{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Epidemics_ABM_Viral_python.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "TPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/rajeshkpandey/AWESOME-FER/blob/master/Epidemics_ABM_Viral_python.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D2gjkF2qKTvy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        },
        "outputId": "25e01930-f500-4e04-e4a8-b26470ddefa2"
      },
      "source": [
        "#Erdos-Renyi Graph in Networkx\n",
        "import random\n",
        "import copy\n",
        "from networkx import nx\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "N = 50  # 50 Indian Cities\n",
        "K = 10000  # 10000 Agents(people under observation on SIR modeling)\n",
        "#M = 30  # 30 Edges\n",
        "NN = 40 # 40 nodes (contact places) of Cities\n",
        "\n",
        "\n",
        "#Graph = nx.gnm_random_graph(N, M)\n",
        "\n",
        "P = .3      #Probabibilty for Node Connection in random graph\n",
        "PP = .3\n",
        "Graph = nx.erdos_renyi_graph(N,P) # Use Networkx to generate a random graph of N nodes being connected with probability P.\n",
        "GraphN = nx.erdos_renyi_graph(NN,PP)\n",
        "\n",
        "\n",
        "nx.draw(Graph)\n",
        "plt.show()\n",
        "nx.draw(GraphN)\n",
        "plt.show()"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_1ma2kOlRn0F",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        },
        "outputId": "d8cb5208-b9d6-4a72-b4f1-a8e88b408fa6"
      },
      "source": [
        "A = nx.adjacency_matrix(Graph)\n",
        "Adjacency_matrix = A.todense()\n",
        "AN = nx.adjacency_matrix(GraphN)\n",
        "Adjacency_matrixN = AN.todense()\n",
        "print(Adjacency_matrix)\n",
        "print(Adjacency_matrixN)"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[0 0 0 ... 0 0 0]\n",
            " [0 0 1 ... 1 0 0]\n",
            " [0 1 0 ... 0 0 1]\n",
            " ...\n",
            " [0 1 0 ... 0 0 0]\n",
            " [0 0 0 ... 0 0 1]\n",
            " [0 0 1 ... 0 1 0]]\n",
            "[[0 1 0 ... 0 0 0]\n",
            " [1 0 0 ... 0 0 1]\n",
            " [0 0 0 ... 1 0 0]\n",
            " ...\n",
            " [0 0 1 ... 0 0 0]\n",
            " [0 0 0 ... 0 0 0]\n",
            " [0 1 0 ... 0 0 0]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JTFipd3ek1yc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "f43f0cd9-af77-4f5b-ab40-e63868f60228"
      },
      "source": [
        "#Empty Node Dictionary [ A Dictionary consisting list of agent states on Graph Nodes]\n",
        "Node = {}\n",
        "print(Node)\n",
        "for i in range(N):\n",
        "  for j in range(NN):\n",
        "    Node[i*NN+j] = list()\n",
        "#print(Node)\n",
        "print(len(Node))\n"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{}\n",
            "2000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vjefuc5H_0uj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "592dd735-32ec-4127-d122-299cb6a81041"
      },
      "source": [
        "#Adding Viral_Index Randomly\n",
        "for i in range(N):\n",
        "  for j in range(NN):\n",
        "    Viral_load=0\n",
        "    Node[i*NN+j].append({'Viral_load' : Viral_load})\n",
        "    Node[i*NN+j].append({'S' : 0})\n",
        "    Node[i*NN+j].append({'I' : 0})\n",
        "    Node[i*NN+j].append({'R' : 0})\n",
        "#print(Node)\n",
        "print(len(Node))\n"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d6JdcDTHnRT0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Initailizing randomly infection state [0 shows Susceptible, 1 shows Infected, and 2 shows Recovered]\n",
        "Agent = {}\n",
        "for k in range(K):\n",
        "  Agent[k] = list() \n",
        "for k in range(K):\n",
        "  Rand_node=random.randint(0,N-1)\n",
        "  Neighbors = list(Graph.neighbors(Rand_node))\n",
        "  Rand_nodeN=random.randint(0,NN-1)\n",
        "  First_nodeN = random.randint(0,NN-1)\n",
        "  Second_nodeN = random.randint(0,NN-1)\n",
        "  Rand_state=random.choices([0,1],weights=(98,2),k=1)[0]\n",
        "  Rand_neighbors = list(GraphN.neighbors(Rand_nodeN))\n",
        "  Rand_neighbors1 = list(GraphN.neighbors(First_nodeN))\n",
        "  Rand_neighbors2 = list(GraphN.neighbors(Second_nodeN))\n",
        "  if len(Rand_neighbors) > 0:\n",
        "    Rand_nodeN1=random.choice(Rand_neighbors)\n",
        "    Rand_neighbors.remove(Rand_nodeN1)\n",
        "  else:\n",
        "    Rand_nodeN1=Rand_nodeN\n",
        "  \n",
        "  if len(Rand_neighbors) > 0:\n",
        "    Rand_nodeN2=random.choice(Rand_neighbors)\n",
        "    Rand_neighbors.remove(Rand_nodeN2)\n",
        "    if Rand_nodeN2 not in list(GraphN.neighbors(Rand_nodeN1)):\n",
        "      Rand_nodeN2=Rand_nodeN1\n",
        "  else:\n",
        "    Rand_nodeN2=Rand_nodeN1\n",
        "  \n",
        "  if Rand_state == 0:\n",
        "    Node[Rand_node*NN+Rand_nodeN][1]['S']+=1\n",
        "    Node[Rand_node*NN+Rand_nodeN].append({k : Rand_state})\n",
        "    Agent[k].append({'State' : Rand_state})\n",
        "  elif Rand_state == 1:\n",
        "    Node[Rand_node*NN+Rand_nodeN][2]['I']+=1\n",
        "    Node[Rand_node*NN+Rand_nodeN].append({k : Rand_state, 'V_l' : 1})\n",
        "    Agent[k].append({'State' : Rand_state, 'V_l' : 1 })\n",
        "  else:\n",
        "    Node[Rand_node*NN+Rand_nodeN][3]['R']+=1\n",
        "    Node[Rand_node*NN+Rand_nodeN].append({k : Rand_state})\n",
        "    Agent[k].append({'State' : Rand_state})\n",
        "\n",
        "  Agent[k].append({'Home_node' : Rand_node})\n",
        "  Agent[k].append({'Home_nodeN' : [Rand_nodeN, Rand_nodeN1, Rand_nodeN2]})\n",
        "  \n",
        "  if len(Neighbors) > 0:\n",
        "    First_node = random.choice(Neighbors)\n",
        "    Neighbors.remove(First_node)\n",
        "  else:\n",
        "    First_node = Rand_node\n",
        "  if len(Neighbors) > 0:\n",
        "    Second_node = random.choice(Neighbors)\n",
        "  else:\n",
        "    Second_node = Rand_node\n",
        "\n",
        "  if len(Rand_neighbors1) > 0:\n",
        "    First_nodeN1=random.choice(Rand_neighbors1)\n",
        "    Rand_neighbors1.remove(First_nodeN1)\n",
        "  else:\n",
        "    First_nodeN1=First_nodeN\n",
        "  \n",
        "  if len(Rand_neighbors1) > 0:\n",
        "    First_nodeN2=random.choice(Rand_neighbors1)\n",
        "    Rand_neighbors1.remove(First_nodeN2)\n",
        "    if First_nodeN2 not in list(GraphN.neighbors(First_nodeN1)):\n",
        "      First_nodeN2=First_nodeN1\n",
        "  else:\n",
        "    First_nodeN2=First_nodeN1\n",
        "\n",
        "  if len(Rand_neighbors2) > 0:\n",
        "    Second_nodeN1=random.choice(Rand_neighbors2)\n",
        "    Rand_neighbors2.remove(Second_nodeN1)\n",
        "  else:\n",
        "    Second_nodeN1=Second_nodeN\n",
        "  \n",
        "  if len(Rand_neighbors2) > 0:\n",
        "    Second_nodeN2=random.choice(Rand_neighbors2)\n",
        "    Rand_neighbors2.remove(Second_nodeN2)\n",
        "    if Second_nodeN2 not in list(GraphN.neighbors(Second_nodeN1)):\n",
        "      Second_nodeN2=Second_nodeN1\n",
        "  else:\n",
        "    Second_nodeN2=Second_nodeN1\n",
        "\n",
        "  Agent[k].append({'First_node' : First_node})\n",
        "  Agent[k].append({'First_nodeN' : [First_nodeN, First_nodeN1, First_nodeN2]})\n",
        "  Agent[k].append({'Second_node' : Second_node})\n",
        "  Agent[k].append({'Second_nodeN' : [Second_nodeN, Second_nodeN1, Second_nodeN2]})\n",
        "  Agent[k].append({'Current_node' : Rand_node})\n",
        "  Agent[k].append({'Current_nodeN' : [Rand_nodeN, Rand_nodeN1, Rand_nodeN2]})\n",
        "#print(Node)\n",
        "#print(Agent)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wGfEiv8Nghie",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "9a65a354-3799-43bc-d009-ed11ed292a9f"
      },
      "source": [
        "print(len(Graph.nodes))\n",
        "print(len(GraphN.nodes))"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "50\n",
            "40\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Chu8ICKQBFt9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Random Walk Implementation\n",
        "def random_walk(Graph=Graph, GraphN=GraphN, Node=Node, Agent=Agent, num_walks=1, num_steps=1):\n",
        "    walks = list()\n",
        "    Node_next = {}\n",
        "    Agent_next = {}\n",
        "    for i in range(len(Graph.nodes)):\n",
        "      for j in range(len(GraphN.nodes)):\n",
        "        Node_next[i*len(GraphN.nodes)+j] = list() \n",
        "    for i in range(len(Graph.nodes)):\n",
        "      for j in range(len(GraphN.nodes)):\n",
        "        Node_next[i*len(GraphN.nodes)+j].append({'Viral_load' : copy.deepcopy(Node[i*len(GraphN.nodes)+j][0]['Viral_load'])})\n",
        "        Node_next[i*len(GraphN.nodes)+j].append({'S' : 0})\n",
        "        Node_next[i*len(GraphN.nodes)+j].append({'I' : 0})\n",
        "        Node_next[i*len(GraphN.nodes)+j].append({'R' : 0})\n",
        "    for i in range(len(Agent)):\n",
        "      Agent_next[i] = list()\n",
        "    Agent_next = copy.deepcopy(Agent)\n",
        "    count_nomove=0\n",
        "    count_move_first=0\n",
        "    count_move_second=0\n",
        "    count_stay_home=0\n",
        "    for i in range(len(Graph.nodes)):\n",
        "      for j in range(len(GraphN.nodes)):\n",
        "        for agent in list(range(4,len(Node[i*len(GraphN.nodes)+j]))):\n",
        "          a_id = list(Node[i*len(GraphN.nodes)+j][agent].keys())[0]\n",
        "          #print(a_id)\n",
        "          #print(Agent[a_id])\n",
        "          for walk in range(num_walks):\n",
        "              curr_walk = [i*len(GraphN.nodes)+j]\n",
        "              cur = i*len(GraphN.nodes)+j\n",
        "              for step in range(num_steps):\n",
        "                  neighbors = []\n",
        "                  neighbors.append(Agent_next[a_id][1]['Home_node'])\n",
        "                  neighbors.append(Agent_next[a_id][3]['First_node'])\n",
        "                  neighbors.append(Agent_next[a_id][5]['Second_node'])\n",
        "\n",
        "                  if len(neighbors) > 0:                       \n",
        "                      PNN2 = .1*(Node[Agent_next[a_id][8]['Current_nodeN'][1]][2]['I']/(Node[Agent_next[a_id][8]['Current_nodeN'][1]][2]['I']**2+1))\n",
        "                      PNN3 = .1*(Node[Agent_next[a_id][8]['Current_nodeN'][2]][2]['I']/(Node[Agent_next[a_id][8]['Current_nodeN'][2]][2]['I']**2+1))\n",
        "                      PNN1 = 1 - PNN2 - PNN3\n",
        "                      next = random.choices(neighbors,weights=(PNN1,PNN2,PNN3), k=1)[0] \n",
        "                      if next == Agent_next[a_id][7]['Current_node']:\n",
        "                        #print(\"no movement\")\n",
        "                        count_nomove+=1\n",
        "\n",
        "                      else:\n",
        "                        if next == Agent_next[a_id][3]['First_node']:\n",
        "                          Agent_next[a_id][7]['Current_node'] = Agent_next[a_id][3]['First_node']\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][0] = Agent_next[a_id][4]['First_nodeN'][0]\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][1] = Agent_next[a_id][4]['First_nodeN'][1]\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][2] = Agent_next[a_id][4]['First_nodeN'][2]\n",
        "                          count_move_first+=1\n",
        "                        elif next == Agent_next[a_id][5]['Second_node']:\n",
        "                          Agent_next[a_id][7]['Current_node'] = Agent_next[a_id][5]['Second_node']\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][0] = Agent_next[a_id][6]['Second_nodeN'][0]\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][1] = Agent_next[a_id][6]['Second_nodeN'][1]\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][2] = Agent_next[a_id][6]['Second_nodeN'][2]\n",
        "                          count_move_second+=1\n",
        "                        elif next == Agent_next[a_id][1]['Home_node']:\n",
        "                          Agent_next[a_id][7]['Current_node'] = Agent_next[a_id][1]['Home_node']\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][0] = Agent_next[a_id][2]['Home_nodeN'][0]\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][1] = Agent_next[a_id][2]['Home_nodeN'][1]\n",
        "                          Agent_next[a_id][8]['Current_nodeN'][2] = Agent_next[a_id][2]['Home_nodeN'][2]\n",
        "                          count_stay_home+=1\n",
        "                      \n",
        "                      PNN2 = .3*(Node[Agent_next[a_id][8]['Current_nodeN'][1]][2]['I']/(Node[Agent_next[a_id][8]['Current_nodeN'][1]][2]['I']**2+1))\n",
        "                      PNN3 = .3*(Node[Agent_next[a_id][8]['Current_nodeN'][2]][2]['I']/(Node[Agent_next[a_id][8]['Current_nodeN'][2]][2]['I']**2+1))\n",
        "                      PNN1 = 1 - PNN2 - PNN3\n",
        "                       \n",
        "                      nextn = random.choices(Agent_next[a_id][8]['Current_nodeN'],weights=(PNN1,PNN2,PNN3),k=1)[0]\n",
        "                      if nextn == Agent_next[a_id][8]['Current_nodeN'][1]:\n",
        "                        Agent_next[a_id][8]['Current_nodeN'][1],Agent_next[a_id][8]['Current_nodeN'][0] = Agent_next[a_id][8]['Current_nodeN'][0],Agent_next[a_id][8]['Current_nodeN'][1]\n",
        "                      elif nextn == Agent_next[a_id][8]['Current_nodeN'][2] :\n",
        "                        Agent_next[a_id][8]['Current_nodeN'][2],Agent_next[a_id][8]['Current_nodeN'][0] = Agent_next[a_id][8]['Current_nodeN'][0],Agent_next[a_id][8]['Current_nodeN'][2]\n",
        "                      else:\n",
        "                        Agent_next[a_id][8]['Current_nodeN'][0]=Agent_next[a_id][8]['Current_nodeN'][0]                      \n",
        "                  nex = next*len(GraphN.nodes)+nextn\n",
        "          Node_next[nex].append(copy.deepcopy(Node[cur][agent]))\n",
        "          if Node[cur][agent][a_id] == 0:\n",
        "            Node_next[nex][1]['S']+=1\n",
        "          elif Node[cur][agent][a_id] == 1:\n",
        "            Node_next[nex][2]['I']+=1\n",
        "            Node_next[nex][-1]['V_l']/=2\n",
        "            #if nex != cur:\n",
        "            #  Node_next[cur][0]['Viral_load']+=1\n",
        "          elif Node[cur][agent][a_id] == 2:\n",
        "            Node_next[nex][3]['R']+=1\n",
        "\n",
        "          curr_walk.append(nex)\n",
        "          walks.append(nex)\n",
        "\n",
        "    #print(Node_next)\n",
        "    #print(Agent_next)\n",
        "\n",
        "    #State-transition-logic\n",
        "    for i in range(len(Graph.nodes)):\n",
        "      for j in range(len(GraphN.nodes)):\n",
        "        count_SI=0\n",
        "        count_IR=0\n",
        "        W1 = Node_next[i*len(GraphN.nodes)+j][2]['I'] + Node_next[i*len(GraphN.nodes)+j][0]['Viral_load']\n",
        "        W2 = Node_next[i*len(GraphN.nodes)+j][1]['S'] + Node_next[i*len(GraphN.nodes)+j][3]['R'] - 1\n",
        "        for agent in list(range(4,len(Node_next[i*len(GraphN.nodes)+j]))):\n",
        "          a_id = list(Node_next[i*len(GraphN.nodes)+j][agent].keys())[0]\n",
        "          if Node_next[i*len(GraphN.nodes)+j][agent][a_id] == 0:\n",
        "            Node_next[i*len(GraphN.nodes)+j][agent][a_id] = random.choices([1,0], weights=(W1,W2), k=1)[0] \n",
        "            if Node_next[i*len(GraphN.nodes)+j][agent][a_id] == 1:\n",
        "              count_SI+=1\n",
        "              Node_next[i*len(GraphN.nodes)+j][agent].update({'V_l' : 1})\n",
        "              Agent_next[a_id][0]['State'] = 1\n",
        "          elif Node_next[i*len(GraphN.nodes)+j][agent][a_id] == 1:\n",
        "            if Node_next[i*len(GraphN.nodes)+j][agent]['V_l'] <= .0625:\n",
        "              Node_next[i*len(GraphN.nodes)+j][agent][a_id] = 2\n",
        "              count_IR+=1\n",
        "              Agent_next[a_id][0]['State'] = 2\n",
        "              Node_next[i*len(GraphN.nodes)+j][agent].pop('V_l') \n",
        "        Node_next[i*len(GraphN.nodes)+j][1]['S']-=count_SI\n",
        "        Node_next[i*len(GraphN.nodes)+j][2]['I']+=(count_SI - count_IR)\n",
        "        Node_next[i*len(GraphN.nodes)+j][3]['R']+=count_IR \n",
        "         \n",
        "    #print(\"count_no_movements\",count_nomove)\n",
        "    #print(\"count_movements_firstnode\",count_move_first)\n",
        "    #print(\"count_movements_secondnode\",count_move_second)\n",
        "    #print(\"count_stay_homenode\",count_stay_home) \n",
        "\n",
        "    return Node,Node_next,Agent,Agent_next"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CEBrg361PRVW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def Count_SIR_Node(Node=Node):\n",
        "  count_S=0\n",
        "  count_I=0\n",
        "  count_R=0\n",
        "  for i in range(len(Node)):\n",
        "    count_S+=Node[i][1]['S'] \n",
        "    count_I+=Node[i][2]['I']\n",
        "    count_R+=Node[i][3]['R'] \n",
        "  return count_S,count_I,count_R"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w1rrNypISuYZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def Count_SIR_Agent(Agent=Agent):\n",
        "  count_S=0\n",
        "  count_I=0\n",
        "  count_R=0\n",
        "  for i in range(len(Agent)):\n",
        "    if Agent[i][0]['State'] == 0:\n",
        "      count_S+=1\n",
        "    elif Agent[i][0]['State'] == 1:\n",
        "      count_I+=1\n",
        "    elif Agent[i][0]['State'] == 2:\n",
        "      count_R+=1\n",
        "  return count_S,count_I,count_R "
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "93CM1nwYBjk0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "95a12d75-01de-4e34-8c99-94af115cd12f"
      },
      "source": [
        "SS,II,RR,TT = [[]],[[]],[[]],[[]]\n",
        "for i in range(100):\n",
        "  j=0\n",
        "  Node_p=Node.copy()\n",
        "  Node_n=Node.copy() \n",
        "  Agent_p=Agent.copy()\n",
        "  Agent_n=Agent.copy()\n",
        "  Sj,Ij,Rj = Count_SIR_Node(Node_n) \n",
        "  #print([Sj,Ij,Rj]) \n",
        "  S,I,R,T = [],[],[],[]\n",
        "  S.append(Sj)\n",
        "  I.append(Ij)\n",
        "  R.append(Rj)\n",
        "  T.append(j)\n",
        "\n",
        "  while Ij > 0 :\n",
        "    Node_p,Node_n,Agent_p,Agent_n = random_walk(Graph,GraphN,Node_n,Agent_n,1,1)\n",
        "    j+=1 \n",
        "    Sj,Ij,Rj = Count_SIR_Node(Node_n) \n",
        "    S.append(Sj)\n",
        "    I.append(Ij)\n",
        "    R.append(Rj)\n",
        "    T.append(j)\n",
        "    \n",
        "  print(S)\n",
        "  print(I)\n",
        "  print(R)\n",
        "  SS.append(S)\n",
        "  II.append(I)\n",
        "  RR.append(R)\n",
        "  TT.append(T)\n",
        "  print(SS)\n",
        "  print(II)\n",
        "  print(RR)\n",
        "  plt.plot(T, S, 'b', T, I, 'r', T, R, 'g')\n",
        "  plt.xlabel('Simulation Time Steps')\n",
        "  plt.title('Iteration Number:'+str(i+1))\n",
        "  plt.ylabel('Number of Agents')\n",
        "  plt.legend((\"Susceptible\", \"Infected\", \"Recovered\"),loc='center right')\n",
        "  plt.show()  \n",
        "  \n",
        "  plt.plot(T, S, 'b')\n",
        "  plt.xlabel('Simulation Time Steps')\n",
        "  plt.title('Iteration Number:'+str(i+1))\n",
        "  plt.ylabel('Number of Agents')\n",
        "  plt.legend((\"Susceptible\"),loc='center right')\n",
        "  plt.show()\n",
        "\n",
        "  plt.plot(T, I, 'r')\n",
        "  plt.xlabel('Simulation Time Steps')\n",
        "  plt.title('Iteration Number:'+str(i+1))\n",
        "  plt.ylabel('Number of Agents')\n",
        "  plt.legend((\"Infected\"),loc='center right')\n",
        "  plt.show()\n",
        "\n",
        "  plt.plot(T, R, 'g')\n",
        "  plt.xlabel('Simulation Time Steps')\n",
        "  plt.title('Iteration Number:'+str(i+1))\n",
        "  plt.ylabel('Number of Agents')\n",
        "  plt.legend((\"Recovered\"),loc='center right')\n",
        "  plt.show()  "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[9797, 9594, 9336, 9088, 8890, 8778, 8697, 8646, 8598, 8563, 8535, 8527, 8519, 8516, 8514, 8514, 8514, 8514, 8514]\n",
            "[203, 406, 664, 912, 907, 816, 639, 442, 292, 215, 162, 119, 79, 47, 21, 13, 5, 2, 0]\n",
            "[0, 0, 0, 0, 203, 406, 664, 912, 1110, 1222, 1303, 1354, 1402, 1437, 1465, 1473, 1481, 1484, 1486]\n",
            "[[], [9797, 9594, 9336, 9088, 8890, 8778, 8697, 8646, 8598, 8563, 8535, 8527, 8519, 8516, 8514, 8514, 8514, 8514, 8514]]\n",
            "[[], [203, 406, 664, 912, 907, 816, 639, 442, 292, 215, 162, 119, 79, 47, 21, 13, 5, 2, 0]]\n",
            "[[], [0, 0, 0, 0, 203, 406, 664, 912, 1110, 1222, 1303, 1354, 1402, 1437, 1465, 1473, 1481, 1484, 1486]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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E1ERETc+ePZv68BV1yCEpaVx8cd6RmJnVraE7i6WAZYAOwLJFy8fAD8o5eERcHhGbR8T2wIfAZKAf8KykV4FewDOSVgHeBHoX7d4rK6uvvNVYZRXYZx+46ir45JO8ozEz+zpFRMMbSGtExGtLdHBppYh4T1If0h3G1hExu+j1V4GaiHhf0m7AEaTHVVsBF0bEllkF9wSg0DrqGWDziJhV33lrampi/PjxSxJybsaNg623TnUXRxyRdzRm1hZJmhARNXW91qGM/TtJGgv0Ld4+Ir5dxr63SuoOzAdGFCeKOtxDShTTgDnAT7PzzJJ0JvB0tt0ZDSWKlmqrrWCLLVKP7sMPh3YeiMXMqkg5dxbPApeS/rpfWCiPiAmVDW3JtcQ7C0i9uX/yk1TZPXhw3tGYWVvT0J1FOX+/LoiISyLiqYiYUFiaOEYj1VustJKb0ZpZ9SknWdwl6XBJq0rqVlgqHlkb1KkTDB8Of/tb6qhnZlYtykkWQ4FfAk+QHkVNAFreM54W4tBDoX17N6M1s+pSMllERL86lv7NEVxbtPrqqVf3FVfAZ5/lHY2ZWVLOEOVdJJ2ctYhC0tqSdq98aG3XyJEwezZcfXXekZiZJeU8hroS+AL4Zvb7m8CvKxaRse22sPnm8LvfeTRaM6sO5SSLNSPiXFJfCSJiDqCKRtXGSXDMMfDSSx6N1syqQznJ4gtJS5ONECtpTWBeRaMyfvjDVH9xwQV5R2JmVl6yOJU0EGBvSdcCD5GGF7cK6tgxDfvx0EPwbO3xec3Mmlk5raEeJM1DMQy4njSW06OVDcsg9bno0iXVXZiZ5amc1lADgDWAt4G3gD6S1pRUzrhS1gjdusGwYXDddfDOO3lHY2ZtWTmPocYATwJjgT8C/wZuBqZI8ghGFXbkkfDFFzBmTN6RmFlbVk6yeAvYLJtYaHNgM2A68B3g3EoGZ7DOOrDHHnDJJfD553lHY2ZtVTnJYp2ImFz4JSKeB9bN5uK2ZnD00fD++3DttXlHYmZtVTnJYrKkSyTtkC1jgBckdSLre2GVNXAgbLJJakZbYkR5M7OKKCdZDCNNSHRUtkwHfkJKFIMqFpn9T6GT3vPPwwMP5B2NmbVF5TSd/TwizouI70XE94AbgSMiYlFEfFr5EA1gv/3SXN3upGdmeShr8k5JPbM5Lf4JPAqsXNGo7GuWWgpGjEiz6D3/fN7RmFlbU2+ykLSspKGS7geeAtYE+kXEmhFxXLNFaP9z6KHQubM76ZlZ82vozuI94CDSCLP9I+JY0uizlpMePdIc3VdfDTNn5h2NmbUlDSWLE4BOpE55J2QDCFrOjjoK5s2DSy/NOxIza0vqTRYR8buI2BrYKyu6A1hN0ihJ6zRLdPY1660HQ4akaVfneexfM2sm5bSGmh4Rv4mIjYAaYDngnnIOLulISZMkTZZ0VFb2f5JelPScpNslrVC0/QmSpkmaImnnovIhWdk0Sccv9rtsZY45Bt59F66/Pu9IzKytUFSol5ekDYEbgC1JdR33AYcC/YGHI2KBpNEAETFK0vqkUW23BFYD/g4U7mBeIg0vMgN4GvhR1pO8TjU1NTF+/PiKvK9qEAEbbwzt2sHEiakfhplVh/nz5zNjxgzmzp2bdyj16ty5M7169aJjx45fKZc0ISJq6tqnkiPHrgeMy2bWQ9JjwN7ZrHsFTwI/yNb3Am6IiHnAK5KmkRIHwLTC8CKSbsi2bbMNSKVUd3HwwfDII/Dtb+cdkZkVzJgxg2WXXZa+ffuiKvxLLiL44IMPmDFjBv369St7v7L6WSyhScB2krpL6gLsCvSutc1BQGHi0NWBN4pem5GV1Vf+FZKGSxovafzMNtBUaP/9oWdPd9IzqzZz586le/fuVZkoACTRvXv3xb7zaaifxUPZz9FLElBEvACMBh4gPYKaCCwsOv5JwAKgSYbHi4ix2ci4NT179myKQ1a1zp3h8MPh7rthypS8ozGzYtWaKAqWJL6G7ixWlfRNYE9Jm0kaULyUc/CIuDwiNo+I7YEPSXUPSBoG7A7sH19WmrzJV+88emVl9ZW3eYcdlnp2//73eUdiZq1dQ8niFOD/kb6czwfOK1p+W87BJa2U/exDmpr1OklDSHN471moz8jcCewnqZOkfsDapJ7jTwNrS+onaSlgv2zbNm/lleGAA+Cqq2DWrLyjMbNqctZZZ7HBBhuw8cYbs+mmmzJu3LhGHa/eCu6IuAW4RdL/i4gzl/D4t0rqThqhdkREzJZ0Eamz34PZrdCTEXFoREyWdBOp4npBtv1CAElHAPcD7YEriufXaOuOOgquuAIuuwxOOCHvaMysGvz73//m7rvv5plnnqFTp068//77fPFF4wbgKNkaKiLOlLQnsH1W9GhE3F3OwSNiuzrK1mpg+7OAs+oov4cy+3a0NRttBDvtBBddBMcemx5LmVnb9vbbb9OjRw86deoEQI8ePRp9zJLJQtLZpCashYroIyV9MyJObPTZrUkcfTTsthvcfHNqJWVm1eGoo1JfqKa06aalBxMdPHgwZ5xxBuussw477bQT++67LzvssEOjzltO09ndgO9ExBURcQUwhFQ5bVViyBBYd104/3zPpGdmsMwyyzBhwgTGjh1Lz5492XfffbnqqqsadcxyO+WtABSqUJdv1BmtybVrl/6COfRQ+Oc/YfvtS+9jZpWX53QC7du3Z+DAgQwcOJCNNtqIP//5zwwbNmyJj1fOncXZwH8kXSXpz8AE6qhXsHwdeCB06+ZOemYGU6ZMYerUqf/7feLEiayxxhqNOmY5FdzXS3oU2CIrGhUR7zTqrNbkunRJ/S5+8xt4+WVY0wPKm7VZn376KSNHjmT27Nl06NCBtdZai7FjxzbqmGU9hoqIt3Hfhqo3YgScey5ceKE76pm1ZZtvvjlPPPFEkx6zkmNDWTNbdVXYbz+4/HKYPTvvaMysNXGyaGWOPho++wz+9Ke8IzGz1qTBZCGpvaQXmysYa7zNNoOBA9OjqAUL8o7GrG2q1DxBTWVJ4mswWWTDbUzJxnayFuLoo+GNN+DWW/OOxKzt6dy5Mx988EHVJozCfBadO3derP1KzpQn6R/AZqRB/T4rOuGeSxBns2jtM+WVsmgRfOMb0L07PPlk3tGYtS1teaa8/9cUwVnzadcu3V2MGAF//3saO8rMmkfHjh0Xawa6lqJkBXdEPAa8CnTM1p8GnqlwXNZIBx0EffvCccfBwoUlNzcza1DJZCHpEOAW4LKsaHXgjkoGZY3XuTOcfTY8+yxcc03e0ZhZS1dO09kRwLbAxwARMRVYqZJBWdPYd1/YYgs46SSYM6f09mZm9SknWcyLiP/NmiGpA1Cd1fz2FRL89rfw5pseM8rMGqecZPGYpBOBpSV9B7gZuKuyYVlT2X57+O534Zxz4N13847GzFqqcpLF8cBM4L/Az0kz1p1cyaCsaY0eDXPnwumn5x2JmbVU5Yw6uygbmnwc6fHTlKjW3iZWp3XWSXNdXHIJjBwJ662Xd0Rm1tKU0xpqN+Bl4ELgImCapF0qHZg1rVNOga5dYdSovCMxs5aonMdQ5wGDImJgROwADAJcXdrC9OwJJ54Id90FjzySdzRm1tKUkyw+iYhpRb9PBz6pUDxWQb/4BfTpkzrqLVqUdzRm1pLUmywk7S1pb2C8pHskDZM0lNQS6ulyDi7pSEmTJE2WdFRW1k3Sg5KmZj9XzMol6UJJ0yQ9J2lA0XGGZttPzWKwJbD00mkmvWeegeuuyzsaM2tJGrqz2CNbOgPvAjsAA0kto5YudWBJGwKHAFsCmwC7S1qL1LrqoYhYG3go+x1gF2DtbBkOXJIdpxtwKrBVdqxTCwnGFt+PfgSbb54eSX3+ed7RmFlLUW9rqIj4aSOPvR4wLiLmAEh6DNgb2IuUdAD+DDwKjMrKr85aWj0paQVJq2bbPhgRs7LjPAgMAa5vZHxtUrt2qaPeoEFp6tXjjy+9j5lZOa2h+kk6X9Jtku4sLGUcexKwnaTukroAuwK9gZWzOb0B3gFWztZXB94o2n9GVlZfee04h0saL2n8zJkzywiv7Ro4EPbcM40d5UtlZuUop4L7DtKos38gtYwqLA2KiBeA0cADwH3ARGBhrW2CJho6JCLGRkRNRNT07NmzKQ7Zqo0enaZfPeOMvCMxs5agnGQxNyIujIhHIuKxwlLOwSPi8ojYPCK2Bz4EXgLezR4vkf18L9v8TdKdR0GvrKy+cmuEddeF4cPh0kthypS8ozGzaldOsvi9pFMlbSNpQGEp5+CSVsp+9iHVV1wH3AkUWjQNBf6ard8J/CRrFbU18FH2uOp+YLCkFbOK7cFZmTXSaaelFlKutzCzUsqZKW8j4EDg20ChdX5kv5dyq6TuwHxgRETMlnQOcJOknwGvAftk295DqteYBswBfgoQEbMkncmXzXXPKFR2W+OstFJKFCedBP/4Rxp00MysLuXMwT0NWL94mPJq19bn4F4cc+ak+bpXXTXN192unHtNM2uVGpqDu5yvhknACk0bklWLLl3grLPg6afhxhvzjsbMqlU5yWIF4EVJ9y9m01lrIQ44ADbdFE44IQ1lbmZWWzl1FqdWPArLVbt2cN55sOOOcNFFaewoM7NiJessWiLXWSyZ3XeHxx+Hl1+G7t3zjsbMmluj6iwkfSLp42yZK2mhpI+bPkzL27nnwiefwJln5h2JmVWbkskiIpaNiOUiYjnSAILfB8ZUPDJrduuvD4ccAhdfDFOn5h2NmVWTxWooGckdwM4Visdydtpp0KlTquw2MysoWcGdzWlR0A6oAdxmppVaZZU09eopp8C//gXbbpt3RGZWDcq5s9ijaNmZNEveXpUMyvJ1zDGw2mpw7LHQCts/mNkSKHln0QTzWlgL07Ur/PrXcNBBcPPNsM8+pfcxs9at3qazkk5pYL+IiKptM+Oms423cCEMGAAffwwTJkC3bnlHZGaVtqRNZz+rYwH4GWlmO2vF2rdPraLeegsGD4bZs/OOyMzyVG+yiIjzCgswltRs9qfADUD/ZorPcvStb8Htt8Nzz8GQIekuw8zapgYruCV1k/Rr4DlS/caAiBgVEe81tJ+1HrvuCrfckh5F7bJL6rRnZm1PvclC0v+R5pD4BNgoIk6LiA+bLTKrGnvuCTfcAOPGwW67pelYzaxtaejO4lhgNeBk4K2iIT8+8XAfbc/3vw/XXpv6XuyxR5oHw8zajnqbzkaEp8Gxr9h3X1iwAA48EL77XbjzTujcOe+ozKw5OCHYYtl/f7jySvj732HvvWHevLwjMrPm4GRhi23oUBg7Fu69F374Q/iixUy4a2ZLysnClsjBB8OYMXDXXbDffjB/ft4RmVklOVnYEjvsMLjwwtQXY//9U32GmbVO5UyralavkSPTXcWxx0LHjnD11an3t5m1LhW9s5B0tKTJkiZJul5SZ0k7SnpG0kRJj0taK9u2k6QbJU2TNE5S36LjnJCVT5HkuTSqzDHHwDnnwHXXpcEHFy7MOyIza2oVSxaSVgd+AdRExIZAe2A/4BJg/4jYFLiO1I8D0phTH0bEWsAFwOjsOOtn+20ADAHGSPLfrlVm1Kg0HevVV8PPfw6LFuUdkZk1pUo/huoALC1pPtAFeAsIYLns9eWzMkhzZJyWrd8CXCRJWfkNETEPeEXSNGBL4N8Vjt0W08knp0dSZ5yRHkmNGQNS3lGZWVOoWLKIiDcl/RZ4HfgceCAiHpB0MHCPpM+Bj4Gts11WB97I9l0g6SOge1b+ZNGhZ2RlXyFpODAcoE+fPpV5U1bSaaelhHH22dChQ6oAd8Iwa/kq+RhqRdJdQT/SsCFdJR0AHA3sGhG9gCuB85vifBExNiJqIqKmZ8+eTXFIWwISnHUWHHccXHSRZ9szay0q+RhqJ+CViJgJIOk2YFtgk4gYl21zI3Bftv4m0BuYIakD6RHVB0XlBb2yMqtSEpx7brrDuOACaNcORo92KymzlqySraFeB7aW1CWre9gReB5YXtI62TbfAV7I1u8EhmbrPwAejjSN353AfllrqX7A2sBTFYzbmoCUEsURR8B558HOO8M77+QdlZktqUrWWYyTdAvwDLAA+A9pEqUZwK2SFgEfAgdlu1wO/CWrwJ5FaoW7MfgAABCVSURBVAFFREyWdBMp0SwARkSEG2e2AFKqs9hss5Q0NtkE/vKXNPOembUs9c7B3ZJ5Du7qM3lyGrV28mQ4/vgvW0yZWfVY0jm4zZrMBhvAU0/B8OGpA98OO8Brr+UdlZmVy8nCmk2XLnDZZWnWvcmTYdNN4Y478o7KzMrhZGHNbt994T//gbXWgu99L40vNXdu3lGZWUOcLCwX/funKVqPOSb1x9hmG3jppbyjMrP6OFlYbpZaKjWrvesueOMNGDAArrkm76jMrC5OFpa73XeHiRNh883T/N7DhsGnn+YdlZkVc7KwqtCrFzz0EJxyShq5tqYGnnsu76jMrMDJwqpGhw5w+ukpaXz8MWy5JVxyiceWMqsGThZWdQYNSo+lBg2Cww+HH/4QZs/OOyqzts3JwqrSSivB3/6WBiT8619h3XVTZ76PPso7MrO2ycnCqla7dvDLX8ITT6RxpU44AXr3hl/9Ct56q/T+ZtZ0nCys6m2xBdx/PzzzDOy2W2pu268fHHwwTJmSd3RmbYOThbUYm20G118PU6emRHHttbDeerD33jBuXOn9zWzJOVlYi9O/P1x8cRqI8KST4NFHYeutYeBAuPdet54yqwQnC2uxVloJzjwTXn8dzj8fXn4Zdt011W9cc02aqc/MmoaThbV4yywDRx+dksVVV8HChakn+Nprp8mXPvss7wjNWj4nC2s1lloKhg6F//4X7rwz9Qo/8khYYw047TR4//28IzRruZwsrNVp1w722AMefzwt3/xm6hneuzf8/Ofw/PN5R2jW8jhZWKu27bbpLmPy5PRo6uqr06x9O+8M99wDixblHaFZy+BkYW3C+uvD2LFpKPSzzoJJk1KfjfXWgzFjXK9hVoqThbUpPXrAiSfCK6+kfhrLLQcjRqT6jVGjUssqM/s6Jwtrk5ZaCn78Y3jqqTRj33e+k3qG9++fpn3997/dX8OsWEWThaSjJU2WNEnS9ZI6KzlL0kuSXpD0i2xbSbpQ0jRJz0kaUHScoZKmZsvQSsZsbYuUKsBvugmmT4djj4UHHkhlW2+deoy7v4ZZBZOFpNWBXwA1EbEh0B7YDxgG9AbWjYj1gBuyXXYB1s6W4cAl2XG6AacCWwFbAqdKWrFScVvb1acPjB4NM2akeoyPPkp3H337wtlnwwcf5B2hWX4q/RiqA7C0pA5AF+At4DDgjIhYBBAR72Xb7gVcHcmTwAqSVgV2Bh6MiFkR8SHwIDCkwnFbG9a1Kxx2WGpie889sOGGqZ6jVy844AC4/XaYMyfvKM2aV8WSRUS8CfwWeB14G/goIh4A1gT2lTRe0r2S1s52WR14o+gQM7Ky+sq/QtLw7JjjZ86c2fRvyNqcdu1gl13SiLeTJqUOf/femwYu7NEj/bzmGk/MZG1DJR9DrUi6W+gHrAZ0lXQA0AmYGxE1wB+BK5rifBExNiJqIqKmZ8+eTXFIs//ZYAO49FJ499007evPfpYqxw88EHr2TP02LrsM3nkn70jNKqOSj6F2Al6JiJkRMR+4Dfgm6c7gtmyb24GNs/U3SXUZBb2ysvrKzZpdhw7w7W/DH/6Qmtk++WSqFJ8+HQ49FFZbDb71rdSyavr0vKM1azqVTBavA1tL6iJJwI7AC8AdwKBsmx2Al7L1O4GfZK2itiY9tnobuB8YLGnF7G5lcFZmlqt27WCrrdJ0ry+9lMakOv301MHvuONgzTVh003hjDPSYyw3xbWWTFHBT7Ck04F9gQXAf4CDgaWBa4E+wKfAoRHxbJZQLiJVXs8BfhoR47PjHAScmB32rIi4sqHz1tTUxPjx4yvwjszKM316qgi//fY0LWwErLVWqufYddfULLdTp7yjNPsqSROyKoKvv1bJZJEXJwurJm+/DX/9a0ocDz8MCxZA585p3KpBg9JjrZoa6Ngx70itrXOyMKsSs2fDY4/BI4+k5bnnUnnXrrDddilxDBqUppBt3z7fWK3tcbIwq1IzZ36ZPB5+GF58MZUvvzzssENKHIMGwUYbpToSs0pysjBrId5+O80pXrjzmDYtlXfvnuYYLySPtdZK41uZNSUnC7MW6o03vkwcDz/81VFxl1kmJZHu3aFbt4bXCz9XWMGPt6x+ThZmrUBEGlr9H/9ISWTWrDRe1QcffLk+a1Za6vtvLaWEUVdiaSjpLLNM2tdat4aSRYfmDsbMloyUhlDv37/h7RYtShXp9SWT4rL33oMXXkjrH39c/zE7dvx6IunWDZZeOjUBbszSsWPq7Nix45dL4ff27Z2kqoWThVkr067dl1/ma61V/n7z5395Z1I7ydRef+UVmDABPv8c5s1LS6WGci9OJHWtd+jghFJs443T0PpNzcnCzID0xbvyymlZEosWwRdffJk8yl3mz099T+bPX/J1+1K/fpU5rpOFmTWJdu1SZ8POnfOOxCrBLbfNzKwkJwszMyvJycLMzEpysjAzs5KcLMzMrCQnCzMzK8nJwszMSnKyMDOzklrlQIKSZgKvNeIQPYD3myicSnKcTaulxAktJ1bH2fQqGesaEdGzrhdaZbJoLEnj6xt5sZo4zqbVUuKElhOr42x6ecXqx1BmZlaSk4WZmZXkZFG3sXkHUCbH2bRaSpzQcmJ1nE0vl1hdZ2FmZiX5zsLMzEpysjAzs5LabLKQNETSFEnTJB1fx+udJN2YvT5OUt/mjxIk9Zb0iKTnJU2WdGQd2wyU9JGkidlySk6xvirpv1kM4+t4XZIuzK7pc5IG5BDjN4qu00RJH0s6qtY2uV1PSVdIek/SpKKybpIelDQ1+7liPfsOzbaZKmloDnH+n6QXs3/b2yWtUM++DX5OmiHO0yS9WfTvu2s9+zb4HdFMsd5YFOerkibWs2/lr2lEtLkFaA+8DPQHlgKeBdavtc3hwKXZ+n7AjTnFuiowIFtfFnipjlgHAndXwXV9FejRwOu7AvcCArYGxlXB5+AdUkekqriewPbAAGBSUdm5wPHZ+vHA6Dr26wZMz36umK2v2MxxDgY6ZOuj64qznM9JM8R5GnBcGZ+NBr8jmiPWWq+fB5yS1zVtq3cWWwLTImJ6RHwB3ADsVWubvYA/Z+u3ADtKzT8tfES8HRHPZOufAC8Aqzd3HE1kL+DqSJ4EVpC0ao7x7Ai8HBGN6e3fpCLiH8CsWsXFn8U/A9+tY9edgQcjYlZEfAg8CAxpzjgj4oGIKMyI/STQq1LnL1c917Mc5XxHNKmGYs2+e/YBrq9kDA1pq8lideCNot9n8PUv4P9tk/0H+Ajo3izR1SN7FLYZMK6Ol7eR9KykeyVt0KyBfSmAByRNkDS8jtfLue7NaT/q/89XDdezYOWIeDtbfwdYuY5tqu3aHkS6i6xLqc9Jczgie1x2RT2P9artem4HvBsRU+t5veLXtK0mixZH0jLArcBREfFxrZefIT1K2QT4A3BHc8eX+VZEDAB2AUZI2j6nOEqStBSwJ3BzHS9Xy/X8mkjPHKq6vbukk4AFwLX1bJL35+QSYE1gU+Bt0uOdavcjGr6rqPg1bavJ4k2gd9HvvbKyOreR1AFYHvigWaKrRVJHUqK4NiJuq/16RHwcEZ9m6/cAHSX1aOYwiYg3s5/vAbeTbuWLlXPdm8suwDMR8W7tF6rlehZ5t/C4Lvv5Xh3bVMW1lTQM2B3YP0tsX1PG56SiIuLdiFgYEYuAP9Zz/qq4nvC/75+9gRvr26Y5rmlbTRZPA2tL6pf9hbkfcGetbe4ECi1KfgA8XN+Hv5KyZ5WXAy9ExPn1bLNKoT5F0pakf9dmTWySukpatrBOquycVGuzO4GfZK2itgY+Knq80tzq/UutGq5nLcWfxaHAX+vY5n5gsKQVs8cqg7OyZiNpCPArYM+ImFPPNuV8TiqqVj3Z9+o5fznfEc1lJ+DFiJhR14vNdk0rWXtezQupZc5LpBYPJ2VlZ5A+6ACdSY8opgFPAf1zivNbpMcOzwETs2VX4FDg0GybI4DJpBYbTwLfzCHO/tn5n81iKVzT4jgFXJxd8/8CNTld066kL//li8qq4nqSEtjbwHzSc/KfkerKHgKmAn8HumXb1gB/Ktr3oOzzOg34aQ5xTiM95y98TgutCVcD7mnoc9LMcf4l+/w9R0oAq9aOM/v9a98RzR1rVn5V4bNZtG2zX1MP92FmZiW11cdQZma2GJwszMysJCcLMzMrycnCzMxKcrIwM7OSnCysKkk6SWmU3eeykTS3ysr/JGn9JjrHq6U620k6sdbvTzTBeS/O3tPzkj4vGlX0B5LuqW+01kacr53SaL+TspFJn5bUL3vtxFL7m4FnyrMqJGkb4HxgYETMy77Ql4qIt5r4PK+S+nq838A2n0bEMk153qJj9yWNbrthJY5fdJ4fAd8H9omIRZJ6AZ9FxIeVfH/WuvjOwqrRqsD7ETEPICLeLyQKSY9KqsnWP1WaQ2GypL9L2jJ7fbqkPbNthkm6qHBgSXdLGlj7hJLuyAZhm1wYiE3SOcDS2V/91xbOmf1Udu7CX+v7ZuUDsxhuUZrb4dpCb/ByFO52JPXN9r9K0kvZcXaS9C+l+Sq2zLbvqjQY3lOS/iOprpFRVwXejjS8BRExI0sUdb2/A7JjTZR0maT2Rdf6guz6PCSpZ1b+i+wO6TlJN5T7Pq0FqnSvRC9eFncBliH1AH4JGAPsUPTao2Q9v0k923fJ1m8HHgA6ApsAE7PyYcBFRfvfTbpjgaI5APiyV/TSpKESume/f1ortk+zn98nDQPenjQK7OukL+WBpBGKe5H+GPs3aZC3ut5nX2rNXVCIKXttAbBRdpwJwBWkXvB7AXdk2/8GOCBbXyG7Zl1rHbNXdtyJpEHzNqv9frL19YC7gI7Z72OAnxRd6/2z9VMK1xR4C+hUOH/enx0vlVt8Z2FVJ9IgfpsDw4GZwI1KA9TV9gVwX7b+X+CxiJifrfddzNP+QlJheI/ewNoltv8WcH2kAeneBR4DtsheeyrSX++LSF/QixtLwSsR8d/sOJOBhyIi+Or7GwwcrzSD2qOkYWr6FB8k0phC3wBOABYBD0nasY7z7Ui67k9nx9uRNJQE2X6Fgeyuyd4/pCEzrpV0ACm5WSvVIe8AzOoSEQtJX36PSvovaQC9q2ptNj/78oT0ZVZ4bLVIaaROSF9gxX8Uda59ruyx1E7ANhExR9KjdW23GOYVrS9kyf+fFR9nUdHvi4qOKeD7ETGloQNFeqR3L3CvpHdJEyg9VGszAX+OiBPKiK1w3XcjzfC2B3CSpI3iywmQrBXxnYVVHaV5sov/st8UWNLZ7F4FNs1aBPWm7qGblwc+zBLFuqQpXwvmKw0RX9s/gX0ltc+e329PGnCyud0PjCzUi0jarPYGkgZIWi1bbwdszJfXs/j9PQT8QNJK2bbdJK2RvdaONPoywI+Bx7Nj9Y6IR4BRpOvoyvJWyncWVo2WAf6QNSFdQBrNdEln//oX8ArwPGlK2mfq2OY+4FBJLwBTSI+iCsYCz0l6JiL2Lyq/HdiGNNJnAL+KiHeyZNOczgR+l8XYjvRed6+1zUrAHyV1yn5/CihU+n/l/Uk6mTTjWjvS6KcjSInlM2DL7PX3gH1J9TXXSFqedFdyYUTMrtQbtXy56ayZleQmtubHUGZmVpLvLMzMrCTfWZiZWUlOFmZmVpKThZmZleRkYWZmJTlZmJlZSf8fqeMYxuZaehkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JFRmzc3ti0jeT6PlUT+rVqMdHl37kicJVGkmrWUgaD/QEmknKBoYS3P1UC5gadmcw08z+YmYLJD0PfEnQPHWVmeWF2xkIvA1kAE+a2YJkxexcWTw6+1GunHwlXVp0YdL5k9in/j5Rh+RcudHPLUGVR2Zmps2ePTvqMFwVYWbc8u4t3DXjLk7rdBoTzprg4064tCRpjpkV2R++P8HtXBnsytvFZRMv45n5z5DVJYuHT3uY6tX8v5WrfPxb7VwpbcrZxJnPn8m076dx54l3MviYwd5brKu0PFk4VwrZm7M59dlTWbh2IU+f8TQXHnFh1CE5l1SeLJzbQ5+v+py+z/Zl887NvHnBm5zc4eSoQ3Iu6Sr01lnn0t2737/LMWOPwTA+uOQDTxSuyvBk4VyCnvviOfo804c2e7Vh5mUzOWLfI6IOybkK481QziXg23Xfcslrl9C9dXcmnj+RRrUbxV/JuUrEaxbOxZFv+fz59T9TK6MWz531nCcKVyV5zcK5OJ787Ene/+F9xvQbQ8sGLaMOx7lIeM3CuRIs37Kcv075Kz3b9eTyLpdHHY5zkfFk4VwJrn7zanJycxjTb4w/cOeqtD1KFpIaSzo8WcE4l0peXvgyLy98mdt63kanpp2iDse5SMVNFpKmS9pLUhNgLvCYpH8kPzTnorMxZyMDJw+k876dub7H9VGH41zkEqlZNDSzzcAfgKfNrBvgTyK5Su1vU//Gqm2rePz3j1Mjo0bU4TgXuUSSRXVJLYBzgElJjse5yE1fMp3H5j7Gdd2v46iWR0UdjnMpIZFkcTvB4EOLzGyWpA7At8kNy7lo7Ni9g6zXs+jQuAO3n3B71OE4lzISec5ihZn9dFHbzBb7NQtXWQ17fxjfrv+Wdy58h7o16kYdjnMpI5GaxYMJljmX1uatnMe9H93LJZ0v4aQOJ0UdjnMppdiahaQewO+A5pKui5m1F8F42CWS9CTQD1htZoeGZU2ACUA7YAlwjpltUHAD+z+BU4HtwMVmNjdcZwBwS7jZ4Wb21J58QOcSkZufy+UTL6dZ3Wbc1+u+qMNxLuWUVLOoCdQnSCgNYl6bgbMS2PY4oE+hshuBaWbWCZgWvgfoC3QKX1nAaPgpuQwFugFdgaGSGiewb+f2yIiZI5izYg4P9n2QJnWaRB2Ocymn2JqFmb0PvC9pnJn9sKcbNrN/S2pXqLg/0DOcfgqYDtwQlj9tZgbMlNQovAOrJzDVzNYDSJpKkIDG72k8zhXnu/XfMeS9IZx+4OmcdUgiv4Ocq3oSucBdS9IYgqajn5Y3sxNLsb99zGxFOL0S2CecbgUsjVkuOywrrvxXJGUR1Epo27ZtKUJzVZGZccWkK6iRUYNRp47yLj2cK0YiyeIF4BHgcSCvvHZsZibJynF7Y4AxAJmZmeW2XVe5jZs3jmnfT2P0aaNptVeRv0OccySWLHLNbHQ57W+VpBZmtiJsZlodli8D2sQs1zosW8bPzVYF5dPLKRZXxa3cupLrp1zPsW2PJeuorKjDcS6lJXLr7OuSrpTUQlKTglcp9zcRGBBODwBeiym/SIHuwKawueptoFfYgWFjoFdY5lyZDXprENt2b+Ox3z9GNXkHzM6VJJGaRcHJ/X9jygzoUNJKksYT1AqaScomuKvpbuB5SZcBPxB0IQIwmeC22UUEt85eAmBm6yXdAcwKlxtWcLHbubKY+PVEnl/wPMNPGM6BzQ6MOhznUp6CG5Aql8zMTJs9e3bUYbgUtSlnE4eMOoSmdZoyJ2uOdxToXEjSHDPLLGpeIl2U15V0S3hHFJI6SepX3kE6V1EGTxvMyq0refx071HWuUQl0lA7FthF8DQ3BBedhyctIueSaMaPMxg9ezSDug2ia6uuUYfjXNpIJFl0NLO/A7sBzGw74Deju7STk5vD5RMvp12jdtxxwh1Rh+NcWknkAvcuSXUILmojqSOwM6lROZcEd/77Tr5e9zVv/+lt6tWsF3U4zqWVRJLFUOAtoI2kZ4GjgYuTGZRz5e3zVZ9z94d3c9ERF9GrY6+ow3Eu7cRNFmY2VdJcoDtB89MgM1ub9MicKydmxlWTr6Jx7cb8o5cPxeJcacRNFpK6hJMFfTq1ldQQ+MHMcpMWmXPlZMp3U/jgxw94+NSHaVq3adThOJeWEmmGGgV0AeYT1CwOBRYADSX9t5lNSWJ8zpWJmXHre7eyX8P9uOzIy6IOx7m0lcjdUMuBI80s08yOAo4EFgOnAH9PZnDOldWkbyYxa/ksbj3uVmpVrxV1OM6lrUSSxQFmtqDgjZl9CRxkZouTF5ZzZZdv+QyZPoSOjTty0REXRR2Oc2ktkWaoBZJGA8+F788FFkqqRfjshXOp6OWFLzNv5TyePuNpf1LbuTJKpGZxMUEHf9eGr8XARQSJ4oSkReZcGeTl5zF0+lAOanYQfzzsj1GH41zaS+TW2R3A/eELSW2AgWZ2L7A1ueE5VzoTFkzgyzVfMuGsCWRUy4g6HOfSXkKd+EtqHo5p8QHB4EP7xFnFucjk5udy2/TbOHyfw31MbefKSbE1C0kNgD8AfwQOAF4G2ptZ6wqKzblSeWb+M3y7/lteOfcVH9TIuXJSUjPUauBT4BZgRjhm9n9VTFjOlc6uvF3c/v7tHNXiKPof2D/qcJyrNEr62TUYqEXwUN7gsANB51La2M/GsmTjEoadMAzJO0d2rrwUmyzMbISZdQcKfp69CrSUdIOkA8qyU0n/I2mBpC8kjZdUW1J7SZ9IWiRpgqSa4bK1wveLwvntyrJvV3nl5OYw/IPh9Gjdg7779406HOcqlbgNuma22MzuMrPDgExgL4Ixs0tFUivgGiDTzA4FMoDzgHuAB8xsf2ADUNA3w2XAhrD8gXA5537lsTmPkb05mztOuMNrFc6Vs0QeyvuJmX0B3By+yrrfOpJ2A3UJOik8keBiOsBTwG3AaIKazW1h+YvAQ5JklXHwcFdq23dv564Zd3H8fsdzYvsTow7HVVG7d+8mOzubnJycqEMpUe3atWndujU1aiT+sOoeJYvyYGbLJN0H/AjsAKYAc4CNMb3YZgOtwulWwNJw3VxJm4CmwC+6SZeUBWQBtG3bNtkfw6WYUbNGsXLrSp4/63mvVbjIZGdn06BBA9q1a5ey30MzY926dWRnZ9O+ffuE16vw+wolNSaoLbQHWgL1gD5l3a6ZjQk7O8xs3rx5WTfn0siWnVu458N76NWxF8fud2zU4bgqLCcnh6ZNm6ZsogCQRNOmTfe49lNsspA0Lfxb3tcITga+N7M1Zrab4PmNo4FGkgpqOq2BZeH0MqBNGEt1oCGwrpxjcmnswU8fZO32tT6utksJqZwoCpQmxpJqFi0k/Q44XdKRkrrEvkodZdD81F1SXQURnwR8CbwHFDxuOwB4LZyeGL4nnP+uX69wBTblbOK+j+6j3wH96Nqqa9ThOFdplXTNYghwK8Gv/MJjURrBBek9ZmafSHoRmAvkAp8BY4A3gOckDQ/LnghXeQL4l6RFwHqCO6ecA+CBmQ+wIWcDw3oOizoU51JCRkYGhx12GLm5ubRv355//etfNGrUqMzbVbwf6ZJuNbO0qt9nZmba7Nmzow7DJdm67eto/8/2nNLxFF4656Wow3GOhQsXcvDBB0caQ/369dm6NejjdcCAARxwwAHcfPOvb2AtKlZJc8wss6jtJtLr7B2STgeOC4umm9mkPYzfuXJ330f3sXXXVm7veXvUoTiXknr06MH8+fPLZVtxk4Wk/wO6As+GRYMk/c7MbiqXCJwrhdXbVjPy05Gcd+h5HLr3oVGH49yvXPvWtcxbOa9ct9l5386M6DMioWXz8vKYNm0al11WPmPPJ/KcxWlAZzPLB5D0FME1BU8WLjL3zLiHnNwchh4/NOpQnEspO3bsoHPnzixbtoyDDz6YU045pVy2m+hDeY0ILi5DcOuqc5FZvmU5o2aP4sLDL+TAZgdGHY5zRUq0BlDe6tSpw7x589i+fTu9e/fm4Ycf5pprrinzdhN5KO//gM8kjQtrFXOAO8u8Z+dK6a4P7iI3P5chxw+JOhTnUlbdunUZOXIk999/P7m5ufFXiCORjgTHA90JHp57CehhZhPKvGfnSuHHTT/y2NzHuLTzpXRo3CHqcJxLaUceeSSHH34448ePL/O2EmqGMrMVBA/HORep4f8eDsAtx90ScSTOpaaC22YLvP766+WyXR9z0qWNxRsWM3beWLK6ZNGmYZuow3GuSvFk4dLGsPeHUb1adW461m/Ec66ilZgsJGVI+qqignGuOF+t/Yp/zf8XV/32Klo0aBF1OM4VKx26ritNjCUmCzPLA76W5ANEuEjd/v7t1KlehxuOviHqUJwrVu3atVm3bl1KJ4yC8Sxq1669R+slcoG7MbBA0qfAtpgdnr5nITpXOl+s/oIJX0zgxmNupHk9H6vEpa7WrVuTnZ3NmjVrog6lRAUj5e2JRJLFraULx7nycdv022hQqwF//d1fow7FuRLVqFFjj0afSyeJdCT4vqT9gE5m9o6kukBG8kNzLqhVvLTwJW497laa1GkSdTjOVVlx74aS9GfgReDRsKgV8Goyg3KuwPB/D6d+zfpc2/3aqENxrkpL5NbZqwiGPd0MYGbfAnsnMyjnABauWcjzC57n6q5Xe63CuYglkix2mtmugjfhONipe6nfVRp3fnAndWvU5boe10UdinNVXiLJ4n1JNwF1JJ0CvACUz/PjzhXjm3XfMP6L8Vz52ytpVrdZ1OE4V+UlkixuBNYAnwNXAJOBMnXMI6mRpBclfSVpoaQekppImirp2/Bv43BZSRopaZGk+ZK6lGXfLj3c9cFd1MqoxfU9ro86FOccifU6mw88BdwB3A48ZWV/4uSfwFtmdhBwBLCQIClNM7NOwLTwPUBfoFP4ygJGl3HfLsV9t/47npn/DP+d+d/sU3+fqMNxzpHY3VCnAd8BI4GHgEWS+pZ2h5IaEozn/QSAme0ys41Af4KkRPj3jHC6P/C0BWYCjSR5fw+V2F0f3EWNjBr+XIVzKSSRZqj7gRPMrKeZHQ+cADxQhn22J2jWGivpM0mPS6oH7BN2hQ6wEij4SdkKWBqzfnZY9guSsiTNljQ71Z+edMX7fsP3PD3/abK6ZHkfUM6lkESSxRYzWxTzfjGwpQz7rA50AUab2ZEEXYjcGLtA2My1R01dZjbGzDLNLLN5c+8SIl3dPeNuqqkafzv6b1GH4pyLUewT3JL+EE7OljQZeJ7gBH42MKsM+8wGss3sk/D9iwTJYpWkFma2ImxmWh3OXwbEDl7QOixzlcyPm35k7Lyx/LnLn2m1168qj865CJVUs/h9+KoNrAKOB3oSNCHVKe0OzWwlsFTSgWHRScCXBCPxDQjLBgCvhdMTgYvCu6K6A5timqtcJXLPjHsAuOEY71nWuVRTbM3CzC5J4n6vBp6VVJOgWesSgsT1vKTLgB+Ac8JlJwOnAouA7eGyrpJZtnkZj3/2OJd0voS2Db1HfOdSTdyOBCW1Jzi5t4tdvixdlJvZPCCziFknFbGsEXQ54iqxv3/4d/Itn8HHDo46FOdcERLpovxVgttcXwfykxuOq4pWbFnBmLljGHDEANo1ahd1OM65IiSSLHLMbGTSI3FV1r0f3cvuvN0MPsZrFc6lqkSSxT8lDQWmADsLCs1sbtKiclXGqq2reGT2I/zp8D/RsUnHqMNxzhUjkWRxGHAhcCI/N0NZ+N65Mrn/4/vZmbeTm469KepQnHMlSCRZnA10iO2m3LnysGbbGh6e9TDnH3o+BzQ9IOpwnHMlSOQJ7i+ARskOxFU9D8x8gB27d3DzsTdHHYpzLo5EahaNgK8kzeKX1yxKfeusc+t3rOfBTx/knN+cw8HND446HOdcHIkki6FJj8JVOQ98/ABbd23lluPKNDSKc66CxE0WZvZ+RQTiqo4NOzYw8tORnHXIWRy696FRh+OcS0AiT3Bv4eceYGsCNYBtZrZXMgNzldfIT0ayeedmbjnWaxXOpYtEahYNCqYliWAwou7JDMpVXptyNjHikxGccdAZHLHvEVGH45xLUCJ3Q/0kHK3uVaB3kuJxldxDnz7ExpyN3HrcrVGH4pzbA4k0Q/0h5m01gg4Ac5IWkV8qNd0AABKiSURBVKu0tuzcwj9m/oN+B/SjS4suUYfjnNsDidwN9fuY6VxgCUFTlHN7ZNSsUazfsd5rFc6loUSuWfj4Ea7Mtu3axn0f30ef/fvQtVXXqMNxzu2hkoZVHVLCemZmdyQhHldJjZ49mrXb1zLkuJK+Vs65VFVSzWJbEWX1gMuApoAnC5eQ7bu3c+9H93Jyh5Pp0aZH1OE450qhpGFV7y+YltQAGEQwpOlzwP3FredcYWPmjGH1ttUMPd47A3AuXZV466ykJpKGA/MJEksXM7vBzFaXdceSMiR9JmlS+L69pE8kLZI0IRyfG0m1wveLwvntyrpvV3F27N7BPR/ewwntTuCYtsdEHY5zrpSKTRaS7gVmAVuAw8zsNjPbUI77HgQsjHl/D/CAme0PbCBo7iL8uyEsfyBczqWJR+c8ysqtKxlyvF+rcC6dlVSzuB5oCdwCLJe0OXxtkbS5LDuV1Bo4DXg8fC+CwZReDBd5CjgjnO4fviecf1K4vEtxy7csZ8h7Qzilwykcv9/xUYfjnCuDkq5Z7NHT3XtoBPA3oKArkabARjPLDd9nA63C6VbA0jCmXEmbwuXXxm5QUhaQBdC2bdskhu4SNeitQezO383o00bj+d259JbMhFAkSf2A1WY2pzy3a2ZjzCzTzDKbN29enpt2pTDpm0m8+OWLDDluiI+t7VwlkMgT3OXtaOB0SacCtYG9gH8CjSRVD2sXrYFl4fLLgDZAtqTqQENgXcWH7RK1dddWrpp8Fb9p/huu/931UYfjnCsHFV6zMLPBZtbazNoB5wHvmtkFwHvAWeFiA4DXwumJ4XvC+e+ameFS1m3Tb+PHTT/yaL9HqZlRM+pwnHPloMKTRQluAK6TtIjgmsQTYfkTQNOw/Drgxojicwn4bMVnjJg5gqwuWRzd9uiow3HOlRNVxh/pmZmZNnv27KjDqHLy8vPo/kR3lm5aysKrFtK4TuOoQ3LO7QFJc8wss6h5UVyzcJXUqFmjmL18NuPPHO+JwrlKJpWaoVway96czU3v3kTvjr059zfnRh2Oc66cebJw5eKaN68hLz+PUaeN8mcqnKuEvBnKldlrX73GK1+9wt0n3U2Hxh2iDsc5lwRes3BlsmXnFga+OZBD9z6U63pcF3U4zrkk8ZqFK5Mh7w1h2eZlPH/W89TIqBF1OM65JPGahSu1OcvnMPLTkfwl8y8+qJFzlZwnC1cqufm5ZE3KYu96e3PXSXdFHY5zLsm8GcqVykOfPsTcFXOZcNYEGtVuFHU4zrkk85qF22NLNy3llndvoe/+fTn7kLOjDsc5VwE8Wbg9dvWbV5Nv+f5MhXNViDdDuT3yysJXeO3r1/j7yX+nXaN2UYfjnKsgXrNwCdu8czNXv3k1h+9zONd2vzbqcJxzFchrFi5ht757K8u3LOelc17yZyqcq2K8ZuESMmvZLB789EGu/O2VdGvdLepwnHMVzJOFi6vgmYp96+/LnSfeGXU4zrkIeDOUi2vkJyOZt3IeL5z9Ag1rN4w6HOdcBCq8ZiGpjaT3JH0paYGkQWF5E0lTJX0b/m0clkvSSEmLJM2X1KWiY67Kftj4A7e+dyv9DujHmQefGXU4zrmIRNEMlQtcb2aHAN2BqyQdQjC29jQz6wRM4+extvsCncJXFjC64kOumsyMqyZfBcBDfR/yZyqcq8IqPFmY2QozmxtObwEWAq2A/sBT4WJPAWeE0/2Bpy0wE2gkqUUFh10lvbzwZd749g2G9RzGfo32izoc51yEIr3ALakdcCTwCbCPma0IZ60E9gmnWwFLY1bLDssKbytL0mxJs9esWZO0mKuKTTmbuPrNq+m8b2cGdR8UdTjOuYhFliwk1QdeAq41s82x88zMANuT7ZnZGDPLNLPM5s2bl2OkVdPN797Myq0rGdNvDNWr+X0QzlV1kSQLSTUIEsWzZvZyWLyqoHkp/Ls6LF8GtIlZvXVY5pLkk+xPGDVrFAO7DuS3rX4bdTjOuRQQxd1QAp4AFprZP2JmTQQGhNMDgNdiyi8K74rqDmyKaa5y5Wx33m6yJmXRskFLhp84POpwnHMpIor2haOBC4HPJc0Ly24C7gael3QZ8ANwTjhvMnAqsAjYDlxSseFWLSNmjmD+qvm8fM7L7FVrr6jDcc6liApPFmY2AyjuHsyTiljegKuSGpQDYMnGJQydPpTTDzydMw46I/4Kzrkqw7v7cMDPz1RUUzUe7PugP1PhnPsFv83FAfDily8y+dvJPND7Ado2bBt1OM65FOM1C8fGnI1c89Y1dGnRhYFdB0YdjnMuBXnNwnHTtJtYvW01k86f5M9UOOeK5DWLKu7jpR/zyOxHuKbrNRzV8qiow3HOpShPFlVYwTMVrfZqxbAThkUdjnMuhXmbQxX2j4//wRerv+DVc1+lQa0GUYfjnEthXrOoohZvWMzt79/Ofx30X/Q/qH/U4TjnUpwniyrIzLjyjSvJqJbByL4jow7HOZcGvBmqCpqwYAJvf/c2/+zzT1rv1TrqcJxzacBrFlXMhh0buPata8lsmclVv/VeVJxzifGaRRUzeNpg1mxfw5sXvElGtYyow3HOpQmvWVQhH/74IY/OeZRru13LkS2OjDoc51wa8WRRRezK28UVk66gbcO23H7C7VGH45xLM94MVUXc/9H9LFizgNfPf536NetHHY5zLs14zaIK+G79dwz79zDOPPhM+h3QL+pwnHNpyJNFJWdm/Pcb/02NajX8mQrnXKl5M1QlN/6L8UxdPJWH+j5EywYtow7HOZem0qZmIamPpK8lLZJ0Y9TxpIP1O9bzP2//D91adeMvmX+JOhznXBpLi5qFpAzgYeAUIBuYJWmimX0ZbWSp7YapN7Bu+zqm/GmKP1PhnCuTtEgWQFdgkZktBpD0HNAfKNdksX7Heo4de2x5bjIyZsbCtQv539/9L0fse0TU4Tjn0ly6JItWwNKY99lAt9gFJGUBWQBt25ZuDOkMZXBI80NKGWLqOaXDKQw9fmjUYTjnKoF0SRZxmdkYYAxAZmamlWYbDWs35IWzXyjXuJxzrjJIlwvcy4A2Me9bh2XOOecqQLoki1lAJ0ntJdUEzgMmRhyTc85VGWnRDGVmuZIGAm8DGcCTZrYg4rCcc67KSItkAWBmk4HJUcfhnHNVUbo0QznnnIuQJwvnnHNxebJwzjkXlycL55xzccmsVM+vpTRJa4AfyrCJZsDacgonmTzO8pUucUL6xOpxlr9kxrqfmTUvakalTBZlJWm2mWVGHUc8Hmf5Spc4IX1i9TjLX1SxejOUc865uDxZOOeci8uTRdHGRB1AgjzO8pUucUL6xOpxlr9IYvVrFs455+LymoVzzrm4PFk455yLq8omC0l9JH0taZGkG4uYX0vShHD+J5LaVXyUIKmNpPckfSlpgaRBRSzTU9ImSfPC15CIYl0i6fMwhtlFzJekkeExnS+pSwQxHhhznOZJ2izp2kLLRHY8JT0pabWkL2LKmkiaKunb8G/jYtYdEC7zraQBEcR5r6Svwn/bVyQ1KmbdEr8nFRDnbZKWxfz7nlrMuiWeIyoo1gkxcS6RNK+YdZN/TM2syr0Iujn/DugA1AT+AxxSaJkrgUfC6fOACRHF2gLoEk43AL4pItaewKQUOK5LgGYlzD8VeBMQ0B34JAW+BysJHkRKieMJHAd0Ab6IKfs7cGM4fSNwTxHrNQEWh38bh9ONKzjOXkD1cPqeouJM5HtSAXHeBvw1ge9GieeIioi10Pz7gSFRHdOqWrPoCiwys8Vmtgt4DuhfaJn+wFPh9IvASZJUgTECYGYrzGxuOL0FWEgwJnk66g88bYGZQCNJLSKM5yTgOzMry9P+5crM/g2sL1Qc+118CjijiFV7A1PNbL2ZbQCmAn0qMk4zm2JmueHbmQQjWkaqmOOZiETOEeWqpFjDc885wPhkxlCSqposWgFLY95n8+sT8E/LhP8BNgFNKyS6YoRNYUcCnxQxu4ek/0h6U9JvKjSwnxkwRdIcSVlFzE/kuFek8yj+P18qHM8C+5jZinB6JbBPEcuk2rG9lKAWWZR435OKMDBsLnuymGa9VDuexwKrzOzbYuYn/ZhW1WSRdiTVB14CrjWzzYVmzyVoSjkCeBB4taLjCx1jZl2AvsBVko6LKI64wuF5TwdeKGJ2qhzPX7GgzSGl73eXdDOQCzxbzCJRf09GAx2BzsAKguadVHc+Jdcqkn5Mq2qyWAa0iXnfOiwrchlJ1YGGwLoKia4QSTUIEsWzZvZy4flmttnMtobTk4EakppVcJiY2bLw72rgFYKqfKxEjntF6QvMNbNVhWekyvGMsaqguS78u7qIZVLi2Eq6GOgHXBAmtl9J4HuSVGa2yszyzCwfeKyY/afE8YSfzj9/ACYUt0xFHNOqmixmAZ0ktQ9/YZ4HTCy0zESg4I6Ss4B3i/vyJ1PYVvkEsNDM/lHMMvsWXE+R1JXg37VCE5ukepIaFEwTXOz8otBiE4GLwruiugObYppXKlqxv9RS4XgWEvtdHAC8VsQybwO9JDUOm1V6hWUVRlIf4G/A6Wa2vZhlEvmeJFWh62T/Vcz+EzlHVJSTga/MLLuomRV2TJN59TyVXwR35nxDcMfDzWHZMIIvOkBtgiaKRcCnQIeI4jyGoNlhPjAvfJ0K/AX4S7jMQGABwR0bM4HfRRBnh3D//wljKTimsXEKeDg85p8DmREd03oEJ/+GMWUpcTwJEtgKYDdBO/llBNfKpgHfAu8ATcJlM4HHY9a9NPy+LgIuiSDORQTt/AXf04K7CVsCk0v6nlRwnP8Kv3/zCRJAi8Jxhu9/dY6o6FjD8nEF382YZSv8mHp3H8455+Kqqs1Qzjnn9oAnC+ecc3F5snDOOReXJwvnnHNxebJwzjkXlycLl5Ik3aygl935YU+a3cLyxyUdUk77WBLvYTtJNxV6/1E57Pfh8DN9KWlHTK+iZ0maXFxvrWXYXzUFvf1+EfZMOktS+3DeTfHWdw58pDyXgiT1AP4B9DSzneEJvaaZLS/n/SwheNZjbQnLbDWz+uW535httyPo3fbQZGw/Zj/nA2cC55hZvqTWwDYz25DMz+cqF69ZuFTUAlhrZjsBzGxtQaKQNF1SZji9VcEYCgskvSOpazh/saTTw2UulvRQwYYlTZLUs/AOJb0adsK2oKAjNkl3A3XCX/3PFuwz/Ktw3wW/1s8Ny3uGMbyoYGyHZwueBk9EQW1HUrtw/XGSvgm3c7KkDxWMV9E1XL6egs7wPpX0maSiekZtAaywoHsLzCw7TBRFfb4/hduaJ+lRSRkxx/qB8PhMk9Q8LL8mrCHNl/Rcop/TpaFkP5XoL3/t6QuoT/AE8DfAKOD4mHnTCZ/8JniyvW84/QowBagBHAHMC8svBh6KWX8SQY0FYsYA4OenousQdJXQNHy/tVBsW8O/ZxJ0A55B0AvsjwQn5Z4EPRS3Jvgx9jFBJ29Ffc52FBq7oCCmcF4ucFi4nTnAkwRPwfcHXg2Xvwv4UzjdKDxm9Qpts3W43XkEneYdWfjzhNMHA68DNcL3o4CLYo71BeH0kIJjCiwHahXsP+rvjr+S9/KahUs5FnTidxSQBawBJijooK6wXcBb4fTnwPtmtjucbreHu71GUkH3Hm2ATnGWPwYYb0GHdKuA94HfhvM+teDXez7BCXpPYynwvZl9Hm5nATDNzIxffr5ewI0KRlCbTtBNTdvYjVjQp9CBwGAgH5gm6aQi9ncSwXGfFW7vJIKuJAjXK+jI7pnw80PQZcazkv5EkNxcJVU96gCcK4qZ5RGc/KZL+pygA71xhRbbHZ48ITiZFTRb5SvoqROCE1jsj6LahfcVNkudDPQws+2Sphe13B7YGTOdR+n/n8VuJz/mfX7MNgWcaWZfl7QhC5r03gTelLSKYAClaYUWE/CUmQ1OILaC434awQhvvwdulnSY/TwAkqtEvGbhUo6CcbJjf9l3Bko7mt0SoHN4R1Abiu66uSGwIUwUBxEM+Vpgt4Iu4gv7ADhXUkbYfn8cQYeTFe1t4OqC6yKSjiy8gKQuklqG09WAw/n5eMZ+vmnAWZL2DpdtImm/cF41gt6XAf4IzAi31cbM3gNuIDiOfrG8kvKahUtF9YEHw1tIcwl6My3t6F8fAt8DXxIMSTu3iGXeAv4iaSHwNUFTVIExwHxJc83sgpjyV4AeBD19GvA3M1sZJpuKdAcwIoyxGsFn7Vdomb2BxyTVCt9/ChRc9P/F55N0C8GIa9UIej+9iiCxbAO6hvNXA+cSXK95RlJDglrJSDPbmKwP6qLlt8465+LyW2ydN0M555yLy2sWzjnn4vKahXPOubg8WTjnnIvLk4Vzzrm4PFk455yLy5OFc865uP4/0yytLL+A/FMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "[9797, 9599, 9327, 9065, 8904, 8831, 8774, 8743, 8721, 8698, 8678, 8662, 8658, 8656, 8655, 8655, 8655, 8655, 8655]\n",
            "[203, 401, 673, 935, 893, 768, 553, 322, 183, 133, 96, 81, 63, 42, 23, 7, 3, 1, 0]\n",
            "[0, 0, 0, 0, 203, 401, 673, 935, 1096, 1169, 1226, 1257, 1279, 1302, 1322, 1338, 1342, 1344, 1345]\n",
            "[[], [9797, 9594, 9336, 9088, 8890, 8778, 8697, 8646, 8598, 8563, 8535, 8527, 8519, 8516, 8514, 8514, 8514, 8514, 8514], [9797, 9599, 9327, 9065, 8904, 8831, 8774, 8743, 8721, 8698, 8678, 8662, 8658, 8656, 8655, 8655, 8655, 8655, 8655]]\n",
            "[[], [203, 406, 664, 912, 907, 816, 639, 442, 292, 215, 162, 119, 79, 47, 21, 13, 5, 2, 0], [203, 401, 673, 935, 893, 768, 553, 322, 183, 133, 96, 81, 63, 42, 23, 7, 3, 1, 0]]\n",
            "[[], [0, 0, 0, 0, 203, 406, 664, 912, 1110, 1222, 1303, 1354, 1402, 1437, 1465, 1473, 1481, 1484, 1486], [0, 0, 0, 0, 203, 401, 673, 935, 1096, 1169, 1226, 1257, 1279, 1302, 1322, 1338, 1342, 1344, 1345]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "[9797, 9597, 9353, 9120, 8925, 8830, 8775, 8741, 8719, 8706, 8701, 8696, 8693, 8686, 8683, 8681, 8680, 8680, 8680, 8680, 8680]\n",
            "[203, 403, 647, 880, 872, 767, 578, 379, 206, 124, 74, 45, 26, 20, 18, 15, 13, 6, 3, 1, 0]\n",
            "[0, 0, 0, 0, 203, 403, 647, 880, 1075, 1170, 1225, 1259, 1281, 1294, 1299, 1304, 1307, 1314, 1317, 1319, 1320]\n",
            "[[], [9797, 9594, 9336, 9088, 8890, 8778, 8697, 8646, 8598, 8563, 8535, 8527, 8519, 8516, 8514, 8514, 8514, 8514, 8514], [9797, 9599, 9327, 9065, 8904, 8831, 8774, 8743, 8721, 8698, 8678, 8662, 8658, 8656, 8655, 8655, 8655, 8655, 8655], [9797, 9597, 9353, 9120, 8925, 8830, 8775, 8741, 8719, 8706, 8701, 8696, 8693, 8686, 8683, 8681, 8680, 8680, 8680, 8680, 8680]]\n",
            "[[], [203, 406, 664, 912, 907, 816, 639, 442, 292, 215, 162, 119, 79, 47, 21, 13, 5, 2, 0], [203, 401, 673, 935, 893, 768, 553, 322, 183, 133, 96, 81, 63, 42, 23, 7, 3, 1, 0], [203, 403, 647, 880, 872, 767, 578, 379, 206, 124, 74, 45, 26, 20, 18, 15, 13, 6, 3, 1, 0]]\n",
            "[[], [0, 0, 0, 0, 203, 406, 664, 912, 1110, 1222, 1303, 1354, 1402, 1437, 1465, 1473, 1481, 1484, 1486], [0, 0, 0, 0, 203, 401, 673, 935, 1096, 1169, 1226, 1257, 1279, 1302, 1322, 1338, 1342, 1344, 1345], [0, 0, 0, 0, 203, 403, 647, 880, 1075, 1170, 1225, 1259, 1281, 1294, 1299, 1304, 1307, 1314, 1317, 1319, 1320]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "[9797, 9585, 9309, 9045, 8878, 8792, 8713, 8655, 8609, 8564, 8534, 8518, 8507, 8499, 8495, 8494, 8493, 8493, 8493, 8493, 8493]\n",
            "[203, 415, 691, 955, 919, 793, 596, 390, 269, 228, 179, 137, 102, 65, 39, 24, 14, 6, 2, 1, 0]\n",
            "[0, 0, 0, 0, 203, 415, 691, 955, 1122, 1208, 1287, 1345, 1391, 1436, 1466, 1482, 1493, 1501, 1505, 1506, 1507]\n",
            "[[], [9797, 9594, 9336, 9088, 8890, 8778, 8697, 8646, 8598, 8563, 8535, 8527, 8519, 8516, 8514, 8514, 8514, 8514, 8514], [9797, 9599, 9327, 9065, 8904, 8831, 8774, 8743, 8721, 8698, 8678, 8662, 8658, 8656, 8655, 8655, 8655, 8655, 8655], [9797, 9597, 9353, 9120, 8925, 8830, 8775, 8741, 8719, 8706, 8701, 8696, 8693, 8686, 8683, 8681, 8680, 8680, 8680, 8680, 8680], [9797, 9585, 9309, 9045, 8878, 8792, 8713, 8655, 8609, 8564, 8534, 8518, 8507, 8499, 8495, 8494, 8493, 8493, 8493, 8493, 8493]]\n",
            "[[], [203, 406, 664, 912, 907, 816, 639, 442, 292, 215, 162, 119, 79, 47, 21, 13, 5, 2, 0], [203, 401, 673, 935, 893, 768, 553, 322, 183, 133, 96, 81, 63, 42, 23, 7, 3, 1, 0], [203, 403, 647, 880, 872, 767, 578, 379, 206, 124, 74, 45, 26, 20, 18, 15, 13, 6, 3, 1, 0], [203, 415, 691, 955, 919, 793, 596, 390, 269, 228, 179, 137, 102, 65, 39, 24, 14, 6, 2, 1, 0]]\n",
            "[[], [0, 0, 0, 0, 203, 406, 664, 912, 1110, 1222, 1303, 1354, 1402, 1437, 1465, 1473, 1481, 1484, 1486], [0, 0, 0, 0, 203, 401, 673, 935, 1096, 1169, 1226, 1257, 1279, 1302, 1322, 1338, 1342, 1344, 1345], [0, 0, 0, 0, 203, 403, 647, 880, 1075, 1170, 1225, 1259, 1281, 1294, 1299, 1304, 1307, 1314, 1317, 1319, 1320], [0, 0, 0, 0, 203, 415, 691, 955, 1122, 1208, 1287, 1345, 1391, 1436, 1466, 1482, 1493, 1501, 1505, 1506, 1507]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "[9797, 9599, 9314, 9069, 8881, 8791, 8731, 8681, 8657, 8635, 8625, 8619, 8618, 8616, 8615, 8615, 8615, 8615, 8615]\n",
            "[203, 401, 686, 931, 916, 808, 583, 388, 224, 156, 106, 62, 39, 19, 10, 4, 3, 1, 0]\n",
            "[0, 0, 0, 0, 203, 401, 686, 931, 1119, 1209, 1269, 1319, 1343, 1365, 1375, 1381, 1382, 1384, 1385]\n",
            "[[], [9797, 9594, 9336, 9088, 8890, 8778, 8697, 8646, 8598, 8563, 8535, 8527, 8519, 8516, 8514, 8514, 8514, 8514, 8514], [9797, 9599, 9327, 9065, 8904, 8831, 8774, 8743, 8721, 8698, 8678, 8662, 8658, 8656, 8655, 8655, 8655, 8655, 8655], [9797, 9597, 9353, 9120, 8925, 8830, 8775, 8741, 8719, 8706, 8701, 8696, 8693, 8686, 8683, 8681, 8680, 8680, 8680, 8680, 8680], [9797, 9585, 9309, 9045, 8878, 8792, 8713, 8655, 8609, 8564, 8534, 8518, 8507, 8499, 8495, 8494, 8493, 8493, 8493, 8493, 8493], [9797, 9599, 9314, 9069, 8881, 8791, 8731, 8681, 8657, 8635, 8625, 8619, 8618, 8616, 8615, 8615, 8615, 8615, 8615]]\n",
            "[[], [203, 406, 664, 912, 907, 816, 639, 442, 292, 215, 162, 119, 79, 47, 21, 13, 5, 2, 0], [203, 401, 673, 935, 893, 768, 553, 322, 183, 133, 96, 81, 63, 42, 23, 7, 3, 1, 0], [203, 403, 647, 880, 872, 767, 578, 379, 206, 124, 74, 45, 26, 20, 18, 15, 13, 6, 3, 1, 0], [203, 415, 691, 955, 919, 793, 596, 390, 269, 228, 179, 137, 102, 65, 39, 24, 14, 6, 2, 1, 0], [203, 401, 686, 931, 916, 808, 583, 388, 224, 156, 106, 62, 39, 19, 10, 4, 3, 1, 0]]\n",
            "[[], [0, 0, 0, 0, 203, 406, 664, 912, 1110, 1222, 1303, 1354, 1402, 1437, 1465, 1473, 1481, 1484, 1486], [0, 0, 0, 0, 203, 401, 673, 935, 1096, 1169, 1226, 1257, 1279, 1302, 1322, 1338, 1342, 1344, 1345], [0, 0, 0, 0, 203, 403, 647, 880, 1075, 1170, 1225, 1259, 1281, 1294, 1299, 1304, 1307, 1314, 1317, 1319, 1320], [0, 0, 0, 0, 203, 415, 691, 955, 1122, 1208, 1287, 1345, 1391, 1436, 1466, 1482, 1493, 1501, 1505, 1506, 1507], [0, 0, 0, 0, 203, 401, 686, 931, 1119, 1209, 1269, 1319, 1343, 1365, 1375, 1381, 1382, 1384, 1385]]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gpuvLuSFN1Ex",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from statistics import mean\n",
        "SC = SS[1]\n",
        "IC = II[1]\n",
        "RC = RR[1]\n",
        "TC = TT[1]\n",
        "for i in range(2,10):\n",
        "  SC = [mean(i) for i in zip(SC,SS[i])] \n",
        "  IC = [mean(i) for i in zip(IC,II[i])] \n",
        "  RC = [mean(i) for i in zip(RC,RR[i])] \n",
        "  TC = [mean(i) for i in zip(TC,TT[i])] \n",
        "\n",
        "plt.plot(TC, SC, 'b', TC, IC, 'r', TC, RC, 'g')\n",
        "plt.xlabel('Simulation Time Steps')\n",
        "plt.title('Average of 100 Iterations: SIR Curve')\n",
        "plt.ylabel('Number of Agents')\n",
        "plt.legend((\"Susceptible\", \"Infected\", \"Recovered\"),loc='center right')\n",
        "plt.show()  \n",
        "  \n",
        "plt.plot(TC, SC, 'b')\n",
        "plt.xlabel('Simulation Time Steps')\n",
        "plt.title('Average of 100 Iterations: Susceptible Curve')\n",
        "plt.ylabel('Number of Agents')\n",
        "plt.legend((\"Susceptible\"),loc='center right')\n",
        "plt.show()\n",
        "\n",
        "plt.plot(TC, IC, 'r')\n",
        "plt.xlabel('Simulation Time Steps')\n",
        "plt.title('Average of 100 Iterations: Infected Curve')\n",
        "plt.ylabel('Number of Agents')\n",
        "plt.legend((\"Infected\"),loc='center right')\n",
        "plt.show()\n",
        "\n",
        "plt.plot(TC, RC, 'g')\n",
        "plt.xlabel('Simulation Time Steps')\n",
        "plt.title('Average of 100 Iterations: Recovered Curve')\n",
        "plt.ylabel('Number of Agents')\n",
        "plt.legend((\"Recovered\"),loc='center right')\n",
        "plt.show()  \n",
        "\n",
        "\n",
        "  \n"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}