Test_data_processing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f4238fd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AVERAGE</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Unnamed: 10</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 18</th>\n",
       "      <th>Unnamed: 19</th>\n",
       "      <th>Unnamed: 20</th>\n",
       "      <th>Unnamed: 21</th>\n",
       "      <th>Unnamed: 22</th>\n",
       "      <th>Unnamed: 23</th>\n",
       "      <th>Unnamed: 24</th>\n",
       "      <th>Unnamed: 25</th>\n",
       "      <th>Unnamed: 26</th>\n",
       "      <th>Unnamed: 27</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[20.0, 10.0, 0.02, 10, 90]</td>\n",
       "      <td>[20.0, 10.0, 0.005, 10, 90]</td>\n",
       "      <td>[20.0, 10.0, 0.001, 10, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.02, 10, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.005, 10, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.001, 10, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.02, 10, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.005, 10, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.001, 10, 90]</td>\n",
       "      <td>[5.0, 10.0, 0.02, 10, 90]</td>\n",
       "      <td>...</td>\n",
       "      <td>[5.0, 0.5, 0.001, 0, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.02, 0, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.005, 0, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.001, 0, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.02, 0, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.005, 0, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.001, 0, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.02, 0, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.005, 0, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.001, 0, 4.5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0140914</td>\n",
       "      <td>0.0139476</td>\n",
       "      <td>0.0139332</td>\n",
       "      <td>0.012711</td>\n",
       "      <td>0.0122796</td>\n",
       "      <td>0.0117045</td>\n",
       "      <td>0.0103529</td>\n",
       "      <td>0.010928</td>\n",
       "      <td>0.0106404</td>\n",
       "      <td>0.0122221</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0150404</td>\n",
       "      <td>0.0122221</td>\n",
       "      <td>0.012711</td>\n",
       "      <td>0.0131424</td>\n",
       "      <td>0.0131136</td>\n",
       "      <td>0.0130561</td>\n",
       "      <td>0.0128548</td>\n",
       "      <td>0.0105829</td>\n",
       "      <td>0.0107842</td>\n",
       "      <td>0.0119058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0157881</td>\n",
       "      <td>0.0154718</td>\n",
       "      <td>0.0148391</td>\n",
       "      <td>0.0144652</td>\n",
       "      <td>0.0138901</td>\n",
       "      <td>0.0131136</td>\n",
       "      <td>0.0119633</td>\n",
       "      <td>0.0122221</td>\n",
       "      <td>0.0119058</td>\n",
       "      <td>0.01366</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0158744</td>\n",
       "      <td>0.0135737</td>\n",
       "      <td>0.0132574</td>\n",
       "      <td>0.0140051</td>\n",
       "      <td>0.0142064</td>\n",
       "      <td>0.0145515</td>\n",
       "      <td>0.0145515</td>\n",
       "      <td>0.0127398</td>\n",
       "      <td>0.0127398</td>\n",
       "      <td>0.0131999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.0167371</td>\n",
       "      <td>0.0165933</td>\n",
       "      <td>0.0163058</td>\n",
       "      <td>0.0161332</td>\n",
       "      <td>0.0158744</td>\n",
       "      <td>0.0146666</td>\n",
       "      <td>0.0131136</td>\n",
       "      <td>0.0131136</td>\n",
       "      <td>0.0130561</td>\n",
       "      <td>0.0150116</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0167946</td>\n",
       "      <td>0.0140626</td>\n",
       "      <td>0.0134012</td>\n",
       "      <td>0.0145803</td>\n",
       "      <td>0.0153855</td>\n",
       "      <td>0.0154143</td>\n",
       "      <td>0.0151842</td>\n",
       "      <td>0.0139764</td>\n",
       "      <td>0.0142927</td>\n",
       "      <td>0.0142064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.0182901</td>\n",
       "      <td>0.0175999</td>\n",
       "      <td>0.0164783</td>\n",
       "      <td>0.0170247</td>\n",
       "      <td>0.0174273</td>\n",
       "      <td>0.0148966</td>\n",
       "      <td>0.0132862</td>\n",
       "      <td>0.0147816</td>\n",
       "      <td>0.0140051</td>\n",
       "      <td>0.0163633</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0171973</td>\n",
       "      <td>0.0147241</td>\n",
       "      <td>0.0137175</td>\n",
       "      <td>0.014609</td>\n",
       "      <td>0.0161332</td>\n",
       "      <td>0.0163058</td>\n",
       "      <td>0.0157306</td>\n",
       "      <td>0.0159031</td>\n",
       "      <td>0.0147816</td>\n",
       "      <td>0.0151554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.245794</td>\n",
       "      <td>0.120697</td>\n",
       "      <td>0.0842464</td>\n",
       "      <td>0.196733</td>\n",
       "      <td>0.0704282</td>\n",
       "      <td>0.0546689</td>\n",
       "      <td>0.0755184</td>\n",
       "      <td>0.121589</td>\n",
       "      <td>0.0740517</td>\n",
       "      <td>0.560492</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0431082</td>\n",
       "      <td>0.0389095</td>\n",
       "      <td>0.0403762</td>\n",
       "      <td>0.0421591</td>\n",
       "      <td>0.0482558</td>\n",
       "      <td>0.0691629</td>\n",
       "      <td>0.0488885</td>\n",
       "      <td>0.0446898</td>\n",
       "      <td>0.055359</td>\n",
       "      <td>0.0402036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.247836</td>\n",
       "      <td>0.121502</td>\n",
       "      <td>0.0858425</td>\n",
       "      <td>0.197481</td>\n",
       "      <td>0.0712909</td>\n",
       "      <td>0.0542087</td>\n",
       "      <td>0.0760935</td>\n",
       "      <td>0.121445</td>\n",
       "      <td>0.0737641</td>\n",
       "      <td>0.568458</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0439134</td>\n",
       "      <td>0.0383343</td>\n",
       "      <td>0.0406637</td>\n",
       "      <td>0.0436546</td>\n",
       "      <td>0.0477094</td>\n",
       "      <td>0.0701406</td>\n",
       "      <td>0.0496937</td>\n",
       "      <td>0.0453513</td>\n",
       "      <td>0.055963</td>\n",
       "      <td>0.0403762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.246197</td>\n",
       "      <td>0.121387</td>\n",
       "      <td>0.0861444</td>\n",
       "      <td>0.196561</td>\n",
       "      <td>0.0717223</td>\n",
       "      <td>0.0561643</td>\n",
       "      <td>0.0770138</td>\n",
       "      <td>0.122825</td>\n",
       "      <td>0.0739367</td>\n",
       "      <td>0.569091</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0434245</td>\n",
       "      <td>0.038967</td>\n",
       "      <td>0.0410376</td>\n",
       "      <td>0.0434245</td>\n",
       "      <td>0.0481408</td>\n",
       "      <td>0.0712622</td>\n",
       "      <td>0.0498375</td>\n",
       "      <td>0.0449774</td>\n",
       "      <td>0.0562218</td>\n",
       "      <td>0.0406637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.246082</td>\n",
       "      <td>0.122423</td>\n",
       "      <td>0.0859719</td>\n",
       "      <td>0.198056</td>\n",
       "      <td>0.0714635</td>\n",
       "      <td>0.0556754</td>\n",
       "      <td>0.0756622</td>\n",
       "      <td>0.122423</td>\n",
       "      <td>0.0750295</td>\n",
       "      <td>0.568372</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0439134</td>\n",
       "      <td>0.0394847</td>\n",
       "      <td>0.0411239</td>\n",
       "      <td>0.0440572</td>\n",
       "      <td>0.0489748</td>\n",
       "      <td>0.0707733</td>\n",
       "      <td>0.0495212</td>\n",
       "      <td>0.0456676</td>\n",
       "      <td>0.0577747</td>\n",
       "      <td>0.0413252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.247376</td>\n",
       "      <td>0.121646</td>\n",
       "      <td>0.0878268</td>\n",
       "      <td>0.199465</td>\n",
       "      <td>0.0722112</td>\n",
       "      <td>0.0557329</td>\n",
       "      <td>0.0771863</td>\n",
       "      <td>0.122106</td>\n",
       "      <td>0.0751445</td>\n",
       "      <td>0.568458</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0444023</td>\n",
       "      <td>0.038967</td>\n",
       "      <td>0.0404049</td>\n",
       "      <td>0.0444598</td>\n",
       "      <td>0.0494924</td>\n",
       "      <td>0.070687</td>\n",
       "      <td>0.0505565</td>\n",
       "      <td>0.0463003</td>\n",
       "      <td>0.0573433</td>\n",
       "      <td>0.0411239</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62 rows × 162 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       AVERAGE                   Unnamed: 2  \\\n",
       "2   [20.0, 10.0, 0.02, 10, 90]  [20.0, 10.0, 0.005, 10, 90]   \n",
       "3                    0.0140914                    0.0139476   \n",
       "4                    0.0157881                    0.0154718   \n",
       "5                    0.0167371                    0.0165933   \n",
       "6                    0.0182901                    0.0175999   \n",
       "..                         ...                          ...   \n",
       "59                    0.245794                     0.120697   \n",
       "60                    0.247836                     0.121502   \n",
       "61                    0.246197                     0.121387   \n",
       "62                    0.246082                     0.122423   \n",
       "63                    0.247376                     0.121646   \n",
       "\n",
       "                     Unnamed: 3                 Unnamed: 4  \\\n",
       "2   [20.0, 10.0, 0.001, 10, 90]  [20.0, 2.5, 0.02, 10, 90]   \n",
       "3                     0.0139332                   0.012711   \n",
       "4                     0.0148391                  0.0144652   \n",
       "5                     0.0163058                  0.0161332   \n",
       "6                     0.0164783                  0.0170247   \n",
       "..                          ...                        ...   \n",
       "59                    0.0842464                   0.196733   \n",
       "60                    0.0858425                   0.197481   \n",
       "61                    0.0861444                   0.196561   \n",
       "62                    0.0859719                   0.198056   \n",
       "63                    0.0878268                   0.199465   \n",
       "\n",
       "                    Unnamed: 5                  Unnamed: 6  \\\n",
       "2   [20.0, 2.5, 0.005, 10, 90]  [20.0, 2.5, 0.001, 10, 90]   \n",
       "3                    0.0122796                   0.0117045   \n",
       "4                    0.0138901                   0.0131136   \n",
       "5                    0.0158744                   0.0146666   \n",
       "6                    0.0174273                   0.0148966   \n",
       "..                         ...                         ...   \n",
       "59                   0.0704282                   0.0546689   \n",
       "60                   0.0712909                   0.0542087   \n",
       "61                   0.0717223                   0.0561643   \n",
       "62                   0.0714635                   0.0556754   \n",
       "63                   0.0722112                   0.0557329   \n",
       "\n",
       "                   Unnamed: 7                  Unnamed: 8  \\\n",
       "2   [20.0, 0.5, 0.02, 10, 90]  [20.0, 0.5, 0.005, 10, 90]   \n",
       "3                   0.0103529                    0.010928   \n",
       "4                   0.0119633                   0.0122221   \n",
       "5                   0.0131136                   0.0131136   \n",
       "6                   0.0132862                   0.0147816   \n",
       "..                        ...                         ...   \n",
       "59                  0.0755184                    0.121589   \n",
       "60                  0.0760935                    0.121445   \n",
       "61                  0.0770138                    0.122825   \n",
       "62                  0.0756622                    0.122423   \n",
       "63                  0.0771863                    0.122106   \n",
       "\n",
       "                    Unnamed: 9                Unnamed: 10  ...  \\\n",
       "2   [20.0, 0.5, 0.001, 10, 90]  [5.0, 10.0, 0.02, 10, 90]  ...   \n",
       "3                    0.0106404                  0.0122221  ...   \n",
       "4                    0.0119058                    0.01366  ...   \n",
       "5                    0.0130561                  0.0150116  ...   \n",
       "6                    0.0140051                  0.0163633  ...   \n",
       "..                         ...                        ...  ...   \n",
       "59                   0.0740517                   0.560492  ...   \n",
       "60                   0.0737641                   0.568458  ...   \n",
       "61                   0.0739367                   0.569091  ...   \n",
       "62                   0.0750295                   0.568372  ...   \n",
       "63                   0.0751445                   0.568458  ...   \n",
       "\n",
       "                  Unnamed: 18                Unnamed: 19  \\\n",
       "2   [5.0, 0.5, 0.001, 0, 4.5]  [1.0, 10.0, 0.02, 0, 4.5]   \n",
       "3                   0.0150404                  0.0122221   \n",
       "4                   0.0158744                  0.0135737   \n",
       "5                   0.0167946                  0.0140626   \n",
       "6                   0.0171973                  0.0147241   \n",
       "..                        ...                        ...   \n",
       "59                  0.0431082                  0.0389095   \n",
       "60                  0.0439134                  0.0383343   \n",
       "61                  0.0434245                   0.038967   \n",
       "62                  0.0439134                  0.0394847   \n",
       "63                  0.0444023                   0.038967   \n",
       "\n",
       "                   Unnamed: 20                 Unnamed: 21  \\\n",
       "2   [1.0, 10.0, 0.005, 0, 4.5]  [1.0, 10.0, 0.001, 0, 4.5]   \n",
       "3                     0.012711                   0.0131424   \n",
       "4                    0.0132574                   0.0140051   \n",
       "5                    0.0134012                   0.0145803   \n",
       "6                    0.0137175                    0.014609   \n",
       "..                         ...                         ...   \n",
       "59                   0.0403762                   0.0421591   \n",
       "60                   0.0406637                   0.0436546   \n",
       "61                   0.0410376                   0.0434245   \n",
       "62                   0.0411239                   0.0440572   \n",
       "63                   0.0404049                   0.0444598   \n",
       "\n",
       "                 Unnamed: 22                Unnamed: 23  \\\n",
       "2   [1.0, 2.5, 0.02, 0, 4.5]  [1.0, 2.5, 0.005, 0, 4.5]   \n",
       "3                  0.0131136                  0.0130561   \n",
       "4                  0.0142064                  0.0145515   \n",
       "5                  0.0153855                  0.0154143   \n",
       "6                  0.0161332                  0.0163058   \n",
       "..                       ...                        ...   \n",
       "59                 0.0482558                  0.0691629   \n",
       "60                 0.0477094                  0.0701406   \n",
       "61                 0.0481408                  0.0712622   \n",
       "62                 0.0489748                  0.0707733   \n",
       "63                 0.0494924                   0.070687   \n",
       "\n",
       "                  Unnamed: 24               Unnamed: 25  \\\n",
       "2   [1.0, 2.5, 0.001, 0, 4.5]  [1.0, 0.5, 0.02, 0, 4.5]   \n",
       "3                   0.0128548                 0.0105829   \n",
       "4                   0.0145515                 0.0127398   \n",
       "5                   0.0151842                 0.0139764   \n",
       "6                   0.0157306                 0.0159031   \n",
       "..                        ...                       ...   \n",
       "59                  0.0488885                 0.0446898   \n",
       "60                  0.0496937                 0.0453513   \n",
       "61                  0.0498375                 0.0449774   \n",
       "62                  0.0495212                 0.0456676   \n",
       "63                  0.0505565                 0.0463003   \n",
       "\n",
       "                  Unnamed: 26                Unnamed: 27  \n",
       "2   [1.0, 0.5, 0.005, 0, 4.5]  [1.0, 0.5, 0.001, 0, 4.5]  \n",
       "3                   0.0107842                  0.0119058  \n",
       "4                   0.0127398                  0.0131999  \n",
       "5                   0.0142927                  0.0142064  \n",
       "6                   0.0147816                  0.0151554  \n",
       "..                        ...                        ...  \n",
       "59                   0.055359                  0.0402036  \n",
       "60                   0.055963                  0.0403762  \n",
       "61                  0.0562218                  0.0406637  \n",
       "62                  0.0577747                  0.0413252  \n",
       "63                  0.0573433                  0.0411239  \n",
       "\n",
       "[62 rows x 162 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "path = '/Users/kdreyer/Desktop/Github/COVID_Dx_GAMES/'\n",
    "fname_data1 = 'PROCESSED DATA EXP.pkl'\n",
    "fname_err1 = 'PROCESSED DATA ERR.pkl'\n",
    "exp_data1 = pd.read_pickle(path + fname_data1)\n",
    "exp_err1 = pd.read_pickle(path + fname_err1)\n",
    "display(exp_data1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "24cd7faf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AVERAGE</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Unnamed: 10</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 18</th>\n",
       "      <th>Unnamed: 19</th>\n",
       "      <th>Unnamed: 20</th>\n",
       "      <th>Unnamed: 21</th>\n",
       "      <th>Unnamed: 22</th>\n",
       "      <th>Unnamed: 23</th>\n",
       "      <th>Unnamed: 24</th>\n",
       "      <th>Unnamed: 25</th>\n",
       "      <th>Unnamed: 26</th>\n",
       "      <th>Unnamed: 27</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[20.0, 10.0, 0.02, 0, 90]</td>\n",
       "      <td>[20.0, 10.0, 0.005, 0, 90]</td>\n",
       "      <td>[20.0, 10.0, 0.001, 0, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.02, 0, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.005, 0, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.001, 0, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.02, 0, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.005, 0, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.001, 0, 90]</td>\n",
       "      <td>[5.0, 10.0, 0.02, 0, 90]</td>\n",
       "      <td>...</td>\n",
       "      <td>[5.0, 0.5, 0.001, 10, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.02, 10, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.005, 10, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.001, 10, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.02, 10, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.005, 10, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.001, 10, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.02, 10, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.005, 10, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.001, 10, 4.5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0122796</td>\n",
       "      <td>0.0140914</td>\n",
       "      <td>0.0157881</td>\n",
       "      <td>0.0177724</td>\n",
       "      <td>0.0169097</td>\n",
       "      <td>0.0137175</td>\n",
       "      <td>0.0114744</td>\n",
       "      <td>0.00989273</td>\n",
       "      <td>0.00974894</td>\n",
       "      <td>0.0116757</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0150404</td>\n",
       "      <td>0.0122221</td>\n",
       "      <td>0.012711</td>\n",
       "      <td>0.0131424</td>\n",
       "      <td>0.0131136</td>\n",
       "      <td>0.0130561</td>\n",
       "      <td>0.0128548</td>\n",
       "      <td>0.0105829</td>\n",
       "      <td>0.0107842</td>\n",
       "      <td>0.0119058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0137751</td>\n",
       "      <td>0.0156731</td>\n",
       "      <td>0.0166077</td>\n",
       "      <td>0.0198717</td>\n",
       "      <td>0.0187789</td>\n",
       "      <td>0.0146378</td>\n",
       "      <td>0.0128548</td>\n",
       "      <td>0.0110143</td>\n",
       "      <td>0.0104679</td>\n",
       "      <td>0.0132862</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0158744</td>\n",
       "      <td>0.0135737</td>\n",
       "      <td>0.0132574</td>\n",
       "      <td>0.0140051</td>\n",
       "      <td>0.0142064</td>\n",
       "      <td>0.0145515</td>\n",
       "      <td>0.0145515</td>\n",
       "      <td>0.0127398</td>\n",
       "      <td>0.0127398</td>\n",
       "      <td>0.0131999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0149829</td>\n",
       "      <td>0.0167946</td>\n",
       "      <td>0.0180312</td>\n",
       "      <td>0.0204757</td>\n",
       "      <td>0.0199868</td>\n",
       "      <td>0.0164208</td>\n",
       "      <td>0.0135737</td>\n",
       "      <td>0.011877</td>\n",
       "      <td>0.0119345</td>\n",
       "      <td>0.0146953</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0167946</td>\n",
       "      <td>0.0140626</td>\n",
       "      <td>0.0134012</td>\n",
       "      <td>0.0145803</td>\n",
       "      <td>0.0153855</td>\n",
       "      <td>0.0154143</td>\n",
       "      <td>0.0151842</td>\n",
       "      <td>0.0139764</td>\n",
       "      <td>0.0142927</td>\n",
       "      <td>0.0142064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0156443</td>\n",
       "      <td>0.0178587</td>\n",
       "      <td>0.0191959</td>\n",
       "      <td>0.0220573</td>\n",
       "      <td>0.0214822</td>\n",
       "      <td>0.0177149</td>\n",
       "      <td>0.0145803</td>\n",
       "      <td>0.0134012</td>\n",
       "      <td>0.0129698</td>\n",
       "      <td>0.0153855</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0171973</td>\n",
       "      <td>0.0147241</td>\n",
       "      <td>0.0137175</td>\n",
       "      <td>0.014609</td>\n",
       "      <td>0.0161332</td>\n",
       "      <td>0.0163058</td>\n",
       "      <td>0.0157306</td>\n",
       "      <td>0.0159031</td>\n",
       "      <td>0.0147816</td>\n",
       "      <td>0.0151554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0.04075</td>\n",
       "      <td>0.047048</td>\n",
       "      <td>0.0547839</td>\n",
       "      <td>0.0784804</td>\n",
       "      <td>0.0883444</td>\n",
       "      <td>0.0613119</td>\n",
       "      <td>0.0483133</td>\n",
       "      <td>0.0584937</td>\n",
       "      <td>0.0375579</td>\n",
       "      <td>0.0460127</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0431082</td>\n",
       "      <td>0.0389095</td>\n",
       "      <td>0.0403762</td>\n",
       "      <td>0.0421591</td>\n",
       "      <td>0.0482558</td>\n",
       "      <td>0.0691629</td>\n",
       "      <td>0.0488885</td>\n",
       "      <td>0.0446898</td>\n",
       "      <td>0.055359</td>\n",
       "      <td>0.0402036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.0424467</td>\n",
       "      <td>0.0476807</td>\n",
       "      <td>0.0554309</td>\n",
       "      <td>0.0781641</td>\n",
       "      <td>0.088632</td>\n",
       "      <td>0.0617721</td>\n",
       "      <td>0.048716</td>\n",
       "      <td>0.0584074</td>\n",
       "      <td>0.0385069</td>\n",
       "      <td>0.0467317</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0439134</td>\n",
       "      <td>0.0383343</td>\n",
       "      <td>0.0406637</td>\n",
       "      <td>0.0436546</td>\n",
       "      <td>0.0477094</td>\n",
       "      <td>0.0701406</td>\n",
       "      <td>0.0496937</td>\n",
       "      <td>0.0453513</td>\n",
       "      <td>0.055963</td>\n",
       "      <td>0.0403762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.0422454</td>\n",
       "      <td>0.047882</td>\n",
       "      <td>0.0566819</td>\n",
       "      <td>0.0777327</td>\n",
       "      <td>0.0888333</td>\n",
       "      <td>0.0618296</td>\n",
       "      <td>0.0489748</td>\n",
       "      <td>0.0589538</td>\n",
       "      <td>0.0375004</td>\n",
       "      <td>0.047048</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0434245</td>\n",
       "      <td>0.038967</td>\n",
       "      <td>0.0410376</td>\n",
       "      <td>0.0434245</td>\n",
       "      <td>0.0481408</td>\n",
       "      <td>0.0712622</td>\n",
       "      <td>0.0498375</td>\n",
       "      <td>0.0449774</td>\n",
       "      <td>0.0562218</td>\n",
       "      <td>0.0406637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.0425618</td>\n",
       "      <td>0.0482271</td>\n",
       "      <td>0.0565956</td>\n",
       "      <td>0.0791419</td>\n",
       "      <td>0.0896673</td>\n",
       "      <td>0.0627498</td>\n",
       "      <td>0.0496075</td>\n",
       "      <td>0.0586662</td>\n",
       "      <td>0.0383343</td>\n",
       "      <td>0.0465016</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0439134</td>\n",
       "      <td>0.0394847</td>\n",
       "      <td>0.0411239</td>\n",
       "      <td>0.0440572</td>\n",
       "      <td>0.0489748</td>\n",
       "      <td>0.0707733</td>\n",
       "      <td>0.0495212</td>\n",
       "      <td>0.0456676</td>\n",
       "      <td>0.0577747</td>\n",
       "      <td>0.0413252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.0429356</td>\n",
       "      <td>0.0486584</td>\n",
       "      <td>0.0569839</td>\n",
       "      <td>0.0801771</td>\n",
       "      <td>0.0901849</td>\n",
       "      <td>0.0629799</td>\n",
       "      <td>0.0495499</td>\n",
       "      <td>0.0590976</td>\n",
       "      <td>0.0389095</td>\n",
       "      <td>0.0483996</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0444023</td>\n",
       "      <td>0.038967</td>\n",
       "      <td>0.0404049</td>\n",
       "      <td>0.0444598</td>\n",
       "      <td>0.0494924</td>\n",
       "      <td>0.070687</td>\n",
       "      <td>0.0505565</td>\n",
       "      <td>0.0463003</td>\n",
       "      <td>0.0573433</td>\n",
       "      <td>0.0411239</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62 rows × 162 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      AVERAGE                  Unnamed: 2  \\\n",
       "0   [20.0, 10.0, 0.02, 0, 90]  [20.0, 10.0, 0.005, 0, 90]   \n",
       "1                   0.0122796                   0.0140914   \n",
       "2                   0.0137751                   0.0156731   \n",
       "3                   0.0149829                   0.0167946   \n",
       "4                   0.0156443                   0.0178587   \n",
       "..                        ...                         ...   \n",
       "57                    0.04075                    0.047048   \n",
       "58                  0.0424467                   0.0476807   \n",
       "59                  0.0422454                    0.047882   \n",
       "60                  0.0425618                   0.0482271   \n",
       "61                  0.0429356                   0.0486584   \n",
       "\n",
       "                    Unnamed: 3                Unnamed: 4  \\\n",
       "0   [20.0, 10.0, 0.001, 0, 90]  [20.0, 2.5, 0.02, 0, 90]   \n",
       "1                    0.0157881                 0.0177724   \n",
       "2                    0.0166077                 0.0198717   \n",
       "3                    0.0180312                 0.0204757   \n",
       "4                    0.0191959                 0.0220573   \n",
       "..                         ...                       ...   \n",
       "57                   0.0547839                 0.0784804   \n",
       "58                   0.0554309                 0.0781641   \n",
       "59                   0.0566819                 0.0777327   \n",
       "60                   0.0565956                 0.0791419   \n",
       "61                   0.0569839                 0.0801771   \n",
       "\n",
       "                   Unnamed: 5                 Unnamed: 6  \\\n",
       "0   [20.0, 2.5, 0.005, 0, 90]  [20.0, 2.5, 0.001, 0, 90]   \n",
       "1                   0.0169097                  0.0137175   \n",
       "2                   0.0187789                  0.0146378   \n",
       "3                   0.0199868                  0.0164208   \n",
       "4                   0.0214822                  0.0177149   \n",
       "..                        ...                        ...   \n",
       "57                  0.0883444                  0.0613119   \n",
       "58                   0.088632                  0.0617721   \n",
       "59                  0.0888333                  0.0618296   \n",
       "60                  0.0896673                  0.0627498   \n",
       "61                  0.0901849                  0.0629799   \n",
       "\n",
       "                  Unnamed: 7                 Unnamed: 8  \\\n",
       "0   [20.0, 0.5, 0.02, 0, 90]  [20.0, 0.5, 0.005, 0, 90]   \n",
       "1                  0.0114744                 0.00989273   \n",
       "2                  0.0128548                  0.0110143   \n",
       "3                  0.0135737                   0.011877   \n",
       "4                  0.0145803                  0.0134012   \n",
       "..                       ...                        ...   \n",
       "57                 0.0483133                  0.0584937   \n",
       "58                  0.048716                  0.0584074   \n",
       "59                 0.0489748                  0.0589538   \n",
       "60                 0.0496075                  0.0586662   \n",
       "61                 0.0495499                  0.0590976   \n",
       "\n",
       "                   Unnamed: 9               Unnamed: 10  ...  \\\n",
       "0   [20.0, 0.5, 0.001, 0, 90]  [5.0, 10.0, 0.02, 0, 90]  ...   \n",
       "1                  0.00974894                 0.0116757  ...   \n",
       "2                   0.0104679                 0.0132862  ...   \n",
       "3                   0.0119345                 0.0146953  ...   \n",
       "4                   0.0129698                 0.0153855  ...   \n",
       "..                        ...                       ...  ...   \n",
       "57                  0.0375579                 0.0460127  ...   \n",
       "58                  0.0385069                 0.0467317  ...   \n",
       "59                  0.0375004                  0.047048  ...   \n",
       "60                  0.0383343                 0.0465016  ...   \n",
       "61                  0.0389095                 0.0483996  ...   \n",
       "\n",
       "                   Unnamed: 18                 Unnamed: 19  \\\n",
       "0   [5.0, 0.5, 0.001, 10, 4.5]  [1.0, 10.0, 0.02, 10, 4.5]   \n",
       "1                    0.0150404                   0.0122221   \n",
       "2                    0.0158744                   0.0135737   \n",
       "3                    0.0167946                   0.0140626   \n",
       "4                    0.0171973                   0.0147241   \n",
       "..                         ...                         ...   \n",
       "57                   0.0431082                   0.0389095   \n",
       "58                   0.0439134                   0.0383343   \n",
       "59                   0.0434245                    0.038967   \n",
       "60                   0.0439134                   0.0394847   \n",
       "61                   0.0444023                    0.038967   \n",
       "\n",
       "                    Unnamed: 20                  Unnamed: 21  \\\n",
       "0   [1.0, 10.0, 0.005, 10, 4.5]  [1.0, 10.0, 0.001, 10, 4.5]   \n",
       "1                      0.012711                    0.0131424   \n",
       "2                     0.0132574                    0.0140051   \n",
       "3                     0.0134012                    0.0145803   \n",
       "4                     0.0137175                     0.014609   \n",
       "..                          ...                          ...   \n",
       "57                    0.0403762                    0.0421591   \n",
       "58                    0.0406637                    0.0436546   \n",
       "59                    0.0410376                    0.0434245   \n",
       "60                    0.0411239                    0.0440572   \n",
       "61                    0.0404049                    0.0444598   \n",
       "\n",
       "                  Unnamed: 22                 Unnamed: 23  \\\n",
       "0   [1.0, 2.5, 0.02, 10, 4.5]  [1.0, 2.5, 0.005, 10, 4.5]   \n",
       "1                   0.0131136                   0.0130561   \n",
       "2                   0.0142064                   0.0145515   \n",
       "3                   0.0153855                   0.0154143   \n",
       "4                   0.0161332                   0.0163058   \n",
       "..                        ...                         ...   \n",
       "57                  0.0482558                   0.0691629   \n",
       "58                  0.0477094                   0.0701406   \n",
       "59                  0.0481408                   0.0712622   \n",
       "60                  0.0489748                   0.0707733   \n",
       "61                  0.0494924                    0.070687   \n",
       "\n",
       "                   Unnamed: 24                Unnamed: 25  \\\n",
       "0   [1.0, 2.5, 0.001, 10, 4.5]  [1.0, 0.5, 0.02, 10, 4.5]   \n",
       "1                    0.0128548                  0.0105829   \n",
       "2                    0.0145515                  0.0127398   \n",
       "3                    0.0151842                  0.0139764   \n",
       "4                    0.0157306                  0.0159031   \n",
       "..                         ...                        ...   \n",
       "57                   0.0488885                  0.0446898   \n",
       "58                   0.0496937                  0.0453513   \n",
       "59                   0.0498375                  0.0449774   \n",
       "60                   0.0495212                  0.0456676   \n",
       "61                   0.0505565                  0.0463003   \n",
       "\n",
       "                   Unnamed: 26                 Unnamed: 27  \n",
       "0   [1.0, 0.5, 0.005, 10, 4.5]  [1.0, 0.5, 0.001, 10, 4.5]  \n",
       "1                    0.0107842                   0.0119058  \n",
       "2                    0.0127398                   0.0131999  \n",
       "3                    0.0142927                   0.0142064  \n",
       "4                    0.0147816                   0.0151554  \n",
       "..                         ...                         ...  \n",
       "57                    0.055359                   0.0402036  \n",
       "58                    0.055963                   0.0403762  \n",
       "59                   0.0562218                   0.0406637  \n",
       "60                   0.0577747                   0.0413252  \n",
       "61                   0.0573433                   0.0411239  \n",
       "\n",
       "[62 rows x 162 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fname_data2 = 'PROCESSED_DATA_rep1_fix_EXP.pkl'\n",
    "fname_err2 = 'PROCESSED_DATA_rep1_fix_ERR.pkl'\n",
    "exp_data2 = pd.read_pickle(path + fname_data2)\n",
    "exp_err2 = pd.read_pickle(path + fname_err2)\n",
    "display(exp_data2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "30e85cd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "61\n"
     ]
    }
   ],
   "source": [
    "print(len(np.linspace(0, 240, 61)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "109a2d07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AVERAGE</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Unnamed: 10</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 18</th>\n",
       "      <th>Unnamed: 19</th>\n",
       "      <th>Unnamed: 20</th>\n",
       "      <th>Unnamed: 21</th>\n",
       "      <th>Unnamed: 22</th>\n",
       "      <th>Unnamed: 23</th>\n",
       "      <th>Unnamed: 24</th>\n",
       "      <th>Unnamed: 25</th>\n",
       "      <th>Unnamed: 26</th>\n",
       "      <th>Unnamed: 27</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[20.0, 10.0, 0.02, 0, 90]</td>\n",
       "      <td>[20.0, 10.0, 0.005, 0, 90]</td>\n",
       "      <td>[20.0, 10.0, 0.001, 0, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.02, 0, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.005, 0, 90]</td>\n",
       "      <td>[20.0, 2.5, 0.001, 0, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.02, 0, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.005, 0, 90]</td>\n",
       "      <td>[20.0, 0.5, 0.001, 0, 90]</td>\n",
       "      <td>[5.0, 10.0, 0.02, 0, 90]</td>\n",
       "      <td>...</td>\n",
       "      <td>[5.0, 0.5, 0.001, 10, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.02, 10, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.005, 10, 4.5]</td>\n",
       "      <td>[1.0, 10.0, 0.001, 10, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.02, 10, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.005, 10, 4.5]</td>\n",
       "      <td>[1.0, 2.5, 0.001, 10, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.02, 10, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.005, 10, 4.5]</td>\n",
       "      <td>[1.0, 0.5, 0.001, 10, 4.5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0705987</td>\n",
       "      <td>0.0727435</td>\n",
       "      <td>0.0784629</td>\n",
       "      <td>0.0661305</td>\n",
       "      <td>0.0648794</td>\n",
       "      <td>0.0770331</td>\n",
       "      <td>0.0661305</td>\n",
       "      <td>0.0686327</td>\n",
       "      <td>0.0764969</td>\n",
       "      <td>0.0641644</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0682752</td>\n",
       "      <td>0.0697051</td>\n",
       "      <td>0.0800715</td>\n",
       "      <td>0.0747096</td>\n",
       "      <td>0.080429</td>\n",
       "      <td>0.0770331</td>\n",
       "      <td>0.0736372</td>\n",
       "      <td>0.0682752</td>\n",
       "      <td>0.0639857</td>\n",
       "      <td>0.0713137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0773905</td>\n",
       "      <td>0.0800715</td>\n",
       "      <td>0.0872207</td>\n",
       "      <td>0.0759607</td>\n",
       "      <td>0.0811439</td>\n",
       "      <td>0.0859696</td>\n",
       "      <td>0.0825737</td>\n",
       "      <td>0.080429</td>\n",
       "      <td>0.0834674</td>\n",
       "      <td>0.07042</td>\n",
       "      <td>...</td>\n",
       "      <td>0.075067</td>\n",
       "      <td>0.0802502</td>\n",
       "      <td>0.0811439</td>\n",
       "      <td>0.0822163</td>\n",
       "      <td>0.0831099</td>\n",
       "      <td>0.087042</td>\n",
       "      <td>0.0781055</td>\n",
       "      <td>0.068454</td>\n",
       "      <td>0.0697051</td>\n",
       "      <td>0.0766756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0834674</td>\n",
       "      <td>0.0845398</td>\n",
       "      <td>0.0893655</td>\n",
       "      <td>0.0793566</td>\n",
       "      <td>0.0865058</td>\n",
       "      <td>0.0947274</td>\n",
       "      <td>0.0886506</td>\n",
       "      <td>0.0852547</td>\n",
       "      <td>0.0891868</td>\n",
       "      <td>0.0775693</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0818588</td>\n",
       "      <td>0.0859696</td>\n",
       "      <td>0.0868633</td>\n",
       "      <td>0.0900804</td>\n",
       "      <td>0.0949062</td>\n",
       "      <td>0.0907954</td>\n",
       "      <td>0.0859696</td>\n",
       "      <td>0.077748</td>\n",
       "      <td>0.0743521</td>\n",
       "      <td>0.0900804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0877569</td>\n",
       "      <td>0.0884718</td>\n",
       "      <td>0.0954424</td>\n",
       "      <td>0.089723</td>\n",
       "      <td>0.0929401</td>\n",
       "      <td>0.103485</td>\n",
       "      <td>0.0932976</td>\n",
       "      <td>0.0920465</td>\n",
       "      <td>0.0918677</td>\n",
       "      <td>0.0848972</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0895442</td>\n",
       "      <td>0.0904379</td>\n",
       "      <td>0.0904379</td>\n",
       "      <td>0.0945487</td>\n",
       "      <td>0.102592</td>\n",
       "      <td>0.101698</td>\n",
       "      <td>0.0993744</td>\n",
       "      <td>0.0807864</td>\n",
       "      <td>0.0800715</td>\n",
       "      <td>0.0975871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0.181055</td>\n",
       "      <td>0.215728</td>\n",
       "      <td>0.23521</td>\n",
       "      <td>0.280071</td>\n",
       "      <td>0.330652</td>\n",
       "      <td>0.380876</td>\n",
       "      <td>0.345845</td>\n",
       "      <td>0.527078</td>\n",
       "      <td>0.293298</td>\n",
       "      <td>0.245934</td>\n",
       "      <td>...</td>\n",
       "      <td>0.356926</td>\n",
       "      <td>0.300447</td>\n",
       "      <td>1.20125</td>\n",
       "      <td>1.19249</td>\n",
       "      <td>0.417158</td>\n",
       "      <td>1.66631</td>\n",
       "      <td>1.55728</td>\n",
       "      <td>0.286685</td>\n",
       "      <td>0.689544</td>\n",
       "      <td>0.363003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.186059</td>\n",
       "      <td>0.216801</td>\n",
       "      <td>0.23807</td>\n",
       "      <td>0.28311</td>\n",
       "      <td>0.336372</td>\n",
       "      <td>0.37748</td>\n",
       "      <td>0.35067</td>\n",
       "      <td>0.531903</td>\n",
       "      <td>0.293298</td>\n",
       "      <td>0.249687</td>\n",
       "      <td>...</td>\n",
       "      <td>0.367828</td>\n",
       "      <td>0.299553</td>\n",
       "      <td>1.20232</td>\n",
       "      <td>1.19607</td>\n",
       "      <td>0.420375</td>\n",
       "      <td>1.68597</td>\n",
       "      <td>1.59249</td>\n",
       "      <td>0.290795</td>\n",
       "      <td>0.702592</td>\n",
       "      <td>0.369616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.187489</td>\n",
       "      <td>0.220018</td>\n",
       "      <td>0.239857</td>\n",
       "      <td>0.283467</td>\n",
       "      <td>0.337802</td>\n",
       "      <td>0.385344</td>\n",
       "      <td>0.349062</td>\n",
       "      <td>0.525827</td>\n",
       "      <td>0.293476</td>\n",
       "      <td>0.256479</td>\n",
       "      <td>...</td>\n",
       "      <td>0.363718</td>\n",
       "      <td>0.30277</td>\n",
       "      <td>1.20465</td>\n",
       "      <td>1.21269</td>\n",
       "      <td>0.430027</td>\n",
       "      <td>1.69223</td>\n",
       "      <td>1.6084</td>\n",
       "      <td>0.293655</td>\n",
       "      <td>0.724039</td>\n",
       "      <td>0.36765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.187846</td>\n",
       "      <td>0.222341</td>\n",
       "      <td>0.24361</td>\n",
       "      <td>0.290795</td>\n",
       "      <td>0.340661</td>\n",
       "      <td>0.38445</td>\n",
       "      <td>0.352994</td>\n",
       "      <td>0.531725</td>\n",
       "      <td>0.299553</td>\n",
       "      <td>0.255943</td>\n",
       "      <td>...</td>\n",
       "      <td>0.370331</td>\n",
       "      <td>0.30563</td>\n",
       "      <td>1.22592</td>\n",
       "      <td>1.20393</td>\n",
       "      <td>0.434495</td>\n",
       "      <td>1.70777</td>\n",
       "      <td>1.62949</td>\n",
       "      <td>0.297945</td>\n",
       "      <td>0.738159</td>\n",
       "      <td>0.371046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.191957</td>\n",
       "      <td>0.224665</td>\n",
       "      <td>0.246291</td>\n",
       "      <td>0.291689</td>\n",
       "      <td>0.342449</td>\n",
       "      <td>0.383021</td>\n",
       "      <td>0.349062</td>\n",
       "      <td>0.529044</td>\n",
       "      <td>0.299196</td>\n",
       "      <td>0.256479</td>\n",
       "      <td>...</td>\n",
       "      <td>0.368722</td>\n",
       "      <td>0.30277</td>\n",
       "      <td>1.22073</td>\n",
       "      <td>1.20125</td>\n",
       "      <td>0.434495</td>\n",
       "      <td>1.71367</td>\n",
       "      <td>1.64468</td>\n",
       "      <td>0.298481</td>\n",
       "      <td>0.765147</td>\n",
       "      <td>0.377122</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62 rows × 162 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      AVERAGE                  Unnamed: 2  \\\n",
       "0   [20.0, 10.0, 0.02, 0, 90]  [20.0, 10.0, 0.005, 0, 90]   \n",
       "1                   0.0705987                   0.0727435   \n",
       "2                   0.0773905                   0.0800715   \n",
       "3                   0.0834674                   0.0845398   \n",
       "4                   0.0877569                   0.0884718   \n",
       "..                        ...                         ...   \n",
       "57                   0.181055                    0.215728   \n",
       "58                   0.186059                    0.216801   \n",
       "59                   0.187489                    0.220018   \n",
       "60                   0.187846                    0.222341   \n",
       "61                   0.191957                    0.224665   \n",
       "\n",
       "                    Unnamed: 3                Unnamed: 4  \\\n",
       "0   [20.0, 10.0, 0.001, 0, 90]  [20.0, 2.5, 0.02, 0, 90]   \n",
       "1                    0.0784629                 0.0661305   \n",
       "2                    0.0872207                 0.0759607   \n",
       "3                    0.0893655                 0.0793566   \n",
       "4                    0.0954424                  0.089723   \n",
       "..                         ...                       ...   \n",
       "57                     0.23521                  0.280071   \n",
       "58                     0.23807                   0.28311   \n",
       "59                    0.239857                  0.283467   \n",
       "60                     0.24361                  0.290795   \n",
       "61                    0.246291                  0.291689   \n",
       "\n",
       "                   Unnamed: 5                 Unnamed: 6  \\\n",
       "0   [20.0, 2.5, 0.005, 0, 90]  [20.0, 2.5, 0.001, 0, 90]   \n",
       "1                   0.0648794                  0.0770331   \n",
       "2                   0.0811439                  0.0859696   \n",
       "3                   0.0865058                  0.0947274   \n",
       "4                   0.0929401                   0.103485   \n",
       "..                        ...                        ...   \n",
       "57                   0.330652                   0.380876   \n",
       "58                   0.336372                    0.37748   \n",
       "59                   0.337802                   0.385344   \n",
       "60                   0.340661                    0.38445   \n",
       "61                   0.342449                   0.383021   \n",
       "\n",
       "                  Unnamed: 7                 Unnamed: 8  \\\n",
       "0   [20.0, 0.5, 0.02, 0, 90]  [20.0, 0.5, 0.005, 0, 90]   \n",
       "1                  0.0661305                  0.0686327   \n",
       "2                  0.0825737                   0.080429   \n",
       "3                  0.0886506                  0.0852547   \n",
       "4                  0.0932976                  0.0920465   \n",
       "..                       ...                        ...   \n",
       "57                  0.345845                   0.527078   \n",
       "58                   0.35067                   0.531903   \n",
       "59                  0.349062                   0.525827   \n",
       "60                  0.352994                   0.531725   \n",
       "61                  0.349062                   0.529044   \n",
       "\n",
       "                   Unnamed: 9               Unnamed: 10  ...  \\\n",
       "0   [20.0, 0.5, 0.001, 0, 90]  [5.0, 10.0, 0.02, 0, 90]  ...   \n",
       "1                   0.0764969                 0.0641644  ...   \n",
       "2                   0.0834674                   0.07042  ...   \n",
       "3                   0.0891868                 0.0775693  ...   \n",
       "4                   0.0918677                 0.0848972  ...   \n",
       "..                        ...                       ...  ...   \n",
       "57                   0.293298                  0.245934  ...   \n",
       "58                   0.293298                  0.249687  ...   \n",
       "59                   0.293476                  0.256479  ...   \n",
       "60                   0.299553                  0.255943  ...   \n",
       "61                   0.299196                  0.256479  ...   \n",
       "\n",
       "                   Unnamed: 18                 Unnamed: 19  \\\n",
       "0   [5.0, 0.5, 0.001, 10, 4.5]  [1.0, 10.0, 0.02, 10, 4.5]   \n",
       "1                    0.0682752                   0.0697051   \n",
       "2                     0.075067                   0.0802502   \n",
       "3                    0.0818588                   0.0859696   \n",
       "4                    0.0895442                   0.0904379   \n",
       "..                         ...                         ...   \n",
       "57                    0.356926                    0.300447   \n",
       "58                    0.367828                    0.299553   \n",
       "59                    0.363718                     0.30277   \n",
       "60                    0.370331                     0.30563   \n",
       "61                    0.368722                     0.30277   \n",
       "\n",
       "                    Unnamed: 20                  Unnamed: 21  \\\n",
       "0   [1.0, 10.0, 0.005, 10, 4.5]  [1.0, 10.0, 0.001, 10, 4.5]   \n",
       "1                     0.0800715                    0.0747096   \n",
       "2                     0.0811439                    0.0822163   \n",
       "3                     0.0868633                    0.0900804   \n",
       "4                     0.0904379                    0.0945487   \n",
       "..                          ...                          ...   \n",
       "57                      1.20125                      1.19249   \n",
       "58                      1.20232                      1.19607   \n",
       "59                      1.20465                      1.21269   \n",
       "60                      1.22592                      1.20393   \n",
       "61                      1.22073                      1.20125   \n",
       "\n",
       "                  Unnamed: 22                 Unnamed: 23  \\\n",
       "0   [1.0, 2.5, 0.02, 10, 4.5]  [1.0, 2.5, 0.005, 10, 4.5]   \n",
       "1                    0.080429                   0.0770331   \n",
       "2                   0.0831099                    0.087042   \n",
       "3                   0.0949062                   0.0907954   \n",
       "4                    0.102592                    0.101698   \n",
       "..                        ...                         ...   \n",
       "57                   0.417158                     1.66631   \n",
       "58                   0.420375                     1.68597   \n",
       "59                   0.430027                     1.69223   \n",
       "60                   0.434495                     1.70777   \n",
       "61                   0.434495                     1.71367   \n",
       "\n",
       "                   Unnamed: 24                Unnamed: 25  \\\n",
       "0   [1.0, 2.5, 0.001, 10, 4.5]  [1.0, 0.5, 0.02, 10, 4.5]   \n",
       "1                    0.0736372                  0.0682752   \n",
       "2                    0.0781055                   0.068454   \n",
       "3                    0.0859696                   0.077748   \n",
       "4                    0.0993744                  0.0807864   \n",
       "..                         ...                        ...   \n",
       "57                     1.55728                   0.286685   \n",
       "58                     1.59249                   0.290795   \n",
       "59                      1.6084                   0.293655   \n",
       "60                     1.62949                   0.297945   \n",
       "61                     1.64468                   0.298481   \n",
       "\n",
       "                   Unnamed: 26                 Unnamed: 27  \n",
       "0   [1.0, 0.5, 0.005, 10, 4.5]  [1.0, 0.5, 0.001, 10, 4.5]  \n",
       "1                    0.0639857                   0.0713137  \n",
       "2                    0.0697051                   0.0766756  \n",
       "3                    0.0743521                   0.0900804  \n",
       "4                    0.0800715                   0.0975871  \n",
       "..                         ...                         ...  \n",
       "57                    0.689544                    0.363003  \n",
       "58                    0.702592                    0.369616  \n",
       "59                    0.724039                     0.36765  \n",
       "60                    0.738159                    0.371046  \n",
       "61                    0.765147                    0.377122  \n",
       "\n",
       "[62 rows x 162 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fname_data3 = 'PROCESSED_DATA_rep2_EXP.pkl'\n",
    "fname_err3 = 'PROCESSED_DATA_rep2_ERR.pkl'\n",
    "exp_data3 = pd.read_pickle(path + fname_data3)\n",
    "exp_err3 = pd.read_pickle(path + fname_err3)\n",
    "display(exp_data3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1e92451",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "conda-env-GAMES-py"
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