oneModel.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "0800c980-952a-471b-bce8-eee94166af57",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1m  Activating\u001b[22m\u001b[39m project at `~/Documents/thesis/ridepooling_simulations`\n",
      "\u001b[32m\u001b[1m   Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m `~/Documents/thesis/ridepooling_simulations/Project.toml`\n",
      " \u001b[90m [b964fa9f] \u001b[39m\u001b[92m+ LaTeXStrings v1.3.0\u001b[39m\n",
      "\u001b[32m\u001b[1m  No Changes\u001b[22m\u001b[39m to `~/Documents/thesis/ridepooling_simulations/Manifest.toml`\n",
      "\u001b[32m\u001b[1m   Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m  No Changes\u001b[22m\u001b[39m to `~/Documents/thesis/ridepooling_simulations/Project.toml`\n",
      "\u001b[32m\u001b[1m  No Changes\u001b[22m\u001b[39m to `~/Documents/thesis/ridepooling_simulations/Manifest.toml`\n"
     ]
    }
   ],
   "source": [
    "import Pkg;\n",
    "Pkg.activate(\".\")\n",
    "import Pkg; Pkg.add(\"LaTeXStrings\")\n",
    "Pkg.add(\"Measurements\")\n",
    "using Plots, Measurements, LaTeXStrings, DataFrames\n",
    "using Serialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "1716579e-e8f2-4687-bd38-fd7521380e7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"./data/results.df\""
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#path = \"/scratch01.local/rhaag/comparison/drive_and_wait/combined_delays/anywt1_anydt01/\"\n",
    "#name = \"/results_.df\"\n",
    "name = \"./data/results.df\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "78d7d7bf-0b1e-4736-af72-7b5618d868cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div class=\"data-frame\"><p>1,600 rows × 25 columns (omitted printing of 19 columns)</p><table class=\"data-frame\"><thead><tr><th></th><th>index</th><th>dt_earliest_pickup</th><th>idle_weight</th><th>resubmission_time_factor</th><th>ν</th><th>t0</th></tr><tr><th></th><th title=\"Int64\">Int64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th></tr></thead><tbody><tr><th>1</th><td>1</td><td>0.0</td><td>-0.1475</td><td>0.885</td><td>23.0586</td><td>1.0</td></tr><tr><th>2</th><td>2</td><td>0.0</td><td>0.1</td><td>0.9</td><td>23.0586</td><td>1.0</td></tr><tr><th>3</th><td>3</td><td>0.0</td><td>0.3475</td><td>0.915</td><td>23.0586</td><td>1.0</td></tr><tr><th>4</th><td>4</td><td>0.0</td><td>0.595</td><td>0.93</td><td>23.0586</td><td>1.0</td></tr><tr><th>5</th><td>5</td><td>0.0</td><td>0.8425</td><td>0.945</td><td>23.0586</td><td>1.0</td></tr><tr><th>6</th><td>6</td><td>0.0</td><td>1.09</td><td>0.96</td><td>23.0586</td><td>1.0</td></tr><tr><th>7</th><td>7</td><td>0.0</td><td>1.3375</td><td>0.975</td><td>23.0586</td><td>1.0</td></tr><tr><th>8</th><td>8</td><td>0.0</td><td>1.585</td><td>0.99</td><td>23.0586</td><td>1.0</td></tr><tr><th>9</th><td>9</td><td>0.0</td><td>1.8325</td><td>1.005</td><td>23.0586</td><td>1.0</td></tr><tr><th>10</th><td>10</td><td>0.0</td><td>2.08</td><td>1.02</td><td>23.0586</td><td>1.0</td></tr><tr><th>11</th><td>11</td><td>0.0</td><td>2.3275</td><td>1.035</td><td>23.0586</td><td>1.0</td></tr><tr><th>12</th><td>12</td><td>0.0</td><td>2.575</td><td>1.05</td><td>23.0586</td><td>1.0</td></tr><tr><th>13</th><td>13</td><td>0.0</td><td>2.8225</td><td>1.065</td><td>23.0586</td><td>1.0</td></tr><tr><th>14</th><td>14</td><td>0.0</td><td>3.07</td><td>1.08</td><td>23.0586</td><td>1.0</td></tr><tr><th>15</th><td>15</td><td>0.0</td><td>3.3175</td><td>1.095</td><td>23.0586</td><td>1.0</td></tr><tr><th>16</th><td>16</td><td>0.0</td><td>3.565</td><td>1.11</td><td>23.0586</td><td>1.0</td></tr><tr><th>17</th><td>17</td><td>0.0</td><td>3.8125</td><td>1.125</td><td>23.0586</td><td>1.0</td></tr><tr><th>18</th><td>18</td><td>0.0</td><td>4.06</td><td>1.14</td><td>23.0586</td><td>1.0</td></tr><tr><th>19</th><td>19</td><td>0.0</td><td>4.3075</td><td>1.155</td><td>23.0586</td><td>1.0</td></tr><tr><th>20</th><td>20</td><td>0.0</td><td>4.555</td><td>1.17</td><td>23.0586</td><td>1.0</td></tr><tr><th>21</th><td>21</td><td>0.0</td><td>4.8025</td><td>1.185</td><td>23.0586</td><td>1.0</td></tr><tr><th>22</th><td>22</td><td>0.0</td><td>5.05</td><td>1.2</td><td>23.0586</td><td>1.0</td></tr><tr><th>23</th><td>23</td><td>0.0</td><td>5.2975</td><td>1.215</td><td>23.0586</td><td>1.0</td></tr><tr><th>24</th><td>24</td><td>0.0</td><td>5.545</td><td>1.23</td><td>23.0586</td><td>1.0</td></tr><tr><th>25</th><td>25</td><td>0.0</td><td>5.7925</td><td>1.245</td><td>23.0586</td><td>1.0</td></tr><tr><th>26</th><td>26</td><td>0.0</td><td>6.04</td><td>1.26</td><td>23.0586</td><td>1.0</td></tr><tr><th>27</th><td>27</td><td>0.0</td><td>6.2875</td><td>1.275</td><td>23.0586</td><td>1.0</td></tr><tr><th>28</th><td>28</td><td>0.0</td><td>6.535</td><td>1.29</td><td>23.0586</td><td>1.0</td></tr><tr><th>29</th><td>29</td><td>0.0</td><td>6.7825</td><td>1.305</td><td>23.0586</td><td>1.0</td></tr><tr><th>30</th><td>30</td><td>0.0</td><td>7.03</td><td>1.32</td><td>23.0586</td><td>1.0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table></div>"
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      "text/latex": [
       "\\begin{tabular}{r|ccccccc}\n",
       "\t& index & dt\\_earliest\\_pickup & idle\\_weight & resubmission\\_time\\_factor & ν & t0 & \\\\\n",
       "\t\\hline\n",
       "\t& Int64 & Float64 & Float64 & Float64 & Float64 & Float64 & \\\\\n",
       "\t\\hline\n",
       "\t1 & 1 & 0.0 & -0.1475 & 0.885 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t2 & 2 & 0.0 & 0.1 & 0.9 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t3 & 3 & 0.0 & 0.3475 & 0.915 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t4 & 4 & 0.0 & 0.595 & 0.93 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t5 & 5 & 0.0 & 0.8425 & 0.945 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t6 & 6 & 0.0 & 1.09 & 0.96 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t7 & 7 & 0.0 & 1.3375 & 0.975 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t8 & 8 & 0.0 & 1.585 & 0.99 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t9 & 9 & 0.0 & 1.8325 & 1.005 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t10 & 10 & 0.0 & 2.08 & 1.02 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t11 & 11 & 0.0 & 2.3275 & 1.035 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t12 & 12 & 0.0 & 2.575 & 1.05 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t13 & 13 & 0.0 & 2.8225 & 1.065 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t14 & 14 & 0.0 & 3.07 & 1.08 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t15 & 15 & 0.0 & 3.3175 & 1.095 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t16 & 16 & 0.0 & 3.565 & 1.11 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t17 & 17 & 0.0 & 3.8125 & 1.125 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t18 & 18 & 0.0 & 4.06 & 1.14 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t19 & 19 & 0.0 & 4.3075 & 1.155 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t20 & 20 & 0.0 & 4.555 & 1.17 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t21 & 21 & 0.0 & 4.8025 & 1.185 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t22 & 22 & 0.0 & 5.05 & 1.2 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t23 & 23 & 0.0 & 5.2975 & 1.215 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t24 & 24 & 0.0 & 5.545 & 1.23 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t25 & 25 & 0.0 & 5.7925 & 1.245 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t26 & 26 & 0.0 & 6.04 & 1.26 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t27 & 27 & 0.0 & 6.2875 & 1.275 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t28 & 28 & 0.0 & 6.535 & 1.29 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t29 & 29 & 0.0 & 6.7825 & 1.305 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t30 & 30 & 0.0 & 7.03 & 1.32 & 23.0586 & 1.0 & $\\dots$ \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ &  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "\u001b[1m1600×25 DataFrame\u001b[0m\n",
       "\u001b[1m  Row \u001b[0m│\u001b[1m index \u001b[0m\u001b[1m dt_earliest_pickup \u001b[0m\u001b[1m idle_weight \u001b[0m\u001b[1m resubmission_time_factor \u001b[0m\u001b[1m ν   \u001b[0m ⋯\n",
       "\u001b[1m      \u001b[0m│\u001b[90m Int64 \u001b[0m\u001b[90m Float64            \u001b[0m\u001b[90m Float64     \u001b[0m\u001b[90m Float64                  \u001b[0m\u001b[90m Floa\u001b[0m ⋯\n",
       "──────┼─────────────────────────────────────────────────────────────────────────\n",
       "    1 │     1               0.0        -0.1475                     0.885  23.0 ⋯\n",
       "    2 │     2               0.0         0.1                        0.9    23.0\n",
       "    3 │     3               0.0         0.3475                     0.915  23.0\n",
       "    4 │     4               0.0         0.595                      0.93   23.0\n",
       "    5 │     5               0.0         0.8425                     0.945  23.0 ⋯\n",
       "    6 │     6               0.0         1.09                       0.96   23.0\n",
       "    7 │     7               0.0         1.3375                     0.975  23.0\n",
       "    8 │     8               0.0         1.585                      0.99   23.0\n",
       "    9 │     9               0.0         1.8325                     1.005  23.0 ⋯\n",
       "   10 │    10               0.0         2.08                       1.02   23.0\n",
       "   11 │    11               0.0         2.3275                     1.035  23.0\n",
       "  ⋮   │   ⋮            ⋮                ⋮                  ⋮                 ⋮ ⋱\n",
       " 1591 │  1591               2.925       7.2775                     1.335  23.0\n",
       " 1592 │  1592               2.925       7.525                      1.35   23.0 ⋯\n",
       " 1593 │  1593               2.925       7.7725                     1.365  23.0\n",
       " 1594 │  1594               2.925       8.02                       1.38   23.0\n",
       " 1595 │  1595               2.925       8.2675                     1.395  23.0\n",
       " 1596 │  1596               2.925       8.515                      1.41   23.0 ⋯\n",
       " 1597 │  1597               2.925       8.7625                     1.425  23.0\n",
       " 1598 │  1598               2.925       9.01                       1.44   23.0\n",
       " 1599 │  1599               2.925       9.2575                     1.455  23.0\n",
       " 1600 │  1600               2.925       9.505                      1.47   23.0 ⋯\n",
       "\u001b[36m                                                21 columns and 1579 rows omitted\u001b[0m"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = deserialize(name)"
   ]
  },
  {
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   "execution_count": 78,
   "id": "492388c3-e219-407c-93d3-f00cbb085090",
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       "  643.225,1106.28 643.225,1072.34 643.225,1038.39 643.225,1004.45 643.225,970.507 643.225,936.563 643.225,902.62 643.225,868.676 643.225,834.733 643.225,800.789 \n",
       "  643.225,766.846 643.225,732.902 643.225,698.959 643.225,665.016 643.225,631.072 643.225,597.129 643.225,563.185 643.225,529.242 643.225,495.298 643.225,461.355 \n",
       "  643.225,427.411 643.225,393.468 643.225,359.524 643.225,325.581 643.225,291.637 643.225,257.694 643.225,223.75 643.225,189.807 643.225,155.863 643.225,121.92 \n",
       "  643.225,87.9763 696.366,1411.77 696.366,1377.83 696.366,1343.89 696.366,1309.94 696.366,1276 696.366,1242.05 696.366,1208.11 696.366,1174.17 696.366,1140.22 \n",
       "  696.366,1106.28 696.366,1072.34 696.366,1038.39 696.366,1004.45 696.366,970.507 696.366,936.563 696.366,902.62 696.366,868.676 696.366,834.733 696.366,800.789 \n",
       "  696.366,766.846 696.366,732.902 696.366,698.959 696.366,665.016 696.366,631.072 696.366,597.129 696.366,563.185 696.366,529.242 696.366,495.298 696.366,461.355 \n",
       "  696.366,427.411 696.366,393.468 696.366,359.524 696.366,325.581 696.366,291.637 696.366,257.694 696.366,223.75 696.366,189.807 696.366,155.863 696.366,121.92 \n",
       "  696.366,87.9763 749.507,1411.77 749.507,1377.83 749.507,1343.89 749.507,1309.94 749.507,1276 749.507,1242.05 749.507,1208.11 749.507,1174.17 749.507,1140.22 \n",
       "  749.507,1106.28 749.507,1072.34 749.507,1038.39 749.507,1004.45 749.507,970.507 749.507,936.563 749.507,902.62 749.507,868.676 749.507,834.733 749.507,800.789 \n",
       "  749.507,766.846 749.507,732.902 749.507,698.959 749.507,665.016 749.507,631.072 749.507,597.129 749.507,563.185 749.507,529.242 749.507,495.298 749.507,461.355 \n",
       "  749.507,427.411 749.507,393.468 749.507,359.524 749.507,325.581 749.507,291.637 749.507,257.694 749.507,223.75 749.507,189.807 749.507,155.863 749.507,121.92 \n",
       "  749.507,87.9763 802.647,1411.77 802.647,1377.83 802.647,1343.89 802.647,1309.94 802.647,1276 802.647,1242.05 802.647,1208.11 802.647,1174.17 802.647,1140.22 \n",
       "  802.647,1106.28 802.647,1072.34 802.647,1038.39 802.647,1004.45 802.647,970.507 802.647,936.563 802.647,902.62 802.647,868.676 802.647,834.733 802.647,800.789 \n",
       "  802.647,766.846 802.647,732.902 802.647,698.959 802.647,665.016 802.647,631.072 802.647,597.129 802.647,563.185 802.647,529.242 802.647,495.298 802.647,461.355 \n",
       "  802.647,427.411 802.647,393.468 802.647,359.524 802.647,325.581 802.647,291.637 802.647,257.694 802.647,223.75 802.647,189.807 802.647,155.863 802.647,121.92 \n",
       "  802.647,87.9763 855.788,1411.77 855.788,1377.83 855.788,1343.89 855.788,1309.94 855.788,1276 855.788,1242.05 855.788,1208.11 855.788,1174.17 855.788,1140.22 \n",
       "  855.788,1106.28 855.788,1072.34 855.788,1038.39 855.788,1004.45 855.788,970.507 855.788,936.563 855.788,902.62 855.788,868.676 855.788,834.733 855.788,800.789 \n",
       "  855.788,766.846 855.788,732.902 855.788,698.959 855.788,665.016 855.788,631.072 855.788,597.129 855.788,563.185 855.788,529.242 855.788,495.298 855.788,461.355 \n",
       "  855.788,427.411 855.788,393.468 855.788,359.524 855.788,325.581 855.788,291.637 855.788,257.694 855.788,223.75 855.788,189.807 855.788,155.863 855.788,121.92 \n",
       "  855.788,87.9763 908.928,1411.77 908.928,1377.83 908.928,1343.89 908.928,1309.94 908.928,1276 908.928,1242.05 908.928,1208.11 908.928,1174.17 908.928,1140.22 \n",
       "  908.928,1106.28 908.928,1072.34 908.928,1038.39 908.928,1004.45 908.928,970.507 908.928,936.563 908.928,902.62 908.928,868.676 908.928,834.733 908.928,800.789 \n",
       "  908.928,766.846 908.928,732.902 908.928,698.959 908.928,665.016 908.928,631.072 908.928,597.129 908.928,563.185 908.928,529.242 908.928,495.298 908.928,461.355 \n",
       "  908.928,427.411 908.928,393.468 908.928,359.524 908.928,325.581 908.928,291.637 908.928,257.694 908.928,223.75 908.928,189.807 908.928,155.863 908.928,121.92 \n",
       "  908.928,87.9763 962.069,1411.77 962.069,1377.83 962.069,1343.89 962.069,1309.94 962.069,1276 962.069,1242.05 962.069,1208.11 962.069,1174.17 962.069,1140.22 \n",
       "  962.069,1106.28 962.069,1072.34 962.069,1038.39 962.069,1004.45 962.069,970.507 962.069,936.563 962.069,902.62 962.069,868.676 962.069,834.733 962.069,800.789 \n",
       "  962.069,766.846 962.069,732.902 962.069,698.959 962.069,665.016 962.069,631.072 962.069,597.129 962.069,563.185 962.069,529.242 962.069,495.298 962.069,461.355 \n",
       "  962.069,427.411 962.069,393.468 962.069,359.524 962.069,325.581 962.069,291.637 962.069,257.694 962.069,223.75 962.069,189.807 962.069,155.863 962.069,121.92 \n",
       "  962.069,87.9763 1015.21,1411.77 1015.21,1377.83 1015.21,1343.89 1015.21,1309.94 1015.21,1276 1015.21,1242.05 1015.21,1208.11 1015.21,1174.17 1015.21,1140.22 \n",
       "  1015.21,1106.28 1015.21,1072.34 1015.21,1038.39 1015.21,1004.45 1015.21,970.507 1015.21,936.563 1015.21,902.62 1015.21,868.676 1015.21,834.733 1015.21,800.789 \n",
       "  1015.21,766.846 1015.21,732.902 1015.21,698.959 1015.21,665.016 1015.21,631.072 1015.21,597.129 1015.21,563.185 1015.21,529.242 1015.21,495.298 1015.21,461.355 \n",
       "  1015.21,427.411 1015.21,393.468 1015.21,359.524 1015.21,325.581 1015.21,291.637 1015.21,257.694 1015.21,223.75 1015.21,189.807 1015.21,155.863 1015.21,121.92 \n",
       "  1015.21,87.9763 1068.35,1411.77 1068.35,1377.83 1068.35,1343.89 1068.35,1309.94 1068.35,1276 1068.35,1242.05 1068.35,1208.11 1068.35,1174.17 1068.35,1140.22 \n",
       "  1068.35,1106.28 1068.35,1072.34 1068.35,1038.39 1068.35,1004.45 1068.35,970.507 1068.35,936.563 1068.35,902.62 1068.35,868.676 1068.35,834.733 1068.35,800.789 \n",
       "  1068.35,766.846 1068.35,732.902 1068.35,698.959 1068.35,665.016 1068.35,631.072 1068.35,597.129 1068.35,563.185 1068.35,529.242 1068.35,495.298 1068.35,461.355 \n",
       "  1068.35,427.411 1068.35,393.468 1068.35,359.524 1068.35,325.581 1068.35,291.637 1068.35,257.694 1068.35,223.75 1068.35,189.807 1068.35,155.863 1068.35,121.92 \n",
       "  1068.35,87.9763 1121.49,1411.77 1121.49,1377.83 1121.49,1343.89 1121.49,1309.94 1121.49,1276 1121.49,1242.05 1121.49,1208.11 1121.49,1174.17 1121.49,1140.22 \n",
       "  1121.49,1106.28 1121.49,1072.34 1121.49,1038.39 1121.49,1004.45 1121.49,970.507 1121.49,936.563 1121.49,902.62 1121.49,868.676 1121.49,834.733 1121.49,800.789 \n",
       "  1121.49,766.846 1121.49,732.902 1121.49,698.959 1121.49,665.016 1121.49,631.072 1121.49,597.129 1121.49,563.185 1121.49,529.242 1121.49,495.298 1121.49,461.355 \n",
       "  1121.49,427.411 1121.49,393.468 1121.49,359.524 1121.49,325.581 1121.49,291.637 1121.49,257.694 1121.49,223.75 1121.49,189.807 1121.49,155.863 1121.49,121.92 \n",
       "  1121.49,87.9763 1174.63,1411.77 1174.63,1377.83 1174.63,1343.89 1174.63,1309.94 1174.63,1276 1174.63,1242.05 1174.63,1208.11 1174.63,1174.17 1174.63,1140.22 \n",
       "  1174.63,1106.28 1174.63,1072.34 1174.63,1038.39 1174.63,1004.45 1174.63,970.507 1174.63,936.563 1174.63,902.62 1174.63,868.676 1174.63,834.733 1174.63,800.789 \n",
       "  1174.63,766.846 1174.63,732.902 1174.63,698.959 1174.63,665.016 1174.63,631.072 1174.63,597.129 1174.63,563.185 1174.63,529.242 1174.63,495.298 1174.63,461.355 \n",
       "  1174.63,427.411 1174.63,393.468 1174.63,359.524 1174.63,325.581 1174.63,291.637 1174.63,257.694 1174.63,223.75 1174.63,189.807 1174.63,155.863 1174.63,121.92 \n",
       "  1174.63,87.9763 1227.77,1411.77 1227.77,1377.83 1227.77,1343.89 1227.77,1309.94 1227.77,1276 1227.77,1242.05 1227.77,1208.11 1227.77,1174.17 1227.77,1140.22 \n",
       "  1227.77,1106.28 1227.77,1072.34 1227.77,1038.39 1227.77,1004.45 1227.77,970.507 1227.77,936.563 1227.77,902.62 1227.77,868.676 1227.77,834.733 1227.77,800.789 \n",
       "  1227.77,766.846 1227.77,732.902 1227.77,698.959 1227.77,665.016 1227.77,631.072 1227.77,597.129 1227.77,563.185 1227.77,529.242 1227.77,495.298 1227.77,461.355 \n",
       "  1227.77,427.411 1227.77,393.468 1227.77,359.524 1227.77,325.581 1227.77,291.637 1227.77,257.694 1227.77,223.75 1227.77,189.807 1227.77,155.863 1227.77,121.92 \n",
       "  1227.77,87.9763 1280.91,1411.77 1280.91,1377.83 1280.91,1343.89 1280.91,1309.94 1280.91,1276 1280.91,1242.05 1280.91,1208.11 1280.91,1174.17 1280.91,1140.22 \n",
       "  1280.91,1106.28 1280.91,1072.34 1280.91,1038.39 1280.91,1004.45 1280.91,970.507 1280.91,936.563 1280.91,902.62 1280.91,868.676 1280.91,834.733 1280.91,800.789 \n",
       "  1280.91,766.846 1280.91,732.902 1280.91,698.959 1280.91,665.016 1280.91,631.072 1280.91,597.129 1280.91,563.185 1280.91,529.242 1280.91,495.298 1280.91,461.355 \n",
       "  1280.91,427.411 1280.91,393.468 1280.91,359.524 1280.91,325.581 1280.91,291.637 1280.91,257.694 1280.91,223.75 1280.91,189.807 1280.91,155.863 1280.91,121.92 \n",
       "  1280.91,87.9763 1334.05,1411.77 1334.05,1377.83 1334.05,1343.89 1334.05,1309.94 1334.05,1276 1334.05,1242.05 1334.05,1208.11 1334.05,1174.17 1334.05,1140.22 \n",
       "  1334.05,1106.28 1334.05,1072.34 1334.05,1038.39 1334.05,1004.45 1334.05,970.507 1334.05,936.563 1334.05,902.62 1334.05,868.676 1334.05,834.733 1334.05,800.789 \n",
       "  1334.05,766.846 1334.05,732.902 1334.05,698.959 1334.05,665.016 1334.05,631.072 1334.05,597.129 1334.05,563.185 1334.05,529.242 1334.05,495.298 1334.05,461.355 \n",
       "  1334.05,427.411 1334.05,393.468 1334.05,359.524 1334.05,325.581 1334.05,291.637 1334.05,257.694 1334.05,223.75 1334.05,189.807 1334.05,155.863 1334.05,121.92 \n",
       "  1334.05,87.9763 1387.19,1411.77 1387.19,1377.83 1387.19,1343.89 1387.19,1309.94 1387.19,1276 1387.19,1242.05 1387.19,1208.11 1387.19,1174.17 1387.19,1140.22 \n",
       "  1387.19,1106.28 1387.19,1072.34 1387.19,1038.39 1387.19,1004.45 1387.19,970.507 1387.19,936.563 1387.19,902.62 1387.19,868.676 1387.19,834.733 1387.19,800.789 \n",
       "  1387.19,766.846 1387.19,732.902 1387.19,698.959 1387.19,665.016 1387.19,631.072 1387.19,597.129 1387.19,563.185 1387.19,529.242 1387.19,495.298 1387.19,461.355 \n",
       "  1387.19,427.411 1387.19,393.468 1387.19,359.524 1387.19,325.581 1387.19,291.637 1387.19,257.694 1387.19,223.75 1387.19,189.807 1387.19,155.863 1387.19,121.92 \n",
       "  1387.19,87.9763 1440.33,1411.77 1440.33,1377.83 1440.33,1343.89 1440.33,1309.94 1440.33,1276 1440.33,1242.05 1440.33,1208.11 1440.33,1174.17 1440.33,1140.22 \n",
       "  1440.33,1106.28 1440.33,1072.34 1440.33,1038.39 1440.33,1004.45 1440.33,970.507 1440.33,936.563 1440.33,902.62 1440.33,868.676 1440.33,834.733 1440.33,800.789 \n",
       "  1440.33,766.846 1440.33,732.902 1440.33,698.959 1440.33,665.016 1440.33,631.072 1440.33,597.129 1440.33,563.185 1440.33,529.242 1440.33,495.298 1440.33,461.355 \n",
       "  1440.33,427.411 1440.33,393.468 1440.33,359.524 1440.33,325.581 1440.33,291.637 1440.33,257.694 1440.33,223.75 1440.33,189.807 1440.33,155.863 1440.33,121.92 \n",
       "  1440.33,87.9763 1493.47,1411.77 1493.47,1377.83 1493.47,1343.89 1493.47,1309.94 1493.47,1276 1493.47,1242.05 1493.47,1208.11 1493.47,1174.17 1493.47,1140.22 \n",
       "  1493.47,1106.28 1493.47,1072.34 1493.47,1038.39 1493.47,1004.45 1493.47,970.507 1493.47,936.563 1493.47,902.62 1493.47,868.676 1493.47,834.733 1493.47,800.789 \n",
       "  1493.47,766.846 1493.47,732.902 1493.47,698.959 1493.47,665.016 1493.47,631.072 1493.47,597.129 1493.47,563.185 1493.47,529.242 1493.47,495.298 1493.47,461.355 \n",
       "  1493.47,427.411 1493.47,393.468 1493.47,359.524 1493.47,325.581 1493.47,291.637 1493.47,257.694 1493.47,223.75 1493.47,189.807 1493.47,155.863 1493.47,121.92 \n",
       "  1493.47,87.9763 1546.61,1411.77 1546.61,1377.83 1546.61,1343.89 1546.61,1309.94 1546.61,1276 1546.61,1242.05 1546.61,1208.11 1546.61,1174.17 1546.61,1140.22 \n",
       "  1546.61,1106.28 1546.61,1072.34 1546.61,1038.39 1546.61,1004.45 1546.61,970.507 1546.61,936.563 1546.61,902.62 1546.61,868.676 1546.61,834.733 1546.61,800.789 \n",
       "  1546.61,766.846 1546.61,732.902 1546.61,698.959 1546.61,665.016 1546.61,631.072 1546.61,597.129 1546.61,563.185 1546.61,529.242 1546.61,495.298 1546.61,461.355 \n",
       "  1546.61,427.411 1546.61,393.468 1546.61,359.524 1546.61,325.581 1546.61,291.637 1546.61,257.694 1546.61,223.75 1546.61,189.807 1546.61,155.863 1546.61,121.92 \n",
       "  1546.61,87.9763 1599.75,1411.77 1599.75,1377.83 1599.75,1343.89 1599.75,1309.94 1599.75,1276 1599.75,1242.05 1599.75,1208.11 1599.75,1174.17 1599.75,1140.22 \n",
       "  1599.75,1106.28 1599.75,1072.34 1599.75,1038.39 1599.75,1004.45 1599.75,970.507 1599.75,936.563 1599.75,902.62 1599.75,868.676 1599.75,834.733 1599.75,800.789 \n",
       "  1599.75,766.846 1599.75,732.902 1599.75,698.959 1599.75,665.016 1599.75,631.072 1599.75,597.129 1599.75,563.185 1599.75,529.242 1599.75,495.298 1599.75,461.355 \n",
       "  1599.75,427.411 1599.75,393.468 1599.75,359.524 1599.75,325.581 1599.75,291.637 1599.75,257.694 1599.75,223.75 1599.75,189.807 1599.75,155.863 1599.75,121.92 \n",
       "  1599.75,87.9763 1652.9,1411.77 1652.9,1377.83 1652.9,1343.89 1652.9,1309.94 1652.9,1276 1652.9,1242.05 1652.9,1208.11 1652.9,1174.17 1652.9,1140.22 \n",
       "  1652.9,1106.28 1652.9,1072.34 1652.9,1038.39 1652.9,1004.45 1652.9,970.507 1652.9,936.563 1652.9,902.62 1652.9,868.676 1652.9,834.733 1652.9,800.789 \n",
       "  1652.9,766.846 1652.9,732.902 1652.9,698.959 1652.9,665.016 1652.9,631.072 1652.9,597.129 1652.9,563.185 1652.9,529.242 1652.9,495.298 1652.9,461.355 \n",
       "  1652.9,427.411 1652.9,393.468 1652.9,359.524 1652.9,325.581 1652.9,291.637 1652.9,257.694 1652.9,223.75 1652.9,189.807 1652.9,155.863 1652.9,121.92 \n",
       "  1652.9,87.9763 1706.04,1411.77 1706.04,1377.83 1706.04,1343.89 1706.04,1309.94 1706.04,1276 1706.04,1242.05 1706.04,1208.11 1706.04,1174.17 1706.04,1140.22 \n",
       "  1706.04,1106.28 1706.04,1072.34 1706.04,1038.39 1706.04,1004.45 1706.04,970.507 1706.04,936.563 1706.04,902.62 1706.04,868.676 1706.04,834.733 1706.04,800.789 \n",
       "  1706.04,766.846 1706.04,732.902 1706.04,698.959 1706.04,665.016 1706.04,631.072 1706.04,597.129 1706.04,563.185 1706.04,529.242 1706.04,495.298 1706.04,461.355 \n",
       "  1706.04,427.411 1706.04,393.468 1706.04,359.524 1706.04,325.581 1706.04,291.637 1706.04,257.694 1706.04,223.75 1706.04,189.807 1706.04,155.863 1706.04,121.92 \n",
       "  1706.04,87.9763 1759.18,1411.77 1759.18,1377.83 1759.18,1343.89 1759.18,1309.94 1759.18,1276 1759.18,1242.05 1759.18,1208.11 1759.18,1174.17 1759.18,1140.22 \n",
       "  1759.18,1106.28 1759.18,1072.34 1759.18,1038.39 1759.18,1004.45 1759.18,970.507 1759.18,936.563 1759.18,902.62 1759.18,868.676 1759.18,834.733 1759.18,800.789 \n",
       "  1759.18,766.846 1759.18,732.902 1759.18,698.959 1759.18,665.016 1759.18,631.072 1759.18,597.129 1759.18,563.185 1759.18,529.242 1759.18,495.298 1759.18,461.355 \n",
       "  1759.18,427.411 1759.18,393.468 1759.18,359.524 1759.18,325.581 1759.18,291.637 1759.18,257.694 1759.18,223.75 1759.18,189.807 1759.18,155.863 1759.18,121.92 \n",
       "  1759.18,87.9763 1812.32,1411.77 1812.32,1377.83 1812.32,1343.89 1812.32,1309.94 1812.32,1276 1812.32,1242.05 1812.32,1208.11 1812.32,1174.17 1812.32,1140.22 \n",
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     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Precompiling GR_jll [d2c73de3-f751-5644-a686-071e5b155ba9]\n",
      "└ @ Base loading.jl:1423\n"
     ]
    }
   ],
   "source": [
    "# Plot two colums against each other\n",
    "x = results[!, :dt_earliest_pickup]\n",
    "y = results.resubmission_time_factor\n",
    "plot(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "6fbd852d-34f8-46ad-854f-fdff3cf17d73",
   "metadata": {},
   "outputs": [
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