From 96cc5501d05c341cc50f4377d15f27fbf422584a Mon Sep 17 00:00:00 2001
From: David Torres <23246013+torressa@users.noreply.github.com>
Date: Thu, 17 Jun 2021 08:09:35 +0100
Subject: [PATCH] Move notebooks to Halvaros/dev

---
 .../hyper_heuristic_comparison.ipynb          | 383 ------------------
 .../hyper_heuristic_single_instance.ipynb     | 299 --------------
 2 files changed, 682 deletions(-)
 delete mode 100644 benchmarks/notebooks/hyper_heuristic_comparison.ipynb
 delete mode 100644 benchmarks/notebooks/hyper_heuristic_single_instance.ipynb

diff --git a/benchmarks/notebooks/hyper_heuristic_comparison.ipynb b/benchmarks/notebooks/hyper_heuristic_comparison.ipynb
deleted file mode 100644
index 6f87ff9..0000000
--- a/benchmarks/notebooks/hyper_heuristic_comparison.ipynb
+++ /dev/null
@@ -1,383 +0,0 @@
-{
- "metadata": {
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.9-final"
-  },
-  "orig_nbformat": 2,
-  "kernelspec": {
-   "name": "python36964bit4fd1afe9f1d24c86a6cd28a29bb0ec00",
-   "display_name": "Python 3.6.9 64-bit"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2,
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Demonstration and results - Hyperheuristic\n",
-    "## Single run\n",
-    "All instances included in the program are Augerat instances"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas\n",
-    "import matplotlib.pyplot as plt\n",
-    "instance_data = pandas.read_csv(\"P-n20-k2_info_run.csv\").truncate(before  = 4)\n",
-    "instance_data.keys()\n",
-    "\n",
-    "hyper_choice = [\"Hyper choice BP\",\"Hyper choice BE1\",\"Hyper choice BE2\",\"Hyper choice Exact\"]\n",
-    "non_basic_columns = [\"Active path BP\",\"Active path BE1\",\"Active path BE2\",\"Active path Exact\", \"Total active paths\"]\n",
-    "accepted_columns = [\"Accepted columns BP\",\"Accepted columns BE1\",\"Accepted columns BE2\",\"Accepted columns Exact\"]\n",
-    "quality = [\"Quality BP\",\"Quality BE1\",\"Quality BE2\",\"Quality Exact\"]\n",
-    "labels = [\"BP\",\"BE1\",\"BE2\",\"Exact\"]\n",
-    "selection_score = [\"Selection score BP\",\"Selection score BE1\",\"Selection score BE2\",\"Selection score Exact\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
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-     },
-     "metadata": {
-      "needs_background": "light"
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-    }
-   ],
-   "source": [
-    "fig1, ax1 = plt.subplots(ncols= 3, nrows = 2, sharey = False, sharex = True, figsize = (30,10))\n",
-    "fig1.suptitle(\"A single run\", size = 20)\n",
-    "instance_data.plot(ax = ax1[0,0], x = \"Iteration\", y = hyper_choice, label = labels, title = \"Hyper choice\")\n",
-    "instance_data.plot(ax = ax1[0,1], x = \"Iteration\", y = accepted_columns, title = \"Accepted columns\", label= [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n",
-    "instance_data.plot(ax = ax1[0,2], x = \"Iteration\", y = non_basic_columns, title = \"Active columns\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\", \"Total\"])\n",
-    "instance_data.plot(ax = ax1[1,0],x = \"Iteration\", y = quality, title = \"Quality\", label= [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n",
-    "instance_data.plot(ax = ax1[1,1], x = \"Iteration\", y = selection_score, title = \"Selection score\", label= [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n",
-    "instance_data[\"No improvement\"].plot(ax = ax1[1,2], title = \"No improvement\")\n",
-    "fig1.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Hyper choice is the choice produced by the high level heuristic. \n",
-    "Accepted columns are the generated columns with negative reduced cost. \n",
-    "Active columns are the distribution of active columns in the current restriced master. \n",
-    "Quality determines the rank of the heuristic, and is defined as the weighted average of the last normalised runtime of a given heuristic and the proportion of active columns. \n",
-    "Selection score is the score by which the heuristics are selected. It is defined as the convex combination of the quality and a diversification term, the convex combination is determined adaptively using No improvement.  \n",
-    "No improvement is defined as objective stagnation or an iteration where a negative column is not produced.\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "\n",
-    "\n",
-    "The algorithm is working as expected for instance P-n20-k2_info_run. The interplay between the Quality, Selection score and No improvements graphs shows that the selection score is determined by both quality and the diversification term, which reduces the quality component in the selection when the algorithm stagnates. The adaptive scheme ensures that a normalised spreading term dominates, to try possibly underutilised heuristics. Under the current performance metric the BestEdges1 pricing strategy often dominates the quality for many runs (e.g.  A-n33-k6, P-n40-k7). For many instances (e.g. P-n50-k7, A-n32-k5) BestEdges2 are the most selected. This can vary from run to run as well. In the case where one heuristic dominates the active columns, it has top tank. \n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "A_n32_k5 = pandas.read_csv(\"A-n32-k5_info_run_BE1_selected.csv\").truncate(before  = 4)\n",
-    "A_n33_k5 = pandas.read_csv(\"A-n33-k5_info_run_BE1_selected.csv\").truncate(before  = 4)\n",
-    "P_n40_k5 = pandas.read_csv(\"P-n40-k5_info_run_BE1_selected.csv\").truncate(before  = 4)\n",
-    "A_n33_k6 = pandas.read_csv(\"A-n33-k6_info_run_BE2_selected.csv\").truncate(before  = 4)\n",
-    "P_n50_k7 = pandas.read_csv(\"P-n50-k7_info_run_BE2_selected.csv\").truncate(before  = 4)\n",
-    "\n",
-    "fig2, ax2 = plt.subplots(ncols = 4, nrows = 2, figsize = (30,10))\n",
-    "fig2.suptitle(\"Quality demonstration\")\n",
-    "P_n40_k5.plot(ax = ax2[0,0], x = \"Iteration\", y = quality, title = \"Quality\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n",
-    "A_n33_k5.plot(ax = ax2[0,1], x = \"Iteration\", y = quality, title = \"Quality\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n",
-    "A_n32_k5.plot(ax = ax2[0,2], x = \"Iteration\", y = quality, title = \"Quality\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n",
-    "P_n50_k7.plot(ax = ax2[0,3], x = \"Iteration\", y = quality, title = \"Quality\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n",
-    "P_n40_k5.plot(ax = ax2[1,0], x = \"Iteration\", y = non_basic_columns, title = \"Active columns\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\", \"Total routes\"])\n",
-    "A_n33_k5.plot(ax = ax2[1,1], x = \"Iteration\", y = non_basic_columns, title = \"Active columns\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\", \"Total routes\"])\n",
-    "A_n32_k5.plot(ax = ax2[1,2], x = \"Iteration\", y = non_basic_columns, title = \"Active columns\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\", \"Total routes\"])\n",
-    "P_n50_k7.plot(ax = ax2[1,3], x = \"Iteration\", y = non_basic_columns, title = \"Active columns\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\", \"Total routes\"])\n",
-    "fig2.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "\n",
-    "The BestPaths strategy performs moderately well with respect to the performance metric. It has the fastest runtime. However, on all instances it rarely dominates the number of active routes at a given time. An active route being a non-basic route in the current restriced master.  The other heuristic strategies are rarely in the same position. An example is a run of A-n32-k5.vrp seen below, where none of the 50 attempted BestPaths moves resulted in a column with negative reduced cost. Another example is shown in the result section, on instance P-n21-k2. \n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "\n",
-    "fig3, ax3 = plt.subplots(ncols = 3, nrows = 1, figsize = (30,10))\n",
-    "A_n32_k5.plot(ax = ax3[0], y = hyper_choice, title = \"Chosen columns\"),\n",
-    "A_n32_k5.plot(ax = ax3[1], x = \"Iteration\", y = accepted_columns, title = \"Accepted columns\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\"]),\n",
-    "A_n32_k5.plot(ax = ax3[2], x = \"Iteration\", y = quality, title = \"Quality\")\n",
-    "fig3.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This behavior is why the performance metric was changed from mainly considering runtime in the \"Relative improvement\" option, to the second approach \"Weighted average\". The Active columns term is thought to work as a quality test for the produced columns. \n",
-    "\n",
-    "## Results\n",
-    "\n",
-    "For runtime results, see the table below. The strategies represented in the table are BestEdges1, Exact and Hyper and the instances are from the Augerat test sets.  \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "         Instance Pricing strategy Subproblem type  Dived  Greedy  \\\n22   A-n32-k5.vrp            Hyper            cspy  False    True   \n21   A-n33-k5.vrp       BestEdges1            cspy  False    True   \n34   A-n33-k6.vrp            Hyper            cspy  False    True   \n25   A-n34-k5.vrp            Hyper            cspy  False    True   \n24   A-n37-k5.vrp       BestEdges1            cspy  False    True   \n32   A-n37-k6.vrp            Exact            cspy  False    True   \n31   A-n39-k5.vrp            Hyper            cspy  False    True   \n27   A-n39-k6.vrp       BestEdges1            cspy  False    True   \n50   P-n16-k8.vrp            Hyper            cspy  False    True   \n7    P-n19-k2.vrp       BestEdges1            cspy  False    True   \n11   P-n20-k2.vrp       BestEdges1            cspy  False    True   \n14   P-n21-k2.vrp       BestEdges1            cspy  False    True   \n13   P-n22-k2.vrp       BestEdges1            cspy  False    True   \n4    P-n23-k8.vrp       BestEdges1            cspy  False    True   \n19   P-n40-k5.vrp       BestEdges1            cspy  False    True   \n44   P-n50-k7.vrp       BestEdges1            cspy  False    True   \n60  P-n51-k10.vrp       BestEdges1            cspy  False    True   \n\n         Runtime  # of iterations  Integrality gap  Optimality gap Optimal  \\\n22   6913.850628              269         7.024380        3.698980   False   \n21   4101.498436              127         1.051900        0.151286   False   \n34   2206.869215              190         2.598146        0.673854   False   \n25   6155.374030              304         6.260605        1.413882   False   \n24  15030.585108              242         1.911932        0.448430   False   \n32  43411.134799              116         5.371455        2.845100   False   \n31  39790.642288              473         4.029871        1.094891   False   \n27  27955.746285              305         3.191769        0.000000    True   \n50      3.075270               22         2.040816        0.000000    True   \n7     150.745466               54         7.202798        3.301887   False   \n11    357.586975              112         4.388714        2.777778   False   \n14    596.678777              139         0.234192        1.421801   False   \n13    968.801821              173         6.522620        7.407407   False   \n4      61.769548               11         1.431213        0.000000    True   \n19   4130.795295              201         2.068360        0.000000    True   \n44  10437.817734              228         4.422284        2.346570   False   \n60   6250.271023              151         1.500249        0.404858   False   \n\n     w0   w1    w2  \n22  0.5  0.5   0.3  \n21  0.5  0.5   0.3  \n34  0.5  0.5   0.3  \n25  0.5  0.5   0.3  \n24  0.5  0.5   0.3  \n32  0.5  0.5   0.3  \n31  0.5  0.5   0.3  \n27  0.5  0.5   0.3  \n50  0.5  0.5   0.3  \n7   0.5  0.5   0.3  \n11  0.5  0.5   0.3  \n14  0.5  0.5   0.3  \n13  0.5  0.5   0.3  \n4   0.5  0.5   0.3  \n19  0.5  0.5   0.3  \n44  0.5  0.5   0.3  \n60  0.5  0.5   0.3  ",
-      "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>Instance</th>\n      <th>Pricing strategy</th>\n      <th>Subproblem type</th>\n      <th>Dived</th>\n      <th>Greedy</th>\n      <th>Runtime</th>\n      <th># of iterations</th>\n      <th>Integrality gap</th>\n      <th>Optimality gap</th>\n      <th>Optimal</th>\n      <th>w0</th>\n      <th>w1</th>\n      <th>w2</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>22</th>\n      <td>A-n32-k5.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>6913.850628</td>\n      <td>269</td>\n      <td>7.024380</td>\n      <td>3.698980</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>A-n33-k5.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>4101.498436</td>\n      <td>127</td>\n      <td>1.051900</td>\n      <td>0.151286</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>A-n33-k6.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>2206.869215</td>\n      <td>190</td>\n      <td>2.598146</td>\n      <td>0.673854</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>A-n34-k5.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>6155.374030</td>\n      <td>304</td>\n      <td>6.260605</td>\n      <td>1.413882</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>A-n37-k5.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>15030.585108</td>\n      <td>242</td>\n      <td>1.911932</td>\n      <td>0.448430</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>A-n37-k6.vrp</td>\n      <td>Exact</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>43411.134799</td>\n      <td>116</td>\n      <td>5.371455</td>\n      <td>2.845100</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>A-n39-k5.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>39790.642288</td>\n      <td>473</td>\n      <td>4.029871</td>\n      <td>1.094891</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>A-n39-k6.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>27955.746285</td>\n      <td>305</td>\n      <td>3.191769</td>\n      <td>0.000000</td>\n      <td>True</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>P-n16-k8.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>3.075270</td>\n      <td>22</td>\n      <td>2.040816</td>\n      <td>0.000000</td>\n      <td>True</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>P-n19-k2.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>150.745466</td>\n      <td>54</td>\n      <td>7.202798</td>\n      <td>3.301887</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>P-n20-k2.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>357.586975</td>\n      <td>112</td>\n      <td>4.388714</td>\n      <td>2.777778</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>P-n21-k2.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>596.678777</td>\n      <td>139</td>\n      <td>0.234192</td>\n      <td>1.421801</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>P-n22-k2.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>968.801821</td>\n      <td>173</td>\n      <td>6.522620</td>\n      <td>7.407407</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>P-n23-k8.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>61.769548</td>\n      <td>11</td>\n      <td>1.431213</td>\n      <td>0.000000</td>\n      <td>True</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>P-n40-k5.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>4130.795295</td>\n      <td>201</td>\n      <td>2.068360</td>\n      <td>0.000000</td>\n      <td>True</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>P-n50-k7.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>10437.817734</td>\n      <td>228</td>\n      <td>4.422284</td>\n      <td>2.346570</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>P-n51-k10.vrp</td>\n      <td>BestEdges1</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>6250.271023</td>\n      <td>151</td>\n      <td>1.500249</td>\n      <td>0.404858</td>\n      <td>False</td>\n      <td>0.5</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
-     },
-     "metadata": {},
-     "execution_count": 21
-    }
-   ],
-   "source": [
-    "cvrp1 = pandas.read_csv(\"cvrp_wa_w0=0.5_w1=0.5.csv\")\n",
-    "group1 = cvrp1.groupby(\"Instance\")\n",
-    "\n",
-    "min_index = []\n",
-    "for i in group1.groups:\n",
-    "    min_index.append(group1.get_group(i)[\"Runtime\"].idxmin(axis = 0))\n",
-    "min_index\n",
-    "\n",
-    "cvrp1.filter(min_index, axis = 0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The hyper heuristic generally performs on par with BestEdges1 and better than Exact. On smaller to medium-sized instances from the P-set, BestEdges1 outperforms Hyper. On larger instances, the diversification built-in in Hyper seems to aid the search. It performs better than BE1 on many of the larger instances from the A-set and P-set. \n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Playing with the parameters\n",
-    "Two parameter setups have currently been tested with the weighted average approach. Setup1 weighs active columns 0.5 and runtime 0.25, vice versa for setup2.\n",
-    "Decreasing the norm runtime weight improved the performance on all instances. Determining the optimal parameters can give a better hyper heuristic set-up than currently implemented. \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "       Instance Pricing strategy Subproblem type  Dived  Greedy      Runtime  \\\n0  P-n16-k8.vrp            Hyper            cspy  False    True     5.111106   \n1  P-n16-k8.vrp            Hyper            cspy  False    True     8.181503   \n2  P-n19-k2.vrp            Hyper            cspy  False    True   175.847635   \n3  P-n20-k2.vrp            Hyper            cspy  False    True   461.117250   \n4  P-n21-k2.vrp            Hyper            cspy  False    True   605.715663   \n5  A-n33-k5.vrp            Hyper            cspy  False    True  3903.730665   \n6  A-n32-k5.vrp            Hyper            cspy  False    True  4064.730923   \n\n   # of iterations  Integrality gap  Optimality gap  Optimal    w0   w1   w2  \n0               34         2.040816        0.000000     True  0.25  0.5  0.3  \n1               28         2.040816        0.000000     True  0.25  0.5  0.3  \n2              168         7.202798        3.301887    False  0.25  0.5  0.3  \n3              408         4.388714        2.777778    False  0.25  0.5  0.3  \n4              515         4.081634        4.739336    False  0.25  0.5  0.3  \n5              615         1.434539        0.605144    False  0.25  0.5  0.3  \n6              948         7.721406        4.209184    False  0.25  0.5  0.3  ",
-      "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>Instance</th>\n      <th>Pricing strategy</th>\n      <th>Subproblem type</th>\n      <th>Dived</th>\n      <th>Greedy</th>\n      <th>Runtime</th>\n      <th># of iterations</th>\n      <th>Integrality gap</th>\n      <th>Optimality gap</th>\n      <th>Optimal</th>\n      <th>w0</th>\n      <th>w1</th>\n      <th>w2</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>P-n16-k8.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>5.111106</td>\n      <td>34</td>\n      <td>2.040816</td>\n      <td>0.000000</td>\n      <td>True</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>P-n16-k8.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>8.181503</td>\n      <td>28</td>\n      <td>2.040816</td>\n      <td>0.000000</td>\n      <td>True</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>P-n19-k2.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>175.847635</td>\n      <td>168</td>\n      <td>7.202798</td>\n      <td>3.301887</td>\n      <td>False</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>P-n20-k2.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>461.117250</td>\n      <td>408</td>\n      <td>4.388714</td>\n      <td>2.777778</td>\n      <td>False</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>P-n21-k2.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>605.715663</td>\n      <td>515</td>\n      <td>4.081634</td>\n      <td>4.739336</td>\n      <td>False</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>A-n33-k5.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>3903.730665</td>\n      <td>615</td>\n      <td>1.434539</td>\n      <td>0.605144</td>\n      <td>False</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>A-n32-k5.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>4064.730923</td>\n      <td>948</td>\n      <td>7.721406</td>\n      <td>4.209184</td>\n      <td>False</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
-     },
-     "metadata": {},
-     "execution_count": 20
-    }
-   ],
-   "source": [
-    "setup1  = pandas.read_csv(\"cvrp_wa_w0=0.5_w1=0.25.csv\")\n",
-    "setup2 = pandas.read_csv(\"cvrp_wa_w0=0.25_w1=0.5.csv\")\n",
-    "setup1_BP = pandas.read_csv(\"cvrp_wa_w0=0.5_w1=0.25_bestpaths_excluded.csv\")\n",
-    "setup2_BP = pandas.read_csv(\"cvrp_wa_w0=0.25_w1=0.5_bestpaths_excluded.csv\")\n",
-    "\n",
-    "\n",
-    "setup1\n",
-    "#setup2\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For both settings it was attempted to remove BestPaths from the heuristic pool altogether, for reasons explained above. Removing BestPaths for setup1 gives speed-up for all instances. For setup 2, this is not the case. Setup2_BP (BP removed) is slower, but produces an optimal solution for instance P-n21-k2. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "       Instance Pricing strategy Subproblem type  Dived  Greedy      Runtime  \\\n0  P-n20-k2.vrp            Hyper            cspy  False    True   517.094918   \n1  P-n21-k2.vrp            Hyper            cspy  False    True   759.600417   \n2  A-n32-k5.vrp            Hyper            cspy  False    True  4496.487259   \n\n   # of iterations  Integrality gap  Optimality gap  Optimal    w0   w1   w2  \n0              274         4.095030        2.777778    False  0.25  0.5  0.3  \n1              387         0.000000        0.000000     True  0.25  0.5  0.3  \n2              385         7.721406        4.209184    False  0.25  0.5  0.3  ",
-      "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>Instance</th>\n      <th>Pricing strategy</th>\n      <th>Subproblem type</th>\n      <th>Dived</th>\n      <th>Greedy</th>\n      <th>Runtime</th>\n      <th># of iterations</th>\n      <th>Integrality gap</th>\n      <th>Optimality gap</th>\n      <th>Optimal</th>\n      <th>w0</th>\n      <th>w1</th>\n      <th>w2</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>P-n20-k2.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>517.094918</td>\n      <td>274</td>\n      <td>4.095030</td>\n      <td>2.777778</td>\n      <td>False</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>P-n21-k2.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>759.600417</td>\n      <td>387</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>True</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>A-n32-k5.vrp</td>\n      <td>Hyper</td>\n      <td>cspy</td>\n      <td>False</td>\n      <td>True</td>\n      <td>4496.487259</td>\n      <td>385</td>\n      <td>7.721406</td>\n      <td>4.209184</td>\n      <td>False</td>\n      <td>0.25</td>\n      <td>0.5</td>\n      <td>0.3</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
-     },
-     "metadata": {},
-     "execution_count": 19
-    }
-   ],
-   "source": [
-    "setup1_BP\n",
-    "#setup2_BP\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Shown below are the runs for the selected and accepted solutions by each heuristic plotted. The instance is P-n21-k2. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "P_n21_k2_setup1= pandas.read_csv(\"P-n21-k2_info_run_setup1.csv\").truncate(before  = 4)\n",
-    "P_n21_k2_setup1_BP = pandas.read_csv(\"P-n21-k2_info_run_setup1_BP.csv\").truncate(before  = 4)\n",
-    "P_n21_k2_setup1_BP = pandas.read_csv(\"P-n21-k2_info_run.csv\").truncate(before  = 4)\n",
-    "P_n21_k2_setup2= pandas.read_csv(\"P-n21-k2_info_run_setup2.csv\").truncate(before  = 4)\n",
-    "P_n21_k2_setup2_BP= pandas.read_csv(\"P-n21-k2_info_run_setup2_BP.csv\").truncate(before  = 4)\n",
-    "\n",
-    "fig, axes = plt.subplots(nrows=4, ncols = 2, figsize = (12,12), sharex=True, sharey = True)\n",
-    "fig.suptitle(\"Left: Heuristic selection, Right: Accepted columns\")\n",
-    "P_n21_k2_setup1.plot(ax = axes[0,1], x = \"Iteration\", y = accepted_columns, label = labels, title = \"Setup1\")\n",
-    "P_n21_k2_setup1_BP.plot(ax = axes[1,1], x = \"Iteration\", y = accepted_columns, legend = False,title = \"Setup1_BP\")\n",
-    "P_n21_k2_setup2.plot(ax = axes[2,1], x = \"Iteration\", y = accepted_columns, legend = False, title = \"Setup2\")\n",
-    "P_n21_k2_setup2_BP.plot(ax = axes[3,1], x = \"Iteration\", y = accepted_columns, legend = False,title = \"Setup2_BP\")\n",
-    "P_n21_k2_setup1.plot(ax = axes[0,0], x = \"Iteration\", y = hyper_choice, label = labels, title = \"Setup1\")\n",
-    "P_n21_k2_setup1_BP.plot(ax = axes[1,0], x = \"Iteration\", y = hyper_choice, legend = False,title = \"Setup1_BP\")\n",
-    "P_n21_k2_setup2.plot(ax = axes[2,0], x = \"Iteration\", y = hyper_choice, legend = False, title = \"Setup2\")\n",
-    "P_n21_k2_setup2_BP.plot(ax = axes[3,0], x = \"Iteration\", y = hyper_choice, legend = False,title = \"Setup2_BP\")\n",
-    "fig.show()\n",
-    "\n",
-    "\n",
-    "#P_n21_k2_setup2_BP[\"Iteration\"]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "From the figure, it is clear that Setup2 is more sensitive to runtime score. BP dominates the selection for most of the search, and removing it leads to a change in the choice pattern where BE1 dominates until the very end, where BE2 and Exact increases. In contrast, the choice patterns for setup1 and setup1_BP are similar. The results from the setup tables are counterintuitive in light of these plots, in that the run with the same choice pattern has improvement in run time, while for setup2 removing the BP choices causes the algorithm to performs worse. One explanation is that both runs benefit from diversification, but the performance metric pushes BestEdges1 to dominate the search, as explained in the Quality demonstration. A weakness with the current performance metric is that it can lead to a self-fulfilling pattern where columns accepted lead indirectly lead to high quality score, since the restricted master have few other columns to choose from. This pattern could be represented in the above runs, and may not be optimal. Currently, the diversification is prevalent when the algorithm is stagnating. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Another behavior observed for many instances are prolonged periods where there is no decrease in the objective function. This can often followed by a short period of objective decrease, after which the search again stagnates. \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7fc06e0ccba8>"
-     },
-     "metadata": {},
-     "execution_count": 9
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "last = pandas.read_csv(\"P-n60-k15_info_run.csv\")\n",
-    "last = last.tail(150)\n",
-    "last.plot(x = \"Iteration\", y = \"No improvement\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This behavior is also seen for the above demonstration on instance P-n20-k2. For future work we consider re-doing the simple adaptive scheme to take into account the stagnation-history of a given run, and speed up the diversification after prolonged stagnation periods. Similarly, slow down the adaptive step if the periods are short. Currently, the adaptive scheme decreases with constant step size. \n"
-   ]
-  }
- ]
-}
\ No newline at end of file
diff --git a/benchmarks/notebooks/hyper_heuristic_single_instance.ipynb b/benchmarks/notebooks/hyper_heuristic_single_instance.ipynb
deleted file mode 100644
index c007492..0000000
--- a/benchmarks/notebooks/hyper_heuristic_single_instance.ipynb
+++ /dev/null
@@ -1,299 +0,0 @@
-{
- "metadata": {
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.9-final"
-  },
-  "orig_nbformat": 2,
-  "kernelspec": {
-   "name": "python36964bit4fd1afe9f1d24c86a6cd28a29bb0ec00",
-   "display_name": "Python 3.6.9 64-bit"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2,
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Visualisation of data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "Index(['Iteration', 'Objective', 'Hyper choice BP', 'Hyper choice BE1',\n       'Hyper choice BE2', 'Hyper choice Exact', 'Average runtime',\n       'Quality BP', 'Quality BE1', 'Quality BE2', 'Quality Exact',\n       'Selection score BP', 'Selection score BE1', 'Selection score BE2',\n       'Selection score Exact', 'Exploration', 'Theta', 'Accepted columns BP',\n       'Accepted columns BE1', 'Accepted columns BE2',\n       'Accepted columns Exact', 'Active path BP', 'Active path BE1',\n       'Active path BE2', 'Active path Exact', 'No improvement',\n       'Total active paths'],\n      dtype='object')"
-     },
-     "metadata": {},
-     "execution_count": 1
-    }
-   ],
-   "source": [
-    "import pandas\n",
-    "instance_data = pandas.read_csv(\"P-n22-k2_info_run.csv\").truncate(before  = 4)\n",
-    "instance_data.keys()\n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Compare choices of the Hyper Heuristic\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f07661aa390>"
-     },
-     "metadata": {},
-     "execution_count": 2
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
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-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "\n",
-    "hyper_choice = [\"Hyper choice BP\",\"Hyper choice BE1\",\"Hyper choice BE2\",\"Hyper choice Exact\"]\n",
-    "\n",
-    "instance_data.plot(y = hyper_choice)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Evolution of accepted columns\n",
-    "Accepted columns are columns generated added to the restricted master. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0763e58be0>"
-     },
-     "metadata": {},
-     "execution_count": 3
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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cKdCqExyrPvklvsTFmfuWBx5g38rIdvnbYkAWR/3853UuU7P7AYA777yTCRMm8Pjjj3Pttddy8803U1hYyA9+8AMA7r//fjp06EBVVRWjR49myZIlZGVlMWHCBKZNm8aJJ55ISUkJrVq14t5772XhwoU8/vjjEf1cEkG7t8PqufCNGyCledDViByRRoW7mf1f4PuAA5YC1wHdgKlAR2ARcLVzLuDntRvmUM0y55xzDtOnT+fGG2/k008/PTD9+eefZ/LkyVRWVlJQUMCKFSswM7p168aJJ54IQNu2bZusfmmkJVOhulI9L0pcanC4m1kP4MfAcc65vWb2PHAZcAHwiHNuqpn9Bbge+HNjijzcGXZTq66uZuXKlbRq1YrCwkIyMjL4/PPPefjhh1mwYAHt27fn2muvpaysLOhSpaH2D2GXcSJ0yQq6GpEj1tg29xSgpZmlAK2AAuBsYIY//2ng4kbuI+Y88sgjDBgwgOeee47rrruOiooKSkpKSEtLo127dmzdupVXXnkFgP79+1NQUMCCBQsA2LVrF5WVlbRp04Zdu3YF+TGkLhs/gR2rNYSdxK0Gh7tzbhPwMPAFXqgX4zXDFDnnKv3F8oEeta1vZpPMbKGZLazPABhB2N/mvv/njjvuYPXq1Tz55JP8/ve/5/TTT2fUqFHcd999DBkyhGHDhpGVlcUVV1zBqaeeCnhjqU6bNo0f/ehHDBkyhHPOOYeysjLOOussVqxYoQuqsSp3CjRLg4Hjgq5EpEGsoV3Umll74AVgAlAETMc7Y7/HOdfXX6Yn8Ipz7vi6tjVixAi3cOHCr0xbuXIlAwYMaFBtYZDonz9Q+3bBw/3h+HEw9k9BVyNySGa2yDk3orZ5jWmW+SbwuXNuu3OuApgJnAqk+800ABnApkbsQ6TpLZ8FFXtgmJpkJH41Jty/AE4ys1ZmZsBoYAXwJrB/OPaJwIuNK1GkieVMgU7HQs+RQVci0mANvlvGOfexmc0AcoBKIBeYDPwbmGpm9/nTGtz5tXMOS8BhxBJ+NKeda2H31mD2vXsb5C+Ac+/TEHYS1xp1n7tz7m7g7oMmrwMafcqTmprKzp076dixY0IFvHOOnTt3kpqaGnQpwdi9Hf58ClQGeBtpcgsYfFlw+xeJgJh9QjUjI4P8/Hxi9U6aaEpNTSUjI0E7qVoy1Qv2S56CtE7B1NCmG7TuHMy+RSIkZsO9WbNm9OnTJ+gypCkdeHBoJAy69PDLi8ghxWy4SwC++BhWvRzc/vft8h4c+vYfg6tBJCQU7uJxDl66ybuYmdIiuDo6HKMHh0QiQOEuno2fwI7PvLNmPXIvEvfUn7t49Li9SKgo3MVr6142y3vcvkWboKsRkQhQuAssm+k9bj98YtCViEiEKNwFcrOhU3+v73IRCQWFe6Lbtsp73H741XrcXiREFO6JLjcbklL0uL1IyCjcE1llOXz6L+h/gR63FwkZhXsiWz0XSnfqvnaREFK4J7LcbGjbA445O+hKRCTCFO6Jqjgf8ubD0CsgKTnoakQkwhTuiSr3WcDBsKuCrkREokDhnoiqq2HxM9DnDGifGXQ1IhIFCvdE9PnbUPSFLqSKhJjCPRHlZkNqOmSNCboSEYkShXuiKf0SVr4MgydAswQdp1UkASjcE82S56Gq3OtuQERCS+GeSJzzmmS6DYWjBgVdjYhEkcI9kWzOha3LdNYukgAU7okkNxtSWsLxlwZdiYhEmcI9UZSXwtIZcNxYaJkedDUiEmUK90Sx4kXYV6ImGZEEoXBPFLnZ0OFo6H1q0JWISBNQuCeCHXmw4X2vHxmNtiSSEBoV7maWbmYzzGyVma00s5PNrIOZzTOzNf7v9pEqVhooNxssGYZcEXQlItJEGnvm/ijwqnMuCxgCrATuAOY75/oB8/33EpSqSm+0pX7nQttuQVcjIk2kweFuZu2AUcBTAM65cudcETAWeNpf7Gng4sYWKY2w5nXYvVUXUkUSTGPO3PsA24F/mFmumT1pZmlAV+dcgb/MFqBrbSub2SQzW2hmC7dv396IMqROudmQ1sU7cxeRhNGYcE8BhgN/ds4NA/ZwUBOMc84BrraVnXOTnXMjnHMjOnfW4MxRsWsLfPaaN9pScrOgqxGRJtSYcM8H8p1zH/vvZ+CF/VYz6wbg/97WuBKlwRY/B64KhqlJRiTRNDjcnXNbgI1m1t+fNBpYAbwETPSnTQRebFSF0jDOQe4z0OsU6NQ36GpEpImlNHL9HwHPmllzYB1wHd4XxvNmdj2wAfhuI/chDbHhA/hyLYy6NehKRCQAjQp359xiYEQts0Y3ZrsSAbnZ0KKt15eMiCQcPaEaRmXFsHw2HH8JNE8LuhoRCYDCPYyWzoDKvbq3XSSBKdzDKDcbugyE7sODrkREAqJwD5stS70Rl4Zfo07CRBKYwj1scrIhuTkM1k1KIolM4R4mFWWwZBpkjYFWHYKuRkQCpHAPk1VzoKxIF1JFROEeKrnZ0K4X9Dkz6EpEJGAK97AoXA/r3vJGW0rSf1aRRKcUCIvcZwHzeoAUkYSncA+D6ipY/Cwcczak9wy6GhGJAQr3MFj7JpRs0oVUETlA4R4GOU9Dq47Q/4KgKxGRGKFwj3d7dsDqV2DwZZDSIuhqRCRGKNzj3adTobpCTTIi8hUK93jmnHdve48R0GVA0NWISAxRuMez/IWwfZXXSZiISA0K93iW8zQ0S4PjxwddiYjEGIV7vNq3G5bPgoHjoEWboKsRkRijcI9Xy2dB+W5dSBWRWinc41VuNnQ6Fnp+I+hKRCQGKdzj0fbVsPFjGHa1RlsSkVop3ONRzhRISoEhlwddiYjEKIV7vKks9x5cOvY8aN056GpEJEYp3OPNZ69C6Q4YPjHoSkQkhinc403OFGjTHfqODroSEYlhCvd4UrwJ1s73BuRISg66GhGJYQr3eLL4OXDV3lB6IiJ1aHS4m1mymeWa2Rz/fR8z+9jM8sxsmpk1b3yZQnW1d297n1HQoU/Q1YhIjIvEmfvNwMoa738LPOKc6wsUAtdHYB+y/h0o2gDD1EmYiBxeSmNWNrMM4ELgfuAnZmbA2cD+UZqfBu4B/tyY/QiQkw2p7WDAmKArEQm9nXt3MmneJErKS6K+rx8P+zEXHXNRxLfbqHAH/he4Ddjfc1VHoMg5V+m/zwd61LaimU0CJgH06tWrkWWE3N5CWPmy17Vvs5ZBVyMSei+ufZHPCj/joqMvIjnKNy90bdU1KtttcLib2Rhgm3NukZmdeaTrO+cmA5MBRowY4RpaR0JYMh2q9qmTMJEm4Jxj1ppZDO8ynAdOfyDochqsMWfupwLfNrMLgFSgLfAokG5mKf7ZewawqfFlJjDnvHvbuw3xfkQkqnK25bC+ZD3XD4rvy4UNvqDqnLvTOZfhnMsELgPecM5dCbwJXOovNhF4sdFVJrKCxbB1qddJmIhE3cw1M0lrlsa5vc8NupRGicZ97rfjXVzNw2uDfyoK+0gcOdmQkgqDvhN0JSKht6t8F/M2zOO8zPNo1axV0OU0SmMvqALgnHsLeMt/vQ4YGYntJryKvbB0Bgz4NrRMD7oakdB75fNX2Fu5l0v6XRJ0KY2mJ1Rj2YqXYF+xBsAWaSKz1syib3pfju90fNClNJrCPZblTIH2fSDztKArEQm9zwo/Y9nOZYzvNx4LwSA4CvdYtXMtbHjP60cmBP+jicS6WWtmkZKUwpijw/GgoMI9VuU+A5bk9QApIlFVXlXOy+teZnSv0bRPbR90ORGhcI9FVZVeD5D9zoW23YOuRiT03vjiDYr3FTO+7/igS4kYhXssypsHu7fo3naRJjJzzUy6pXXjpO4nBV1KxCjcY1FONqR1gWO/FXQlIqG3efdmPir4iIv7XkyShScSw/NJwmLXVm+c1CGXQXKzoKsRCb3ZebMBuLjvxQFXElkK91jz6b/AVenedpEmUFVdxey82Zzc/WS6tw7X9S2FeyxxzhttqdfJ0Klf0NWIhN5HBR9RsKeAcf3GBV1KxCncY8kXH8LOPF1IFWkiM9fMJL1FOmf3PDvoUiJO4R5LcrKheRsYGK62P5FYVFhWyBsb32DM0WNonhy+oZ4V7rGirARWzIZBl0DztKCrEQm9OevmUFldyfh+4bm3vSaFe6xY9gJUlGoAbJEm4Jxj5pqZDOo0iH7tw3l9S+EeK3KmQJfjoMfwoCsRCb2lO5aSV5QXygup+yncY8HW5bA5x7uQqk7CRKJu5pqZtExpyfmZ5wddStQo3GNBTjYkNYPBE4KuRCT0SitKeXX9q5zb+1xaN28ddDlRo3APWuU+WDIVBoyBtI5BVyMSeq9veJ09FXtCeyF1P4V70FbNgb2FurddpInMXDOTzLaZDOsyLOhSokrhHrScbGjXE44+K+hKREJvXfE6crflhma0pboo3INU9AWsewuGXglJ+k8hEm2z18wmxVK46JiLgi4l6pQoQcp91vs97Mpg6xBJABXVFby49kVGZYyiU8tOQZcTdQr3oFRXeUPpHXMWpPcKuhqR0Hsn/x2+LPsy9BdS91O4B2Xdm1CSrwupIk1k5pqZdGnZhVN7nBp0KU1C4R6UnGxo2QGyLgy6EpHQ27pnK+9teo+xfceSkpQSdDlNQuEehD07YdW/vdGWUloEXY1I6L209iWqXTXj+oa3u4GDKdyDsGQqVFeoSUakCVS7amblzeLEo06kZ9ueQZfTZBTuTc05r0mmxwnQ9bigqxEJvYVbFrJx18aEuZC6X4Mbn8ysJzAF6Ao4YLJz7lEz6wBMAzKB9cB3nXOFjS81JDYtgu0rYcz/Bl2JSKh8uPlD/rT4TzjnvjJ9S+kW2jRrwzd7fTOgyoLRmCsLlcBPnXM5ZtYGWGRm84BrgfnOuQfN7A7gDuD2xpcaEjlToFkrOP6SoCsRCZW/fPoXNpRsYGDHgV+Z3qZ5G87pfQ6pKakBVRaMBoe7c64AKPBf7zKzlUAPYCxwpr/Y08BbKNw9+3Z7g3IMHAepbYOuRiQ0Pi/+nJxtOdwy/BauH3R90OXEhIjcE2RmmcAw4GOgqx/8AFvwmm1qW2cSMAmgV68EeYhnxWwo360LqdIgFdUVlOwrCbqMmPT86udJtmTG9h0bdCkxo9HhbmatgReAW5xzJTU743HOOTNzta3nnJsMTAYYMWJErcuETk42dOwHvU4KuhKJM845Jr4ykaU7lgZdSsw6s+eZCdGtQH01KtzNrBlesD/rnJvpT95qZt2ccwVm1g3Y1tgiQ2H7Z7DxIzjnXo22JEds+c7lLN2xlEv6XUJWh6ygy4k5hnFGzzOCLuOIVG7fTvmGDTTr1YtmXbpEfPuNuVvGgKeAlc65P9SY9RIwEXjQ//1ioyoMi9xsSEqBIZcHXYnEoZlrZpKanMpPR/yUNs3bBF2ONJJzjg1XX0P5+vUcdc/dtL/ssojvozFn7qcCVwNLzWyxP+3neKH+vJldD2wAvtu4EkOgqgI+/Rccex60jvw3tIRbaUUpcz+fy7mZ5yrYQ6L0kwWUr19P+mUTaH3mmVHZR2PulnkPOFT7wuiGbjeUPnsV9mzXhVRpkHkb5rGnYk9CPTofdkUzZpDUpg1db7+dpJYto7KPxOhBJ2g52dD6KOibWA9RxKMNJRt4Yc0LX3sQJkhvbXyL3m17c0LXE4IuRSKgqqSEXa+/Trvx46IW7KBwj76SzZA3D077v5Cswx3rHs15lP9s+E9MPfBiGLeeeGvoh4VLFMVz5uD27SP9kkujuh+lTbQtfhZcNQy7KuhKYt6qL1fxxOInqHbVgdXw/ub3ueq4q7jtxNsCqyFMil96iZK5rwRdRkzZu3wZLbKySB0Y3b6lFO7RVF3tjbaUeTp0ODroamLe5CWT+XDzh/Rp1yewGo7veDyXZ+mOpkhw5eVs/c2DkJwclVv94lWzLl3p9MMbov6XmMI9Sn7/yW95c/mzkFYOqbtg1pigS4p5+bvyuWLAFTprPoydf/8HRdOmBV3GYVVXlFNVWEjPyX+l9ahRQZeTcBTuUbBj7w6yVz5L/4oyerfoCF1HQJJ6Vz6cIZ0Gc/WAq2PqYmascWVl7PjLX0jp0pnU/rH/MFPKuZ1JOzUxhrWLNQr3CFtXtI6xL3r9W9yf14KKucNQ5vMAAAnpSURBVLuhcm7AVcWPImZRFHQRceCoxx4j7aRvBF2GxDCFe4Q458gvWse/3v093Xc6flhcSvNNJ1CdviUqT59J4krp2IFW3xgZdBkS4xTuETJn3RzufutO/vREFeP3ALRgD8vo+D//Q+ebbgy6PBFJMAkV7ss2FbO5aG+D1nXOsWZXLuVVZV+b17xsBysXZTNxVRXpe2D3BadQduxZkNKM/GEjccu3NLZ0EQmpAd3a0rNDq4hvN2HCfVtJGeOeeJ+KqoZdrEtps4yWGc/UOq/HDscj/6gCYHtaOyY2uxi33r+AmreiQfsTkcRw38XHc9VJvSO+3YQJ9xk5+VRUOf553Yl0at2i3uvtrijhnc2v8N6WBRSXd+bWIQ+yv0udtIIPaZW3kHbTP8QlNYN776LDcSfzcrv0KH0KEQmb7unqW6bBnHNMX5jPyMwOnNn/yB6meGTR38le83cAbhl+CxcN8C9klRTA8/ew6f22lBS1JP3bF9L9Ul04FZHYEPpwn/rJF7ybt4PPd+zhxrP6Hnb5d/PfZd6GeQfev7nxTc7IOIOHz3j4v/2NFG2EKWOpLKtmV0Eb0r8zjqPu/VW0PoKIyBELdbjv2L2PX85eRlqLFIb0TOeCQUfVuXxVdRW//ujXFO8rPtBvdlqzNK4deO1XO5J6/1H4ci0lFaNwFXm0v/IKdeokIjEl1OE+K2cTldWOGTecTL+uhx/k4OOCjynYU8Dvzvgd52WeV/tCbz8EC/5GUfkots7JI3XgQFKzYv9JQRFJLKF9Jt45x7SFGxnWK71ewQ4wM28m6S3SObvn2bUvsHsbvPUgLqUN297cDkDnW26JVMkiIhET2nDP+aKQvG27uezEnvVavrCskPlfzGfM0WNontz8qzOrq+AfF8AfT6BqXzVr5mRQVVhMxhN/ovXpp0WhehGRxglts8y0BRtp1TyZCwd3r9fyc9bNobK6kvH9xnsTnIOyIu/3hg9gw/u4rDEULkulqugD2o0bp57uRCRmhTLcd++rZM6SAsYM7kbrFof/iM45Zq6ZyaBOg+jXvp838Z3fwZv3/3ehlh3Y+eUpbJ/xOC2ysuj2wP26iCoiMSs04V5aXsnKgl0AzF+9nrLkdZxwbCsWb1t82HXzd+eTV5THXSff5U2oqoQFT0GPETDoO1SV7mNfRWcKH5hMcqdO9Hj4dwp2EYlpoQn3X85exsycTQC07P0X0jLXc19u/ddvldKK8zPP997kzYPdW2DMHyDrQjZNmsSed94FIOPxP9Ki7+HvlxcRCVIowr24tIJ/LyngwkHdOH1gFfd/up5xR1/Gt44+s34b2FtE9x3raL38Re99bja07gr9zqVw2vPseedd0r9zKe3GjqXlCRqBXkRiXyjC/cVPN7GvspobzjiGVwsmk5KUws0jbqBjy47128D062D5zK9OG3Ube5etYMvddwPQ6YYbaNajR4QrFxGJjlCE+7QFGzmuW1v6H9WSG997mbN6nlX/YN+zE1bNgeET4fSfAlD073mU5xRTmvMQJCXRd97rCnYRiStxH+7LNhWzfHMJv/r2QN7e9DaF+woZ13dc/TewZBpUlcPISdC+N+Xr11Nw3+8hORlLSqLDtdcq2EUk7sR9uD+/cCPNU5K4eGgP7vjgt3Rt1ZVTup9Sr3Xdkuls/+0DlFf2gfv/CkB5/ibvbP2NN2jW9ch6kBQRiRVxHe5lFVXMzt3EeQOPYq/byfub3mfS4EkkJyUffuWqCsqe+Tk7V7WhWdc0kjZ8cWBWx+9dp2AXkbhmzjVsZKI6N2p2HvAokAw86Zx7sK7lR4wY4RYuXHjE+5l+xzg6vbsKA6qBSoPe1Un1+8Zyjqq9lVS7lvR7/32SW7c+4v2LiATJzBY550bUNi/iZ+5mlgz8CTgHyAcWmNlLzrmIjzeX0q4jRR1SaJ7sdZHT1pJJS0o9zFo1N5BK2rhJCnYRCZ1oNMuMBPKcc+sAzGwqMBaIeLiPu/PJSG9SRCQUotErZA9gY433+f60rzCzSWa20MwWbt++PQpliIgkrsC6/HXOTXbOjXDOjejcuXNQZYiIhFI0wn0TULMT9Qx/moiINJFohPsCoJ+Z9TGz5sBlwEtR2I+IiBxCxC+oOucqzewm4DW8WyH/7pxbHun9iIjIoUXlISbn3FxgbjS2LSIihxfaMVRFRBKZwl1EJISi0v3AERdhth3YcASrdAJ2RKmcMNDxqZuOz6Hp2NQt1o5Pb+dcrfeSx0S4HykzW3io/hREx+dwdHwOTcembvF0fNQsIyISQgp3EZEQitdwnxx0ATFOx6duOj6HpmNTt7g5PnHZ5i4iInWL1zN3ERGpg8JdRCSE4i7czew8M1ttZnlmdkfQ9QTBzP5uZtvMbFmNaR3MbJ6ZrfF/t/enm5k95h+vJWY2PLjKo8/MeprZm2a2wsyWm9nN/nQdH8DMUs3sEzP71D8+v/Kn9zGzj/3jMM3v9A8za+G/z/PnZwZZf1Mws2QzyzWzOf77uDw2cRXuNYbwOx84DrjczI4LtqpA/BM476BpdwDznXP9gPn+e/COVT//ZxLw5yaqMSiVwE+dc8cBJwE3+v+P6Ph49gFnO+eGAEOB88zsJOC3wCPOub5AIXC9v/z1QKE//RF/ubC7GVhZ4318HhvnXNz8ACcDr9V4fydwZ9B1BXQsMoFlNd6vBrr5r7sBq/3XfwUur225RPgBXsQbz1fH5+vHphWQA3wD76nLFH/6gX9neL27nuy/TvGXs6Brj+IxycD78j8bmANYvB6buDpzp55D+CWors65Av/1FqCr/zphj5n/Z/Iw4GN0fA7wmx0WA9uAecBaoMg5V+kvUvMYHDg+/vxioGPTVtyk/he4Daj233ckTo9NvIW71IPzTiUS+h5XM2sNvADc4pwrqTkv0Y+Pc67KOTcU7yx1JJAVcEkxwczGANucc4uCriUS4i3cNYTfoW01s24A/u9t/vSEO2Zm1gwv2J91zs30J+v4HMQ5VwS8idfUkG5m+8d3qHkMDhwff347YGcTl9pUTgW+bWbrgal4TTOPEqfHJt7CXUP4HdpLwET/9US8tub906/x7wo5CSiu0TwROmZmwFPASufcH2rM0vEBzKyzmaX7r1viXY9YiRfyl/qLHXx89h+3S4E3/L98Qsc5d6dzLsM5l4mXLW84564kXo9N0I3+DbjgcQHwGV474S+CriegY/AvoACowGsDvB6vrW8+sAb4D9DBX9bw7jBaCywFRgRdf5SPzWl4TS5LgMX+zwU6PgeOz2Ag1z8+y4C7/OlHA58AecB0oIU/PdV/n+fPPzroz9BEx+lMYE48Hxt1PyAiEkLx1iwjIiL1oHAXEQkhhbuISAgp3EVEQkjhLiISQgp3EZEQUriLiITQ/wfVxrvK5NE5pgAAAABJRU5ErkJggg==\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "accepted_columns = [\"Accepted columns BP\",\"Accepted columns BE1\",\"Accepted columns BE2\",\"Accepted columns Exact\"]\n",
-    "instance_data.plot(y = accepted_columns, title = \"Accepted columns\", label= [\"BP\",\"BE1\",\"BE2\",\"Exact\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Evolution of non-basic columns \n",
-    "The number of non-basic columns in the restriced master at the given iteration\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0766180ba8>"
-     },
-     "metadata": {},
-     "execution_count": 4
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
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-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "non_basic_columns = [\"Active path BP\",\"Active path BE1\",\"Active path BE2\",\"Active path Exact\", \"Total active paths\"]\n",
-    "instance_data.plot(y = non_basic_columns, title = \"Active columns\", label = [\"BP\",\"BE1\",\"BE2\",\"Exact\", \"Total\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Compare evolution of heuristic quality\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f07636719b0>"
-     },
-     "metadata": {},
-     "execution_count": 5
-    },
-    {
-     "output_type": "display_data",
-     "data": {
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "quality = [\"Quality BP\",\"Quality BE1\",\"Quality BE2\",\"Quality Exact\"]\n",
-    "instance_data.plot(y = quality, title = \"Quality\", label= [\"BP\",\"BE1\",\"BE2\",\"Exact\"])\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "\n",
-    "## Compare selection score of heuristics"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f07636072b0>"
-     },
-     "metadata": {},
-     "execution_count": 6
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "selection_score = [\"Selection score BP\", \"Selection score BE1\", \"Selection score BE2\", \"Selection score Exact\"] \n",
-    "instance_data.plot(x = \"Iteration\", y = selection_score, title = \"Selection score\", label= [\"BP\",\"BE1\",\"BE2\",\"Exact\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Stagnation in the algorithm\n",
-    "No improvement is defined as objective stagnation \n"
-   ]
-  },
-  {
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-   "execution_count": 7,
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-   "outputs": [
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-     "output_type": "execute_result",
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-      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0761d65c18>"
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ZIxmBO1rawNa+bty6o1K5F6fxVXN5PIuVQsmRMcMAlgLhntr9A2TDBryKSimzNxEaYgvekJszSzCW8jh1aDDyCS8umTDVaCkDJw9WKveIEOvv1LBjT8MM98RjsNcms/ja+fFIPrtUMvdXVKQP2rABr0LTDWzu7fKcLcFqhI1xE/aJ4n7PF0s4P5pBb3fCGkM8rtnyahGXJ9ZW7hHinYWS1A3s2NyLA9s2xqpq9P2PXMG7/iUaZUQv/QNkwwa8iqRu4J4GCoROOI2wMZpuYGNPF47u6q94LBHc8pfHs8jlS7hnv7WRGpNrdm5kfeVeguIzwbhhrzSJyJxsYjJULWWgENEGi1aVaaUCNuAOcvkiLo7N+9Lw5TTCxgxbk2J3VwL2vBjFPVZ9g8XlmiVdKvfMNMKoRlSf+Vwe16cWyhNOIhGPlMfJebOJcFRDSeoG+jd040id/gGyYQPuwBZbOnXQ/w5yDL6/sWSlUMSl0fmy0axsYqofi2a5/Yd2bLLGEI+LpukGDmzbiJ39lco9IoptWO5cOgMhnCGxeIR7Kros0a3AG/UPkI1nA05EXUQ0TERfsZ7fSkQ/IKJrRPRpIuoNb5hqKKdy+VmBlzfl4vAVjh+XxrJYLZYq+c0Rnq+k7fZbz+OywrUVCJ3EOQ+8rPXhKDqKw1ij1GXx3j9ALn5W4G8DcMnx/L0APiCEuB3AHIAHZA4sCpJpA3u29mHPQH0FQieshVIfLTUHoBIeiOp8ZXN5XLPd/hgJkE1mc2blXvWNH6ONwWqGUwaO7NyMgU09AOLT0iTKZtAXRudRUKRA6MSTASeiAwBeCeCj1nMC8CIAn7Xe8hCA14YxQJW4rYQawlmEddF0A7u2bMBea1KMatP3rMPtT0S3j7qOpJ4BsF53h2JqwW0pglNV8fqoFzB2E2EgmhCKqhZq1XhdgX8QwNsB2PVWOwAYQoiC9TwNYL/bLxLRg0R0hojOTE1NNTXYMLHFlvzmcBI4DaUeyXSlWs8kmtWv0+2P08azps+hO0G4e//afRczNS8OI1zLaCaH6YWVNaXiBIp8E9NuIrx9c28kZ03TDU/9A2TT0IAT0asATAohngjyAUKIjwghTgshTg8NDQX5E0pIBpxBoy5MiTPG0iqenl5cMykmIprvNL3i9lM5Eyb6q6bpBo7t3YK+nrWVe4kYrGrdsPeJnFLLiRg4C87Coiiuq9f+AbLxsgL/cQCvJqJnAPwTzNDJnwMYJCJb7ekAgJFQRqiIarElr3AMvDZuebHlBhgKz1e12x+Xa2a7/W6Lhjisat3Q9Dn0didwfO/W8jFTtyXCQcFcgG3Z0I0jQ5uVj8VP/wDZNDTgQoh3CiEOCCEOA3gDgG8KId4E4DEAr7Pedj+AL4Y2SgVouoGju7Zg84bGCoROiIUgapLUM6AqWd4oKldHMzlMZStuf4LiEUK5MW26/W43fpyqG51ouoG79m0tV7PaRJ2SqekG7j04gK5EQvl589M/QDbN5IH/HoDfJqJrMGPiH5MzJPXYYktBLkBlNRfH2y1aNH0OR3f1Y0tfT/lYFJuY68Jj5TFEe83KjbNdXO84phEWHAqETqKebJxNhCmCClYtZSoQeukfIBtfy00hxLcAfMt6fAPAc+UPST1OsSW/cAzcHTts8ZLju9ccj+J8abqB3u4Eju0x3f64hFCSacvt3+lSuRdDz+7yhClF4JYxE+W5PF9uIrwNw6k59fsr6Yzn/gGy4UpMNJcCFGVlYZxJzS5hzmVStENOKuO7Wmqt2x9FHN4N2+1PuFTuxdGzq3WfRK3bUpEiGFDuDQhh9g8IUr0tAzbgWCu25BtegbtS62ZXvfp1c/vLmTARXrVcvoinxrI1Fw1xFElL6ga2b+7Foe2b1hyPOoRiNxHetaXP7CWq8KQ9Pb2IzHI+kvg3wAYcwFqxJb9QTOKpcUPTDfT1JHDn7i1rjqtWI7wysYDlfHFd4QkQrXE8P5KxKvfcZRvistHqRNMNnDwwsG7jPuosFC21NsNIpUSC3/4Bsul4A14ttuSX+EUq44GmG7hn//pJUfUK3M0TsMNeUabpaQ63342KXks8THg2l8fVyQXXQjez90Q04yw3ES5vUKu9I5M++wfIpuMNuC221GwXjZjcZ7FgtVDChVF3YR/Vm5iaPrfO7Y/DxrPmcPvdiIOX4GS9AqGDCKVvq6V4E4o9Ys1n/wDZdLwBt8WWgsawyhtisXJ2o+Wp8XmsFkqubqUdGigpuuOTemad2x+HTcxGujtx+15pdXKdExEGwe0mwnaTjop3Ff5nB+kfIJuON+DJdGaN2JJf4pKSFifqhQdURsAXVgq4Mpld511VTHk0F216YQXpORcFQhfi8r3SUgYO79iEwU3rVaOjDKFouoE7d1eaCKvck6r0D4hmAxNgA15eCQWtqIyDOx43tJSBnf0bsH9w4/oXFYYGzqYNV7e/ooUS/hjccOvAU02c0sDdFAidRKVGWCpZBXiH3DKMwieofpJMOtqAu4kt+YXzwNejpWtPihUlwPBPWO1UxmivWbXb70bUY3QylslhMrtS24BH1JGn3ETYIUWgss5A0/33D5BNRxtwGU1IuSPPWjJLedyYWnQtDwccK0sFpyupu7v9UeeBV7v9bkQ9RiflleYh91iv2b8zQg1ul++aiuEE6h8gmY424G5iS0GJw0opDtjCPrWU2VTGwGvdYFFmeJRKVuVeA9mGqMM8TjTdQG9XAsf3bnF9PSrdFruJ8G2OJsKqQk9zVv+AKCRknXS0AXcTW/JLnGKVcSCpGyAC7q2R32yXjYe9YhvLLGNivpbbH1144umZRcxXuf1uVEIo0VvwYd3A8X1bsaHb3WOISpHTrYlwQlGGkdZgoaKKjjXg9sZMsxeAuJRnDZpu4LahfmytMSmqytopN6h2cfujbOhQGZe3FXjU5rtQLOFcOlM3zBhFNbLdRLhWhlHY11ZLBesfIJuONeC1xJb8wqX0FbxMiqoMk5au7fYnInSbNBe3vx5Rf62uTppSBLUqRoFoNlwvjGZcmwgr+37pBu7Y7b9/gGw61oDLakLKeeAV0nPLmFlcbTApqgkNaKnabn+U1yyZNiUGGlXuUUyW4F60PqKRCDYbGFd7BpUQSnijsfsHRB0+ATrcgLuJLfmlUjHHeMnqUXGzF0sC50Zqu/1RZQ7Zbr8Xry+KzkVuaCkDg5t6cHjHpprviUK3RdMN7K3TRDjMzd9m+gfIpqMNuJvYkl94BV5B0w1s6E7gzj21J0UVK6Srk1ksrRYbSrWqzvC4MOq9ci+q5s/V2CvNehuV9sa0yrFq+lyNDKPwVwiyvHcZdKQBrye25BfOA6+g6Qbu3j+AnjqToooJr9w5vaYBjybDI+mj7iCKxhfVLK4UcGVivRRBLVTdA3YTYXddlvDHoukGNvV24Y4mvXcZdKQBrye2FJSoV0pRky+WcN6lX2I1KnKwNb2+269WkbxCI7ffSRxC4GfTGZRE4wlHdV59vSbClXBOeJ9vL1SiUiB00pEGvJEWsx84Bm5yeTyLlcL6fonVVErpw8POhKnl9kelRuinci8OoblyUZbHa6oKO4XvbhcpgrC9q5VCEReb6B8gm8404PXEloLS4UvwYY9xwbDTLr24/VH0m5xZWEFqdsl72C4GcrJaysAtOzZh++b1CoROVOfVD9dJ4Qvbc7H7B8Qh/g10qgGvI7YUhKh7AsYBLWVgx+ZeHNhWf1IMewPx3Ehjtz+KdmVn02bam98VeJRfLK+Fbio3XO0mwrW1dsL1rrwoSaqk4wy4LbYks4t0VFoQcSLpcVKkkCPQmocbLAotlGG9ttvvRtQx8PFMDuPzOU8TjoqwmM3T05YUQU1lRJOwvCtNN5rqHyCbjjPglQ0QeRuYRNTRWSjzuTyuTy14u9lDNp5e3P4oQih+K/dUaXrUop7SXzUqq5EbTdBhT3zN9g+QTUMDTkR9RPRDIkoS0QUieo91/FYi+gERXSOiTxNR/UBZTGgkthSETl+Bn9XNfole3MqwbzBPFXKK88Abuf1uRFEc40TTDfR0EU7s3er5d1QpTG7u7cLRXe4pfGFOfHb/gDgU8Nh4WYGvAHiREOIkgFMAXkFEzwfwXgAfEELcDmAOwAPhDVMejcSWghCTyTgyNN3sK+rJgIeomzExn8NYprHbn1C8QfjMzBIyy3lfpddRh1A0fQ7H925FX09tzXKbcty5FPaozAVYvSbCYU58SXsfIwYl9DYNDbgwWbCe9lj/BIAXAfisdfwhAK8NZYQSkaVAWE1UHUnigqZncGRoMwY2Np4Uwyx8Gvaq9Gc/UHTR7AnOz8otSjnZYkngXLpxTr+NqrJ/u4mwp/2NED5fSxnS+gfIwlMMnIi6iEgDMAngEQDXARhCiIL1ljSA/TV+90EiOkNEZ6ampmSMOTDexJYCEFFPwDjQqF9iNYkQwxfJtDe3X3Xuvpaq7/a7EmEp/bXJBSzWkSKoRlUWit1EuL7WTngTn4z+AbLxZMCFEEUhxCkABwA8F8Axrx8ghPiIEOK0EOL00NBQwGHKQUYLNTcInVtKP2IsY3qhdr/E9YR4g6UMT26/6rxlLZ2p6/a7EWVUzk9IDFA3IVaaCNdRRrR+yr60pgJhJhYKhE58ZaEIIQwAjwF4AYBBIrK31A8AGJE8Nul4EVsKApkWvCNJ6j7zm0OyTMWSwNm0N09AZd7ySqGIS6P13X43oqoWBcz7ZGtfN27dsdnT+1VloXhpIhzWedNnlzEbhvfeJF6yUIaIaNB6vBHASwFcgmnIX2e97X4AXwxrkLLwIrYUhE6OgWv6HHq7Ezi2x1u2QlgrJH9uv7oQysXReawWS769viibGmt6BicPDpZVBhuhQn8EsAqLGmSPhRWPH7b3MWJSwGPjxZLtBfAYEZ0F8CMAjwghvgLg9wD8NhFdA7ADwMfCG2bzeBVbCgJR53bk0XQDd+3bit5ub5MihZQB4qdCLoq8Zb91B1FJ3i6tFnB53KdSp4Ksnlm7iXCD85iwvoayL62s/gGyaVhVIIQ4C+A+l+M3YMbDWwKvYktB6UT7nS+WcG4kgzc+95Dn3ylvYkpOORv24farFIpK6gZ2b91Q1+13I6oslHOWAqGf+yRRWfaGRj0FQif2eZO9v5GU1D9ANvEaTYh4FVsKQqeGwK9MZJHL+5sUwyq7Nt1rb26/yjxwPxk6TqLKAw/SrECJwqTHJsJhnLfVQgnnJfUPkE3HGHCvYktBIKKOXIFXsnq8hwfCCF8srZoKhF7jzKq0UOYWV/GMB7e/Hqq/V8m0gYPbN2JH/wbPv6NK4/3orsZSBGFsYobRP0AWHWPAvYotBaFT0wi1lIHtm3txcLv/SVHm2To/Mo9iSXhPe1PURd2r2+9G5Xuq9nulpfwXuoVd9m83EfYmrFX5HVkkfejCqKYjDLgtthSaBGSHFvKYuiMDvibFMOyS5jNDQFUeuKYHr9yLoifm5HwOox6kCKoJO9zjp4lwGGMZ1s3+AftiokDopCMMuC22FFYMqxOlULK5PK5OLvh2K+34s0zjqen+3X4g/LWtphu4Y9cW9HtUIHSiUqLVxt4n8iO6BYTfBaesQOhJm1y+dxU3BUInHWHA/VaW+cWMgXfWEvxc2poUfd/s5k+ZZyup+6uQUyHVaisQBl00qK4WBcxQQXeCcNc+fx5D2Fk9mm5gY08X7tjd73ksss6b3T/A76Smig4x4N7FloIQw4k5dIbLqyK/N7tc4zmZzWHEcO9QXnMMCtSsUrNLmFvKB140RNETU9MNHNu7xZMCoZOwV6aapUDoJYVP9obq2RHvq/8oaHsDXhZbCvECdGIaYVI3cOvOzRjc5E8GXrYaoZby7/arKJIJko7nRHXXIFOKIFihW5iTjf8mwnJTRG0FQpn9A2TS9ga8LLYUogvUaWmEfhUInci+2bUAbr+KLJThlHe33x21muU3phawsFIIlCoXZrjHbiLs1ZORvfkbRv8AmbS9AW92JeSFTksjHMvkMJld8R0+AeQr1yXT/t1+FTojybR3t98N1SvwSqFbkIyZ8DZctZTfDCN5k7Of9MWoaHsDntQNX2JLQaAOSyOs5MUGX63J2PQtlQTO6v7d/rCN42qhhAtNVu4lFG+saE7c6M4AACAASURBVLqBLX3dOLLTv8cQprZMMp3x1URYpphVem4Z0wurselA70bbG3C/YkvB6Cw1Qk030NuVwPG9/oV9ZIZQrk8tIBvI7Q9HL8Pm0phduRf8xle9iWkX8HhVIHQjlBW4zxQ+mWJWYfUPkElbG3BbbClsF6jTVuDDuoET+7ZiQ7e/bAVAbs6wFtDtD3txKyNspzKNcHm1iMsT2SY2XMPZU7CbCPtZAcsUswqrf4BM2tqABxFbCk5nWPBCseSrX2I1Mgsxg7r9YeeBJ3UDQz7cfjdUilmdH834kiKoJozydSDgCljieUuG1D9AJvEdmQRUbGAC1iZmZ9hvXJ1cwHLee7/EamTGn+0G1X7d/rCb8Mqo3FMpJ2unYjZ9TWUNyCKpZ3xLEcianFV5783S3gbcEls6tH1TqJ/TSSGU5vOb5bi4y6tFPDUezO0vhycka5IDVuXe9GLzN77CFbimG9g/uBFDW/xJEdiE5dFo+hxuH/LXRFiWNxB2/wBZtLcB1/2LLQXBbKnWGRZcSxkY3NSDW3YEmxRlXYoLTbj9YeqMaGk5G18qNzGD5vTbhOHRBK01kOUNhNk/QCZta8CzuTyuTfkXWwpCJ63ATQXC4OEBWYapGU8g1LS3JhQInVTSCMP9Yk1lV3xLEVQTRlqmPruMOY8KhGvGIqlIK6mH1z9AJm1rwG2xpUZNUGXQKaX0iytm44TmbnY5FYbDTbj9YW4Qarrh2+13Q1UhT3kibKpSWX5aZtAmwglJk3OcFQidtK0BV+kCdUop/Vm7X2ITN7usFXhSNwKPIyz502YkBqqppMM1/afqktQNdCUId/tUIHQSxmQTuImwBJ0bu39A3MMnQBsb8KBiS0HphBi4H13mWlT0wIOPY3phBem55cACZWHFl9Nzy5hdXJWiuxNmmMeJphu4c/cWbOz1n9NvE0bVqBawiXBlfyP4eat472zAI8FeCQXR6ghCzL0saSR1A7fs2ITtm4NPijLUCMtpbwENZVjaHcMSJjgbFRHwUkk05cnYyJ4Qm5EiSEg4ceWFChvwaLDFllS5QNQhQXBZ4QGguZtda9LtDyu+rKVMt/+YjMo9BTHwG9O2FEGTBlyyOJjdRDhQhpEED284ZYTaP0AmbWnAKxszarpIUwdooYxnchifzzW9upThrSTTzbn9YTXh1fS5QG6/GzJCAY3Q9AyA5veJZOurS8kwCnjeZO5jqKAtDXiyCbGlIJhphO1twuVkKzRfYVgqWTdYM+MIIQslXyzh/Oi8tM4tMkIBjdD0OfRv6MZtQ0E1y01kV41qVhPh/YP+U/ia1QMfzeTM/gHtYsCJ6CARPUZEF4noAhG9zTq+nYgeIaKr1k81y10PDOsGjgcUWwpCJ0RQNN1ATxfhxN7mZHmbvcFuTC8im2vO7U+EEEN5aixrKhBKahwiWzfdDU03cO+BAXQ1oUAIyE/LbC6Fr7mUxmZlBVTjZQVeAPA7QogTAJ4P4NeJ6ASAdwB4VAhxFMCj1vPIscWWVEpAdkIaoabP4cTerb77JVbTbIxShsRnGItbLWDeci3CViPM5Yt4aqy5nH4bmWqEdhPhII0lzLGYP4MORdPnQu8fIJOGBlwIMSaEeNJ6nAVwCcB+AK8B8JD1tocAvDasQfrhykRzYktBaWf7XSwJnEtnpOzKN1t2ndQN9G/oxpEm3P7yJCIxyVrTM4HdfjfCLqW/MJpBoQkFQieVdXLzg02m7RVwMIe+PJaAQ0nqGdwdev8AefgaJREdBnAfgB8A2C2EGLNeGgewu8bvPEhEZ4jozNTUVBND9Yb9BVCZAmSqEbavCb82uYDFVTmTYrPRCxluf1gr8FMH5enuhC0nO5xq3pOxkbmJaUsRBG0iXEkR9T+YgqVA2ArpgzaeDTgR9QP4HIDfEkLMO18TpvVyPWNCiI8IIU4LIU4PDQ01NVgv2GJLhwOKLQWC2nsFLjM80ExsN5cv4tJYc63KAPnqeZnlPK5PSVAgXEO4crKabmDfQB92bQ2uWW4js0l0s02Em1GavDyRjcR7bwZPBpyIemAa738QQnzeOjxBRHut1/cCmAxniP6wNaJVahgQ0NYWXNMNbO3rxq07N8v7owHu9guj83Lcfsmr27NNuv1uhL0CT6abL+CxkVU1WinAa2Z/I/gCobK/Ept8jIZ4yUIhAB8DcEkI8X7HS18CcL/1+H4AX5Q/PH8srBRwZVLOxowfiNpbTnY4ZeCkRGGfBAVzt2X1KJRdpm43eW5WgdBJIkQLPrOwAn12WVrKo6yhpueWMdOkFEEz1zapm/0DDm6PtwKhEy8r8B8H8GYALyIizfr3swD+FMBLiegqgJdYzyPF1jBQbsDRvnKyS6umAqHMrJ6gE54st1/2BqHp9sut3Auza5DsTlWyQihSMoyaiMer6h8gk+5GbxBC/AecG81rebHc4TRHVBoG7awHfk6CAmE1QSc8TZ+TMo5mNrqqsd3+n7xjV9N/y0mYXYM03UBCgma5jSyPRkYTYQq4RZ3N5XF1cgGvvGdf4M+OgtbIlfGIps81LbYUhHbuyCNDgbAaCrDpK9Ptl1nHk55bxvSCHAVCJ6F2DdIN3LF7Czb1Nly/eUJWVo8moYlwwvpVv9e27L1Lvo5h01YGPKlnpBoar7SQx+WbZNrAwe0bsaM/WL9ENwj+C58q+cHx0touj0vy9y4sOVlbgfA+mR6VhKyefLGE8xKaCAe9tnYrPFUKprJoGwNuiy1FlQLUriEULWVIb0sXRDtGS5kKhDLcfpnqeVrKdPuPhaS7I/tr9fTMIuablCKoJiHhfMpqIhz02moptf0DZNE2BrycqxyBC2RuyrUfk/M5jGbkT4pBQijDEt1+mSEUGW6/G2FJ3ibLG5ghpDw2I+EqaWM1yAZ1qykQOmkjA56RIrYUhHbNQqncVHLdSjOE4v2ECWE1HpA0Dqq5J+8PU4EwnLBdWE2NNd3A5t4u3L6rOQXCtTQfr9dScpoIBykUG583+we0WvgEaCsDPofjEsSWgkBtWsmT1A10Jwh3NdEv0Q2/WTtPT8t1+2XFly+PZ5HLy1MgdBJa0wndwD0SFAidyBDeSqblNBEOcm0rHZ5ap4DHpi0MuC22FJUL1K5phJpuhDIp+pXf1SS7/ZWGDs39HVmFRW6E0dS4IkUgeU/DfhBwrDKbCAcJoWiK+wfIpC0M+NXJrDSxpaC0m/0ulgTOpjM4KTl8ApjhAT83WFKy2y9LC0XT5bj9bshuUwYAF8fmkS8K6SGxZvPqz+rymggHGcuwbuCEwv4BMmkLA56UXFnmF78x3VbgxtQCFlYK0ldrAADy527LdvtlGcekLldiwEkYcrKVZgXys4qA4GOVqSDqtwDK7h/QihuYQJsYcFts6fAOiWJLPgiSVRF3ZGUFuOHH3OXyRVyU7PbLyFvO5vK4JsntdyMMKRRNN7Bnax/2DDSvQOik2VJ6mU2E/RZAXZ2Mpn+ALNrCgNtiSwmJGzN+aMcsFE03sKWvG0dkKhBamB2MvJ2witsv/wZrxms6G7rujnw52bBS5ZrZxCyn8MkW1vI4Ftm6MKppeQO+uCJfbMk3bZgHrqVMWc8wJkU/HktY4bFEk15TGBIDTmSf9tnFVaRml0LVCQpyPkeMZbOJsHRpW2/vT+pm/4BbVPYPkEjLG/DzI6bYUpRdNNqtI8/yahGXJ8KT5fWziRma299kH1NNN3Bk52YMbJKnQOik0jtUruRtGNe0mU3hpJ4BILOXqL9NzCj6B8ik5Q14HFygFr32NTk/mkGxFE7YAjAnPK+GKTS3H8E3MVVU7snexBy2FAjvDaFYpfL9DyIRLLeJsJ/zZnvvrRo+AdrEgMsWW/JLu8XA7WyFsLwaryGUucVV3JwJx+2ngE0lAGA0k8NUVp7b74bsQp6kJUWweYMcBUInzYxV0w3cJbGJcCWNsDFnQ5BKVk3LG3CzxDraCqpWdb9qoaUN7B/ciKEtYU2K3sIXmkQFwnUjaCKEkgw5/g3IlZMVQiCZbq5VWT2CFh3lrSbCMq+vnw3VcvpiBAqmsmhpA26LLUWtYdCMOx5HtJS8folueJUe0FIhuv0Ifs003UBvdwLHQ9TdkSkn+8zMEoylfGjXNGhe/ZUJS4pApgG3fnpaIKSMSPoHyKSlDbidqyxT2zgI7VRKP5VdwYixHGpWj9eQkxa22x/wmmkpuW5/PWR8rcpKnSHuaQD+74Ewmgj7EbNqVQVCJy1twLWQxJb8EqRBQVxR0ZYuQdTQxVXh9gfJ8CiE4Pa7kaiIbDdNUs9gY08XjkpVIKwQRAEQMCdC2U2EvXouUfcPkEVLG/CkbuDY3i2RKBCugdonhJLUzcYJd4c4KXrxWG6G7PYnAnpNVybUVO5VBLea/14NW1IE3ZI1y22ChnvMCVpuE2Gv3kBU/XNl07IG3BZbisMM2k5ZKJpu4NieLdjYG96k6CV6EXZ6aNAmHKrSVmWV0q8Uirg0Oh96SAzwdw/YTYRlJyBUctLrD0bTjcj6B8ikZQ349TDFlgLQDvbb7pcYvnFqHHLSdAObertwx+5wJD6DTrqaPodtm3pwaHu4lXvN6ovYXBrLYrUod6OwGr/FM0ClibBstctKFkr992n6HE5E1D9AJi1rwCvKajFYgTexIRYnbkwvIrtSUOJWNrrZ7VZlMhsPrMGnIqJNUs+EpkDoRJZiopYyNzDDvKZBVuBhiaV5Sb+0+we0evgEaGUDng5PbMkvBGqLGHiYDQqcJBKoe4etFIq4GLLbnwhggBdWCrgyqaZyr5FRLJUE3vfwZVyfWqj7dzTdwK4tG7BXshSBkyCl9Ek9pCbCHuLx1yYXIu8fIIuGBpyI/paIJonovOPYdiJ6hIiuWj+VxzHCFFvyS7ukEWr6HPo3dOO2oXCyFWwaZYCocfv9b7qdTRshKxA6aBADvzG9gL967Bq+cXGi7p+xU+XC9Bj8xuvDlCLwYg7CTqtUiZcV+McBvKLq2DsAPCqEOArgUeu5MsIWW/JLu+iBa7qBew8MhD4pNjpfSQUZAkGiXip1dxKV1A7X14etEGKhTrDXWFrFMyFJEbjhNSQ1lgmvibAXETC7f8CtMfDem6WhARdCfBvAbNXh1wB4yHr8EIDXSh5XXWyxpbjEsNqhI08uX8RTY+rCA/VOlwq3nzzkoleT1A0c3rFJvtvvQqO+nfZkki/Wbj2jKiRWXtz7kHAFwmki7CUerynax1BB0Bj4biHEmPV4HMDuWm8kogeJ6AwRnZmamgr4cWuJ0wYm0B4r8AujGRRCVCB00iiFT4nbj2CVg6q+c9QgHc42zoVi/ZUmEXBPyFITQSRcw2oi3EjMamm1gMvj4e6vqKTpTUxhfsNqXjkhxEeEEKeFEKeHhoaa/TgA5hcgXLEl/7T4Arzskqsx4LUNk7G0iqenF0NXiPObBz6WWcbE/Io6A279dBtjLl/EU+NZAEC+TvNHTTdwdFc/tvSFo1luk6gf7VnHsG7geEhNhBuJWZ1rAwVCJ0EN+AQR7QUA6+ekvCE1RtPDFVvySzu4Ysl0BvsG+rBra3hhC5t6q99k2hL4D1khzu/Gs4q4vJN6IfDzI2YIEai9AhfCzOlXobTnRznRbiIc9gq49ver9RUInQQ14F8CcL/1+H4AX5QznMZMZnMYMZZDv8H90A5p4Jo+p2xSNFe/NUIDKUVuP/xloQxbbv+JfWoq9+oZRTt80p0gFGrEwFOzS5gLUYrAiR8J17CbCDdKD41D/wCZeEkj/BSA7wG4k4jSRPQAgD8F8FIiugrgJdZzJZRbMMVqBY6WjqHMLKxAn11WGh6odbo0fU6J2+93Ba6lwnP7XamTz2yHEAc39SJfY5dTZcaMLwnX0CUSzJ+lWuclFX3/AJk01OkUQryxxksvljwWT2j6XOhiS35p9RV45aZS88WuZTxNBcIMXnxsV+hjSNTxAqoplgTOjWTw+tMHQx5VhXqZnPZm6pOpuZorcE030NeTwJ0hSRGswUceuJYKt4lwvb0Du3/AA22ygQm0YCVmUs/gzt3hii35pdkGuVFTViDcry484GY89dllzC6uqnH74X0FfnUyi6XVonTdjnrUymeeXlhBes70lrq7qGYMXNMN3LM/PAXCNWOF913MsJsIV7J33D8bAE4pvI5h01IGvCy2FKPwCdD6HXmGrcYJm3rlN05wo1Y/ymGFFXJmHri391bSVtW53rXCEs5+pT2JhGsIZbVQwoXReWUhMa/S5SqkCCpjcQ89xaF/gExayoDfmF5AdqUQm/xvJ626AlelQOiklsei1O2Hv7zlgY09OByS2+9GrfL0ZNr0lszVtfsm5qWxeawWSgpDYt60UGwFwnDb9dXuz6npBo63gQKhk5Yy4HauctyS8FtZC+XpmUXM5wpK3cpa+RVJhW5/I0EtJ5puKK/cqyUnq+lGOYTYnUgg7xJCKafKKbqmXptPlJsoqMggqxpLyeofoDIMpoKWMuDJtIH+Dd04ErLYkn+CNQeIA0nFG5iA+4S3WijhvEK3nzxes8WVAq5EoLvjJidbKok1NRDdXYSCSyGPljKws38D9g/Ka1XmaawNTmhSV9NEOOFSGR23/gGyaCkDbosthaYRHZAgynZxQdMNbO7twu0h9Ut0w0164Klx1W6/t7zlcyNm5V5UXp9ziDemF5HNFco1EGYeuHusN2wpAideC3lUSRG46dyEpT8eNS1jwFWKLfklXtOJP8xJcVDppJig9eJf5QwBVcVE8Je3rFo4za0gJVl1jrq7EuvErDJLedyYXsR9Cjf6ybIi9RYxdhNhNZWh7qGnuPQPkEnLGPDzI+rElvzSqjHwXL6IS2Pzyo0TYf0mk6abbv++EBUInSQ8aqEkdQOHtofv9lfjVpCi6cYavfaeLlonJxtFqbiXqb+swa1gYnG7trasQBz6B8ikZQy4ysoyv7RqR56LY/PIFyOYFF1uMNVuPzyGvVQqEDpxK0ipDiF2JxLrslBsBcJ7Y5Cz7kTTM+qaCFeFx5ZXTfGvONqOZmkpA65KbMkvrboCt3OKVbrbwHodksxSHjemFLv9aHzNJuZzGMvkojHgVal5bt5STxety0LRdAO3DfVja8hSBGvGav2sr8GtrokwAWtmPrt/ABvwCImbAqGTVhUj1HQDe7b2YbfiSbH6fJ0dicDt91BKH1X8G3CuwM0xXhidXxdC7E4k1mShqFQgdNKopZrqJsLVm+SqlSRV0hIG3C4fjqsEpNeUtLiRTEcTHkhUFfLYCoQq3f6EB69J0w30dBHuUqRA6KQ6Nc+tu051KX16bhkziqQInDRqaqy6iXCCaM3ewXAM+wfIoiUMeDLG8W8AnuOpcWJ2cRU3Z5Yi8WrMTcy1m3Pq3f7G+jVaKrrKvUqXG2ssLiHEnq7EmoYOwy5GXiU1JYIVNxGuFpfTUvH13pulJQy4Zoktha0RHZRWVCOMclJ07hmE2aG80RjsSWRmYQVLq4U1rxdLAmcj8lBsnDLFSasa1El1HriWMrChO4E796iRIrBpVMijuomwU6phKruCEWM5dtXbsmgZA65SbMkv1IJNMTXdQIKAe/arnxSdWTu22x9FfFLAnED+8998F+97+Mqa165PmW5/lGE7O91yZmEFqdmldZOJmQde+eIl0wbu3j+AHgVSBGvHWb9/53BKrRSBeTtWJj6gPePfgAc98Djwh6++C3OLq1EPoyatuAK3J8XNGyL4ClD92K4K7Dj8WCaH1OwSxjLLa14vKxBG6HrbG612bne1Ae9xlNLniyWcH8ngl55/SwTjNH+62e+lVVOK4GUnavY9lz8erP1+xa1/gExawoDfNtQPyOmHHBqtFAM3GycYeMVdeyL5/IRDTlbTo3T7RXkCWVhZG0IZtt3+HdFV7tmGSEtZ3lJVCNHMAzdP5FNjWawUSpFtSgPui5gomgiTo9JX0w0c2xOv/gEyaYkQStwJGkHRZ5fwCx/6LmYWVvDEzVm86aPfx2qhdpfxoHzzqQn82ifOlL/Uz8wswVjKRxbfNTcQKzdYJG6/NYnUMuC2AmGUlXv290pLZ1xDiGYeuPl9Ub1R6KReHrhSBUILW8wqCqlk1bABl0DQlpiPXJzAEzfncGksiy8nx/CdazOYmM9JH98XhkfxyMUJLK0WAUQfF7Q3MW23PxqjQ+UNVABYyFUMuO32R33jE0xRpqRuuBY5dTtK6TU9gx2be3FgmxoFQif1mhpH0UTYFrO6Mb2I7EqhbePfABtwKXgpCnHDNh7G8mo5BWxuSX6s316dGcv58udu6u3CHYoaJ1Rjrywvj0fp9gMFq8AEMGVjbc6PzMejco+AZ6YXkVl295a6EwkUS8KaiObUShE4h1knhGKugNVKuJZDTxGnVaqADbgEgq7A7S/YxPwKLo3OAwCMpXzT4xFC4DNndMwsrJQ7zgMobwQPW40TopLltVe/kUp8EuHyeBbL+SJ2bO5F1mHA7Qkv6pVbgipNTNyMYE+Xef1mF1dxfWox+gmn6iawmwhHkSIqYF5Hp/hXO8IGXAYBtFDs1DAA+N71GaxasUx7ldwM16cW8PbPnsXnnkyXMxgAILOcx0qhiEsKGye4Yd9gSd2Izu0HMJldAQD82O07sbhSKMflk3oGB7ZtxE6Fbr8bBMJkdqWmXrvdueiJm9FPOG77QJUJWm0GiL2JmdQzuPfAQNspEDphAy6BclduH5y1XHcA+O716fLjjIQQir1qG8vkyulwgLm6vzSWxWoxmrCFjV1ooVyBcM0YzJ/bNvXgxN6tKAlgOW/uEUSlQFiNPcZ7ajQx6baOxcGAV8sjAOYEHUUTYQKQy5dwaSzahYoK2IBLwNmRZ2m1sK6qb3m1iMWVAmYWVsrHhq1Cmm2berC0WsTOflNvem4pv+Z9uXwRCysF5IslZKzwin3M+T4n9qp7Yj6HYd0o/+2npxcwnFKny1wLAjC/nMf1qYXIbjA79e3kwUFs6TOzO/TZZUxmcxgxlmNx49smu1YM2c7c+dEzszgytBkDG9VJEVRjyyMsrBSQc0yEUUgREMW7f4BM2IBLwLk2etH7HscL3/vYmtdf+oHHcde7H8az//gbeNIyoHYhzZ4BM3zwrEPb0L+hG/8yPIJn//E38L3rMwCA1/71d3DqPV/H733uLE7+0ddRLAn8woe+i7utv/f4lal147Fj66NGDkndwE8cNZPo3/f1K3jPly9i99YN2DugPmxhQ2S2Bwu7Q3ndMVg/TzkM+Ms/+G38+xXTG1ItseuG7ZnUCkF0WzHwJ1PRewx2COXUe76O1/zVdywpgmgyjBJEuDq5ACDG+kmSaMqAE9EriOgyEV0jonfIGlSrYX95iyWB8fkcZhdXy/m5pZJAeq5S5feDG7Nl2c9TBwcxaK2aTh4cxMDGHtyYXgQAfO/6NIQQeGo8i0JJ4PNPjgAArkxkccHa8ASAb1cZcLv1HGAa8vlcAc87sn3Ne6JWdXROePdGNBY7PHHy4CD6HdWon/j+zUjcfjcarsATlds3akNFICytFFAoCVyeyJabCEcpxRvX/gEyCWzAiagLwF8D+BkAJwC8kYhOyBpYK2Er212zZn3ATJEDUDbINlcmsnhmZqmcGrZts2nA73M8BoDr04sYzazPCX/4wvia5/ZGqM2FUdN1vNORIlhtAKJWZrNXllG6/fa+xakDg2vkBJK6gWN7t0SiQLgOAvZs7cOeGm3m7BU4EL0BBwFnRyr7Ol89NwYgKrE069rGwIsKm2ZK6Z8L4JoQ4gYAENE/AXgNgIsyBtZKEAFTCyv45b/7YfnYr33iDPo3dK/JLwaAfzs/hh8+PQvA/IIl0xmQVSY9uLHSd/EbFyfWbEDafPjxG2ueP35lCi99/+Pl5/M5M07+8rt24/KEOYlUZzDcGVH+t429Hxd1JszhHZuwzaXXZeTG0CJBVHcs3Y7q1WN71GuWO0nQ2o35Dz9+I7ImwnYMPi7XMUyaMeD7AeiO52kAz6t+ExE9COBBADh06FATHxdfXnvffmRzBQgI/OzARnR1EXTHyvhnBjZiYGMPBjf1mCEUCLz8rj24Y9cW/OJzDuL2Xf3Y0teDt7zgFgxs6sGzD23DEzfnICDwkuO7sHVjD0aNHI7u7sfZtNn8d89AH/o3dOMHT8+u02G5bagfv/jcQ0jNLuG+Q9vQlSD85RvvQ2Y5j9TsEv7T0WiFZd7wnEPY0NOFt7zgcGRj+JUX3oqiVcX47Fu24b//xBHsHejDmZtzeONz4/E9/Z2X3VE3lPP8W7fj5+/bjxP7tqK3O9rtrLf+9O24ODaPIzv7sbBSwGQ2hxfctjOSFL63veQonrw5h1fdu0/5Z6uGgoowEdHrALxCCPGr1vM3A3ieEOKttX7n9OnT4syZM4E+j2EYplMhoieEEKerjzczbY8AOOh4fsA6xjAMwyigGQP+IwBHiehWIuoF8AYAX5IzLIZhGKYRgWPgQogCEb0VwMMAugD8rRDigrSRMQzDMHVpqqGDEOKrAL4qaSwMwzCMD7gSk2EYpkVhA84wDNOisAFnGIZpUdiAMwzDtCiBC3kCfRjRFICbPn5lJ4Dphu/qXPj81IbPTX34/NQnbufnFiHEuhJqpQbcL0R0xq36iDHh81MbPjf14fNTn1Y5PxxCYRiGaVHYgDMMw7QocTfgH4l6ADGHz09t+NzUh89PfVri/MQ6Bs4wDMPUJu4rcIZhGKYGbMAZhmFalNga8E5vmExEf0tEk0R03nFsOxE9QkRXrZ/brONERH9hnauzRPSs6EauBiI6SESPEdFFIrpARG+zjnf8OSKiPiL6IRElrXPzHuv4rUT0A+scfNqSgQYRbbCeX7NePxzl+FVBRF1ENExEX7Get9z5iaUB54bJAICPA3hF1bF3AHhUCHEUwKPWc8A8T0etfw8C+JCiMUZJAcDvCCFOAHg+gF+3viN8joAVAC8SQpwEcArAK4jo+QDeC+ADQojb2fgVngAAAmpJREFUAcwBeMB6/wMA5qzjH7De1wm8DcAlx/PWOz9CiNj9A/ACAA87nr8TwDujHlcE5+EwgPOO55cB7LUe7wVw2Xr8YQBvdHtfp/wD8EUAL+VztO68bALwJMx+tdMAuq3j5XsMpqb/C6zH3db7KOqxh3xeDsCc4F8E4CsAqBXPTyxX4HBvmLw/orHEid1CiDHr8TiA3dbjjj5flkt7H4AfgM8RgHJ4QAMwCeARANcBGEKIgvUW5/+/fG6s1zMAdqgdsXI+CODtAErW8x1owfMTVwPONECYy4GOzwElon4AnwPwW0KIeedrnXyOhBBFIcQpmCvN5wI4FvGQYgMRvQrApBDiiajH0ixxNeDcMNmdCSLaCwDWz0nreEeeLyLqgWm8/0EI8XnrMJ8jB0IIA8BjMEMCg0Rkd+Fy/v/L58Z6fQDAjOKhquTHAbyaiJ4B8E8wwyh/jhY8P3E14Nww2Z0vAbjfenw/zLivffwtVqbF8wFkHGGEtoSICMDHAFwSQrzf8VLHnyMiGiKiQevxRph7A5dgGvLXWW+rPjf2OXsdgG9a3ktbIoR4pxDigBDiMEzb8k0hxJvQiucn6iB8nU2GnwVwBWbs7vejHk8E//9PARgDkIcZj3sAZtztUQBXAXwDwHbrvQQza+c6gHMATkc9fgXn54UwwyNnAWjWv5/lcyQA4F4Aw9a5OQ/gD6zjRwD8EMA1AP8MYIN1vM96fs16/UjU/weF5+qnAHylVc8Pl9IzDMO0KHENoTAMwzANYAPOMAzTorABZxiGaVHYgDMMw7QobMAZhmFaFDbgDMMwLQobcIZhmBbl/wMbplcEoGmTagAAAABJRU5ErkJggg==\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "instance_data[\"No improvement\"].plot(title = \"No improvement\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "##Comments\n",
-    "### instance P-n22-k2\n",
-    "#### Quality\n",
-    " - Descent and spikes correspond to stagnation of the algorithm, this is where the adaptive choice function sets in. Ranked selection -> pseudorandom seleciton\n",
-    " - BestEdges1 outperforms the others in terms of non trivial columns in the current solution and usually outperforms accross instances. \n",
-    " - For non-best paths, most selected heuristic produce a valid columns\n",
-    " - BestPaths is not good, but it outperforms if speed is the most weighted performance metric. \n"
-   ]
-  }
- ]
-}
\ No newline at end of file