
    "    2: Required and some RT model capability\n",
    "    2: Somewhat required and full RT model capability\n",
    "    1: Somewhat required and some RT model capability\n",
    "    0: Not required \n",
    "    -1: Somewhat required and no RT model capability\n",
    "    -4: Required and no RT model capability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "A3OzMvZssi2D"
   },
   "outputs": [],
   "source": [
    "\n",
    "#convert dataframe in categories to numerical values\n",
    "cat_columns = cap.select_dtypes(['category']).columns\n",
    "cap[cat_columns] = cap[cat_columns].apply(lambda x: x.cat.codes)\n",
    "\n",
    "#convert dataframe in categories to numerical values\n",
    "cat_columns = need.select_dtypes(['category']).columns\n",
    "need[cat_columns] = need[cat_columns].apply(lambda x: x.cat.codes)\n",
    "\n",
    "dummy=[\"test\",\"test2\"]\n",
    "dummy.extend(need.iloc[:,0].values)\n",
    "dummy.extend([0])\n",
    "results = pd.DataFrame(dummy)                 #define dataframe with dummy values\n",
    "\n",
    "for capcol in cap.columns: \n",
    "  for needcol in need.columns:\n",
    "    this_need=(need.loc[:,needcol].values)     #requrirements vector for a specific usage\n",
    "    this_cap=(cap.loc[:,capcol].values)         #capability vector for specific model\n",
    "    res=this_need * this_cap                  \n",
    "    reallybad=( (this_need**2)-this_cap == 4)  #make case where a need is required (2) but there is no capability\n",
    "    res[reallybad]=-4                          #... and set that value to -4\n",
    "    \n",
    "    somewhatbad=( (this_need**2)-this_cap == 1)  #make case where a need is somewhat required (1) but there is no capability\n",
    "    res[somewhatbad]=-1                          #... and set that value to -1\n",
    "\n",
    "    su=sum(res)\n",
    "    res_orig=res\n",
    "    res=np.append(res,su)                    #calculate sum of results and append for TOTAL SCORE\n",
    "    \n",
    "    this=needcol+\"_\"+capcol                   #append dataframe with this individual capabilties + needs list\n",
    "    this_res=[needcol,capcol]\n",
    "    this_res.extend(res)\n",
    "    results[this]=this_res\n",
    "\n",
    "results=results.drop(columns=0)               #drop the dummy initial setup dataframe column\n",
    "newindex=['Need','model']\n",
    "newindex.extend(cap.index.values)\n",
    "newindex.extend([\"TOTAL SCORE\"])\n",
    "\n",
    "newindex\n",
    "results[\"index\"]=newindex\n",
    "results=results.set_index(\"index\")            #define and set the index values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This subroutine provides the means to control plotting color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "C3PzKex0sC8b"
   },
   "outputs": [],
   "source": [
    "def color_back(val):\n",
    "    if val == 4:\n",
    "      color = 'darkgreen'   #case for need and full capability\n",
    "    else: \n",
    "      if val == 2:          #case for need and some capability, or some need and full capability\n",
    "        color= 'limegreen'\n",
    "      else:\n",
    "        if val == 1:        #case for some need and some capability\n",
    "          color='palegreen'\n",
    "        else: \n",
    "          if val == -1:      #case for some need and no capability\n",
    "            color='lightcoral'\n",
    "          else:\n",
    "            if val == -4:   #case for need and no capability\n",
    "              color='red'\n",
    "            else:\n",
    "              color='white' #case for no need\n",
    "\n",
    "    return 'background-color: %s' % color "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here one can choose the specific RT \"need\" (by uncommenting the desired case). The results of that case are plotted below, and a .csv file with the results is saved to [path]/RTmodelsPACE_[case].csv ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "dqomAS_4oBjo"
   },
   "outputs": [
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       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col3 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col5 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col11 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col1 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col4 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col9 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col10 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col11 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col1 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col3 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col5 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col6 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col7 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col8 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col9 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col10 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col0 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col1 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col3 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col5 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col6 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col9 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col10 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col3 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col4 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col5 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col6 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col9 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col10 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col0 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col1 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col3 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col6 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col7 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col8 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col9 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col10 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col0 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col1 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col6 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col7 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col8 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col9 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col10 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col0 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col1 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col2 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col3 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col4 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col5 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col6 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col7 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col8 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col11 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col0 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col2 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col3 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col4 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col5 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col6 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col7 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col10 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col11 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col0 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col1 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col3 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col5 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col6 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col9 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col10 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col0 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col1 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col2 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col4 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col8 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col9 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col10 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col11 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col0 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col2 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col3 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col4 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col5 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col6 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col7 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col11 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col0 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col2 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col3 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col4 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col5 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col6 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col7 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col11 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col0 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col2 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col3 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col4 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col5 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col6 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col7 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col11 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col0 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col2 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col3 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col4 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col5 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col6 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col7 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col11 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col0 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col2 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col3 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col4 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col5 {\n",
       "            background-color:  palegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col6 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col7 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col8 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col11 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col0 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col1 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col2 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col3 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col4 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col5 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col6 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col7 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col8 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col9 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col10 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col11 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col1 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col4 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col8 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col9 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col10 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col11 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col1 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col2 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col8 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col9 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col10 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col11 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col1 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col2 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col4 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col8 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col9 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col10 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col8 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col9 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col10 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col11 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col0 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col1 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col2 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col3 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col4 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col6 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col8 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col9 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col11 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col0 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col1 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col2 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col3 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col4 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col5 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col6 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col7 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col8 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col9 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col10 {\n",
       "            background-color:  red;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col11 {\n",
       "            background-color:  darkgreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col0 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col1 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col2 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col3 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col4 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col5 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col6 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col7 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col8 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col9 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col10 {\n",
       "            background-color:  limegreen;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col11 {\n",
       "            background-color:  lightcoral;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col0 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col1 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col2 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col3 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col4 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col5 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col6 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col7 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col8 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col9 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col10 {\n",
       "            background-color:  white;\n",
       "        }    #T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col11 {\n",
       "            background-color:  white;\n",
       "        }</style><table id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >AFRT</th>        <th class=\"col_heading level0 col1\" >DAG</th>        <th class=\"col_heading level0 col2\" >LINTRAN</th>        <th class=\"col_heading level0 col3\" >GRASP SOS</th>        <th class=\"col_heading level0 col4\" >UMBC</th>        <th class=\"col_heading level0 col5\" >SORD</th>        <th class=\"col_heading level0 col6\" >OSOAA</th>        <th class=\"col_heading level0 col7\" >6SV</th>        <th class=\"col_heading level0 col8\" >VLIDORT</th>        <th class=\"col_heading level0 col9\" >DISORT</th>        <th class=\"col_heading level0 col10\" >MYSTIC</th>        <th class=\"col_heading level0 col11\" >AdSaa</th>    </tr>    <tr>        <th class=\"index_name level0\" >index</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row0\" class=\"row_heading level0 row0\" >Complete  documentation</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col0\" class=\"data row0 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col1\" class=\"data row0 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col2\" class=\"data row0 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col3\" class=\"data row0 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col4\" class=\"data row0 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col5\" class=\"data row0 col5\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col6\" class=\"data row0 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col7\" class=\"data row0 col7\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col8\" class=\"data row0 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col9\" class=\"data row0 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col10\" class=\"data row0 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row0_col11\" class=\"data row0 col11\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row1\" class=\"row_heading level0 row1\" >Maintained version control</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col0\" class=\"data row1 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col1\" class=\"data row1 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col2\" class=\"data row1 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col3\" class=\"data row1 col3\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col4\" class=\"data row1 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col5\" class=\"data row1 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col6\" class=\"data row1 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col7\" class=\"data row1 col7\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col8\" class=\"data row1 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col9\" class=\"data row1 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col10\" class=\"data row1 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row1_col11\" class=\"data row1 col11\" >-4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row2\" class=\"row_heading level0 row2\" >Benchmarked </th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col0\" class=\"data row2 col0\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col1\" class=\"data row2 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col2\" class=\"data row2 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col3\" class=\"data row2 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col4\" class=\"data row2 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col5\" class=\"data row2 col5\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col6\" class=\"data row2 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col7\" class=\"data row2 col7\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col8\" class=\"data row2 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col9\" class=\"data row2 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col10\" class=\"data row2 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row2_col11\" class=\"data row2 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row3\" class=\"row_heading level0 row3\" >Intuitive inputs</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col0\" class=\"data row3 col0\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col1\" class=\"data row3 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col2\" class=\"data row3 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col3\" class=\"data row3 col3\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col4\" class=\"data row3 col4\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col5\" class=\"data row3 col5\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col6\" class=\"data row3 col6\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col7\" class=\"data row3 col7\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col8\" class=\"data row3 col8\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col9\" class=\"data row3 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col10\" class=\"data row3 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row3_col11\" class=\"data row3 col11\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row4\" class=\"row_heading level0 row4\" >Usable interface</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col0\" class=\"data row4 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col1\" class=\"data row4 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col2\" class=\"data row4 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col3\" class=\"data row4 col3\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col4\" class=\"data row4 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col5\" class=\"data row4 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col6\" class=\"data row4 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col7\" class=\"data row4 col7\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col8\" class=\"data row4 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col9\" class=\"data row4 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col10\" class=\"data row4 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row4_col11\" class=\"data row4 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row5\" class=\"row_heading level0 row5\" >Spectral convolution</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col0\" class=\"data row5 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col1\" class=\"data row5 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col2\" class=\"data row5 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col3\" class=\"data row5 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col4\" class=\"data row5 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col5\" class=\"data row5 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col6\" class=\"data row5 col6\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col7\" class=\"data row5 col7\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col8\" class=\"data row5 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col9\" class=\"data row5 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col10\" class=\"data row5 col10\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row5_col11\" class=\"data row5 col11\" >-4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row6\" class=\"row_heading level0 row6\" >Modular components</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col0\" class=\"data row6 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col1\" class=\"data row6 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col2\" class=\"data row6 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col3\" class=\"data row6 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col4\" class=\"data row6 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col5\" class=\"data row6 col5\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col6\" class=\"data row6 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col7\" class=\"data row6 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col8\" class=\"data row6 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col9\" class=\"data row6 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col10\" class=\"data row6 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row6_col11\" class=\"data row6 col11\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row7\" class=\"row_heading level0 row7\" >Calculates Jacobians</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col0\" class=\"data row7 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col1\" class=\"data row7 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col2\" class=\"data row7 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col3\" class=\"data row7 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col4\" class=\"data row7 col4\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col5\" class=\"data row7 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col6\" class=\"data row7 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col7\" class=\"data row7 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col8\" class=\"data row7 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col9\" class=\"data row7 col9\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col10\" class=\"data row7 col10\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row7_col11\" class=\"data row7 col11\" >-4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row8\" class=\"row_heading level0 row8\" >Vector</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col0\" class=\"data row8 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col1\" class=\"data row8 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col2\" class=\"data row8 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col3\" class=\"data row8 col3\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col4\" class=\"data row8 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col5\" class=\"data row8 col5\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col6\" class=\"data row8 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col7\" class=\"data row8 col7\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col8\" class=\"data row8 col8\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col9\" class=\"data row8 col9\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col10\" class=\"data row8 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row8_col11\" class=\"data row8 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row9\" class=\"row_heading level0 row9\" >Arbitrary scat matrices ok</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col0\" class=\"data row9 col0\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col1\" class=\"data row9 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col2\" class=\"data row9 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col3\" class=\"data row9 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col4\" class=\"data row9 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col5\" class=\"data row9 col5\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col6\" class=\"data row9 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col7\" class=\"data row9 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col8\" class=\"data row9 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col9\" class=\"data row9 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col10\" class=\"data row9 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row9_col11\" class=\"data row9 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row10\" class=\"row_heading level0 row10\" >Nonspherical capability </th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col0\" class=\"data row10 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col1\" class=\"data row10 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col2\" class=\"data row10 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col3\" class=\"data row10 col3\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col4\" class=\"data row10 col4\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col5\" class=\"data row10 col5\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col6\" class=\"data row10 col6\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col7\" class=\"data row10 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col8\" class=\"data row10 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col9\" class=\"data row10 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col10\" class=\"data row10 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row10_col11\" class=\"data row10 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row11\" class=\"row_heading level0 row11\" >Simulate arbitrary altitudes</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col0\" class=\"data row11 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col1\" class=\"data row11 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col2\" class=\"data row11 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col3\" class=\"data row11 col3\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col4\" class=\"data row11 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col5\" class=\"data row11 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col6\" class=\"data row11 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col7\" class=\"data row11 col7\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col8\" class=\"data row11 col8\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col9\" class=\"data row11 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col10\" class=\"data row11 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row11_col11\" class=\"data row11 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row12\" class=\"row_heading level0 row12\" >Default std atm included</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col0\" class=\"data row12 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col1\" class=\"data row12 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col2\" class=\"data row12 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col3\" class=\"data row12 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col4\" class=\"data row12 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col5\" class=\"data row12 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col6\" class=\"data row12 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col7\" class=\"data row12 col7\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col8\" class=\"data row12 col8\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col9\" class=\"data row12 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col10\" class=\"data row12 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row12_col11\" class=\"data row12 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row13\" class=\"row_heading level0 row13\" >Trace gas absorption</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col0\" class=\"data row13 col0\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col1\" class=\"data row13 col1\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col2\" class=\"data row13 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col3\" class=\"data row13 col3\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col4\" class=\"data row13 col4\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col5\" class=\"data row13 col5\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col6\" class=\"data row13 col6\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col7\" class=\"data row13 col7\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col8\" class=\"data row13 col8\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col9\" class=\"data row13 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col10\" class=\"data row13 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row13_col11\" class=\"data row13 col11\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row14\" class=\"row_heading level0 row14\" >Multiple geometries</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col0\" class=\"data row14 col0\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col1\" class=\"data row14 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col2\" class=\"data row14 col2\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col3\" class=\"data row14 col3\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col4\" class=\"data row14 col4\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col5\" class=\"data row14 col5\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col6\" class=\"data row14 col6\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col7\" class=\"data row14 col7\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col8\" class=\"data row14 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col9\" class=\"data row14 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col10\" class=\"data row14 col10\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row14_col11\" class=\"data row14 col11\" >-1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row15\" class=\"row_heading level0 row15\" >Simulate upward looking</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col0\" class=\"data row15 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col1\" class=\"data row15 col1\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col2\" class=\"data row15 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col3\" class=\"data row15 col3\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col4\" class=\"data row15 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col5\" class=\"data row15 col5\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col6\" class=\"data row15 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col7\" class=\"data row15 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col8\" class=\"data row15 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col9\" class=\"data row15 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col10\" class=\"data row15 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row15_col11\" class=\"data row15 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row16\" class=\"row_heading level0 row16\" >Pseudospherical</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col0\" class=\"data row16 col0\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col1\" class=\"data row16 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col2\" class=\"data row16 col2\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col3\" class=\"data row16 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col4\" class=\"data row16 col4\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col5\" class=\"data row16 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col6\" class=\"data row16 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col7\" class=\"data row16 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col8\" class=\"data row16 col8\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col9\" class=\"data row16 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col10\" class=\"data row16 col10\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row16_col11\" class=\"data row16 col11\" >-4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row17\" class=\"row_heading level0 row17\" >Aerosol over ocean </th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col0\" class=\"data row17 col0\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col1\" class=\"data row17 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col2\" class=\"data row17 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col3\" class=\"data row17 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col4\" class=\"data row17 col4\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col5\" class=\"data row17 col5\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col6\" class=\"data row17 col6\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col7\" class=\"data row17 col7\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col8\" class=\"data row17 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col9\" class=\"data row17 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col10\" class=\"data row17 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row17_col11\" class=\"data row17 col11\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row18\" class=\"row_heading level0 row18\" >Aerosol over land</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col0\" class=\"data row18 col0\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col1\" class=\"data row18 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col2\" class=\"data row18 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col3\" class=\"data row18 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col4\" class=\"data row18 col4\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col5\" class=\"data row18 col5\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col6\" class=\"data row18 col6\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col7\" class=\"data row18 col7\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col8\" class=\"data row18 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col9\" class=\"data row18 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col10\" class=\"data row18 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row18_col11\" class=\"data row18 col11\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row19\" class=\"row_heading level0 row19\" >Simultaneous ocean and aerosol</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col0\" class=\"data row19 col0\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col1\" class=\"data row19 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col2\" class=\"data row19 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col3\" class=\"data row19 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col4\" class=\"data row19 col4\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col5\" class=\"data row19 col5\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col6\" class=\"data row19 col6\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col7\" class=\"data row19 col7\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col8\" class=\"data row19 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col9\" class=\"data row19 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col10\" class=\"data row19 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row19_col11\" class=\"data row19 col11\" >-1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row20\" class=\"row_heading level0 row20\" >Simultaneous land and aerosol</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col0\" class=\"data row20 col0\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col1\" class=\"data row20 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col2\" class=\"data row20 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col3\" class=\"data row20 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col4\" class=\"data row20 col4\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col5\" class=\"data row20 col5\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col6\" class=\"data row20 col6\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col7\" class=\"data row20 col7\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col8\" class=\"data row20 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col9\" class=\"data row20 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col10\" class=\"data row20 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row20_col11\" class=\"data row20 col11\" >-1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row21\" class=\"row_heading level0 row21\" >Large optical depths ok</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col0\" class=\"data row21 col0\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col1\" class=\"data row21 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col2\" class=\"data row21 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col3\" class=\"data row21 col3\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col4\" class=\"data row21 col4\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col5\" class=\"data row21 col5\" >1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col6\" class=\"data row21 col6\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col7\" class=\"data row21 col7\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col8\" class=\"data row21 col8\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col9\" class=\"data row21 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col10\" class=\"data row21 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row21_col11\" class=\"data row21 col11\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row22\" class=\"row_heading level0 row22\" >GPU optimization</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col0\" class=\"data row22 col0\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col1\" class=\"data row22 col1\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col2\" class=\"data row22 col2\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col3\" class=\"data row22 col3\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col4\" class=\"data row22 col4\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col5\" class=\"data row22 col5\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col6\" class=\"data row22 col6\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col7\" class=\"data row22 col7\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col8\" class=\"data row22 col8\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col9\" class=\"data row22 col9\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col10\" class=\"data row22 col10\" >0</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row22_col11\" class=\"data row22 col11\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row23\" class=\"row_heading level0 row23\" >Non aziumuth symmetry ok</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col0\" class=\"data row23 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col1\" class=\"data row23 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col2\" class=\"data row23 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col3\" class=\"data row23 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col4\" class=\"data row23 col4\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col5\" class=\"data row23 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col6\" class=\"data row23 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col7\" class=\"data row23 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col8\" class=\"data row23 col8\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col9\" class=\"data row23 col9\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col10\" class=\"data row23 col10\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row23_col11\" class=\"data row23 col11\" >-4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row24\" class=\"row_heading level0 row24\" >Inelastic and elastic scattering</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col0\" class=\"data row24 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col1\" class=\"data row24 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col2\" class=\"data row24 col2\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col3\" class=\"data row24 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col4\" class=\"data row24 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col5\" class=\"data row24 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col6\" class=\"data row24 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col7\" class=\"data row24 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col8\" class=\"data row24 col8\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col9\" class=\"data row24 col9\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col10\" class=\"data row24 col10\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row24_col11\" class=\"data row24 col11\" >-4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row25\" class=\"row_heading level0 row25\" >Simulate thermal IR</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col0\" class=\"data row25 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col1\" class=\"data row25 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col2\" class=\"data row25 col2\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col3\" class=\"data row25 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col4\" class=\"data row25 col4\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col5\" class=\"data row25 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col6\" class=\"data row25 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col7\" class=\"data row25 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col8\" class=\"data row25 col8\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col9\" class=\"data row25 col9\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col10\" class=\"data row25 col10\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row25_col11\" class=\"data row25 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row26\" class=\"row_heading level0 row26\" >Circular polarization</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col0\" class=\"data row26 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col1\" class=\"data row26 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col2\" class=\"data row26 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col3\" class=\"data row26 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col4\" class=\"data row26 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col5\" class=\"data row26 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col6\" class=\"data row26 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col7\" class=\"data row26 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col8\" class=\"data row26 col8\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col9\" class=\"data row26 col9\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col10\" class=\"data row26 col10\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row26_col11\" class=\"data row26 col11\" >-4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row27\" class=\"row_heading level0 row27\" >Can simulate lidar signals</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col0\" class=\"data row27 col0\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col1\" class=\"data row27 col1\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col2\" class=\"data row27 col2\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col3\" class=\"data row27 col3\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col4\" class=\"data row27 col4\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col5\" class=\"data row27 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col6\" class=\"data row27 col6\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col7\" class=\"data row27 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col8\" class=\"data row27 col8\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col9\" class=\"data row27 col9\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col10\" class=\"data row27 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row27_col11\" class=\"data row27 col11\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row28\" class=\"row_heading level0 row28\" >Scattering medium can change</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col0\" class=\"data row28 col0\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col1\" class=\"data row28 col1\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col2\" class=\"data row28 col2\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col3\" class=\"data row28 col3\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col4\" class=\"data row28 col4\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col5\" class=\"data row28 col5\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col6\" class=\"data row28 col6\" >4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col7\" class=\"data row28 col7\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col8\" class=\"data row28 col8\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col9\" class=\"data row28 col9\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col10\" class=\"data row28 col10\" >-4</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row28_col11\" class=\"data row28 col11\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row29\" class=\"row_heading level0 row29\" >3D simulation</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col0\" class=\"data row29 col0\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col1\" class=\"data row29 col1\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col2\" class=\"data row29 col2\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col3\" class=\"data row29 col3\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col4\" class=\"data row29 col4\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col5\" class=\"data row29 col5\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col6\" class=\"data row29 col6\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col7\" class=\"data row29 col7\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col8\" class=\"data row29 col8\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col9\" class=\"data row29 col9\" >-1</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col10\" class=\"data row29 col10\" >2</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row29_col11\" class=\"data row29 col11\" >-1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122level0_row30\" class=\"row_heading level0 row30\" >TOTAL SCORE</th>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col0\" class=\"data row30 col0\" >5</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col1\" class=\"data row30 col1\" >20</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col2\" class=\"data row30 col2\" >60</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col3\" class=\"data row30 col3\" >6</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col4\" class=\"data row30 col4\" >49</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col5\" class=\"data row30 col5\" >-22</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col6\" class=\"data row30 col6\" >22</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col7\" class=\"data row30 col7\" >-8</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col8\" class=\"data row30 col8\" >33</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col9\" class=\"data row30 col9\" >41</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col10\" class=\"data row30 col10\" >37</td>\n",
       "                        <td id=\"T_b9a7e66e_046c_11eb_83c8_acde48001122row30_col11\" class=\"data row30 col11\" >23</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1235eb0a0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#case = \"Heritage\"         #Heritage: the ability to (re)generate the same LUT's currently used in operational data processing\n",
    "#case = \"OperOciAc\"        #Ability to generate LUT's for PACE/OCI required atmospheric correction\n",
    "#case = \"OperOciAer\"       #Ability to generate LUT's for PACE/OCI required aerosol retrievals\n",
    "#case = \"OperOciCld\"       #Ability to generate LUT's for PACE/OCI required cloud retrievals\n",
    "#case = \"OperOciLand\"      #Ability to generate LUT's for PACE/OCI required land retrievals\n",
    "#case = \"EnhPolAerOc\"      #Ability to support PACE enhanced (including polarimetry) aerosol/ocean retrievals\n",
    "#case = \"EnhPolAerLand\"    #Ability to support PACE enhanced (including polarimetry) aerosol/land retrievals\n",
    "#case = \"EnhPolCld\"     #Ability to support PACE enhanced (including polarimetry) cloud retrievals\n",
    "#case = \"PolOcean\"         #Ability to support ocean property retrieval with PACE polarimeters\n",
    "#case = \"Explor\"           #New PACE/OCI product investigation\n",
    "case = \"ExplorAirborne\"   #Airborne polarimeter data exploration\n",
    "\n",
    "new=results.loc[:,results.loc[\"Need\"] == case]   #slice to the case selected above\n",
    "newcolnames=new.loc[\"model\"]\n",
    "new=new.drop(['Need','model'])\n",
    "new=new.rename(columns=newcolnames)              #update column names\n",
    "\n",
    "out_path='./'\n",
    "outname=out_path+'/RTmodelsPACE_'+case+'.csv'     #save csv file\n",
    "new.to_csv(outname)\n",
    "\n",
    "new_st=new.style.applymap(color_back)            #apply colors and plot\n",
    "new_st\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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