Traveling Salesperson Problem [2].ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3a140b0b-ff70-48dd-a65a-1303787a581d",
   "metadata": {},
   "source": [
    "# Traveling Salesperson Problem"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a565c05-d721-4cd3-acaf-a62ee8c4a4f3",
   "metadata": {},
   "source": [
    "The **Traveling Salesperson Problem** is a classic optimization problem that involves finding the shortest possible route when traveling through cities and returning to the starting point, visiting each city exactly once (Taha, 2017). Behind its simplistic premise lies a multitude of real-life applications and ingenious solution strategies.\n",
    "    \n",
    "In this activity, I solved a simple Traveling Salesman Problem through the **Christofides Algorithm** within the ```networkx``` Python module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8027d8e1-a2da-4d5e-953c-7137d429ba59",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9a9d108-37c0-41d9-8ace-cf0bb1545bf4",
   "metadata": {},
   "source": [
    "## Exploring the Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53f5f2a0-784f-4f12-9195-99d993c5d1e5",
   "metadata": {},
   "source": [
    "### Node Positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "423e93d1-850b-4fb4-b5ad-c853d6e4c5c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: (-3.08e-05, -1.87e-05),\n",
       " 1: (-14.8058, -3.74e-05),\n",
       " 2: (-45.6755, -9.7438),\n",
       " 3: (-30.6703, -2.02336),\n",
       " 4: (12.5209, -13.3649),\n",
       " 5: (-46.3966, -9.17876),\n",
       " 6: (-34.7018, 13.49),\n",
       " 7: (-6.15704, 2.20589),\n",
       " 8: (-8.02244, -1.3529),\n",
       " 9: (-27.9627, -17.0577),\n",
       " 10: (9.95119, -6.27887)}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pos = pd.read_csv('TSP#2_pos.csv')\n",
    "\n",
    "positions = dict()\n",
    "for i in range(len(df_pos.columns)):\n",
    "    positions[i] = (df_pos._get_value(0, i, takeable=True), df_pos._get_value(1, i, takeable=True))\n",
    "positions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7944b5bc-aef4-4c7c-8f90-6c0ba373dfec",
   "metadata": {},
   "source": [
    "### Edge Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cfdbf207-bc8b-4b1b-ad55-641e630ef952",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>50</td>\n",
       "      <td>31</td>\n",
       "      <td>12</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>39</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>9</td>\n",
       "      <td>33</td>\n",
       "      <td>37</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>46</td>\n",
       "      <td>41</td>\n",
       "      <td>17</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12</td>\n",
       "      <td>33</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>53</td>\n",
       "      <td>30</td>\n",
       "      <td>28</td>\n",
       "      <td>45</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>48</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>47</td>\n",
       "      <td>40</td>\n",
       "      <td>24</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>36</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>53</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>34</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>46</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "      <td>47</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>45</td>\n",
       "      <td>24</td>\n",
       "      <td>34</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>32</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "      <td>7</td>\n",
       "      <td>51</td>\n",
       "      <td>49</td>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     0   1   2   3   4   5   6   7   8   9  10\n",
       "0    0   8  50  31  12  48  36   2   5  39  10\n",
       "1    8   0  38   9  33  37  22   6   4  14  32\n",
       "2   50  38   0  11  55   1  23  46  41  17  52\n",
       "3   31   9  11   0  44  13  16  19  25  18  42\n",
       "4   12  33  55  44   0  54  53  30  28  45   7\n",
       "5   48  37   1  13  54   0  26  47  40  24  51\n",
       "6   36  22  23  16  53  26   0  29  35  34  49\n",
       "7    2   6  46  19  30  47  29   0   3  27  15\n",
       "8    5   4  41  25  28  40  35   3   0  20  21\n",
       "9   39  14  17  18  45  24  34  27  20   0  43\n",
       "10  10  32  52  42   7  51  49  15  21  43   0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dist = pd.read_csv('TSP#2_dist.csv')\n",
    "df_dist"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57c11e4b-3171-4ff5-a097-117a2b544b0c",
   "metadata": {},
   "source": [
    "In summary,\n",
    "* There are 11 nodes\n",
    "* Each node can go to any other node - an undirected graph\n",
    "* Minimization is based on the weights provided, not on the metric distances"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02d7274d-9e55-49a9-9139-07423c71a354",
   "metadata": {},
   "source": [
    "## Preliminary Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1c664656-2ea4-40ea-9e60-e2e3c3585694",
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 11\n",
    "G = nx.complete_graph(n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5df2ba3c-3293-4b9c-939f-3b33b213b4c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21f4fd217b0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_1, axs_1 = plt.subplots(nrows=1, ncols=1, figsize=(20,20))\n",
    "nx.draw(G, pos=positions, ax=axs_1)\n",
    "nx.draw_networkx_labels(G, pos=positions)\n",
    "nx.draw_networkx_nodes(G, pos=positions, node_size=700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6d0ef867-5844-4b66-81d1-dac200df75ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeDataView([(0, 1, {'weight': 8}), (0, 2, {'weight': 50}), (0, 3, {'weight': 31}), (0, 4, {'weight': 12}), (0, 5, {'weight': 48}), (0, 6, {'weight': 36}), (0, 7, {'weight': 2}), (0, 8, {'weight': 5}), (0, 9, {'weight': 39}), (0, 10, {'weight': 10}), (1, 2, {'weight': 38}), (1, 3, {'weight': 9}), (1, 4, {'weight': 33}), (1, 5, {'weight': 37}), (1, 6, {'weight': 22}), (1, 7, {'weight': 6}), (1, 8, {'weight': 4}), (1, 9, {'weight': 14}), (1, 10, {'weight': 32}), (2, 3, {'weight': 11}), (2, 4, {'weight': 55}), (2, 5, {'weight': 1}), (2, 6, {'weight': 23}), (2, 7, {'weight': 46}), (2, 8, {'weight': 41}), (2, 9, {'weight': 17}), (2, 10, {'weight': 52}), (3, 4, {'weight': 44}), (3, 5, {'weight': 13}), (3, 6, {'weight': 16}), (3, 7, {'weight': 19}), (3, 8, {'weight': 25}), (3, 9, {'weight': 18}), (3, 10, {'weight': 42}), (4, 5, {'weight': 54}), (4, 6, {'weight': 53}), (4, 7, {'weight': 30}), (4, 8, {'weight': 28}), (4, 9, {'weight': 45}), (4, 10, {'weight': 7}), (5, 6, {'weight': 26}), (5, 7, {'weight': 47}), (5, 8, {'weight': 40}), (5, 9, {'weight': 24}), (5, 10, {'weight': 51}), (6, 7, {'weight': 29}), (6, 8, {'weight': 35}), (6, 9, {'weight': 34}), (6, 10, {'weight': 49}), (7, 8, {'weight': 3}), (7, 9, {'weight': 27}), (7, 10, {'weight': 15}), (8, 9, {'weight': 20}), (8, 10, {'weight': 21}), (9, 10, {'weight': 43})])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i, j in G.edges:\n",
    "    G.edges[i, j]['weight'] = df_dist._get_value(i, j, takeable=True)\n",
    "G.edges.data()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d542db1-c323-4c7a-ac1e-cc8a8aca8130",
   "metadata": {},
   "source": [
    "## Christofides Algorithm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e754b6f6-db50-4af5-9524-c7c8360111d0",
   "metadata": {},
   "source": [
    "**Christofides Algorithm** is a heuristic algorithm that produces an approximate solution that is 1.5 times the optimal. The technique computes a shortest spanning tree of the original graph G and finds a minimal cost perfect matching of a certain induced subgraph of G. To further visualize, the following shows the specific steps:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0c68bca-dbf0-4b03-bb3f-1f4a43c11a7a",
   "metadata": {},
   "source": [
    "### 1. Identify the Minimum Spanning Tree"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ab8a417-7f56-4088-9c63-23ea913c00a6",
   "metadata": {},
   "source": [
    "A **minimum spanning tree** is a subgraph that connects each nodes without any loops and with the minimum total edge weight. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3e6b2dae-b480-4eac-aa47-f1dd9c7ff5a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21f4fe16da0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree = nx.minimum_spanning_tree(G, weight='weight')\n",
    "\n",
    "fig_2, axs_2 = plt.subplots(nrows=1, ncols=1, figsize=(20,15))\n",
    "nx.draw(tree, pos=positions, ax=axs_2)\n",
    "nx.draw_networkx_labels(tree, pos=positions)\n",
    "nx.draw_networkx_nodes(tree, pos=positions, node_size=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6d54dd4-1874-4bd9-8363-d34cb6767f14",
   "metadata": {},
   "source": [
    "### 2. Take Note of the Handshaking Lemma"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7e8dac6-6559-4407-9cb6-dcd4daea0e22",
   "metadata": {},
   "source": [
    "An interesting concept in this algorithm focuses on determining the nodes that touches an **odd** number of edges. In graph theory, the **Handshaking Lemma** states that there is an even number of nodes which statisfy the criterion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bd8e8dff-f6dc-4bdf-8608-369976bfd4f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21f4fe928f0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "odds = [i for i in tree.nodes if tree.degree(i) % 2 == 1] \n",
    "\n",
    "fig_3, axs_3 = plt.subplots(nrows=1, ncols=1, figsize=(20,15))\n",
    "nx.draw(tree, pos=positions, ax=axs_3)\n",
    "nx.draw_networkx_labels(tree, pos=positions)\n",
    "nx.draw_networkx_nodes(tree, pos=positions, node_size=700, node_color=[tree.degree(i) % 2 == 1 for i in tree.nodes])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1df137ce-7ae9-4a1b-ad3e-b98be302196e",
   "metadata": {},
   "source": [
    "### 3. Conduct a Minimum Weight Perfect Matching"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83fcc2a6-3340-4898-97f7-128047546f5c",
   "metadata": {},
   "source": [
    "Next, by only using the selected nodes, a specified matching was conducted to perfectly match pairs that minimize the total weight. This is shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2bc519c7-30cf-42dd-8447-e9575508e127",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21f4ff1ce80>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matching = nx.min_weight_matching(G.subgraph(odds), weight='weight')\n",
    "\n",
    "fig_4, axs_4 = plt.subplots(nrows=1, ncols=1, figsize=(20,15))\n",
    "nx.draw(G.edge_subgraph(matching), pos=positions, ax=axs_4)\n",
    "nx.draw_networkx_labels(G.edge_subgraph(matching), pos=positions)\n",
    "nx.draw_networkx_nodes(G.edge_subgraph(matching), pos=positions, node_size=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78909135-dac6-4bb3-a41b-b9e70811df98",
   "metadata": {},
   "source": [
    "### 4. Combine the Edges from the Minimum Spanning Tree and the Minimum Weight Perfect Matching"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8aabc989-e588-439e-b400-fa82c3bd5212",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = nx.MultiGraph()\n",
    "\n",
    "fig_4, axs_4 = plt.subplots(nrows=1, ncols=1, figsize=(20,15))\n",
    "M.add_nodes_from([i for i in positions])\n",
    "M.add_edges_from(tree.edges)\n",
    "M.add_edges_from(matching)\n",
    "\n",
    "nx.draw_networkx_labels(tree, pos=positions)\n",
    "nx.draw_networkx_nodes(tree, pos=positions, node_size=700)\n",
    "\n",
    "nx.draw(M, pos=positions, ax=axs_4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d9aa1e9-8bb1-4a6e-91a9-b0235a9ef289",
   "metadata": {},
   "source": [
    "### 5. Identify the Eulerian Circuit and Form a Hamiltonian Circuit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5efeffe2-e7b9-443e-9dda-d0092e172d0c",
   "metadata": {},
   "source": [
    "An **Eulerian Circuit** is a technical term that describes a path visiting each **edge** exactly once, and starts and ends with the origin. It is highly noted that the degrees of each node is an even number.\n",
    "\n",
    "To further optimize the routing, **shortcutting** is implemented which creates a subgraph that avoids entering the same node twice. This, in turn, is coined as the **Hamiltonian Circuit**, from the Eulerian Circuit."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "233ed9de-2ec7-4417-a7e8-f25d6a3fc381",
   "metadata": {},
   "source": [
    "#### a. Eulerian"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fa174ff7-52a9-4e7f-9792-f4da97a96f50",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 10), (10, 4), (4, 1), (1, 9), (9, 5), (5, 2), (2, 3), (3, 6), (6, 3), (3, 1), (1, 8), (8, 7), (7, 0)]\n"
     ]
    }
   ],
   "source": [
    "initial_route = list(nx.eulerian_circuit(M, source=0))\n",
    "print(initial_route)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da1f8d1e-d570-43cb-9fc3-cb9f1c9b3c2d",
   "metadata": {},
   "source": [
    "#### b. Hamiltonian"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f3cc746d-c68f-49b9-973c-6692991506b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21f4ffe7550>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "route = [0]\n",
    "for (i, j) in initial_route:\n",
    "    if j not in route:\n",
    "        route.append(j)\n",
    "\n",
    "fig_5, axs_5 = plt.subplots(nrows=1, ncols=1, figsize=(25,25))\n",
    "route_edges = [(route[i-1] ,route[i]) for i in positions]\n",
    "nx.draw(G.edge_subgraph(route_edges), pos=positions, ax=axs_5)\n",
    "nx.draw_networkx_labels(tree, pos=positions)\n",
    "nx.draw_networkx_nodes(tree, pos=positions, node_size=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d003bc77-33bf-42d7-be9d-1ca481dfe3e1",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bffe47eb-e38d-4c80-8f4f-3503e29900be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Node Sequence: [0, 10, 4, 1, 9, 5, 2, 3, 6, 8, 7]\n"
     ]
    }
   ],
   "source": [
    "print('Node Sequence:', route)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "02366daf-e24b-4640-9087-24aa9c22dff4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Edges: [(7, 0), (0, 10), (10, 4), (4, 1), (1, 9), (9, 5), (5, 2), (2, 3), (3, 6), (6, 8), (8, 7)]\n"
     ]
    }
   ],
   "source": [
    "print('Edges:', route_edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a2b95f28-5222-4a70-ac9e-22d470d82e2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost: 156\n"
     ]
    }
   ],
   "source": [
    "cost = 0\n",
    "for (i, j) in route_edges:\n",
    "    cost += G.edges[i, j]['weight']\n",
    "print('Cost:', cost)"
   ]
  }
 ],
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