{
   "cells": [
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:center;\">\n",
            "\n",
            "<h1>\n",
            "Graph project: Epidemic spreading <br/>\n",
            "ENSEEIHT SN <br/>\n",
            "</h1>\n",
            "\n",
            "<h3>\n",
            "FAINSIN Laurent <br/>\n",
            "GUILLOTIN Damien\n",
            "</h3>"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "## Introduction\n",
            "    \n",
            "As you know, a new epidemic has overwhelmed the world, COVID-19 jeopardizes people and changes our habits. It is easy to realise that knowing how illnesses spread is vital to our own protection. How can we predict whether a disease will cause an epidemic, how many people it will infect, which people it will infect, and whether or not it is dangerous to society as a whole ? Also, how can we determine which techniques to use in fighting an epidemic once it begins ? One way to answer all of these questions is through **mathematical modeling**.\n",
            "\n",
            "In this work you will have to review different epidemic modelings relying all on the representation by graphs of a human network called a **contact network**. A vertex in a contact network represents an individual and an edge between two vertices represents a contact between two individuals. The disease only spread from individual to individual if they are in contact, so through the edges. This representation is actually really common in research, and a lot of state-of-the-art modeling are built over it. From these different models you will be asked to draw conclusions from experiments on varying contact networks.\n",
            "\n",
            "For readability and ease of use, this project will be carried on a Jupyter Notebook, hence code and question answering have to be written in this unique file. This is a **DUO** project, no group of one person will be accepted, the duo has to be composed of same TD group students, if the number of students in the TD group is odd we will accept one group composed of three students.\n",
            "\n",
            "**BEWARE:**\n",
            "- If the code does not provide good results, its readability as well as its comments are essential for the corrector to potentially find some notation points.\n",
            "- The specifications of the functions have to be strictly respected.\n",
            "- Do not neglect written questions they stand for an important part of the notation, you are not only evaluated on the coding. Also, even so a written question may not ask you directly to code or provide results from code, support your arguments when possible with a runable example is very welcome and sometimes even expected.\n",
            "- Any initiatives and additional efforts bringing contents and thoughts out of the question scope may result in bonus points if pertinent.\n",
            "\n",
            "Deliverable: You will deliver your work on moodle before **23.01.2022** in a **.tar** containing the notebook with your codes and your written answers, and the different graph figures in .png you will generate. The corrector will use the student N7 computers for running your code, so take care of verifying that your work is running as expected on these computers !"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "## Environment and packages installation\n",
            "\n",
            "**mathematical modeling**: For evaluation, coding questions have to run with no additional packages ! Only the ones present here ! However if you want to use another package to go further in your answer and add bonus contents, take care of separating the cells and precising which packages you are using."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 97,
         "metadata": {},
         "outputs": [],
         "source": [
            "# Import originaux, qui ne fonctionnent pas avec toutes les version de Julia\n",
            "# De plus Lightgraph est déprécié, depuis genre 2 ans\n",
            "\n",
            "# using Pkg\n",
            "# Pkg.activate(\".\") # Path to Manifest.toml and Project.toml\n",
            "# using LightGraphs\n",
            "# using GraphPlot\n",
            "# using Colors\n",
            "# using CairoMakie\n",
            "# using StatsBase\n",
            "# using Plots\n",
            "# using JLD2\n",
            "# using Compose"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 98,
         "metadata": {
            "scrolled": true
         },
         "outputs": [
            {
               "name": "stderr",
               "output_type": "stream",
               "text": [
                  "\u001b[32m\u001b[1m  Activating\u001b[22m\u001b[39m project at `~/Documents/Cours/ENSEEIHT/S7 - Graphes/projet`\n",
                  "\u001b[32m\u001b[1m  No Changes\u001b[22m\u001b[39m to `~/Documents/Cours/ENSEEIHT/S7 - Graphes/projet/Project.toml`\n",
                  "\u001b[32m\u001b[1m  No Changes\u001b[22m\u001b[39m to `~/Documents/Cours/ENSEEIHT/S7 - Graphes/projet/Manifest.toml`\n"
               ]
            }
         ],
         "source": [
            "# Import packages\n",
            "# Marche en Julia 1.8.0 et sur les machines de l'enseeiht\n",
            "using Pkg\n",
            "Pkg.activate(\".\") # Path to Manifest.toml and Project.toml\n",
            "Pkg.resolve()\n",
            "\n",
            "# Remplace LightGraph\n",
            "using Graphs\n",
            "using Graphs: smallgraph\n",
            "using Graphs: stochastic_block_model\n",
            "using Graphs: barabasi_albert\n",
            "using Graphs: random_regular_graph\n",
            "using GraphPlot\n",
            "\n",
            "using Colors\n",
            "using CairoMakie\n",
            "using StatsBase\n",
            "using Plots\n",
            "using JLD2\n",
            "using Compose\n",
            "using Random"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "## Part 1 - SIS model\n",
            "\n",
            "SIS is a compartmental model, ie a model where the population is divided into subgroups that represent the disease status of its members. SIS stands for Susceptible $\\rightarrow$ Infected $\\rightarrow$ Susceptible where the susceptible group contains those who remain susceptible to the infection, and the infected group consists of those who not only have the disease but are also in the contagious period of the disease.\n",
            "\n",
            "\n",
            "Combine with a contact network approach, this model can capture contact patterns (family, company, friends). Each vertex represents an individual in the host population, and contacts between two individuals are represented by an edge that connects the two. The probability of transmitting the disease from an infected to a susceptible individual along one of these edges or contacts is $\\beta$ (=**mathematical modeling**).\n",
            "\n",
            "In order for a disease to begin spreading through a network, the disease must be introduced into the population, either through infecting a proportion of the population or through infecting one individual. As time moves forward, the disease will spread away from those initially infected, and two things may occur simultaneously at each time step $t$. First, each infected individual will spread disease to each of its contacts with a probability $\\beta$. Secondly, each infectious individual will recover at a rate, $\\alpha$, at which point the individual will then no longer infect any of its contacts. After the disease has run its course, we can determine how the disease affected the network by calculating various quantities that help us better understand the outbreak.\n",
            "\n",
            "###### P. Van Mieghem, J. Omic, R. E. Kooij, _“Virus Spread in Networks”_, IEEE/ACM Transaction on Networking (2009)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "### 1.1 Contact networks sample"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 99,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\"\n     width=\"100mm\" height=\"25mm\"\n     viewBox=\"0 0 4 1\" preserveAspectRatio=\"none\"\n     shape-rendering=\"crispEdges\" stroke=\"none\">\n<rect width=\".96\" height=\".96\" x=\"0\" y=\"0\" fill=\"#20B2AA\" />\n<rect width=\".96\" height=\".96\" x=\"1\" y=\"0\" fill=\"#FFA500\" />\n<rect width=\".96\" height=\".96\" x=\"2\" y=\"0\" fill=\"#800080\" />\n<rect width=\".96\" height=\".96\" x=\"3\" y=\"0\" fill=\"#FF0000\" />\n</svg>",
                  "text/plain": [
                     "4-element Array{RGB{N0f8},1} with eltype RGB{FixedPointNumbers.N0f8}:\n",
                     " RGB{N0f8}(0.125,0.698,0.667)\n",
                     " RGB{N0f8}(1.0,0.647,0.0)\n",
                     " RGB{N0f8}(0.502,0.0,0.502)\n",
                     " RGB{N0f8}(1.0,0.0,0.0)"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Susceptible, Infected, Recovered, Alerted\n",
            "node_colors = [colorant\"lightseagreen\", colorant\"orange\", colorant\"purple\", colorant\"red\"]"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 100,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# karat7: A graph representing the karate club of N7 and the connections between the persons in this club. There are 34 people in this network. It is actually inspired by one of the most famous problem in graph theory: the Zachary's karate club.\n",
            "\n",
            "karat7 = smallgraph(:karate)\n",
            "nodecolor = [node_colors[1]]\n",
            "plot = gplot(karat7, nodefillc = nodecolor)\n",
            "draw(PNG(\"img/q0_1.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 101,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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         ],
         "source": [
            "# n7_2A: A graph representing the second year students at N7. Each department (SN, MF2E, 3EA) form a community where connections are denser, connections between department are rarer.\n",
            "\n",
            "n = [100, 70, 50]\n",
            "c = [[10, 0, 0] [0.1, 10, 0] [0.1, 0.1, 10]]\n",
            "n7_2A = stochastic_block_model(c, n)\n",
            "nodecolor = [node_colors[1]]\n",
            "plot = gplot(n7_2A, nodefillc = nodecolor)\n",
            "draw(PNG(\"img/q0_2.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 102,
         "metadata": {},
         "outputs": [
            {
               "data": {
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# toulouse_neigh: A graph representing a neighborhood composed of 1000 people in Toulouse.\n",
            "\n",
            "toulouse_neigh = barabasi_albert(1000, 1)\n",
            "nodecolor = [node_colors[1]]\n",
            "plot = gplot(toulouse_neigh, nodefillc = nodecolor)\n",
            "draw(PNG(\"img/q0_3.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "  \n",
            "### 1.2 Introduce the infection\n",
            "    \n",
            "We denote by `state` a vector containing the disease status of each vertex where Susceptible=0 and Infected=1. Then `state` is an `Array{Int32,1}` of length the number of vertices. This array in addition of a graph (represented internally by an adjacency matrix or an adjacency list) will be the data structure of our model.\n",
            "    \n",
            "In `Array{Int32,1}`, `Int32` refers to the kind of data in the array, here 32 bits integers, `1` refers to the dimension of the array, here we have a 1-dimensional structure so a vector"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cornflowerblue\">Question 1 (code):</strong> For each graph in the graph sample (`state`, `n7_2A`, `toulouse_neigh`) initialize the state array by assigning each vertex to susceptible and add randomly one or numerous infected people. Save the graph as a .png image using `state` and `Int32`, infected should appear in a different color (`colorant\"orange\"`).\n",
            "    \n",
            "Due to a bug on certain version of Jupyter Notebook, the graph figures should be saved in a file and not plot inside the notebook !!!\n",
            "    \n",
            "Gplot GitHub: <https://github.com/JuliaGraphs/GraphPlot.jl>\n",
            "    \n",
            "Gplot examples: <https://juliagraphs.org/GraphPlot.jl/>"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 103,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "new_state (generic function with 1 method)"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "function new_state(net, ni)\n",
            "    return shuffle(vcat(\n",
            "        ones(Int, ni),\n",
            "        zeros(Int, nv(net) - ni)\n",
            "    ))\n",
            "end"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 104,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                     "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
                     "{amount:d,amount2:0.5-d/2})};a.filter.contrast.toString=function(){return this()}});return C});\n",
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Infect Karat7\n",
            "karat7_state = new_state(karat7, 5)\n",
            "nodefillc = node_colors[karat7_state.+1]\n",
            "plot = gplot(karat7, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q1_1.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 105,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.8274509803921568,0.8274509803921568,0.8274509803921568,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.20225995873897262mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.8274509803921568,0.8274509803921568,0.8274509803921568,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([Compose.Form{Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}}(Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}[Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.30020936656873354cx, 0.7559414734184997cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.38000600018466546cx, 0.5048611246096117cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6425438532000911cx, 0.6309277657727876cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.8484216752138198cx, 0.44056296823769925cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6231105586806844cx, 0.39998523601626523cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6778894889115583cx, 0.31672753466109316cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5784760935818574cx, 0.5696142649189151cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5483376708997167cx, 0.7812916077606336cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5177709875090193cx, 0.6483325966591476cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.7641791403449343cx, 0.5959883286857153cy), 0.006741998624632421w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5488626853273229cx, 0.3902618322536cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.335370561955987cx, -0.002574332126644263cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.8270020589818675cx, 0.5275556268119199cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6842338055718116cx, 0.21959324050630125cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5796501148820983cx, 0.47524206074266884cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6420047254584282cx, 0.46570783868217647cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.41950912656384065cx, 0.5213263573989313cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6252186153674946cx, 0.6292877347941888cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6290931411828673cx, 0.32256303798135266cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5441337890634423cx, 0.23601591452221848cy), 0.006741998624632421w)], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Infect n7_2A\n",
            "n7_2A_state = new_state(n7_2A, 10)\n",
            "nodefillc = node_colors[n7_2A_state.+1]\n",
            "plot = gplot(n7_2A, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q1_2.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 106,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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            }
         ],
         "source": [
            "# Infect Toulouse_neigh\n",
            "toulouse_neigh_state = new_state(toulouse_neigh, 50)\n",
            "nodefillc = node_colors[toulouse_neigh_state.+1]\n",
            "plot = gplot(toulouse_neigh, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q1_3.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cornflowerblue\">Question 2 (written):</strong> What do you think/predict about the influence of the initial number of infected people and their locations on the evolution of an SIS model epidemic ?\n",
            "\n",
            "> Plus le nombre initial d'infectés sera élevé, et plus l'épidémie va se propager rapidement. De plus, plus la répartition initial des infectés dans la population est uniforme, plus la propagation de l'épidemie sera rapide."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "  \n",
            "### 1.3 Spread the infection"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "      \n",
            "<strong style=\"color:cornflowerblue\">Question 3 (code):</strong> Implement the function `SIS` (respect the header and the specifications). You can use `state` to translate the probabilities. Test your algorithm on `karat7`, `n7_2A`, and `toulouse_neigh` with arbitrary $\\beta$, $\\alpha$, and $t$.\n",
            "    \n",
            "###### The corrector should be able to write `new_state = SIS(net,state,beta,alpha,t)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 107,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "SIS"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "function SIS2(net, state, beta, alpha, time)\n",
            "    X = zeros(time+1, 2)\n",
            "    adjacent_matrix = adjacency_matrix(net)\n",
            "    n = nv(net)\n",
            "\n",
            "    X[1, 1] = sum(state .== 0)\n",
            "    X[1, 2] = sum(state .== 1)\n",
            "\n",
            "    for t = 2:(time+1)\n",
            "        # println(\"-\"^50, t)\n",
            "        # println(\"state_0  = \", state)\n",
            "\n",
            "        # on trouve le nombre de voisins de chaque individus\n",
            "        adjacent_infected = adjacent_matrix * (state .== 1)\n",
            "        # println(\"adjacent = \", number_infected_adjacent)\n",
            "\n",
            "        # calcul des probas d'infection\n",
            "        proba_infection = (state .== 0) .* (adjacent_infected .!= 0) .* (1 .- (\n",
            "            (state .== 0) .* fill(1 - beta, n)\n",
            "        ) .^ adjacent_infected)\n",
            "        # println(\"proba_i  = \", proba_infection\n",
            "\n",
            "        # tirage au sort des infections\n",
            "        state[((state.==0).*(adjacent_infected.!=0).*rand(n)).<proba_infection] .= 1\n",
            "        # println(\"state_i  = \", state)\n",
            "\n",
            "        # tirage au sort des guérisons\n",
            "        state[((state.==1).*rand(n)).>(1-alpha)] .= 0\n",
            "        # println(\"state_g  = \", state)\n",
            "\n",
            "        X[t, 1] = sum(state .== 0)\n",
            "        X[t, 2] = sum(state .== 1)\n",
            "    end\n",
            "    return state, X\n",
            "end\n",
            "\n",
            "\"\"\"\n",
            "Take a contact network at a certain state and apply t time steps of an SIS model.\n",
            "\n",
            "* PARAMS\n",
            "    - net (SimpleGraph): graph representing the contact network\n",
            "    - state (Array{Int32,1}): disease status of each vertex\n",
            "    - beta (Float64): infection rate\n",
            "    - alpha (Float64): curing rate\n",
            "    - time (Int32): number of time step\n",
            "\n",
            "* RETURNS\n",
            "    - (Array{Int32,1}): the new state of the contact network after t time steps\n",
            "\"\"\"\n",
            "function SIS(net, state, beta, alpha, time)\n",
            "    new_state, _ = SIS2(net, state, beta, alpha, time)\n",
            "    return new_state\n",
            "end"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 108,
         "metadata": {},
         "outputs": [
            {
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on karat7\n",
            "karat7_state = new_state(karat7, 5)\n",
            "state, X = SIS2(karat7, karat7_state, 0.9, 0.3, 10)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, labels=[\"Susceptible\" \"Infected\"], palette=node_colors)\n",
            "png(\"img/q3_1p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(karat7, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q3_1g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 109,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on N7_2A\n",
            "n7_2A_state = new_state(n7_2A, 10)\n",
            "state, X = SIS2(n7_2A, n7_2A_state, 0.5, 0.3, 10)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X,labels=[\"Susceptible\" \"Infected\"], palette=node_colors)\n",
            "png(\"img/q3_2p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(n7_2A, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q3_2g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 110,
         "metadata": {},
         "outputs": [
            {
               "data": {
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on Toulouse_neigh\n",
            "toulouse_neigh_state = new_state(toulouse_neigh, 50)\n",
            "state, X = SIS2(toulouse_neigh, toulouse_neigh_state, 0.8, 0.2, 100)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, labels=[\"Susceptible\" \"Infected\"], palette=node_colors)\n",
            "png(\"img/q3_3p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(toulouse_neigh, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q3_3g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "### 1.4 Simulate and understand the epidemic\n",
            "    \n",
            "In the SIS model of this project, every disease is characterized by:\n",
            "\n",
            "* The infection rate $\\beta$ representing the chance of infection when being in contact with an infected individual.\n",
            "* The curing rate $\\alpha$ representing the chance of being cured of the disease.\n",
            "* The effective spreading rate $\\tau=\\frac{\\beta}{\\alpha}$ representing the capacity of the disease to spread. More the disease infect easily ($\\beta$ high) and less it is cured easily ($\\alpha$ low) more $\\tau$ can be high.\n",
            "\n",
            "We are now willing to understand what are the influences of these parameters as well as the contact network shape on an epidemic."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 4 (written):</strong> The function `SIS` you implemented launches one run of an SIS model on a given contact network. As it makes use of randomness, one run of spreading is stochastic. Then what simple method can you propose to provide a prediction of the disease spreading on a given contact network ?\n",
            "\n",
            "> Pour obtenir une prédiction d'un modèle SIS, on peut simplement executer la simulation un grand nombre de fois et ensuite tracer la moyenne de ces simulations."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "<strong style=\"color:cornflowerblue\">Question 5 (code):</strong> Implement the function `Simulation_SIS` (respect the header and the specifications).\n",
            "    \n",
            "###### The corrector should be able to write `predictions, taus = Simulation_SIS(net, nbinf, betas, alphas, t, nbsimu)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 111,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "Simulation_SIS"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "\"\"\"\n",
            "Take a contact network, different diseases (defined by  different parameters alpha and beta), a number of initial infected people and process nbsimu simulations of SIS over t time steps. You will provide the prediction of the percentage of infected at each time t as well as the spreading rate of each disease.\n",
            "\n",
            "* PARAMS\n",
            "    - net (SimpleGraph): graph representing the contact network\n",
            "    - nbinf (Int32): number of infected at the start of each simulation\n",
            "    - betas (Array{Float64,1}): array of infection rate on edges\n",
            "    - alphas (Array{Float64,1}): array of curing rate on vertices\n",
            "    - time (Int32): number of time step\n",
            "    - nbsimu (Int32): number of simulations\n",
            "\n",
            "* RETURNS\n",
            "    - (Array{Float64,2}): the prediction of the percentage of infected at each time step and for each disease. The first dimension contains the time steps and the second contains the diseases\n",
            "    - (Array{Float64,1}): effective spreading rate for each disease\n",
            "\"\"\"\n",
            "function Simulation_SIS(net, nbinf, betas, alphas, t, nbsimu)\n",
            "    taus = zeros(length(alphas))\n",
            "    prediction = zeros(t+1, length(taus))\n",
            "\n",
            "    for (i, (beta, alpha)) in enumerate(zip(betas, alphas))\n",
            "        taus[i] = round(beta / alpha, digits = 2)\n",
            "        for _ in 1:nbsimu\n",
            "            state = new_state(net, nbinf)\n",
            "            _, X = SIS2(net, state, beta, alpha, t)\n",
            "            prediction[:, i] += X[:, 2] ./ nbsimu ./ length(state)\n",
            "        end\n",
            "    end\n",
            "\n",
            "    return prediction, taus\n",
            "end"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 6 (written)</strong>: Run the 2 scripts below and describe what you see. Conclude on the influence of $\\tau$, $\\beta$, and $\\alpha$ on an epidemic we can model with SIS.\n",
            "    \n",
            "> Il semblerait que plus $\\tau$ est élevé, plus la limite du pourcentage d'infectés sera élevé.\n",
            "> De même le rapport entre les valeurs de $\\beta$ et $\\alpha$ semblent impacter la forme de la courbe, pour de petites valeurs la courbe sera plus \"douce\" que pour des grandes valeurs (cf les coubes de même $\\tau$, mais de valeurs $\\beta$ et $\\alpha$ différentes)."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 112,
         "metadata": {},
         "outputs": [
            {
               "data": {
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Script launching predictions on different diseases on karat7 and printing the precentage of infected at each time step.\n",
            "betas = [0.05, 0.1, 0.01, 0.4, 0.04, 0.05, 0.005]\n",
            "alphas = [0.05, 0.1, 0.01, 0.1, 0.01, 0.1, 0.01]\n",
            "\n",
            "predictions, taus = Simulation_SIS(karat7, 2, betas, alphas, 100, 1000)\n",
            "plot = Plots.plot(predictions, label = taus', xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "png(\"img/q6_1.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 113,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Same as before but applied on n7_2A.\n",
            "betas = [0.05, 0.1, 0.01, 0.4, 0.04, 0.05, 0.005]\n",
            "alphas = [0.05, 0.1, 0.01, 0.1, 0.01, 0.1, 0.01]\n",
            "\n",
            "predictions, taus = Simulation_SIS(n7_2A, 100, betas, alphas, 100, 100)\n",
            "plot = Plots.plot(predictions, label = taus', xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "png(\"img/q6_2.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 114,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Same as before but applied on toulouse_neigh. May be a bit long to run.\n",
            "betas = [0.05, 0.1, 0.15, 0.25, 0.35, 0.45, 0.55, 0.65, 0.75, 0.85, 0.95]\n",
            "alphas = [0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2]\n",
            "\n",
            "predictions, taus = Simulation_SIS(toulouse_neigh, 100, betas, alphas, 100, 100)\n",
            "plot = Plots.plot(predictions, label = taus', xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "png(\"img/q6_3.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 7 (written):</strong> Change the initial number of infected in the scripts above, is it in accordance with your answer in Question 2 ?\n",
            "\n",
            "> On remarque que plus l'on augmente le nombre initial d'infecté, plus le pourcentage d'infectés dans la population converge rapidement. On peut le voir notament avec la tangente à l'origine qui est de pente plus importante pour un nombre d'infecté initial élevé."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 115,
         "metadata": {
            "scrolled": true
         },
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Change the initial number of infected\n",
            "betas = [0.5]\n",
            "alphas = [0.2]\n",
            "\n",
            "plot = Plots.plot()\n",
            "for i in [5 10 50 100]\n",
            "    predictions, _ = Simulation_SIS(toulouse_neigh, i, betas, alphas, 50, 100)\n",
            "    Plots.plot!(predictions, label = i, xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "end\n",
            "\n",
            "png(\"img/q7.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cornflowerblue\">Question 8 (code):</strong> Implement a script plotting the maximum percentage of infected people according to $\\tau$ over 300 time steps for 3 contact networks:\n",
            "\n",
            "* A regular graph of 200 vertices with degree 2.\n",
            "* A regular graph of 200 vertices with degree 5.\n",
            "* A regular graph of 200 vertices with degree 10.\n",
            "\n",
            "You can use the function `random_regular_graph(n,d)` of LighGraphs. As you probably need to use a certain number of different values of $\\tau$ to visualize something interesting (the more there are the more the figure will be smooth) you should fix $\\alpha$ and make $\\beta$ vary. \n",
            "\n",
            "###### A regular graph is a graph where each vertex has the same degree."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 116,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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o4EQQj4FGIOpoffid8elpnFZTU+PYsPuYv96dq0+OdyujzsCnDm1UvDHR/KLzz/h5AH8zTfNFX1NT9rjC92PzaI6djjiF6At5WkQI0SfMTJZl3c3MraZp/o6IvgwGg+NSMLE6ojk48bDGJf2faxuqm/1X2+D3Ab4KjPNAuNdl54aPaA5OHMjrfnP96ur4Hblsd08sAICAvWxlXwhsLrIVi8XO9jv4zsMj/jDT+k2rm/dr8UX8z6YrViF6S5ILIUSfhMPhG4nI9nq9lwDAVwqrX8lT1cc0Nrr6OmdVk/9MX3Pg8zjrFYZTfemL+Ot8K5dUpi7qzQ7/yPIy41rq+TOwKKbt21N9vWSYuWwbw9+UU//Fro7K+3N0oQ2UdMacDeD4OOu3jloV3uEW90KkiyQXQohesyzremYe5/F4LvY1BYurmusX/C7PPu1lh/1km3PTWl9T/bWzea7RmzmrmgKnEOFBAF1XLKaxVm/4Pg4krXzZF0z2MUhyW5iIjgRzem4ZEyVt3jZCI8uyrFdCodBNBvGvEyRCALBnhx370cAFKETfODIdgBBiaAmFQr/RWu9jmuZZ1auX5oH0a8TU9cM/B0TXrI5MBoBrd3hi4gsTHgZGUhxn1NXV/dnpdI5QSo0gonyt9Sil1CgA+VrrEQDylVKjmXkkgBEA8oloBDOP7jYl36rtQHOS1IeBrMWh4DVZlvU5My9zuVzhKVOmfLXD76PHhKx8keCRRFzChC/hjP+ndq/KrzZfS79EoKpEL2sx6DGl1KvMXKqZezQ8+1+8PLXPsQkxQCS5EEIkNCOyeCrBuJ6AAxmIEuHVqzY5PtFxXbpmzZpTiEhXNQVmESXup8FE56MXyQUBRcnGRjBXZmdnPw2ghZk3MnOLUmo9M69n5o0AWpRSn2mt1xuGsUFrvbHzV0v3glUA4GsKHA3w2Uku53eR8ZrW2k1EJ3R0dFxlWdY4AOsBNABYysxLtdbLysrKPtnWe5q5yr+3bg4+B+JKBgAG0OFYWx3xn1NTWPYM8ei7mTb4CHxst5c+VjPB+5ibSAP4vCriX0vAnomuwUzDsk+LGNrkaREhRA/VHy0p1Uotom6bDXNB60dFY/s+MWXzN++qpsAVRPyHZPNkZVP+q3uUdu8vAgBobGwc2dbWdggRHUZEh16UH9/VBtyJZ6IbagtLf9P3d9QNM/mag68CfES3kTgTH7ugoPy1JPFOBjCRiNxEVMLM+wAwiKiZmZcyc9gwjKUlJSXLNidf9c8T0XEJIthkaGPSGxPNLwCgOlJ/LBMdBiYbrF+vLSqv7XpyVZP/d0S4OuE7UXzgggnl7/ftD0KIgSErF0KIHjSpK7snFgDQCh7Vlm2cBeAWACDoz7bxHWXdq7t7v9lT0PnhfIBS6ghmPqi9vd1FRO8x81sOh+NPcY6fQYTbEswTJ+InUvG+vkHEOY2N32nParmIWc0GeCwAvwJdN7+gbEmil0yePHkDgMWdv+ZtOV5XV5frdDqLiWgqEZVprU+xLKtwsWVFLiW7+4rEFnna0EcBeAQAagrLXwbwctJwMepG0PopYJzU5XAbgMslsRCDkaxcCCF68EX8DUjU5wIAgZ+oKSw/FQCOWhXetd2ONRLQ44mFPNDfb9xArxHRoQAOwOZv+PMBvN3e3r6wsrJy/VYvYFa+5sAtAC7C/774rAbRBbUFpU+l7t2lx+zPloxbHVVfJj2B6OLagtI7ezOnb+WSStJ0AEi1sIH5tfuUftzvQIUYAJJcCCF6qIr4FxNQkWiMCK/UFJQd/b9zlxxMUP/AlmSEGWW2Wn16u2FlMb/JzG+NGDHiraKiooQdQbubucq/t62pwmBs0rmO92p3c7ek4j2lHTP5mgOfAtgj0fCp7fSvg2PqX9Fo9KkeiZYQQ5wkF0KIHqoj/t8z8NtEY8ToIAcm3rFWuQAcQUSH2kD5CkO3RgxeWmYbe++u6U8ej+eVNIc96FQ1+39GjLu6H2dg0c2xvJPy2tu/B2AOgK+Z+RHDMJ6XHiJiOJDkQgjRw5GfB/JiUXzNzFmJxveP0bzT2yhORG8qpRaWlJQs3VL2OxwOH2Db9sVer/fU9EY9OPma/aeBcRUD+xF4LTP9k8DX1Bb97ymWcDjs1lrPZubjlFLvE9GjJSUlbw+lUupCdCXJhRCip837H+JI/jPi+trCsoQrGwAQDAb/G4/HZ1VUVKwemACHntnhcNa87axKMLNaunTpdGY+nZmnE9FLRHS/2+3+sOt51U1LqpjULzcnLPiEiB6qmeB9FJKMiEFCkgshxFbC4XCJ1vrUK/PsizYq5Cc6h4h+WFNQ+kiyOSzL+hkRGR6P546Bi3R4W7RoUU5+fv53iOgMZh5HRE9kZWX98zxX23EMPNDjBYT7agvKzs9AqEL0IMmFEAINDQ17xWKx2QBOABBj5nmvufiaF1y8V4LTm5Hr9Gxro2V9ff1oh8Pxhmma0wYs6J1I59/PKTb0nEtGYpJmHpPgNDZsFL8xqWx52gMUohvpLSLETmrRokU5wWBwtmVZL3R0dDwDAFrrOaZpfgtA1pEd6jYC/xTAagBgQDPoZQepmdt7gqOzKubSYDB48IC/kZ1AcXHxp6Zp/umXI+mUJIkFAJA2OOVN3oToCymiJcROZO7cuUZxcXE1EZ0BYCqAl5RSv+h6T5+ZKRQKnamU+lZNYfnXAP7i+ziwj8uBtcmqbSbxABGdDeCdFL+NnVbc4A7Et3WGiqYrFiG2RW6LCLETCAaD0zoTihkAFiql5rnd7reSnHssEX3bNM2f9ve6lmW9n52dfXhndUuRAlURf5iAkgRDbVlxKnx139LkhbuESBNZuRBiiPE11RcSqVOZeAKYPkRW7KEtXTa7sixrKoCTAMwCECaieatXr760urp6m999AfwMwCWpiJWZn2prazsZwN9SMZ8AAH0OoF4CsMuWI4pgl3fQP/80WRILMTjIyoUQQ0hVU+AUIn4AQE6Xw2uVVsfPn+hd2H1jJhE9atv206WlO3Y7w+/37+dwOO7weDzJemL0imVZuwN42jTNQ1Mxn9jM92ndWEQd50BRMRgfj+vQT13T4byLmX9tmuaiTMcnhCQXQgwRxzT+d2SrM3sVASO7jxHQdOdG40MCsgA8qZSa63a7e92K27KsPzPzi16v998pCXrznM8opX7vdrv9qZpT9NSZWL6klJrdvS6GEOkmT4sIMUS0OXKmJ0osAICBoiccsRtM0/SZpnlfXxKL+vr60cx8sGmaKS3bzcz3a63PSuWcoqfi4uJPlVJnaa2fqK+vH53peMTOTZILIYYMnb2t0fdczrX9md3hcJwN4EEi0v2Zp7vLRvPGW3P1mb6If4Mv4l/la/bfd1jjknGpvIbYzO121wO41ul0Pl5TUyN76kTGSHIhxBCxfwwRBhJ+8DOwwab8PhdPYmYF4PScnJykVTf7wte85Iio5ppmg/MBjACwDxg/UU711qxP63JTeS0AqG4OHO6L+O/xRfyP+iL+S31fhhNWGB3OTNN8CUDt2LFj7810LGLnJcmFEIPc3LlzjVAodMEZUcc/9mR6LtE5iui3tTvY0jwRy7KOY+b5qX5klEG/BWB0P07Afhs6HK/5Iv67q5v8R6XiWr6I/x5mfh3ATwGcBuBWtMaWzVxpTUrF/EOJx+O5BYBtWdbPMx2L2DnJspkQg1gwGJxBRLcy8ztKqcOeLPRsql4ZPJ2ZzwVQAOADAt9WU1D2cn+uo5S6kJl/kpqou2DyJBsiYDqA6Uy40Nfsf6i2oOzMvl7G1+w/FIxEdTn20dr+I4AT+zr3UBWNRn/mcrleursxZDzliB9EhBIwPiNFj0mTMzHQ5GkRIQahzp3/NwEYzcwXe73ejwbqWoFAwGMYxvUej+f4VM9dFQk0E3jCDp3MdExtUel/ejN/MBjcJSsrK+fn2dELOsBXJTltY21hWcKNsMPd95oCP1xD/A90+1nPwIMLCsvOzlBYYicgKxdCDCJ1dXVOl8t1QSwWO52Zr/Z6vf1akUiImXwR/xkgdRrAe95lI3fK5m/3KafAz/Pmolzblcf6RMuyDmPmHKVUHjOPYuYcIsrF5iTLICLduT8Enf+9PhaLte3i5M+/6HHz5RvOUCh0itb63YFM0gYdZlrTHLgWCb5EEnDWjFXBOxaO91rpD0zsDCS5EGKQCAaDRxDRjQBeys7OPmTy5MkD0ieiujnwABOdCWxeFV9hMD40cE91JPBlTWHp06m8lmHHf8uGUWmDttvAzFaKmPltpVSb1noDM7c4HI4227Y3rlmzZuO2Kov6mv3fASPhN3Fifg/AeKXUSZZlFQFYAWAREb2Tl5e3uGg7e1UOb15SYsO4HAw3oFcz0RMLJpQ+NthvKxzeFNrNVihMNk7aPgiAJBdiQMhtESEyLBwO76u1vo2I2pn5UtM0Vw3UtQ7/yPLayg4kGY5og49UNv0cjClQ9CkzP7ygsKxmR+fvvJ1TwczlRFQBoEgzr3nLxesCivlDB9yaUJz41XxabWH5P3v/rgAwq6qVgX8T48huI21Kwzd/Ytl7XWPs6Og4hIgOBeAFkA3gPSJaHIvFFpaXl0e2nFvd5D+KCS8AcHadlIBHawrLzuhTrGly1KrwrlE7tibpCcw/qi0qfziNIYmdiCQXQmRIXV1drsvluhzAkUR0mcfjeXugr+mLBM4B+O/Jxhno6Kzy2eUg/662qPza7uc2NDTsFY/HpzHzNADTAEwC8DWAxUS0mIgWl5SULKUu3/AP/8jyEsXr4kRbfVgzsIgK1lbV0nb7niR/b1zj4JW7nA/G8QSMIWAJKeOG+RPMFdt6XWNj48j29vYDsXmD6cEA9iCiMIBFF+bHzwOQcFMqKz5gwYTy9/sabzpURfyLCahIMBRTWk+eP7GiOe1BiZ2CJBdCZEAoFJrFzL8H8NCyZcvumTNnjp2O61Y3B85g5t5+W7WPjhszvtNOBcxcQUTlzDyOiJq01kuUUvXxeHxJWVnZJzsy2R+X1fs+dqpHAg7+GowNUHgppyPvjn8P0G2g3mJmFQwGS9Y51AHX5NkPJDuPiC6qKSi9K52x9VbVyvr9oek/BOy65RgDWgGX1RSW3ZbJ2MTwJnsuhEgxH9c4qGnXSeRQ8fnjPU3oUvEyHA6Xaa1vA9CYlZX1rSlTpvToZjqQyLYXsFIxdFvm3w5jA9unaq1WEdFrTqfz5v7EfdnU8lrLspZ2PgXT0Nd5BkpnhdLQrE/rPkKH434k+xLGus+rLOmyYEL5+xeuXGLu2e6oezWLawj6UwY9XlNYVp/p2MTwJisXQqSQL1L/A4D+BGB3AGDgI8W44M6N6j0iupaI3Mx8iWmawUzFWB3xX8LALehS3IoZ64iQtB8FgX9QU1j+eKpisCzrOwCONE1zUBd58kUCiwDusRmVAX1yVJ13/hRv0ltMg4VlWScA2N80zSszHYvYeUiFTiFSpCoSPAagR9GZWAAAAROZ8MJKB70N4G2Px3NEJhMLAKgpLLtNA/tP76BPcjVeqIjRKzdsUisdRMk2ktqkOaX7QTwez0sAptfV1Y1K5byppoALAXTv2cKjmO46LKZ8lmU9GwwGJ2Yith3FzLOVUvMyHYfYuUhyIUSqsH0eEq8GOv+UHZ9vmubcdIeUyNy5c4271mHcKVGVd/MmY9yZ7erfu5BRbbM+j4GOHi9gvj7VG/+IiInoMZfL9aNUzptq8wtLlyArvh+IrgX4KQb9BYQZ/yoq/YXH4/mBUupGInrEsqw7w+HB18ekqakpm4imdjY0EyJtZM+FEClCRAXJxlglH0sXy7KmEtEPmfkYABYzv+P1eo/tcsrLM1bUe2Coiwk8lYCPCfTQ/KKy+QMRj8PheCAWi9Uy892p7sSaSrV7VX4F4HeJxtxu93vMPCMcDp+mtX4zFArd7vF4Utr8rT82bdr0bQAvZToOsfOR5EKIFPD7/XtfAWxsS3YCYYeepEi1urq6UVlZWScR0Q8AdGit/9bR0fHb7OzsUwD0aHu+cFJ5I9nEW5QAACAASURBVJCwR0fKFRcXbwyFQotCodAxGMIfgJ2J0SPhcPhFrfU1oVDoDK31L7zezFe/ZOY5AG7IdBxi5yPJhRB9xMzKsqyjlVLnMvNodxwL6hz2oT3OAzRYp6RYkY9rHNQ8+lwGvgOmfCLUMTtvqS1yf941rqVLl05n5tOZeRozzwMwxzTNL7acY1nWNADPpiKm/lBK3RWPx+/CEE4utnC73V8DuCgcDpcT0V2WZQWj0ejVlZWV66tXBo5jjZ8xeCKACIjvW1BQPqD7IOrq6nIB7JvpPT5i5yRPiwjRS+FweA/btn9IRKcQ0bsA/uLxeAIA4Iv4L8XmJfS8zWfzGhBdXFtQ9lh/rzub5xqrm/d7DUB1t6G1GvYhd693bCSiHxDRydh82+MRr9f7eqK5QqHQwlgsdlx5efm6/sbVX6FQ6OXOyqTLMh1LqjAzhcPh05n5kjuzbetDJ07rcQ74DwsKy5M1W+uzYxobXW2u1smXbqCDi6D28Xg816T6GkJsjyQXQuyAzlWKmZ2rFOOZ+R/M/M/S0tJN3c89tDm4ixNcoQkdlO2or93N3ZKKGHxN/pNAeDLR2K5M7/yuRW1i5odaWlqemT59etI7NMysQqHQ+6ZpTktFXP0VDAaPBXCs1+u9MNOxpNrNDQ17/Sc7uoLB2QmG43ZM7/Xm5IrVqbjWbJ5rrF455Tdg/hWAHADIBtVFNU6rmVj6QSquIcSOkuRCiG3oskpxMhG9R0T3ut1ufyZi8TXV3wGii5IMf1FbWLbHjsxjWdZUANeYpnly6qLrO2amUCj0fjQaPbyysnJ9puNJJV9T4CAQv5NsXGkcNX9i2aupuVb9tSDquUpBWJXloqmv7tEzERZioMieCyG66bpKobUeD+AfWutDE61SpBMR6WRtOBnoTfnwaQAWpyCklCAitizr0aysrLMA3J7peFJLt2/7O5zaZkfW3mCi8xNeiTE+2objADyRqmsJsT2SXAjRybKs3Zn5R6FQ6GSl1HtEdKPH4xk09QH2Ygp8kqTLNwE73LmUmacZhvFCygJLAafT+WAsFntrdnjRw2uzs/Jfnzht1WBvab5DCteFuHmXTwnYq+cgr2lztqSk8dmsT+tyN3Zgt2TjilCUiusIsaMkuRDDWtXKwGHEOBvME0BYTsDdNQVl4S3jzEyWZR3euZdiHwAPKaUOc7tTs08iVYLB4KncQhdfnaffWK/48K0GCasc8fgOl3bubIV+Xapj7I/zc9on7OaiMaspdw0A+JoDq7m5/qoFBeWDvrz2ttRSdby6yX8WE+YBGLHluGLEpmrjD38uTL43pjde2HNam685sB5AwoqnzPrTVFxHiB0ley7EsOVr9v8KjBux9b/zOBOfevd643UAswGcpZQK2Lb919LS0iWZiTS5JUuWjHM6nfcSkdZa/8Tr9a71NQe+D/C3wRjFTO/Ho6573i4u3rgj83Vu5lxsmmb5QMe+ow7/+N0xdty1DAnqbhBwdk1h2YMZCCulDovU7anY+SNFPFkDTUe1qddnxemeWCx2dEVFajZ0VjX57yRCj14tDHydbTgnvzLe/XUqriPEjpDkQgxLh39k7R5X9koCsrqPEfPqO1qMFQapB4noicG2SrFFMBg8lohuYObfeb3e51IxZyAQmGIYxnUej2dOKuZLBV/EfyGAuxONMTi4oLC8NM0hpUUwGDyCiH6jlDrS7Xb3LLveS29a1glzc/nOoKH3ps7WDgwsN8Bnzi8sX9T/iIXYcXJbRAxLcUMfQNwzsQAAJhp3yci4742CiqXpjmtH1NXVjcrOzr4FwC5OpzOlbdmJaJrWetBs5gQ6m7slHaNJaQ0mjbxe7+uhUKhCa30LgIv7M1c4HC6xbfu3F8ZdFefTpjxtKJOJv9htY1ZgXgoSFyF6S5ILMSzlMbJatzEeYx6UmwUtyzoSwK3M/EfTNB9N9fxEVMHM/0n1vP3BjC+TraEy8EXikeHB4/HcEgwGH7cs62zTNB/oyxzhcHgPrfU/tdYndSaiXwFIaaM5IXpLkgsxbITD4Xyt9fEATl7Xgrzf5NsdiW6LAPhs94IVy9Md37bU1dXlulyuGwHs63Q6jy4uLh6oDXgVTqfzxgGau0+UYcyztf27hH9XjH5XNh3sWlpazh4xYsRr4XDYcrvd7/XmtU1NTdmbNm2aq5S61DTNQfVvWuzcpOW6GNIaGxtdoVBolmVZj2it5wPYV2t96WEes5qAKwF0X6GIEXDhPJrTm7oQA8qyrOkul2shM4dN0/z2QCUWzEwAdpk6deqagZi/r+ZPMFcQ80nYepWCCfT3ljXx6zMVV7pMnz69zTCMH2it/97Q0JDgkdXEmJk2bdr0gNb6MbfbPSCda4XoK9nQKYacLY25tNazAcwAsFApNc/tdr/V/dyZkfrpNuhsAgoIvNyGvnth4bRB0cOi81vntcxcBuDHpmmuGsjrLbCsqbsC15mm+f2BvE5fHdLQMMKZ03ogQe16ZYtx7V5QZanY6DhUhMPhQ7XW1+/oBs9gMHidUsrh8XiuSEd8QvSGJBdiyAiHw25mPl1r/R0iWsLMj5im+QYN4mJLVZElBxPUlQDcTFhNmp/YuMb+8yM5ORW2bd8L4P9M0/xjZ9vulDt41aKcbDv3CgbOAbBnLmNtK+HqcQXL7x1MqzfdWZZ1K4Aa0zSHfLfU3giFQhcz836maV5wSEPDiKys6F5j2xxN3TdlWpZ1EoDZHo9nzkD92xGiPyS5EINaOBx2d65QnEBEHwB4tL29/T+VlZWxTMe2PdUR/4kamEfdbj+O0/BfvclYy8zneL3ejwYyBl/E/wyAE3oMMG6uLSr79UBeuz9CodD+zPwz0zTPyHQs6fZ6ODjv77k88Qviis5D7UR8+4bV9jWLKytjoVDoEGb+o9b6W5kuSS9EMpJciLSZGQlUaOISQH8eVe1vvzM+cXVCy7LGAziRiGYxcxsRzbNt++mh9oO0KuL/gID9Eo05DeV7bbx3wUBef0Zk8VQFI9njtlHkOsemqmPrQAgGg0taWloO2VaH1+HGxzUOat6lngFPj0HmO29fhzscDsezWutZpaWlH2cgRCF2iDwtIgbc4R+/O8a2Xf/UzEdt3l6p4LJzI1UrA2csmFD6JgAsW7ZsTCwW+x4R/YCIiJmfdjqdJ6eyxkM6HdLQMILQnjCxAICOuK4AMKDJhQFHCffYz/oNF7VEJwEIDGQM/UFE/xkxYsQxAJ7JdCzpopp3naHBPRMLAAycqx2OQ4joXEksxGAnyYUYcDqefS/AR3U7XEhaPzs/HLxynKbvxePxbADztNazS0tLv8xEnKk00jA6WgHd/ZbIFgQM/LdxwrrkuQVAwLoBj6EfiOj/mPlK7ETJhUbyBmNElFPnsB/+ydSylDQ7E2IgyaOoYkAdvGpRDoOPTzxKY1538X6GYZxrmmaV1+u9ZzgkFgDw78mTo9voVBpXhvHaQMfQrjYtAvB54lGqmz+xYlAXWvJ4PAEAE8PhcH6mY0kb4m0WDXs8D4OmJ4wQ2yLJhRhQDjtrNABnsvFFDt1UUlIyqD/k+urMqPO5XEb3hmJxZlw+f4K5YqCv/8746W3E+mQAn3Ub+gBMpw/09VPkRWaelekg0mWEMz6fQWuTjZPGHDDLz20x6Mk/UjFggsHgxDtbss5Hzw/YbyhNjemMKV3C4fDMig59+jFRXUzgn4JwHzN+D0XlC4rKbk9XHDVFFQti7dlTDo6p2w6I0ytgPmHjV3GztsjbkK4Y+kNr/SSAkzIdR7q8sFdlKxEe3sYp+bc3+CekLSAh+kieFhEp1djYOLK9vX02gNOYuR3Ao5eM0GackOixRz8K1u5fS9XxNIc5oMLh8AFa63sBHGua5qDojREKhS4A0OHxeO7PdCy9ZVnWu/F4/Kjy8vJBvUckVWZ+VD9bK5qbaMzB2HBbi9FkKHVub0uFC5FOsnIh+o2ZVTgcPjQUCv21vb39DQDj4/H4mV6v9xiv1/v4LoXLfwPGFQDWd74kDsL/gZ3HDLfEIhAIeLTWfzMM48TBklh02p2Zk+y/GPSeMwwjyb6d4SUUClXfvMm4zAF8kmg8Dr7dUOr7Wuu7Q6HQj9MdnxA7Sp4WEX0WDAaLiejkUCj0XSJ6j4ge9Xg8P+l+XmclyJvAfMuMFaG98zj7y39PnhzNQMgDKhgMTiSifzLzSYNtHwkz705EgynZ2WFa6ycNw/gzgIcyHctA6aztcgMzj3YxTtbKINj2vSB8q/OUNhDdPK5g+fVummM3NTVVtbS03GNZ1mHRaPS8ysrKbTUBFiLt5LaI6JX6+vrRhmHMIaIfAOggokc3bNgwb2cqdJRIIBDYTSn1ktb6J6WlpUsyHU93oVDouc6KlwPav2SgWJb1ttb6hOHyNNEWnd1wL2fm45RSV3g8nle6jh/+8btjtO3aY2yLs7F7CXAACIVCZzDzT5j59IGu9ipEb8jKhdiuuXPnGsXFxdVEdAaAqcz8FIA5g2zZP2Pq6+tHK6WeY+ZLB2NiAWxeucjOzh6yH8zM/DQRHQ/gb5mOJRWYmSzL+j6AKwA83NDQsP+cOT17vbyxz4FrACTtYuvxeB4JBAIhpdQzwWDwWq/X+9wAhi3EDpOVi53Q4R+/O8aOub4PovEE/ohznXMTlYHe0iiMmY8GsEAp9ZDb7a7PQMiDVuc3z5cA3JruJltVEX81QL8k8H4AfQLWD9UWlj2MBI3cLMtabJrmtFTHMK2uzjlyrONnDJwLYAKDG4lxe7I4+qqhoWGvWCz2sGma39r+2YNbMBicRkS3EtFyp9N5VSqq0C5btmyMbduPAgguXbr0qjlz5ti+pvpCKFVJmjfGlHrvrQJv0kdchUg1SS52Mr6mwNFM/E8Cdu1y+BMofXzthIq6pUuX7mnb9hxsfvxvDTM/0tHR8dxQaBSWbuFwOEtr/WznXpMn03ltXyRwDsB/7zFA+GttQdl53Q9bllVnmmZlquOoaqp/uHNFayvM+P2CorJrUnmtgBVc8GSOuvJtR/RrVbChsftmYN+ndWMRU2XM2DQySwde2Gtw7UNYunTpnlrra5m5UGt9aWlpaSiV83euhlzOCkdekc8ftYLPBGB0Dq8F4ee1BWWPpfKaop+YlS8SmA3CoSCKMzB/QUHpC5kOKxUkudiJHLxqUY7Lzl0JYGz3McVYfkeL0aiIRmqtH7Nte+7O8uhfb/m+DOdTa+zy3TVdsImwaSPxCzbiN7xZWNm9WNXAXJ9rHGje5TMk+HsEwNrmKQsnlX9TP6Tz8eDnTNOcmco4Zq60JmltNyLxz5F25DrHpaoxWnWk/ttZUA9HwWM6D31B4EtqCssfBzP5VgavBvOvAWR3jn/GwE8XFJY9m4rr90ddXZ3T5XJdAOB0Zr7Z6/XOG8jrnbsi+MByQ5/V/TgDWmldUTOxYtD2k9mZHPl5IC8a1S8T04yux5n5X1S47ntD/Uk6SS52IjMjgZka/Eay8eooHXHNlNKk42JzYsGtsXcJKOk29JWD1IGvF6R+U11jY6Orvb19tG3boxwOx6hXsuK7v5CFpN9uzJj6/U+iyrXl91rrXYnoUCL6V/dztdYupVRuX+J6Mste/VYWX5Vs/Ngo/fiYDtUOYBMzbySidQA2KaU22ba90TTNdbQDt06qm4PTmPV/0XOPGCuNozWhCIT7Erw0DkXltRNSu0LQMz6/G4xfMeAB4UtofqK2sOxREOlQKDSLma8H8Gx2dvaNk9PwlJQv4l8CJCkTzri5tqgsUc0ZkWa+SP1VAF2feJR+XFtYOuRq0nQlGzp3IqyQD518fIELck+2m1mf1uW2dDiPYdbjWakVaInuR0p1TywAYGyM9VUAzu4+UF9fP9rlco3SWo/WWo9SSo1i5lHMPJqIRgEYxcyjlVKjmXk0gFH433I22tvbowDWKaXWM/P6wjh9gKzkn8ktDnyq23TX8uImgDFa69cTna+1hmEYG23b7tU3pc8cNBHb6Iw2krmdiMYyc4FSagQzjwKQr7XOI6IRoVBolGVZW9XaIaJWAC0AWrTW6wBs+nOcD/vASPizirIJv2wljEgSggM2nwYkLOCWEtVN/qOY8QK2lLhnAERHHRsJnnCzZeUw8yoAR6Z58/NuSUcUdk9jHDsvZjVzVaiIOOZat1o3Lk50W5npqORf7/VRAO6vbq4/hJnOZMJ4Yiw3bNz9xqSy5QMZeqpIcrETmR7Fl287N//4SzDcrnMdQ+IfbbpURZYcvDGm/g/g8SACMcMg1d5jS38nAg60LGs+gJFbHSdaZ9v2emzuQrqemb/5bwCfKKXWx+PxdVrrdYZhrAuHw+sTPTmwdWz+HydYPQEDrU2ujqe9RZXfbBIMBoO7MPP7Xq83YXLRVwevWrTUZeeuBjAuwXD4vOLe39+vq6vLVUrlORyOEZ2JVt5nxIckOz+buaKVKOmtl1zmYsuyXmPmdQA2EVErEW3oXEnZpLVuBbC283ir1nqDw+HY0NHR0aqUavV6t70Jkgm3IkHvnFbi787L0j/6/ZTSbZXyHhBMvIKY9k48yB+mOZydjq95yRGIBP6iCZMBhRFjaY0vEvhVbWHpA1udqJCdPDenbF+z/1fMuBH4Zmv0kXED51Y31c+pKSp/fkDfRApIcrETCIfD+cx8ObfzsWHDfnGdQs9GUEQ3per++HAwOxzOWoPYU5qxV9fjNn1zTz+RWDQa/U46ChoR09lM/FLXjbkMdIBxYe1eld2fPtgdQMq/Ob8zfnrbzI/8p2nFjwM05psBwirN6FNjtM4/u1YAq7cc80X8QQD7Jzr/a0XvMPFIYipINN4GhB0Ox22xWGwUEeVrrXOJKN8wjNHMnEtEucw8kZnzmTlPKZVn2/ZowzByAeRZljWSOxuFEZFmZtW5utK6gbj+KmhPsveyMBuj+/Jn0F+K6U4GZnQ/TswbHAb/IxMx7SxmRBZPBasXQXD97yiNAfj+b31Uv+GOtqw1WuvjAVTdYOuVn6vE2UVxHPkNDlyHbl8ECchionvA/AKItrEOnXmSXAxjnWW5T9NaX8bMjxmGMX1d0VcakdEXgtS5DC4gYDmY76gtKH0k0/HuqNnhcNaanJhPK5oA1h/WFpYt7M//aHV1daOysrL2VUq5AZQws3uZoSf/BVsnFtvDjFfTVSmxtqj0v4d//O5+8XjWWQAVg/Exa36s60bOLnYHsGgg4pg/sezVo1aF92vXHd8jpglg/nBElj0vpU9qEB4C4ywkWHFj4EHSygXiHh+mDLQqh+PBqROnbrNWRG/V1dXljhgxIvdzio4EcFmiuDYHoDOyIa+msOyZqqbAqUR8C4B9ACAXFPpxq2ob39ax+rVMBLWTMOA4k8GuRGNZUJdrrd8D8Fw0Gr30q1zsCTgORM+Vv8iHTvoHmH1JLrPPjI/8kxYCg7rpo2zoHKaCweARAK5XStW2t7ffWFlZuX67LxoCqpuD01jrJ0CYvOUYA0ucpGZvbzNloiQCwJ4A2ohoKTMvZeaww+EI/zQ/tj9r7s3SYz2YZ9YWDb4nbCzL+rvW+t7BWuBrR1Q3B85g1rdtWSExgHab6Ne1BaV3AoCvyf8TJvyhy0pOg9LqJ/MnehcOZFy+iP9NAId2P86AZtiehYXTlg3k9bfH93Fgn7hNm94q8K4NhUKXA9jd4/FcmsmYhjNfs/9JcNIuvh+OK1he/EXzlAl2u+urt4uLNx4WqdvTIMc1zDiMgBgB87MM5/XxWHSmrVTSp4oMG1MG+94LSS6GmWAwOA3ALUqpNUqpywZbj4v+mB0OZ63Oiy0HkGAJnN6pLSydDnxTonzSjiQRJSUlCR8fPXyFfz/bwAdJQokBfCaIDmVGFoEWoeDrhwfro2OWZf3L6XSeV1xc/GmmY+kP35fhfLTFynazaZdLWtVvDvKYB3Ydn1ZX5xyxm3OKg6n19QlmUyqLeCWNqam+DITXt7otBDCYf19bVH7tQF+/NzrrYMwFMHegH4fdWfmaA7eD+eLuxxmAInykGWPpf3uyXtKgny0sLG0CNldCnjp16uEATltr0H5X58YrkGA/DwOfLigoHT/Yb4tIcjFMWJY1noh+w8yFSqlfud1uf6ZjSrWqlYHDSHPSb6K/ajHu34dRycxfK6WWMnOYmZc6nc7w1KlTe70s7ovUzwPo+z0GiO6oLSj9RW/nyxTLst6NRqOHDqdCaJZlvWgYxi9KSkoyvjR81KrwrlG743wQmcT4ksBPzi8sH5DbUP3V0NAwIhaLvaGU+pHb7V6a6XiGmxkRf7kC3keXp722jVdc3ZH1g906eA4zf4uZFzLzY6Wlpf+tjgSuZPAN3V4QY+CkwVC/ZXskuRjiwuFwvtb6lwBmAbjGNM0XMx3TQPE11R8PoqT/U+3KdPAzRaX/TdX1XlkWnPaWwc+/mcUuAGMZ+JRAt6Pg6zsG6ypFIgNV+juTOht27WOa5h8yHctQEwgEPET0SE5Ojm/y5MkbMh3PcONrDnwfzPdg814nMNBKBA1GfqLzj+6gJ2fFHE+0tbX9u/sXAF9TvQ9EZwM0npk/cCh95xsFFUMiKZTkYoiqq6tzZmVlnQngPAD3NTQ0PLC9xxeHqnA4XMbMJ6ww9AG35+ijk5wWA/NuqdrzUFNT4xg7duxCpdRP3W53/axP63IHWznp7fE11Y92KKPyh630l0ed+tBX9x0+HUUbGxtHtrW1ver1eg/KdCxDUSgUOoWZjzNN85RMxzIczfq0LndDhyo1YORoB5Yjzsm7ETOuqC0quymN4aWFJBdDUGfVv+uI6D8Oh+OG4uLijZmOKZWYWVmWVU5Es5j5OCL6hIjmuVyu585xtj5B4GMTvOzPtYVlF6YqBsuyrmBmh9frvS5Vc6aTLxI4G+BbgW8eh2wHcENtYVmSioBDT2cb+StM08zopsmhyrKsPwNoME3z7kzHMqwxK19zYD2QeOUCzGfWFpU/lNaY0kAeRR1kZkYCFZr1DAaRUmphTYF38ZaxcDh8oNb6RgCNSqmj3W735xkMNaXmzp1ruN3ug7XWs0OhUDUR+YloXveSyYc0NJzsdLVdB6JzAOQBWEeE28e2OFOW+QeDwWJm/m5HR8dhqZoznapWBg6D5r9j6y8P2QCu8zX7I8OleZXWei6A2QB+n+lYhqJoNHqxy+V6LRwO17vd7rcyHc+wRaS5yf84Ec5NMLoOLntY3sqWlYvBgln5Vgb+Asa5+N/fCxPo/lvaXX/KicevY+bRWutLUt1NMVMWLVqUM3LkyCOYeTaAMiJ6B8CL7e3t/9nu5kNmdeSK4NhUL/UzswqFQvOZ+VKv93+J3VBS1eT/a5IfZADjtdqisiPTHNKA6NxvNN80zQMyHctQZVnWeAAvGYZxVElJyWe+L8P5teNKWgf7kwhDzeZmh/EHGTy7y+FmMP+otqi8NlNxDSRJLgYJX1P9j0CUsHred6L03pFRuszrHdhn9tMhGAzuAuAIIpoFoBRArVJqXklJyds70sRqoFmWdRkRjfB4PFdnOpa+8jUHngPzd5MMh2oLy8y0BjSALMt6Wil1tdvtDmc6lqEqHA7PfM1h3/2cS+cCKGSgFcxPOdhx+RsT09oTZdibEVk81SDD1IzVxKPeqS0qas90TANFbosMFkodD0782fpiFn/xyymlgy6xqG6q/y4TXQxgMkArwfpvtYVlD3evL7BkyZJxWVlZx3SuUOwD4Hml1E2D7VE4v9+/H4CT8/LykvayGBK0joCSFI1kTnnX1gybq7WeDUCSiz66MD/uYeZv+tQQkAuiM2zY5dPq6qYlbLol+qSzqNpOsUdIkovBgnlk0iHFo9IZyo6oitRfxqBb/neE9wbRwdXNgYoa4Of19fWFDofjuwBOJCLSWr9kGMYv3G73oGyc1Hk75D4iOq9oiH+bIEV/Z8Z5ALqXIWYo3JOJmAZKNBp9weVyXQ7g2kzHMlQx8+UJBwjmyDHGsQAGfZMsMfio7Z8i0mGURvLqiawG1R6LWZ/W5RLomkRjGvjpa6Hg6w6H4y5m3pCVlfU9j8czw+v13jxYEwsAsCzrIgD/9Xg872c6lv6qKSgLM3AMsFWF0U+Y+KQFBeXDqrVEZy+XDy3L8mY6lqHoyM8DeQASd1AFwIqK0xiOGEZk5SLD/H7/foZh3PRJlHJuyomvB7DVKgUDG8iI356h8BLaGDX2AyEv0RgB6qY8+543isqfS3dcfRUIBIqI6Af5+fk9ekQMVQsKy2oAFN+/NHj8nqATvz3V88N0lMPOBKXUPK31HADBTMcy1Ly6u7fN1xxoA5CT8ASmlDV8EzsXWbnIkHA4vGsoFLrJMIwHmfnOo6d6jtGwDwbwIoCNAFoAvKQI02vHTxtU3/iJVdu2xuMKm9IVS38xs1JKPUBEFw312yGJ7B/jlRNsRIdrYgEAubm5LwL4dqbjGJI2PxXydKIhBlptxF5Kc0RimJCVizTbUlnTtu3zANxnmuaV1PnYV+dmn1lg3rwbbxB+IAQCgd1Um+PHv8yNfR4l7JHglLWUk/VO2gPrI8uyLiCiOo/H83amYxkIDocjqrVO2AJ6uCgqKmoPBoPLwuFwudvtrs90PEONy3BeFLVjewOo/uaY5g6b9emvT6pM2NhPiO2R5CKNtlTWBPDcxo0bD5k+fXriFYBBmFR88MEHYzs6Oi4EcDzb9l+0Q53Mtn6mS4trANhEwDk1u7lbMhXn9hzT2Ohqc7VOtqP2F3e1UN7/s3fm4VGV1x//nvfOZBKSsC/KlgQIkMyWQNyRTECxWrVqBVttrdZqrWutuxXc9/ZX97rWtVqDba24IpKAilsgM3NnSCBAZgBFQNZsk5l73/P7IxMNYSYEMslkkvk8Dw/knnvf99yQ3Dn3fc/5HiK6oK6uLiHFsjpJM/ZP7OyLlDLzPADJ4OIg+XCceSeAWS2NAaWNCdtualSmjYBxvCXeziVJWJLBRQ/g9XqPlFLeD6AGwElWfciU7gAAIABJREFUa+LUjldVVQ3TNO3KYDB4BjM/uWPHjqKSkpamXbM3fzlZC5nOB9EkIt4Ihf5ZNta+Od4+R2IulyrbfJMXNFHD9ZBIU4wC/zeIdhwdwuWXRwvy+gBSymYi6vPBRVpa2vuBQOA2Zr6lN+ilJCLLxts/AfAJAIytqXk7EAh8tnr16jfy8/OTqxdJDpqkiFY34vV6x0sp7wZwWFjxUY23T53F6/UOlVJeBaA1qPhHa1CRiJT4nHcyMD+CyZ+ZouUnWlOyzuJyuUYS0Us2m+3kePvS3aiq+goRPdoXKn56A16v93RmPtNisVwYb1+SJB7JlYtuwO12DxFC3CilPJGZb7XZbO/H26fOUl1dnRkMBi+TUv6y/UpFwsJM7HdeFiWWzqoPGU4FUNrDXvUIUsqgwWDo8ysXALAoRVb5Dfysw+/ygeEBGx4vz+k7/Xd6GrPZ/Laqqpe4XK7j7Xb7J/H2J0likawWOQQctbWp0ysqjO2PV1RUGN1u9yVEtFRKuaGqqurIRAksqqurM91u942hUOgTIgqkpqYeZbPZnkn4wALAcWvWZAA0LJqdgZye9KcnaWpq6hc5FyX+ynsXm/ieNQrsLdLn/GdQqHrWBmey70jXuFoI8UBpaakSb0eSJBbJ4OIgmLXBPdNR6/wKtKc+c7ihweFzLpm9oUW8x+12n2AymT4VQkwwGo0zbTbbM/PmzdPj7fOB8Hq9Ge2DCqvV+kjbTqSJzmdTpjSgpbw3IowOBMwSnGOOOabPBxczfSvzmOmmCKZBuoJkO/EuYLVa1wMomzp16u/i7UuSxCK5LdJJHLWuoyXJJQBaVywUALM1oX/ykdfthQ6PEOJnidIG3ev1Zui6frmU8lwi+kdGRsbRfVHnAUBLLb/P+TKAy/c38g4dSp9seQwARCTdbneffokQrBSDIu95EeMIxzZvRnkvrmCKF8U+98kEvhHgqQC+ZcYr9Tu0x9v3Emlubr4nJSXl0zVr1vx7ypQp38fJ3SQJRjK46CRE+BP/GFj8eBwY+OgAdi7KsV8WD78i4di4qggsZjMjhUh+Xp41bUmrzeVypQshfielvAjAPzMyMo7qs0FFG5qVxuunBAcc51NgRzj5goG1AF/waZZtV5zd61b6fPUEsdJBbjql7anr08HVoVDid17CLJ9uc2gUEQoHDjceA2Be23OLiooaVVW9PxgM3gmg1zznkvRuksFFJ5GQU6K8HGEvZFRt/h6FmRx+12OQuAwI98VkAYfP+c6pzdqFJwVN5wH4LTO/Vl9ff1RUnY0onFxTY2o0NP6JiC8BMI6B9WB6eFm27emw0l+v5ZndmcMBhP6cFpxcl2LIJ42/G9ZkdC40m4Px9i1J15CgFVGjB4b6fu7Re3vSn97OXC5VtvlxV6SnGYPnzvQ5C5dnF+yjF2K1Wks9Hs8FHo/niGQ1TpLOkAwuOgmBdkazCeod+vslfteZHHHpH6fuEqZ3AbxWV1d39MEGFa00Ghv/QeBzW78mYDKIn3T4XFnlQKQ9797Ew0R049uTpq8D0Kvk1JN0jeXZBZUOX+VzAO2TF8BAUAi6Jl5+9Va2fzPlcAKPjGZXgEJEECMjouuklH9nZsdM/8rDNCW4+/NxfVcjJknXSAYXnSRbxxc+BY5INmbqLWWMp0YzfGbU+Z7cgkcOdWDHppWToP8YWOwD4Y/HVVff89nUqVGTJuOJ2+0+AUDQYrGUxduXJN1DeVbBJQ6fawmDzzUKMdYcwii3wOyyCfY1B766f6Eg0KR3kOPLTI1zvnOlNzfxDdTSXTeVCV9fKZvvnKUbmv/kd+1SYBgkdIN0+Co/FMJw5dLx1vU9dwdJEoHkXmQncLvdF/6xkWZlSPyTgR+W/xkIAnxreY79g3j61wqDM6PbENXWGYgN+R2YTSlpwcldGb+7qKioMBLRA4qi9PaVlSRdgYjLcwreWJZT+LMlWfbpv2sS3/w9aOqzVUBd4eOxR+0A8EUkG4ECNzSJmaEm+SURFoBwBAhWAn6rC6V6iVGeGAp3biZAAHSyZL3suOrqLj1fkvQ9ksFFB9TU1JhUVX2EiGaTxKx3JhT8ykDSysSXgPkCYp5Snl14T7z9bIVBUVtOC7CrS2PrssN963kBzmXmA/48zfnOFbFVe3dhMpn+yMwL8/Pz/T05b2+CWxvh9S+WBIPB2fF2ojfCzHRFk6g1MdonMjcxy0sXG6WRicztryNwauQBMS4lNTC3O3xNkrgkt0WioKrquEAg8CqA/1it1qtbj3+cNW01gNXx8yw6tzRS4P9S5d5mQQPbmRp0Rbmva6MP/gLY8x0QqRMqe2YEFYfH47nF4/F8xMyvW63Wilarg8sM7B98DYGuCQb48GKfcycxns00aXd2p+y21+s9TEr5i7S0tGO7a45EgIi00tJSJRF0V2KFEOJ9Zv41gLfi7UtvgpnJ4/E8PJmxlYfQOGrm81hyPhO+IcbC8pxCH/ucMw82GmVCbrc4nCRhSQYXEXC73acAuE9K+Xu73R5x+bA3UVNTYwoEAo9DR+phemiaXzHOZ+YTAaSC+VMh6Jbl42zersxRnpMTcNRW/hJE/wIwqvU4AxtYUc61Wq1qaWmpMnXq1BIiukpV1UIieldK+eJVPv1SIvohQCNgKAg31oWMUwGc0RW/OkJK+Rdmnt+XBMEOlhPWV4yvCHL6ooJJx51cU/Pl+/3ke+H1ej/Py8t7nJmpz5fiHgRer/c+ZpY2m6010fWZ9ucIcDMfZNspltgWC/+S9B3643JpVJiZVFW9QQhxIjOflwjdS6urq0eHQqE3mPkdm832QHfO5eAyg7Jx8HmDdLo8BRi8VaHHWQ58pjyCTobL5UpXFOX0BvAvb8jQTyIgJdKYEnr+8uzpVbH21ePxHMfM11mt1jNjPXYicHJNjSlgbHxMgi+i8PYnAxsEy9+W5UxbFm//egJVVV8HcJ/Vao26Xdif8Hg89zNzqsViuaajgKvY5zyTgP8cxNABIeXUpROm9dutxyT7k8y5CFNVVTXM6/W+K4QYsnr16oRoi+52u48JhUIfCCFu6+7AYtYm5xj4hqzSmV7cKXDEdwK5zPwgaPdFkc632+0NFovl9RvTtQXRAgsAUKDkxdrX0tJSRUr5V0VRboj12IlCk7H+bgZfTG1+xwmYIEm8PWedK2oZYl+CiN5n5lPi7UdPM2eda2SJ3znPUeu8tLW3isfjuQ/AkAMFFgCwLMv+FgGvtD8+hGnXUObP2x5jYBsx/yIZWCRpT3JbBIDL5ZqmadozzDw/URqNqar6awB/UBTltJ5IVpQ6Pwwia7vDJoAenr3e+dHHEwvWRrpOMO+SFH2BjJmj6occKlOnTv2DEOLD/Pz8mliPnSgw6PxI33UCBoaMfAYiLIf3NYLB4PtGo7EUwP3x9qWnKPG7zm9mfowYA0GAJODcDa7qvY1y+TFm66Wd2iIi4jLg/JJa5z9Z0E+IkQ7wF3N3hN62mkxvrUjhK/aCz9pqwCInQi8smVi0pwduLUmC0e+3RTwez/nM/Htm/rXNZtsQb38ORFlZmWHEiBF3AxgXCAQuLirqvoTIH2hR/mwAkBbRTvTH8ix7VA2NlmZvOKL9cSPzjvsbjK8YpbzTZouNBHdVVdUwTdOWSCln2O32hliMmWjM5VJlu39y9G62zHeU5xTe3nMexQ9VVVdomnZKYWHh7nj70t2UbHBNYcEeRHppZH6kPKfwj12do7KycrDBYHgHwG5mvsdms31+wIuS9Ev67bZIbW1tqqqqzzHzCXV1dSckQmCxZs2a4cOHD39PSrnLYrGc1yOBBYDpK1caAEQuQwMAjq6vAQBS8nkAPPtcAtooSTnNKOUKIlridrtvrKmp6XL3Tk3T7gdwV38NLABgIc3TQdjUwSm1PeZM/FlsMBjmxNuJnoCJz0SU1WgmikmpaGFh4W5N004FMI2IZsRizCR9kz69LTK9osKYOdxwFQOXEDAewHqAHn64KWV5fX39K0T0rMVieS7efnYGr9dbGAwGn2PmG20225IDXxE7VhYVhYp9zioCIgppMVGHGhrLJxbWOLiskPyD5zCJXGbeODAl9OGi0UWNNgArVqx4JyMj46pAIPCp2+1+0GazLeysb3PWuUaGFC6EIO2aRtKgYbzVaj2YZLS+yhOIsB3AwLcDtOb/xsGfuBAuSb0UQG9R0e02iGgoI/KuBwHDYjVPYWHhbpfL9ZYQ4ny32+212WzvxWrsJH2HPh1cZI4wPAPGBW32fswAP7vQGPSdKw1nms1mZ/y86zxut/tcKeWVUsqz7XZ7XN46BWgBgxei3VbaSElbb2zk4PQDXF9OJRqAiA+hcK+TB9asWfN8MBicr6rqxUKIG81m8379Ddri8DlvDYL/jJaSWzyRysERGt9xELfVZykfb3+oxO9WGHwLgFbhss8MJC/pT4288vPzv/Z4PM8xs6Be3lyvqzDQkdR5dSznEkI06Lp+m6Iot7lcrma73f5xLMdPkvj02ZwLR21lNog2IPI9NqeFAiN7+0O2Nb+CmbOllBfFe6m/xO+aLSEXgKmAwNtBtPBXespTRzXozzLzx7GqWFFVNQ/Ag0TURETXmc3mja224o2VR5AUNrC0oo12RhuYiI8vyyr8LBa+JDpzvd6UvWnNeX9uNL4002ItiLc/8UBV1ZcBPNpW2K0v8so676R/KaGKBmqR594Hxi/KcwreiNVc4bLWj0OhkNNoNL4jhLjZbDYvjdX4SRKfvhtc+J2ngrEo6glCHlE+flqvfdiEExNfY+alVqv1wd4sBNQmCMpqbm6+KFa5IOGGY3cLIcrfMmqPfWSiZwidKC0kPF2eVXBpLHzoK6iq+vX3339/TElJSfREzz6Kx+P5pZQy12az3RlvX7oLr9drllK++rWQ97ySjnkMPg0teVJrQHRreZb9zVjOp6rqvUS0zGKxfOhyuUYKId4hohuTzQGTtNJnEzpJyg47dJKmxL+DJ7Mo9lde7PA5Pyn2Odc7fJXvOWorHR6Px65p2mIAf7XZbA/05sACAEpKSjSLxXITgHdNJtOSysrK7FiMa7PZluzYsWMGgE2bFHzQqcACAEs+PBbz9yWYuWbYsGGT4u1HPJBSfkBEfTap0+VyzdZ1/RVm/uVvzfY3y7Lt80Zkrc3AAGNmeXbB1FgHFgDAzLqUUgEAu92+TUp5KjM/oKqqI9ZzJUlM+mxwwRjyJYAoQlhUVZZji6jL0JM4NrqeJ6ZnAMwgYAJAJ4OorMwo3wQwz2q1Lo63jweD1Wp9lZmvNRgMb3s8npJYjBkOXJ5YY8C4zl5DQvT6yp+eRgixWgixXzOq/oDNZttFRNLl6nviYW63+wJFUW5j5p/YbLYf8ioW0jy9fKS5vrvmJSJdCKG0fm2327cBOA3AQ263u3iu15tS4nfNdtRWXuDwO2egfzbP69f02eCiPCcnkC3FlalM7XspbBbArxDn1YASv9MMxgWRbP82ycw7LVW+nvUoNthsts+NRuNPmPkut9t9IwA4at1THbXOm0p8zv8rrnVeePJBlpxOr6gwAhH2kSMTUKA/e7B+93WYebWUMmK1T3+AmT8UQvSZ1Ytwq4Lbiei0vXv3nhT+cO/J+X9YuWjFarVu1XX9DJ+B/r47PbSGmZeA6AUwPnH4XZ/P2rAqqyd9TBJf+my1SLj73699Cn7x1wEYTuDxzLw+JU28ufiw3qCBQNMRpWwMwKjtvtxxAHw950/smDp16re1tbUn1NXVPXV7jbu8nOSxAIwMgAhoMjbccoLffdKSrM5pi6wsKgo5fM5aADkHOHUNA38Id65N0gYppVcIMS/efvQEM30r8wSUu0A4EhIBInxQHcJ/8prpYgCvxtu/ruL1elM8Hs9zAHZZLJa58aiCISKdiJT2x+8xGrfvSNcyJWNsO9NRUohXARzfMx4miTd9NrjweDx/IqLVp+Vbe2nLZd6v2de+pBzA3rvJyckJODatvJt0pRpA+4fQpBDzYwB+2tnxmOkhIn6y/XETxBaNlBNIa6pfMrFoY6RrkwA7d+5cP3z48Ik9MdfJNV8MbDKYzgKQDcAXak7792dTp/ZIjpOjtrKAQZ8BGAAGQAADuU8Y9bPygUxHbeUXEOQjKf/enQ3cin3OEhBuIoYZoC1g+c+6HfoTK4uKQp0d4+SaGlOjqd4mdBpqUKT60fhp37rd7iHMvJCI/muxWJ7oLv8PBDPr2P/3GjvS9KMlc/vAopUZjs2useVj7Zu717skvYE+uS3icrmmATiLiBbE25doCF1ZBiBaAOEszzF/15P+dAekizkc4QEEAASeE97u6BTLcux/B+h3ADYDgAA4hel/NzUJ1yN1XJIMLDqmtUqkrKysW18oHH7njCZj6hoQvQCi20D0gjE1sGaWr/LY7pz3B4huJWBABMuY1UYMBNFRYJzDJMpLfM4/dYcLxX7nrwn4mBhzAIwBuAhEf8scbni902P4nCWNxobVJOkrJnwQkmLjqRsqX5JEHwF4JF6BhaPWPdXhd7117UC54JpM/XmHr3KhY9PKHxKFWcjhHV0vNR7R/V4m6Q30uSQbl8uVLoRYJqU8z263dyQqE3fOrXXf+J2Q90je5wN4O5E4uSzLtjJujsUIh891HcAPRbOnpFLGoWxRfepxf6jo/Pgxdvsir9ebwsylABZbLJb9VjaS/Iiqqq8z8x1tE/9iiYPLDOwfup7A4yOYfSOy1k5aSPP0Qx1/xYoVaRkZGakAhiiKkqrrehozDxZCpDLzACFE2hUZoQUAdWqFhphDNzYqF4zWsY2INGauY2Ymot0AoCjKbl3XeceOHXWdLuFt6cOzEdhvW6DFLPjIZeMLv+5oiON9FYcrMKwFkNHeNkrSc29MsF98IDdmbXKOkZLOZsmjAVQPNGlvLBrdtRLx2eudkzUFXxMwsO1xBnYqUk5bOmGaf/YG1aYLPZpibwjMI8tz+n6flyR9cFtECPEoET3a2wOLiooKo6meTlkqcO5/MygPLMcy02oCv1CWbesbv3ykO8GRF8eMgO/ppoH6gZIo2uPxeH7HzOusdtsiADCbzUGv1ztPSvmmqqrSarU+1VW3E52Ta2pMjcaGYwX4cB1UtTy7oBJoSeokonzEWK3xBzYNKogSWABAtqVmyrzbPJ50KWUqgHQiGkhEqQAypJSZ4X9nAshgZhMRybCyZmtyUgBAI4A9UsqAEKKBmfcycwBAvZRyF5gaO/vKxERGn4FOGsu0RUppEkIMYGYDEWUys5BSDiIiDB8+fLCqqoSWVTg9wt86gL0AeNtq78q70iMHFgAwQldmeb3eEICdmqbtiCSMp8Dwc0QILABgq+CfHOi+HLXOc6SO5wFOb21IvDdovN2x0fXT8vF2T8dXR0c34E/E+wYWAEDAUF2IqwBc+/EEq7vY71wcXrVpdx4/V5YMLPoNfSq48Hg8PweQabFYXo63LwciJSXlASL679Xmgj7b86B8fOHHDp/rIxBObGfi4pDyXl1T3QpVVe+3WCwLO6PlUVlZmc3Mlwsh9kkKCwcYZ0sp/+12u6XNZuvz7cSjUexbdUwT6l8h0EQGQQBw+J0fwqj9inaQl5nNAA6p90o4SXokM49Ey5v5KCIaA2AUgNFljXLbf1I7+G9kPgxAMxE1MfNWZm4QQgR0Xd9DRI1SygAR7c7MzGzKyck5pJwjR61zAgBrZ89/IyX0j0undC33wuv1pui6nq5pmmFjKg0G6EZEWRUeoekDpaQrAAwTQgxVVTW9jbkOwI6XQvrEaBuGDIwuZVbmEUVcAZq9+cthuobn8KPkOwCgJaEdzwM46uDvMDw3wxotbiOQrfXfRk2bF1KM9xL4twBSjWAtU9JTSlPKtYc6d5LEo88EF6qqjmPm+cwcE32F7sTtdp9CRLlms7lv/7IRMWprTwd2Xwumc0AYyQSXoot7bs21Lj/T6x3KzDd4PJ4rPR7PTRaLJapkNzMLr9f7nK7rV1mt1v3q981mc7CmpubsQCDwpsfjCSRCgBlrHNu8GdwYegvAvnoOjJMQNDzFzLdSlO6Ybrd7iKIoo3VdP1wIMVpKeTgRjSaiw5l5NIBUj8ejAGgQQnzLzFuY+Vsi2iSl/FJRlC3fGkQzI/R7ipzLpS8R8tXbLJbtMb/xNoSaU+8xpgaOA3DAjp0M7E1JU7qs0ms2m4MAguEvtzt8zs+izN+8JpWetOZav4k0TnV1dWZTU9Ow3Yq4GOCIUu2DGIE8j+dzVVUVAMzMGhHtALCDmXe8FMCOlQYZcdWDGEfOWecauXjSoZWtEqEuWoEbg39opaAJpYTAJgbeI8baGxsN3pE6W202czDy1Un6In0i54KZhcfj+RDAbVardUW8/ekIl8s1VgixyGAwnJCXl7cj3v70BpxO52RFUe4iIgqFQjcUFhb62p/jdruvEUKMtFgsN3c01ooVK9IyMzP/B+Blq9Wa8GWHB4OjtvIMEEXreKrd0Wi4aKjO9xPRh+HVh1FoeQZoALYS0ZZw0LBFUZQtAL4LhULfaJq2raiTVQ4On/MxAFfsZ2B+pDyn8I+HdmcHCTOV+F1nMvgYZmpUFIR0ifkEpLQ5S2PCb5dlFbwS6+lL/E4zMz5Am7wLBoKCcGVZVsEBV9Xe87rP+1u6fCoUeWvkuvLsgr+2flFRUWFMS0sbBmCopmnD7s/gI7Yo+GuE61oubhAvZkkajRaBwa3hAHG7lHKLwWD4TtO07dE0M4prXX+IVLEFAET0m7Is+8sOn/NVAOe1M38zv0GpG5+SWpCbm9tedyhJH6VPBBeqqt4OIGS1Wu+Jty8dUVZWZhg+fPhHRHRrR2/p/RWXyzVbCHE3ES0zmUz35ubm7gUAt9s9lYhezcjImNGZ5fKKiooBJpPpf8z8gs1me637Pe8dFPsrLw4rvkbkoiY6t0ATd0opzzEYDN/m5+dvjbW0/FwuVbZtnHwZMS5nIIeAWoAfG5FV81RXkjm7SskG1xQI/n26RFGOpMGrjfovulMPZc53rvTmJpxPxGYCfavrcuHyiYU1HV1TU1NjCgQCDwIY/3g6/61akQ8R48iwuYGZ7lmWbbu/IwHAkg2r7CxExG7PDOykrF2j7v3cZMzIyDhcUZTRzDwkwirVELT0JTEA2A5gC4BdzZDf/TUdp20RfMy+w/Lz5VkFvy/xuU5kwgeR5h6nYfWNAcPdFoul0xUzSRKbhA8uvF7vDCnlXVVVVSfMmxe/h1dn8Hg890kpd8eqe2hfJLz98Ssp5R8BPLV58+aXxo0bt5SZr7LZOl9BU1FRMSA1NfVtAM9ZLJZ/dZ/HvQOv11u4zCAvLzXpF0U5pX5Eg3HYAilfllLe1tsTnruLcDXZYqvVely8fWmLy+WaIoR4EcC/LBbLo61Bn2Oza6wSFENT9NQ173fyrb+41vkGESIJpl1Znl3weGd9Ki0tVcxm8wgp5UhmHiOEGAHgsNVCXrDGgFQiSHMI2iSdGgAE707Ta7Ya8OtIYwnQzof3ktNms83u7PydgpkcPuf5AP0cRMNB7JJMDy7PttfGdJ4kB03CBRfF/soTIUUREdflNvOXVwUNzyiKckZ+fr4/3r51hNfrnSWlvNZisZwWD0W9RCP8IXA9EV0ipVxss9kuaLWd9m3FgL2acToxD4JCzmiiPOExFgF42mq1vjFrozpRsp4nGd+MylrrjuebdCxYs2bN8GAweC4zn0tE/mZoL1+bSXcSMG2/kwn3l2cV3Ox2u+cTkddqtR5SUmdfQFXVyqqqqqLe8jLi8XjOZ+arhBC/M5vNEVcdDoa5Xm/K9nTtKoAvADAGoCoGP7QsuyDaltlBoarqV0KIWWbzj71LvF5vyhVpzfexENG0Q3Y9VqdozLyViGoBfMPMW4hoMzN/B2CTyWTaMmXKlO8PxpcSn6uUwe3ziJoE+ISl2YW9eou8r5MwwcVx1dWZRlPg320rDwRBz9XEv56eaPtVPH07EKqqjgLwgRDiZLM58cWxegqv11vIzH9n5hoAo4QQ11yRHsxm0NMAxoRP0wH8HVm7rimn/bUIampqBn4faPrwoXSp7xRo+7ZaKRXxm+XjbGoP3ErMYGahquosIjofQB4zv6lp2j+mTZu2HQBmb1BHSaH9jUHz0FIqWQfgwRFZa+8DgCk1U+5rEJheqXApjPRuf1RLVFX1X8x8e3fpfXSW6urqzFAo9CQAFkJc1vbDurficrnGEtGzNpvt5Pa2Yp/zTIpeifTO4/WGZ6SUswDc2Zo8DGBCuy2ZoQBMaOmN8B0R/ZA8DGCDoihbmpqaNhcVFe0pqV1VzCTKI03GwIpl2QW9anWqv5EwwYXD5/wLgIjVFQx57LLsaZ/3sEudIpxs+r6U8kG73f5xvP1JFGpqakxNTU3LpJTnFxQUrPV4PMd9C/nwfRnSxvsm5gEAiHBbWVbBnZHGOqHW+V+NcEYEkz8tlD6ls8vN8SSc9HougJ8R0Ve6rj9tt9tXRTvfUVubapA7Ri6ZMH0ziKRjs2ssNH4HgL3NaQ1EdFlZlr1fVdaoqnozEdXGc7vM7XZPJ6JnAPwtkRKP3W7374koxWq1PrafkVkUb3S9H0HjYg8EzbjsizVVeXl5K5ubm48tKupY0KuiomLAgAEDxmiadjiAcUR0GDOPJaLDAYxh5vRHM+BeJ+RvogyhI2tXaqQXjiQ9QyKVov4sqoXFGQB6ZXDh8XgWMPNnycCiY+asc40MGfmMFkVBUb23ofkoI/BqQUHBWgCwWCyfOfzON8EoinQ9M34NYL/g4rjq6kyNAqdGmTYrYGhwAPgwVvcRS2pqagY2NzefwcznASAienXv3r3HHnvssU0Hura8JfH1R0l0jR/DvoEFAKQz8zMz16llyydZN8XU+V4MMzuJaCaAHg8uwlohVwE4RwhxjtlsXtfTPnQFIvqpiLb1QSRHcukp232TLwbhZwwMBKNCMeDBpePs35QDcLvd/0lNTT0bQIeoWaiMAAAgAElEQVQBbTj4qAn/iUiJv/IGRO/kLh+tGvEw3O71RFTZ3NxcWVRUtKcz99iemT5XjmBMgYLN5eNs3nh31E4UEia4YGBgVAEXsb9qXG/A7XYXE9GMqqqqk+LtS2+m2Oc8Mwh+AYxBIALAuGOAXhcgOrLtecQY1cFv9eGRDqalBUdoHP3nXAKjD9Htg8bBZQZsyRxcPrqow31lt9s9XQhxSSAQmA7gHUVRLulKTpGDywzwR20SZ1KM+skA+o3wmMFgcGqadlV3zjHL55rGxJMgyT88e03FQpqnr1mzZrjH4/kHgFohhCOsj5EwhKtZDu8oIArnMT0V/rMfBoPhWV3XX8cBgovOIAll0T/maZmQeFYChQDOTE1NvVNV1UxmXkdEq4QQlVLKSqvVujXaCDP87iEGls8C/HMQAAk4/K4vaYPrN2UT+mdC9MGQMMEFAA+AWZEMxNzr9s1XrVo1gogeNhgMP+0tiWO9kRl+9xBi+RJaZJ9/YK/gTICfQ1sxIiIfOPLTRDBH/PBNMwa/qwsaAmgprdsPAnd7Vvmcda6RQSMehJ9/AcBU7HNuI6J7y8fbHm19C3I6nWOEEL8CcA4ReaSUL1ut1ktjUSoaWnN4mjE1ELVJHDP1yuC8u8jPz9+iqmq3BJUt2094VYKLW7qyMrb7J1c+vsb1SDAYvAbAn61W67vdMXd3EwwGSwB0Sc00/L3f5fV6C7qavLpsfOHXxbXOR4nQPlD8HgLXWCwWDwAXgBdbDdXV1aM1TZsupTwawOWqqk4CsAPASiJaSUQr8/PzVxMRG1g+D+DMdmMfxYLfmV5RkX8wHW77I4kUXNwNYCba+czABgxIie+eMbMo8bsuYOAUMAaS4IpAg+EIo44bp06d+m1cfevlGFmWcLvAog3HOb6tGN76pq8F9dcVIy0AaFj7Ex0h+uYRVX1bCHGz2Wz2th5fNLqoscRX+QKD/hBhfBeyd38amzuJjIPLDEE/fwBGYesxAkaC+eE5G91D/uJ2ryWi3xCRwswvNTc3zzjQfvTB8tnUqXUOn9MPICuSvTcG5z3AFq/Xe1jME6w1vApwcbujhe+l8EMFBlE0Y6I5Ybv3MvNPiajLVUZCiKd1Xf8dIomtHSTLcgqunrXB+S4LOpvBI8DsUozBxz4ee1REgcLw8/hbAItaj6mqOk4IUSilLARwlsfjyV6uuj0LIE+PMu2kjOGGGQDKuup/XyZhgotl2QVlDr+zhMH3pLCYEQLvYGARsfHP5SPjl2U9l0uV7Rtd7zLQsvVBADOdePsAWRdUtA3x8itRYOZMUPS8YkMoZSCA7wHgk9xp20s2rJrNgp7Gjz0SdgOYv2ByweNneTxHMPMjHo9nZ1ulz9RQxjUBY0OACFf90IGWsQhGuqy7E75E7ZBZUvwYWLQlxHw1DMpjMqRfard3c10+820gejGC5bOybPtH3Tp3L4SInAAKgMiiT4dCOGm2fWABAGgkjPiz0jwGbfNgEgwp5XGKonS5ZUF+fv6HHo/nbpfLlR6pcdvBsnRCwWIAiw/1eqvVugnAJgBvtx47t9ZbAMj2SqM/QPRDtVqSKCRMcAEA5VkFnwIoVlW1wmq1Rkzs62m2bcw9ixj75VQEwZmQyt0AfhEHtxIGEoqHOarsx65d24P7JBqWTZjmAnD0nHWukSGBIZyzc31rgGCxWL4GcILb7T7BYDC8oarqF5qm3VaYm7sbwJ++Vt2TS438uDvd8NWH48w7u/XGwkjBudGKshgYfFUaPVmeb+/28uTynMKXSmordzOJWwG2ZwChevCToUDaneifuisuXddjGlyQTqM4WvMNAIA4LFZz9TSqquYx8/pY5Imcsu7LzPFpqU0+A210+JwDALgIfFdZdmGv2S7apdVtgDE1BCDiduIFTeJnj6nqME3T/hepXUGSBAsueiWSZkQr6GXG8ZEtSVopy7KtLK6tfJuI9luCZMZd0fY1w82XIvZAsNlsS5h5qaqqPzcYDEvcbvfCzMzMR+rr68c9NNUWsw+TTsFiB6KnTYSaDXsOKYP9UCjLKfwfgP+FZehXWK3W63tq7t5GuGIk2rL3ISGUJp+umVpbse+HQSrrYzlfD/NTAF3+8J/Lpcp2f+riNcBR+DEQO4pB7zh8lb8qzy78Z1fniAXv5x691+F3/hOMCyKYK7P0wJVEA+YYDIbH3G73GCHEYiJ6Jz8//7OO8qRm+pyFxDSVILeMaExZsTDBknoPhkjdC5Mk6VHubzD+55gQrWJgA4BmAE5mOndZTsHfDnVMIpI2m22hEOJYALvq6+tXMrNeWloa8cHfXWiCPlSAvZGt/L/Pxx24rDTWlJSUaACorKys375cVFVVrQUwOVbjVVdXZz68a8D8iTpVRbIzsPTjCVZ3rObraZj5ZEVRuhyYb984+WREa/vOdFtXx48lmUbtcgY9iRahvlbegYFOLzEf+Z3FYnnZarWeFgwGZwD4TEp5icfjcXo8nqc9Hs9pFRUVP6x6HF+zaoSj1rlYAKuI+DUQlW0fEPLM2uA8cr+J+wgJF1y4XK50AF3ep4sVgmh5dCuV95gjCUp1dfXoDOarfosBJcuyCyaWZxeklmcXFC7LscekwZHZbA7abLZnmPlRItqTl5f3pdvtjth2vDt4qk788oKAspZaksjaUoYUPVKSaU+xbujQoRPjOH9cCVdwBb1eb8T25AeDx+M5LRQKfQKgNpiOown4G//Ygl0n4IVUxdhjP3OxwlFbWVDir7x3jt/10nsmzrkupa7ricYSlqg2Qu4xm1akdXmOGLFodFHjsmz75WmhwFABmq6H5Mjy7ILT2qvaFhUVNVoslkVWq/V8IcQRzPxvZj7ZZDJVqKr6kqqqZxpSlOfaqksDAAi5UuCt076tGNCjN9ZDJOKbyxAi2hVvJ1opy7L91+F3vQOgvVDTFgZujYdPiUJYUOgZANe2dkDtLojIJoSYr2maT1GU+R6P50oAN3dnd1q3230jMx85w5Rx/Cupe5VQQDoY4nCG7o23oiwzrxZCmAH023p9InIDMAP48lCud7vdE4joUWbeGQqFTmyVYAfwp7le701bU4NZoZSmzfFYneoqJf7KG5jpXmYoQTA+MAFAanWJ33liWVaB90DXR4W4rgNh6MDnY4/pdWq57+cevRdAVDXctoRzUhYDWMzM5PV6i/ZA/pyZo+nMHF4fVEoQgy2n3kbCBRdENARArwkuQCTLmU+/bp3r0a2EWZsM7AfjKwAPL88p2B1v93ozqqpeTkRVVqu1vAemK9qzZ891YXXL33u93nwp5W0ej+dqIrqlVRjotG8rBtQ1G34NgoUI2wH8+2AfpqWlpUpeXt4TAIIWi2Vum0Z1veYBQkReZjYjei+I/kBrUudBBRcVFRVGk8l0GYDzhRDXm83mpe3PCe+ld9hivbfi2LRyEut0L/bPHTmcmZ4A4DjUsSXEewIcMVGSQIv6UnJxOPfi65k+1/cCuLGDM0f1mFM9SMIFFwCGSCl7T3ABAET8G1UdxMznH0xb8P6MqqoTAZxfV1cXsXQvloS30rS2stlms3k1gHNUVT2WmZ/1eDxrX0rFy18F9deIeDyAVr2u+cW1zhs6m/8R7onyKgCv1Wq9PeY3EyOklF4hRMIt1ceScFLnQTU9dLlcxwsh/g/Au0KIYxJNZbNTaMpsUOSkVAYff8ymFWmHuhqzPNteW+JzXiqBxwhoux1QqSF09SH528sRPHAL057Gdvf7AyRFQknAd5aEy7kA0LtWLtDypgrAbrVaO7V01t8JJxK+COCyzvTJ6CqKohwJ4OtINqvVusJiscxi5o99Qv8HoSWwaIOBCA86Nq2cdKB53G73kEAg8IEQYnFvDiwAYOfOnesB9NucCwCQUroA2DpzrtfrHerxeJ4WQlyvadpcq9V6e58MLACQIFNUGyDSgyn7NQ48GMqyC/5h1LU8e4iet2m0BMxnjshae8Qn2UVbujJub6U8JydAwN8jGglfL82xdquQX7xIBhcxYOrUqTMAdFiClORHhg0bdjOA961Wa0VPzMfMx6CDxnZExHcK8dZ2wdE+bA2sGU6MYgPQkphKRO8C+IvFYnm2C+72CMmKEeCKAfqAzwxyTInfddWsDe6Zkc4J5wWdL6VcCuAzq9V6el/XNSCWHf1erlky8dAagLVlycSijRc3K1/+rpHeLM8pfCvck6TvkrXrJhDdDqBV8FEfL8k5v0582Ze2gtqSDC5igBDidCHE2wc+M4nX6y0kohOqqqoe6MFpjxFCdJhAuX0EUhBFnwAABHHULHav15sfCoXeI6LrE6xvxLphw4YdcEWmL+KodZ6jGMXaf6VxNjM/IoVc5vA56xw+1+uz1zsnA4CqqjaPx1POzNONRuPxFoulX7SmX5pduIIj5OIwM5OgG2I1DzMPFEL0mM5LPCmnEq08y37HiKy1g4WU2eBBGS/l2KaNZBrt8Xh+Hm//uoOECy6EEL0uuJBSlgwYMKA83n70dmpqaky6rv9d1/WLe6qZGzMTgPFmc8c9HcpHmusZWBvNXhjkiIqeXq/3KCnly8z8i+6sPOkOiMgbrhjpV5ywvmI8CC8BGNzOlAHwL3QF7ufWqC8DeBTAlVar9eqpU6fW9byn8YOydp0D8BUAPgOwjpjfviqguB/ZTTGTqSeiQVLKfhFctLKQ5ulLJ0zzl+fkBIiINU27iJlvdbvdUwEAHL2HfKKRMEuiszd/OUzXUi98QtPPqhM86gS/u3pJli3uvTu8Xm++ruvrc3JyAvH2pbfT1NR0HxG9VFBQEPVDPNZUVVVNQiez9gVwswQWUrug28QouyCg/PpCVT1aSrnAbrdvAwCv13u6lHK+lPIMu33f2vdEgJm9zGwF8O94+9KTaIpyGoCoeQUATP9OkQUXTbbZ++tWZ1hS/4nwHwDA415vviT5nNfrjUm7eGYeRET9KrhoT2Fh4W5VVX9TZaR/z/I5d0u/axr7nI0EvA8D3dReUyORSIiVi+KNruM1zbQW4IeqDGzeLHCJxtLr8FVGbSzTU0gpf0ZEyS2RA+ByuY4HkGexWJ7qqTlnb1BHuUj/mQZ80Znzy7IL/iOIZwL8PoBvAKxk8A0DG40/sdlss4noXSHEYlVVb/d4PBcz81Wapp2YiIEFAOi67iWi/Hj70fPQkAOd0UScNw8LE+L52FOYzebVzPymlDImSprMPKi/bIt0xBWZ+rCn0vQpEjgWQCoBQwGcB51XOGor26+uJQy9f+WCmcjneh6Eoe0sqQA95aitfLc8pzCeehKnpKSknBnH+Xsdc7lU2bYx97dg+gkxMlOJnI0N4uQMiVN64k3QUes6GsR/16EXPJ0GCGCXo7Zye3lO4UsHurYsq/AzAKdEslkslkUVFRUfmEymf0kp/8jM1xUUFCTsw3Ht2rXr8/LyJsTbjx6HqLq1zrgD9IWY2ycT7bqC1Wp92Ov1Lna73TNtNlsH6sQHJrwt0q3ieYkAMW7mSKW/jHEALgDwcE/7FAt6fWR+wkY1B4TcKOYMCJrRow61weVyjQQQmjJlyvfx8qG34eAywzb/5MXE9AwBZ4FwYgB8/YIB+pgrM7Ru7+sxa8OqLBB/hJZ22gAACQwB0YsOv+vsgxprozrR4XeeOtPnLJzLpUppaaliMpkeAbCbmScrijLJ4/Es93q9cfsZ7ArhvBdq2wOhPzCi3vC2kTveKmPQx+inWyIdQURS1/ULiOhv1dXVmV0cblBqamrCBuexggnR8546svVyen1wwdBSOz6DDmDvPhRFOZ2Z34nX/L0S/+BzCJjV/nCIMISI7uzu6SXRhQAi94tgXNGZMRy1lYMdPuebUurrwFgkgFXf+yevNFqmfsDMW6xW60V2u32bxWK5Sdf1i6SUV3o8nlKXy5UTy3vpCZi5xmQy9ZuKEVVV8xZI+dyCBmX7cInF9GMPkLZsMeh8TY87lyDY7fbNRPSIpml/6eJQmZMmTao/8Gl9G0JHeSeJm5PS67dFhtab1m1PD+3G/pndYEAyI26KmFLK0wwGw3Xxmr9XQjQDUd73GD3Qgl6I7OhL3lF1LPY9C/Q0AT/f9xjsT6bJbSEMOq3t8XBy6jler3eWEOJfqqp+0dzcvKCoqOtaAIfKXC5Vtm+aVEg6jWEoa8pzbNXRzm1TMRKxm2dfQVXVPAA3AxgvpbzreLv9YwAAM5X4Vs2ZrhmeVw3y66DA56nB5qfC/SSSRMFisbysqupPVVU91Wq1HuoLFlEf1XjoDCtWrEjLyMj4w0saN66M8klMxP/tWa9iR68PLhaazcESX+WfGfREexsBTy7LtsesNOpgWLFiRRoRjc7Pz0/I/gF9FZa8laIVczEOqADo2ObNQGPorEi2EGEkeK8DwAftr7myUQOxvO+yJmP2ZJPpU1VVn6uqqnq8p0puWynZsMq+zU8vE8jWUtQmUVxb+XaqIeXCD8eZ9ymnnb1Btd0FOSdI+uUOn/MigF8tzyp4LdbbAdMrKowZIwyXEvBTSAwgQoWQygMfT7BujeU8kQj3kLkJ4aDC3hpUtELEZcCHj6rqQ4BotlqtPZZwnOikpKRcHgwGP1ZV9Wurtfv/L/sKFRUVxpSUlAuJ6HJmfm1YKHASDKaXALRtbhYCY0FZdmFClbe3pdcHFwBQll345KwNznW6gmuJMcXA2HJWsxidraRdVx4Hf07cuGp0/V6leCBoSRym79WwpOVEfGlEI6G8u+cXLF9jEtcikiAW4YAiSLJRGyE6+L0g4tFtvy7xuX4uG0NPSmAkiPDYAE03Mp59sJ4G5OXlfa6q6h09JazlqK1NZbFnEbUkgrXxmU5v1kPPAPgh56Rko+t0Xer/2fbj9+lwgH7i8LtKyoHfxcwnLjPAZ/gYHF61opYVLF1o55dscB1XNsHeLV1ZW4MKKWXkoKIduq6/qSjKCwCSwUUnmTJlyveqql6Plu9ZMqkdwMk1XwxsMprmAzgToKEAXMTy9rKcacuYWaiq+nMiuoWIPgwEAjPbrHCeWlK7qpiFOJol7WUplyyfWJjQL64JK9ihquptRPS9xWLZb0Wju2gpfaUHAIwBgDQmd4D188smTHP1lA+9nblcqmzfOPldME5qZ9ps0LXjlkws6lDMKhb8psZ5zVYD3RcgbtUyCIHxf+XZ9lsOJLV7zKYVaSZ9wE4AEXN5GJi1LLugDAActe6pIKkiUjBCuOnhXXjVYDAsYOZsZr7OZrOpbU+ZXlFhHDTKMHLpWPu3sVgtcNS6fgLi96OYtbRQYFjrcr/D56wBEDHXgqQsiNXPtMPv/BUYr0SyMaN0WU7BObGYp5UDrlSEKfFV/pRBtwKwMrCVCKUP1ikzTbo8s1XHJEnnUFX1KWb+wmazvdjZa273rhh6osx49zir7ZhudK1HcXCZAf4hXwCY3vY4A/J4TdxzThOdAuBDZv6LzWbrVUKQ3UHCBhculytdCLEiNTX1+Nzc3G7fHy32V84lptIIpl06NHNfbbpzSDCLP6xz3h0Uyrx1Cq8RxF8qmvZILHoSAIBjs2ssaXynBFo7qpYrChYsHVfwDQCoqrp4kxD3P5ShkQQGpJC+8qPx077t7PjFPtcTBL5sv9sCuylr9/SwwBAcftdtYL49yjCeh3fjJ0IIExEVALiJiDZJKV+pNUrxqgm//17wbAYpClHTFA1LLmygMhOQAvygRAtmHkBEJmYWRDQoPHYGMxvREtS0Zuwrr5j0r75KwSXR7uuaRvHsBJ2O3isg/5yu26Odd0az8M0OUvtOjQEi2qfJHDPvJSK9zdc6Ee3zu3hThja6Hvh1lKk2P7KHfiaE0Ji5XlGU3QDqD0WgqU1QkSWEuCNSG/RWSvyu85l5v7LkoRIbFjQZHygwm5852Pm7wvSKCmPmCONlzJhD4DQi/iJFpPyl/TZWTzGXS5UNKyeIlUVFoc6cH34WLwcwz2q1ru/o3Jmb3Fahy0cZmEmAYGCtEHR92Xh7j2sFHe+rOFzA8DsB5ErwJoNOL3088dAF/hx+19lgXhjJlspY+8BeOr4/Ba4JG1wAgNvt/r0QYrTFYomJqEtHOHzOTwEcF9HIuLk8p+D+7vYhkXC73XcR0Sqr1RrThKSZ69RxwqCvBDCi7XEGtikKpj28SxQT0Qyr1bpfcNBZXluzZriqNKtfGOVw5pZVieE6u88PGN7JkSC0iNwMmZ+uYbegeVGG+f7xesM7ANKZmYloNzNPYMB2b7qk7wSPaH9Bjo6PrmkQzwKAEGKvlFJn5mYiagSA8BickpISCAaDTbquc2HhjxovJbWriplEeRR/As1K49DPxx3b5KitHAyiqG9OJsYfHqoTb7Q9ZjAYBmraj6XEBoNB0TRtYNtzhBCpUsp9erBclynnBilqwON/vN7wL2YeSUQZzDwYQDr2V88MAahn5t0AGoiogYjqpJS7iSgTQAmAwUT0IjN/SkQNUso6o9G4JzU1taG9eq7D59wAIGJlz4VNouI3ebYjon1vYs3JNTWmJmNDOYCj25m2GHTt6J5Y6Wtlpm9lnoD4K0AlABQGvlbA1y/NLlxxoGtVVS1ioof+OCD0pFRoGkvay8QfLM8uqGw9Z9Ym5xipw4P9k/MZTKcoxsDXmma6hcIvDQwsS1WM93RHkOXwrzoBLP6DH4NzMBAk5ks6o4fTFmYWa9asOewaU+DqJkK03itaeZbd1FeblEUioYOL0tJSJS8v7wsp5ZndrZLo8Dm3ADgsivn58uyCmO1T9wVUVf2subn5lFhXTTj8rr+B+Y+RbCnAY3/ZK2YAmF1dXb130qRJQ4UQQ4hoKBENATCUiIYy8xAiGoqWJnitf7fdBhnMzHqzQl9uIPAIlptHSLEZwE609LXZCWDX1RmhuZLEfZF8YcJXy7IKjmp//Ey/d8YuDn0S5fYCmSnasEWjixo7+/1oy1wuVbb7J38NoDCC+fHy7IIrW79w+JwVaLd8G0Y3kJgcK2n9Ep/zLI4iL07AC2XZBb+NZGu5l9xLGXQZATnE8I/U+dVrmgyLMoVIY2YrM/8KLb+THzLzt+GVnXQAGUSUycytX//wf9sgsPqmdD3aSgp+EhTfnBLAP4QQW6WUIbR0sQwpilKn67rW+reUsk4IoZlMpr3Nzc16dXX13kNJ3i32V15MTNFWSnrsuRIO2l1o+V34AQaCEDxj2fjCrzu6/qRN3qEDQiHnLvFjvg8DUhA/UJZVeAsAFPuc8wmIWI5OTMuYeCKAsfsasCklREWLJ8XwjZ9ZOPyu9QCyI1jrwTyuVZixtrY2tbGxcaymaYcT0XgiGh32cQyA0cycGq542fLXdLnRJ/Zf8QQABvYuyy4YFMnWV0mIhM5ozJs3T3e73fcoijIfwO+7cy4GbyNQxOCCwclM6Ta43e4hALRYBxZlZWWGOzjiBycAYLjE2UQUAPBRXl6ezsz7BAMAdjLzLkVR/Jqm7TIYDDsVRdllMpl2tr7der3e8VLK/9bX18849thjm6LNBQCOWu+LQOgGtHsgA4BgfiTSNbs4mNVBTJ9a15wyHkDU0tGOWEjz9BM3rjo1JMXjCCfYMRAUoEeGNxhu3cc/icukwIfY9y2SmWn+kuzY9ewpy7L/t9jv+g8B7StwfKRgfrTrtvmnPErgy1q/U0yYutVAd9+bKXPu3suDiGggEf35YJvFTa+oMGamG34BIKJwWDPBTUQjAGwEIIhoDDMLKeUgIYSQUg4WQhARDSYiCgaDg4mI8vLyhqiqCrQkyOrhv2XLohVJZt4T/hDaQ0RSSrlbCMHXsT4kEK12G5jhdrvPAGBsXbUCACHEHimlBIDWIAcAmLmeiEIAoChKw8FsL5FBuzSSLDoBKazTdQA6zI1p1kN3NIt2icSAYKabize63l823v6JAHKj3amELCTQwP0MjHFBI1+DljLig6a2tja1rq4uzWg0ilAoNAgAXq+uHPd5msiOcknGKSHlzsdU9Thmpvr6+iYi+kYI8S2ATUS0mYg+13X927S0tG9yc3ObWy8s8TvNzLi0fW8iACCg37WISOjgAgBsNttbqqpe7fV6zWaz2dtd8wjCP5lhi2DSSYjXu2ve3kh4+f1qALkM2igEnm67Z0pEJzJzh9n5kSgrKzOMGjVqjKZp2UKI7HAiZA4RZQMYBCBk5FBdiCJrv6VKSrFYLGO6IjHOzI9KKW84UGABAOU55u8ctZWzQPQUgNZViu0E3FSWXfhapGuI6fsO+h6yYmzafkiOhwnnlpx1wvqKQbrBMDYtmL7u/TYPwFaWTij46viaVZOVFOWyYTpmj5ScWq3QleU59i+7Mv9+EPEy5rOLNzrPJtApYGQS8VdGk3hi8WH2hkiXOGq9hzFCESuO9rK8YK0Bp5+dX/jeobizsqgoVFxb+T4Rnd7exkDQpOl3ExlvtVgsfziU8SPBzKSq6mAhBOm6Phgt0eVgAEIDXxn9SpIAcogoLRxMQUpJAAYL0fI70JqbE56ndWxIKQepqtr6i2IAoHX072tZ2xaM8nNJhHxVVV8non0qsKSUmhCiDgBuktov66NIMk5vpsceV9XPn9F5qqpE3hUgEi11RBEQTMd4PJ4XAKRLKYmIBofvN5OIDAgHdOG8JEbLQAoAvb6+PkRE9ZqmAcBuIQRPJUP154i+O7HMhE+uz7VcfbDPkbKsAq+jtvJaJnqAwrlTYSoVqfQ7PaSEDy4AQAhxo5TybnRjOdTw8TV/3e6fPB7ApQiX7zGwU4CvLBtf4OmueXsbxbWuPzDxk61fE9jCEqc4fM67y7MLWt9E5zDzc5GuD69qTGj9I4SYwMwTAIwmIoOu6xuFEBuklBsArAbwjqZp61tzCxw+5xWIoAAKAM1ET3QlsFBV9Rxm/v5AZYttKc8pdAI4evbmL4exHDB46ThLbUf7qgFD4/L/Z+/Mw6Mqrz/+Pe+dmSSQsMiidSEJioTM3MkE4gZiJkBdcGldwKWtba1bW6tV61L3pa1VtGpdayIsQngAACAASURBVGvdt6DVuutPTKIIogOZufcOBCLMBFFBVAQCWWbue35/ZEKzzCQkmZks3M/z8Cj3fe/7ngmTmXPPe873ZJjDvkCs4qgt4xirbtgy7G/KypU3FBYW1vXuVbQQS57tMnL04aSpmwHcrGnaCwDd4Ha7k+tYtELEVcBCtPzpfrqIOsEJ1IOJlPuyqU/tz9m0XUQ2cyIA165rwE4wLrp6SvGS43V9ZDAY3MvpTM5Zf+w92Zrj0m7NsrrAe2COe0zDQIXb7b47GTZ0R2nY/2hCeRji75j5Wu4sTjc6FkBBg0KnJRKvCym8Rkp+cf8oBXUFJYgTuiPwV9wm/6HD/o1EdK9pmtsAwGazbY1EIjInJ6ehN92o5wWDDkD+DnGEGQGYOxRe2tvPkcr84nuOWlv9Bil0EoP3IhLV4yasfnkhpVfvZiAwqHMu2qLr+otE9IDL5apI5T5HhQP5TonTPE0057lM8/R+bpqWVryhUCZo60a0RBE6EgXbD/j7drOJiJaZpnm9ECKvjfOwF1q8+Y1E1Oo8rAOwzuFwfFVQULBb1RyxzPqFYP5R2+v7m1i9aktU3d0M9474fL6RDoejAsDsVJeJla6vPoRMeqZtzxwm/kCyecYD2xxOIrqViDRmviEd4kRLlizJysnJeU9V1fgJy2nmpM+qZ2yz0eKEE5iLY05dr/FyhQ3r9/oxMbsZ+NpmRl9tTZ7UNO0qAJt6UlrZFzt4/eg3iHF0+xFeq0jbjHQIjQFAWbh6LoPi6rEw4eKqXM99Xd3vDfnfBeGH8UfpvMq8on/F5l1A4LuZKAtoycsgwiPEvI5Bd8S9G7i8Is/zt568nu7whvwXgDprmjDjjqp8z1XJ3GtPZcg4F36//2BFUf7tcrlmprrzZjAY3EdK+aiqqsd3P3vo4A1Ve0BUnWj8hGbx76MbcWDsnPohIgpLKcM2my2crKfA/9kSOBaCS4czhp/VII53NbO7qCh+mH130HX9UQDvqKoar9w46cwLBh3fZEdnspT7E0RNRZvjiFgY/bRWsZ2MjIy/pLrcWtO0FW63e2oq9+iO2O/VhSZwyuU55lgT+EGcaaFxuWsmpfJJMBAI5Ash7lNV9YRU7dEOZlG2XvspWB7LoEwGLx3hMB/obWJvb/GGqm8C0TX4Xz4KM/DY+Nw153f3854Vrp5ugio6HAcgR2LzqGGU/1SbI7DKoP7kK3az1p+BkBLFJ4sO9KyJPbi8iZbKn10w8D7xyOMrexGh6A5vqNoL0GUgTALjcxb8z6rc4t2Krll0z5BxLgBA1/UHhBAVTqfzxVTuE6tSWaqq6qGp3GegEHuqn1Ft50Mfy+KEZb9C4pi/77QVAqh3uVxxj0WSjWEYzwB43uVyvdbbNTRNKyWiK9L2ZbKbtJEJvoiZn8nJybm3N2Hg3SFW3fPDkpL0fqEBQCAQmKooygWxCpDH6+vrn7r2B5mHShLlBIxvM3WjAJ+6O6WRfUXTtI8BHLcniB21xfv58oNYijJIYSPIpT2JEB0V9hcL4BYGDiXwdpB47eZ6Ed1LYozL5TqXiGRFRYVt7Nixy1etWjW1U3UNs/CGtfkQ7AUASKqszHO/YHWnHZwMKedixYoV4+x2+7tCiMN6I8TTE3RdX66qarxSvkHPypUrf2Ca5kwAR6Kl/r6JmZdEFVReNlz+E3HyBQDU28zo/vc0ZD4XiUR+U1xcHE61nTGn4GJVVU/tfnZ8amtrMxobGz+SUs4rKuqfPjXd4fP5hjkcjt8R0VnM/EBNTc2jye5ZomnaswBucbsTNzlLJswsgsHg8cx8EVreX393u93t5PRb9DjEaWgpGQxlRRoWpquhmK7rfySiL1wuV7eS8RZdYxjGbcw81uVynR8MBo9m5rmqql7S33ZZpJYh5VwAwEOrtcfetZkzv1NoHAHfAvhPVqTxlmR/KOm6/qnL5TpsoHT1O3pjYHhzA1QAcGRBT5SJH4+ampp9m5ubZwgh5jBzMYAmIvpISvlefX39R20rJ0rD2nGAfJGAYW2WiBDRuffX256XUi5RVbUkea8sPsFg0CGlXBKNRk/riyOj6/pfAHylqmqXZ8oDgWAwuBczX8nMc5j5drfbnbQQrq7rf2bmxW63O5F8eFLw+XwjMzIyfgHgVwAqFEX5W1+TV1OBpmkTAdztdrt/1O1ki27Rdf0OtByZ5BDRv3taQmwx+BhSzkVp2H8ytQj2dHhd5EPud0e0yjYnA03T3mLmnw8EOdeysP8cCSyglqRJMPAdGH+oyvc81nFueXm54nQ6C0zTnEFERwKYAmAjMy9WFOUjAJ90F/WJCe6cD+AgZqwniMcq8901gUBgthDipHQ8lRiGcR0zN6iqeldv19A0TSWih1atWlWa7u6lfSEQCOyvKMr1zFzIzNe63e4P+rqmYRjnAbC7XK4Hu53cCwKBwGQhxG8AHAXgcSnlv/qSI5MOdF1f1tTUdHSy9Vr2RJiZDMN4EMCpLpdrn4HyUGaROoZEKer/4JuAeA23uYTqRp8E4D/J2kkIsZGZ9wHQr87FrHX+oyXwL2rjUBGwFwiPeutWfH7juq2VY8aMKSKiI4lohpSykJlXEtFHzHyvqqorepoA+8FB6udATACJmbxh7ZjSsH/eC01clit2r9ywp3jrAqcR80nMGDUKtHZbvTzK0dTcUTJ5t2FmYRjG/UKIiwaTYwEAMTXaCzRNKxBC3KLr+nVEdIXL5ep1szFmDgOJsv17vabQdX0WgN/FtBruczqdv091wnWyIKLXHA7HCQCe6W9bBjtExLquv05E0w3DuB7Azf1tk0VqGTrOBbOguoAz0bBkFCGJzgWAjQD2TuJ6vUIK/BLxI1A0yqQrx44dexuAT4hosWmalyVTJv242o9H7KwLvAzCLAKwJANYAvOo0pB/n6p8T9L6vXjD/ufAfAYDAAHfg3FdDm+hYbZ8AL1qNGQYxu8AfOh0OvtU0tifxPIj5geDwcOY+S7DML6TUl7tdvdcYVMIEWLmvG4nMtNR6/wHkUL7k41qK/fv/H6qra0d0djY+EvDMM4RQnwspbxKVdW05HIkk2g0Wr7DrvytdH31GinNDVZzwr7BzPNsNtuF0Wj0N7quX6Oq6l/62yaL1DF0nAsiibB/JxIIsRD1TXgnDpuQuNdI2mDifSmB5OP3RJmqqqasCVODPeN66ixopRDhhlnrtEXvT+x7uD4WmTmj43UJjIaCv6KzrHS3xCS+z87Ozh4Qug59xel0LgMwR9O0OQCeNQwj0FYjY9a6FbkmiXMEIV8yQnYZfTROQ6z1UsoJXe1z1NrqSaIu8BgUavm5RZnLwtXPK6b56/cOLNm6cuXKSaZpXtTY2FjKzM+ZplnatrHaYOLojYHhlzbiDwxzLkk6XoEN3nD1WzJquyAWubPoAbEcKU9BQcHHCxcu/GTKlClPG4ZxpcvliqttYTH4SSDYOjhhUNxyRGbIDOJkJ6r1u3MRDAb3GmlS4tJBQkoT5RidJZRbMYVMSiKcKbi0i2Fvr9Y0zfuklFemqqyzv3C73e+pqnqElPI9AG8bhvHXk8PaT6QQq4hwAwM/I8INEcW2qixU3e7fx+l0NhNRx26ku5jm89lJodfRvjMwMehMh2J7RtO0t6SU9woh3nK5XMVut/v2wepYAEBzIz/M4PPQLipIx5Et+vo8LlcS3miRiGMBvEtEPH/+fLOpqelsZj7CMIxedy+2GNgMKefCJsVlANqJPDHQfESU3rhzm3J7dXV1PLnX3tJvxyK6rrs1TXtESvnOzCZaxugslM+AZJGw22KyyE40IEBxI0g9hShBI5HWbbrhmM+De3lD/r96w/4PS8P+RRd+5n+hUeC7nkh8DyaIiN1u90IhxGHbpfx6G5sPAmjXBp2AYUz0zxYZ5Hb3bq+pqYn775Y91nYkAQfHG9sJHBOk6PUul2uu0+l8e7DkVCRizlrfSMSJlgEAgdyb1x98RJpNGvRIKecD2CVQV1JSEhFCnM7Mx2qaltKmkxb9w5ByLhZNVDeNy11zCAGnAvgTmC9VhFL410lFJwF4yGazvRcIBFzdrbM7MPNGpDFyEUtAPFHX9XcA3CmEeM3lch16xZSimwThTABtz4O/AvEZVROKErX2TgpE0BPaC9aStE1XJWtdvj7vhsD+jWZEB+EqAEcSMKvGhvlXDzcP834dTOgYDQWcTmfz1SOiS02K02myhXHfDIu26zDLzOHm5ua8eJOJ4mqbtGJ7ZLiS7GPHfqNZoX3R1ZExc276rBn8hEKhTABOl8u1vO11p9PZnJmZOY+ITtR1fVd/FS9X2MBdtPezGBQMnZyLGDGZ2v+gQ/Kmqqpv+P3+WkVRnjIM4w6Xy/VSX/Zh5o1CiJQ7F9XV1aNsNtvPDcM4B0CllPLCjmJPFbme8mk+38vD93YUAMCOTc01ve2x0UP+hJaciw7tq3kthjkeT8YGZ26OvrNklO3zOlv7ds4AvifC1V3eHOWrCdi342VJNAU7IxcA6HUZ62BAMBxdfURLBR0jF6FYB9p2TmMwGDzswwY54/nMhEU1kebmjN3qDTMYkGTfKFi2tk3vBDEnLSl6T6C+vv44AG/Fi2hNmjSpyefzzc/MzHz17tWBA/+bwXO4Dod4EWhG2P9/QihXvD9BXdsPZlv0kSHnXHSFx+NZU1NTMycSiTxhGMYhTqfzmt7WW1+cY448uwl5pWF/2QhHdFmy+wAEg8FiZr5QSnkIgCeklNO70gWIORMJIwmpoDLXs3jWOv+RUuAvDBySLZG1Q/ATirRdt2i8s76v68eiNY8dspMfvDRHbiLCSQCNZvByYvuCijznxm6WSFiqysB0DHHngkEBAE0AOuVSENB003Y6ZL/a2k8mxVqySynDRJQPALEy17OY+UQppV5CeOH5FsXWzpE/omc/KigYMpGLxbnuLd5w9csAnRZnuGbbtzLl8uODnZm1K8YpdnE2gya+1GzOyIVyRaK5JSUlO+etq779W4XeAkOJ+cMOACeb0pxx9GcB9d2D+l9PyKJn7JGhp1hjqCuJaGY0Gv1pTxLP5gWDjq+HRe4D4VyKHSsx8CURLqjM9bze1b1HfxYYH7HJmxj0QwY5iHipjPL1HxxYXAu0CFwVFhbObSuJrKrqosFyhm0YxgeNjY0nJkN0qI3oziZVVW/qzRqldf5lxIjb/4UZ5VX5ntP7YuNgwBuuvhagP3W8nkW48Y5tSgTA6cz85K1Z0aWKotwmmItHMjUdHqEN00xxDxH9x+lscRRnrVuRK0n8s7X7JQNSgB61Z+LSnijCDga8oepRDPoHEea3XhtjYsNm8KzW31eL+JTVBWYz84to39K8ngT9pGJC0avx7ikNVf+XKGGC+PWVeZ5O72GLgc0e6Vy0YhjGicx8gxDiF06nM7g793jD/lsBXBdnqBHMUyrz40tRH/N5cK9GM1pN4I7lftuLTMz91Q4xg4h+ggEsidwdmqbdryjK806nM3G77N2kVS5YVdXf93YNb53/NnD8oxMiXFCR60l1wuuAwFvnPwGM3wLIBxAi8H0VecVvAoCu63svysDz/7Wb3o5HKATcWpHnuaHTehsC+3PUPCBTyVj9zgHJ7XY70Jiz1jchYlMmZzbTlwsalSejkcixU6dO3dzfdg1U5nG5snn9wSFwp2NMAPxtk9JwwNID/tdOoBVvyL8GhEkJln2+Ms9zZpJNtUgxe9SxSEdcLtdrgUBgDYCndF2/TVXVl3fjtp8muJ7JhHkAFsQbbDajF8ZxLAAgZzPRHQD+mZ2dfehgLo8UQgRM0/QA6JNzYRjGLcw8xuVynduXdaIQdygw5xLI3X6E3htbb3u8L2sPJmIRtV1RtVAolLmjxbGeJ8GFbznk5HihMQb+6N0QeKSjUFbs73tE3kFMD2Q9ANxlGH+32+2XArimf60auGzaUFAoWMZxLACAxmRFsg8B0Fn/hmgrED9AS+A9qjPtUGFIVYv0hqKiotWZmZlziOjnhmH8lZm7+5l0UX5KXSV4ehINfCl4hNvtfmwwOxYx/ERU1JcFDMP4PTPnu1yu8/p6HLQ4173lhp0ZJ53YRCECPweiJ0D4WWWu+5iFKe6aO9AoLy9XgsHgkYZh/KO+vv5TZp4jhLj7smHyrKbEJcW2/SN0fFoNHcCsXLnyaQDHrFixYlx/2zJQsUVkVlfjTPHHmROrJzNxMpWVLdLEHh25aGXSpEnbmPlkXdevNAzjFZ/P97Mu8gbWAYgrMy7ACbOambAzgWMOJgyJ8+pt27YZOTk5vS71NQzjN8x81DfffDM/WY2Nxpvm+T+M0vWXTy4eUv0hvCGtgIgvY3AhM74QxE9W5BW/0XFeMBh0MvPPmPlEZl5MRE85nc4LWx23Wev1AyETt1YpbcIlV+n6DNM0/+TxeHoltT5UmD9/vmlY0YsuaWrOXGXPbGxAB22VGKZgJa7c/vidtrs2Z0eKwNiVByUACaJb3s+d+l6q7LVIHXt85KKVmPjQ7QCedjgcFbquT9k1yEyz1+l7g5mI8PcES2xyKI7nE64PfjPRmAA6fSkMRmKt2R0VFRU9dloNwzibmU/KzMw8s6wsOd1rfT7fMAAnKIqSkmZq/YW3zn8CSGoxBckZRJjPoNe94eoFAKDr+hRd12/SdT3AzDcC+KipqcnjcrkucDqdi9tGhN4/wBViUEcp8FaanndQmRDiEUVR7tN1/bVAIDA1DS9xwGJFL7rmo4KC7cx0a7wxZty1aGKLJH1HFjqdzZW5njOI6XAwXwrGhRfvEE/cs5U+S63FFqlij07oTISu624AT2wX4i/XZEemxpLhcgDsAPCwIN5gMl3f2uJ8P0nffqlwaUWuJ25SqM/ns9szMh78+zDzkLUKOh4bLMpxRE9Kdilrf6Hr+nMAblFVdVUP7jkFwMVSyuOT2YZb1/ULmXmU2+3+a7LW7HeYqbQu8BkBEzsNAfLqncr7+5uoZ+Zn6+vrX485fF1SFq6ey6CXAGS2XYuILqvMLbq39VowGDzSNM0riIiEEH9yOp2fJO11DSIMw/g5M09WVdWKXsRhyZIlWav2yjaezZQbTSAXQBjghypzPc+iB0edq1evHtvc3PyeEOJQ5x52jDkUsJyLBKxatWrMPY7IstWKPDDO8EuVuUXzZ31u5NtJbLlrKz9NRNc6nc7qjhODwWC2lPJ5AD5VVW8qXR+YSZKPZoZDgJdU5Hle7ckv3EBH07SrhRB1Lpfrud2Zr+v60QCutdvtJxQkUSshVsr6qc1mO2bKlCnfJmvd/mZm2PcDBbaEglUO4Ffv5nn+3dN1jwoH8gl80XgTxwwjbA7b+MqqCcWfxptrGEYRM18OIFdKeUs8KfVpPp999DjHAVGZ82Xl4M8lakd5ebkyZcqUTyJW5UhcDMO4GcDXLpfrgb6upWnaDUKIb5OxlkV6sZyLBMQ+xL9Agp+RBE38IK9FKTMQCMwkol+73e6z2s7x+/37KYryIhHd63K5Eh6ZDCWCweCxzOx1uVxdq2e2zJ0lpbxNCHGc05nckkZd148HMFdV1d8mc93+hJnFEzXGnMezzHcSziGcXZXreaq3e2ia9mMAbrfbfUt3c4PBoFNKeRWACUR0l9PpfL0sHM4g2nYLg3+HlkiICaKnFaXx8kX7HzZknDwrehEfTdMmEtEL33zzzRHJON6MPZwtsdvtM5L58GGReqyciwQoZDsQXThfCvOuJk5FRUUfEtG+K1eu3FWnbRhGkaIorwshrthTHAsAIKKAlLL90Q8zlYWqf+QNB/7krfNfVbZuRVEgEDhcSrlACPGjZDsWMX7PzPelYN204vP5RmqaNk/X9ScMw6ieFsV8AlYnmG6S5D71kyGiDUKIrvqI7MLpdAZVVT1bCHEuM59kGMbiUdj6HIOvwP+OWBQw/9yMZLw8lPpFtOZeBAKB8f1tywDjbmb+Q7LypmICbv+KRCIXJ2M9i/RhVYskQLL5rYjfWgAAQETtwqHMfIdpmpcDuDAYDB4rpfyzoijzCwsL9xg1v+NqazN+ba//6URTHOkN+z8G88eKPfNBsy7wbyaaAXBM1lH85aUs2nTKTvMQVVW7k/DuMbHmdA1ut7sm2WunA03TJgKYQ0QnMvN+Qoh3ieifhYWFS4hIlob9ZQBeJ2BYm9sYwE2JRNx2FyHEBinl/j25x+l0fgbgvEeCfuf3hLjVACDMnFWnFb8PrOiLfQOFWOXIvYqiXArgj/1tz0AgdsS5TVXVqmSuK4R42DTNj1etWvXwUDriHOoMmSeJpMNM3rpANdApARMOIPxubtGB6FAuqev6EmZ+hYhmR6PR03siKz7YOa62NqPBtuNDEA5pN8BoBJAZ750mpCh9f6K7s6BOHzEM4zEAT7pcropkr50KKioqbOPHjz+cmU9g5jkAvmLm16SUb3g8ni/i3TNnrW9CVLFdzKApAvhCCjyVjC64sX4uy1RVPaT72e2ZvU53m8IMJBonwukVuZ7yROODjdbcCynlcUVFe3bvi2Aw6IgdX5xUUFCQ9CZ2hmH8XEpZ6Ha7r0r22hapwYpcJIKIlbX++aaCcrRxMASo5oKd1HzAOu2VtWH/BAZyBHjZsGZ5KzfyVgBnCyGmFhcX71HZzQ32nT8D0PkLif5XgdARKcwTEU+trw8EAoHxzOx0uVyVyVy3O7yhUKY068d9cKDri45OZzxWrFgxzmazeYnoRAAqM38C4PXMzMwbWxuJdUVMOfIPSTC9HUQkdV3v1XGpSeJrwGQkeGgpbqTMQeHt7SZW9OJ/SCn/AOD5VDgWAOB0Op/SdX2JrusHqKr6eSr2sEguVs5FFyw60LNmXO6aaQzMAug8IpqTkdNw2H1Z0rFW4RMBFBEwkUFnNtgVf0CRdUQUsdlsI/rb9vTDCTuQJoQokTJkr1EU5SIiuj9dzd5+uH7Fvt5w9ULQ1nphM9eX1gW2eEP+q+dxeacztWAw6NQ07Spd1ysdDsdLACYy872qqha7XK4LXC7Xa7vjWKSBnYFAYHhPb6rMd24EqFPlCACAOfTTJjpF1/UqwzDODAaDjrjzBhkrV658hpmP3pNzLwKBwP7MfFpmZmbKcpxionq3sULXz16nu8tCK0pn1lpaIwMZK3LRDQtpvgmgIvYH3pD/QhAKOs6TBMejw7H3/fX0YHNz828B3JxmU/sXQjSRAikSPcvKBOfzvaS2tjajsbHxx9nZ2XE7oSabaT6fPSLFu2ij2ErACBBu+6bu4GE+n++vDodjeiw6UcrMa4QQr0cikR8P8COzDcy8H4AeK3KaiJytwPYMgLJdFxk6FHHWVLfbqKmp2be5uflnRLTUMIz/E0I8NBib9LViRS8AIcSdQohrUu0YX5zDm8bAPMskPg8QUOyIekPVD2z/1rxieUlJJJV7W/QcK3LRQ4gosUIhYVpjY+PjAH4cDAaT/lQ+kCHg/YRjAvGOCWpyMqK9LpmMR1NT09lEVJ6uHi3ZYx1zkEAKnpkvtmc43iMir5TyOZfLNdXlcs13uVxPDnDHAgA22O32HiV1tvJhXslXlXmeWQI0jZnOEuAZyNsytXJCkQEABQUFX7rd7tuFEEdIKZebpvmIruv/F+tQPChzwPbk6EUgEJjJzIrT6Xw7lft4v/SNBfGb3xK3jajZQHRJ9ljlplTubdE7LOeix3DCLy5ibi4pKYkw81OmaZ6XTqv6m4oJRS8yOjcfGsXYOTaC0wB+i4HvAIQA3K/Ymo5MpiopM5OU8ld2u/3hZK3ZHYS4AmuxQRp52XA6WVXV64qKij5OVq+UdEBEXzBzr5yLVt7PK1pRlV/03Pt5xUsqqXNZotPpbHa73QtVVT1GCHElgBMMw1ihadpVmqaN7sve6Wb+/PkmEbVGL/YYKioqbES0wDTNK1K9F0eUkwHEfV8Q6JxU72/Rc6xjkR7DbwP0u3gjhzRTzv3B4IRoNPoPIcTi2traBwfIGXrqIZJVwKnHhgJn5Jp8HYhGbhB8/+X1ypqRzBdlZWXNTeXPYuXKlccQkX/y5MnfpGoPn89nt9vt04hoOhHNeKMZzW87Ejb9anKYmQM9QhEXItogpTy4+5nJIaZse4HP5xvpcDhOJ6K3DcPwM/MDqqpq6bKjL9xumi9NyaI1s8P+40xgFDMHSOFbKydM9fW3bcnCGwruAxG5ERKzQSwel8p38xr4gxPcfSt/3h1IYr8uahv3mebz2a2jkYHFoAxD9jfeOv9DYFzY4fLyS5rsVx3ULO8SQvxCSvkjIvrC5XL9q1+M7Aeqq6vzbDbbEwD+o6rqrp4UmqadD8CrqupPkp1oeVxtbcZbBx0U0Q3jTQCX9qSnSXfU1taOaGhoOJSIjgQwg5l/QEQrmHmxoigfXTus+YvvCZ8BNKbjvQx6tiqv6CfJsiWdBAKBw4UQP+svdVNmFrquzxJCnM/MuUT0QGNj43MlA/XLg1l46wKLAHg7jJjEOL4i35NQUXWwMHudvndUmCsI2LftdWbewiSmtaoVp4qysP8cBh6NN8bAl1V5nt0SfrNIH5Zz0UtK1wdmEvPcw5vpVx/b5aXjcmufX0jzTV3XDwRQ/qkdTyyzy1tqFDYJkMx4X1GUa96foCZsyz6YiTUfu0oIcWG8Hiu6rt9JRDtcLteNydhv1jr/0VLgdgAqgSIHmtgattF0AJDMeVEg1NMPvFiy4YyYM3EoAAXAUmZenJGRUREvKhLrFfMkgLw2l98A808r8wd8bkVcAoHA/kT0gNvt/lF/26Jp2sSYk3E8Eb0Ri2a0K0X0hgKHg3ACWGZDkA8Ttjwf7ygmVZSFq49n0OvxxhhYUZXnmZYuW1KFN+y/FcB18cYI/FBFXvFvUrn/kXXaaBvL1QA6VYgwcENVniduJ1aL/sNyLvqIruvLVVVt9+Fx2arq6UYWfdCMjhKf/K3NNKfGNAqGBKFQKLO+vv52APtFo9FzEyUrMjMFg8GnmflDVVX7lBdRFvIfIwlvUuecBmg6FQAAIABJREFUoSYAGbv2BL0pETn3w7ySrzquUVFRYRszZkwRER1JRDOYuQBAXWtUwuFwfLq7xzjeUCiTxLYZDP4BmVKvmDg1oZDUYCAmDrVEVdXD+tuWVmprazMaGhpOIqLfENFmKeUjqqouKgv77wbRxWj/WRYwI/KHH05KT1Ox0rD/egLi9mJhQFLulox0OjupoDQceIPAc+ONMeGTqlxPyt8r3lC1RwGeMIncsUtNAN05Lnf1jbGqPosBhJVz0UeYOeLz+extQ7bLM+nn1MmxAAAaE1VsFyMF4kf9QSAQmLx9+/YniOg5VVUv6WouEXEoFPpVfX3927qur1NV9d3e7suEq+I4FkAbxwIACDxXYdsLAI6Knecf0nrEgZbw7nJmXiyEuNnpdK7s7ZFNrOtnfH2HQUbZusDkhwRuHcHS4w37V4Ho7SjolsW57i39aVfM0VsIYGEwGDyMiH77ZI1+PbLoqDjTixSHuBXodHSZEgjUgAR12AQ0VcI76L/4CNyQcIyRtMTsrqjML/YHdP3htTba5/6M6BtNzZmrPrKamQ1YLOeijxDRN1lZWWMA/K9HBsGV8AaGO+HYIMIwjLOZ+WIA5+xu0l1+fn7jqlWrTo1Go28bhrHJ5XL16gmfgcm7HXIjzHwtqL/oMHm0EOIjIlrS0NBwd0lJydbe7D2U8YaqPZL4IwKGbW35AReAuUABz/V+HZxWOd5Z388mAgCcTucyAMtmrfPfCSCecwFmOi5d9kiF3hEm34H4keC3kSZBt1RCwJsMnBpvjMFvpssOhejEA5vN374/xZPSHA+LvmOVovYRItpsmmb7c0BC4g9hwrZU25Qsjvk8uFfp+upDZq/T9269tmTJkizDMP7BzHOklKU9zeafMmXKt8x8OjM/ruv6Ab2xi4AePUXfOdx8wO12z3a5XDc4nc63LcciPkx0fYdmaAAAAg6mhuiAK/eTon2kqi0E7vQ6UsUHB7h1gK8H0C5C4WB8KaQcEuWpY3PXPMGMeH1h3iYelZbuw8FgMJuZRxcVpTZ51CI5WJGL3sJMZXX+M++Kmod9Z8ND3nD1W1mRpvvemnT4NmJ+FaCj492WKbHKG/a/zsARBDQQ8K5NyOv+b8LUlGjy94bjaj8e0WjPvKfRjPycQMIUJrwh/2unNvLfcqK2OwD8U1XVfyZcgJlKP/eXCIlJBITH5NYua3sm6na71xmGcT4zv+jz+Y7u7suemWnVqlUTmHmKlNL5dLPZvKyteHTCbhYt2EkMWgXIdEJAcaIxBhKLx/UTzFhBCf7ds0G1mqatIKI3hRAvOp3OpKrBdqQyr/jPZetWvC5JnEKEMXtJhK7baftpTkbGxkmp3DhNxH5/T79rTWBjrUDhahuqJeHDqtyi19Jlg5RyLoBBX3mzp2AldPaGltKz/wI4ocPIBiHlkTJ/6xeoG/04gJ+0uQfjWHzyreBiCdjb3UX4PEPYPe8c4Pwu1abvDmXhQDmD53W8vpekjVc22GYf7nSuTHTvrHUrck0hniVgepvLfgnzrA/yprUrE42pMl589Ui6c6c0T2XC+ByJurN30uICSfsSUSEzO4loHDOvB7CSmYM7HY7aazIaL5KEU1rXYkDGy8NgwrtVuZ5jeveT2LPwhv0GEiiOpqMioKccV1ub0WDfsQydOxc3ConSP23cqY8YMWIOM88D4AFQIYRYWFhY+FE6es8YhnGllJLcbvftqd4rXei6/rJpmld5PJ4eS8P3FcMwniGiBal2FC2Sg+Vc9AJvXeA0MC+MN8bMT1blF/8cAMrqqmdIKY4iwfLsBmXf9+xm2ZcK1LiLEq6uzPX0+4eQ90vfWG62bUqQMAkWfGjVhOJPE94f9i8FEK+JWc243DWuhTTfjFVqTAAw8Zlh9OAym9nu4c4OajolIm6b0cCvNzc3ryopia/k+WRN4MmPFbl9pQ2fRJn9dqFc284pIrygKE2/XbT/Yd/uzmvf0/GGqxcAFD/ZmHBiZa4nbrllfzKjpibHntV4DSSOB2EEwJ8qxDcuyp3azgEOhUKZO3bs+GE6HY1YG/KPTNP8scfj+SIVe6QTn89nz8jI+FRVVU9/7e1yuYrT1ZTQom9YxyK9gbk04RgJb+v/VuQWfwTgIwB4LBTKfB3bvk+YVc7c8emrf2hS9idKnItDLHIBxHUu5tRpE6MsE3VHLThmTcGCG3R9Zuzva3U7vl1mMw/qODECznjBLo/59aSiLpu/eZrp4EMdWT8smLQrY3z+0Z8FxjfZzAMzosradw8q+rqr+y3aYzPNP0UV+wyAj2h7nUEPVuUWDTjHAgBi1QJ/RDdNw2L9Zl4D8FqsrHWmlHKeYRj36rq+mJlf+/bbbyvLypJXMup0Ops1TfujzWa7A22jmIOUjIyMGYh9nvXD3l4AVZZjMXiwIhe9oDQceIDAcUPEBHxxX73tEtM0Pywqav/ldnzIH9pB7cSWdsGMR+q/jV6UNc6Rneyyv1mf+/eTJt/EoKMIkASuENJ286KJ6qaOcx/Rq6c/m0OLkei9wXREZX7Rx0CLVsSoUaP2t9lsecyc964D41/PlAmjL3sxzvhdeMtLrR/g3rD/IgCJksG4Sdk5fOkB0+OWwFVXV4+y2WyvqKrq7fLFW/QMZlG63n/qxKj4xXCQfaVi3vR+XvGS/jYrVZSXlytOp/MIKeU8Zp5NRCuIaOHmzZvfiudolIX8x0jgFBDGEpGWIWz3dXecqev6y8x8j9vtrkrdK0k9hmHcRkRLnU7nq+nYr6yuegYz/QlASSaDRkiq+p7xS+uhYXBgORe9oDQUOJOIn4035gBeumu7YqClRG4EAB8zf8jMVb8fwecx4YZ49+VIrt0uKA8t+Rh1TLi+KtfT566hc9b6JkQVmw8dlO0Y+NImlamLJqqbYnLLxwghfsfM4orhpq1RYHbHtUYybbplB70tmHIBjAIQRUt77jARhQ0Fnz08zHw10ZEKWEypzHfXtP7VWxe4BMz3JLLdkUnZ7+5TtCPeWEwR1K2q6k278WOw6CG6rp/MzC63273HKB8mcjQaGxvfLikpiXjD/vsAXNThtm8gqKy162s8gsHgBCnlwm+++WZGMiMj6UbX9WV2u31OQRq0JcrqArOZ+W10jK4zah1ZVJzoc8Fi4GAdi/SC8Xmry7+uO/hcAma1vc7A11GhXKWqLRLfbVUghRB/W1Av1QeHyS3rlP9192NAAtixXVDbvINcYjxZGvLbqvI9j/XF1oiwXU5xJHMJ2NcmzCsCgcAGXdfPJaKvpJS6EGL49Q1i8jOZ2LZSkSNa549hhE5uoLtI4mMGr3O740dXvGH/c4gbAua32joWLUaYH4Hj+yHDGKE7vlF+sW3Jkn9Pn945esHMs4C4pXEWyaFeCDG8+2lDh/nz55sAFgNYXF5erhQWFh7FzKdlZGT8+fEaffHjMH8d57axMPlvAOJWhwGA0+lcbxjGO+PGjbsAwAMpMj+lBIPBfZh5ezocCwBg5usQ7/uJMCnSxD8B8Eg67LDoPZZz0QsW0nxzHpcfvTl88HkA5oKQw4xPKCO64P19Pbv6T8SeUpbH/txbXl6uXDplSrFu45fXKBzNJMoME5bW2OTJcTci/AFAO+ciFmUYmZGRoTQ1NY2w2WxKNBodoSiKzTTNHLREPrIBOAAMv4TktESHlPtH6QIhxHpmXkxEq1ojEMOazfCDzuLvZ61bkQuIyQyqe2li0eqXduNnk+OInr+tJSH0t2hRzIww4zG7NK/sOLdywlRfWdj/GAO/7DDUlCX5ImaelJOTs1TX9VeY+d62Dg0RHZGZmXn5bphk0Tt2ANijnIu2xByNCgAVzCxuqNMSR3AIXjALEMlEU7Zt23Zbdnb2RytWrCifOjU9suTJxDTNY4UQvVbV7QUJhQh5iAgRDnWsY5F+4IPVqw+toMYnKhz8FREKmPGDuBOZzb/vsP+HmCcBkMxMRCSJ6Htu+cuW2H+/3yQ4K6BwNphlgYmaA6T4npm3XZIjT2dqH2H53/p4rTLfc1IqXuM0n88+fKx9/7132L5Y6HQ2J5zITN6wdjoEzgDz3gTSTVMu+ODA4lqgJeOemc+IqYF+ZJrmHQ6HQ5qm+ZiqqsemwnYLwDCMIgC/d7lcHR2/PZKycOAaBv85wbB5T724gkzWIpGIL5Fui2EYpwI42uVyXZA6S1ODruvPAbitp6J5vaUs7A8x4uenEfFtFbnF16TDDoveY0Uu0ow3FMq8gbY+CKAAQAF3kfs8DCQh5fJVNTVnxp6k4q8Zrr4WoOsAZALAq0ADyLy5MtfzyNxQYMxOcHznAnij96+ka5a39FrpXkmPiCuB59HypxPOFsfkSWZ+OhgMHq8oSrlpmiylXJpUgy3awcz1RLTHRi46wiyXIJFiF/CxDeIrKJgrhLhB1/VsACsBfMrMn9bX1/unT5/e4HK5XjIM41fBYPBQp9P5ye7sO3vDsjEA0J/l1MwsDMNwulwuPZX7VFRU2MaOHXsKgN/eHTXXrrPFdS6YpUhLQqlF37AiF2mmrM5/PjP+sTtzBXD/PdvEBiKaK4T4jdPpDHac05XmxvER5dHZjSj563Az82uByR2GX9n+TXT+8jYN1wYLuq6/AWAvAN8AuFlVVR8QS1612W8ByyPBJCGwCNJ+c2W+c2OXC1p0InbG/m+XyxW3E+aeSDxxOQZ2EtPs1goqYFdiaAEzT2PmaWgR+coBEASwAcDczMzMw7rqulsa9pdRSyVVq6hZUIAufj+v6P2kv7BuCAaDh0kpz1dV9VepWN/n843MyMj4BYBfAahQFOVvl9u3bWmwZ/4XgLfN1Agz3ViVX3RbKuywSC6Wc5FmysL+f8fJMejEGIlPf9cgFuxlYguAfCL6HRGtME3zYSL6HkAzAPx+hLxLAj+Ot0YW0Wu/XLb65Pnz55tl6wMnScmlAmQCsrIirzhtzYaSja7r/lWrVk2bPHnydCHEVQD440zxxNP2yD+oxeloyxeOKE21ytd6RjAYzJZSvqGqamJNlz0NZuEN+38GotMAjAXBL5nu+CCv+14XPp/PnpWVdTAzT5NS/oGIRgLYBGApES0nouWFhYUriYjL6rRpzHIpOir5AhEicURFrnt5Cl5dJ2bXrSiMQkw7sZGOLzDxfycUFj262zczkzccmM+Eo4kwHKClTWLHI21Ly1euXDnJNM2LAJQCeExK+a+iojZVIMxUWqcfC8gSYt5OLN6qmFi0Opmv0SJ1WM5FmikLBx5h8HkJhr+YHhFVk6P4tjiCLwBkCyHsAGCa5khFUdxSyoOIKBBzMHBxdnQ/2V5quy0VlXmeREcig5JgMHiQlHKBqqq7kmANwyhakBW9u05BWbx7CLi1Is8TtwTYIj6xUPgnqqqW9LctQ42ampqcSCTygZTyRJvNdrBpmocQ0aEADgSw8Y/Dzfp6Eb8DKQGPVeR5ktJE7ojPl2RlmMPPAksVoI3E9HLFxKLV84JBx9fDmv9JRD9D7DuCgG3MfEllfvHj3a07j8uVzXUHv4IO7REYWGOTylF/bxCTpJRXxRysBU6n83VLHGvoYeVcpBlmXgRCIufilb9Mcneso2+HrusHAniImb+SUl4jiR4Ac1zngkCf9dXegYZpmrMBLGp7zeVyBbxhf8IumBI0rS97TvP57CPGKucxUMYgAcZiwsiHKltUH4ckRCQ1TbO6JqeAgoKC7Zqm3asoyqVOp/NyALuOOoLB4D47FVmORMlYkg/WNO1HiqJsjEQiG7Zs2bKpN9oZs9f6DzZNvA1wfmsuiSS+2RuuvmwzN48jorPbzmdgBBM9OnudvmLRxK6TOr+pm3Q6OvddAgEH5zP/R0qpMfMVqqrWxLndYohgORdppjKvaKG3LnA6gI7lpzVmRHYpdw0AqqquZeZjdF0/TwixeG6zfORNO85C5xBqE6Q5KGvqu4KIZgkh4v2c4ip5AsDwlvJdP4B6AGsAfMbMtYqifAag1ul01ie69+iNgeHNDVzBwCHArse4Uxhbzz2yTjsy2WqqFnsGqqo+YRjGIk3TVLfbvStR0ul0bvSGqzclCiorivgGQJGU8lhFUfYbO3bsPrquK2hp974RLaJ2X6Elt2MjM3/ucDi+mjJlSruEUFPgfgD5ba8R4ADobhCvj7c3AcIU5jwAnZyLYDDoME1zODOPugw8O1H2+WeK3EtVPfH0QiyGGNaxSD9RFvafAtCxEhhO4KVZkeH/fKuLBK941NTU7BuJRB74xAH70xnyQAYXxIYMMP+uMr+4MvmW9x/MTIZh+F0ul6djGLU0XH0Fge6Ifx/Oqcr3PBbrKbGfEMIppSwUQkxk5okARgNgIgox80pmDgJY53A41lyY2Xg+gDvjW0R/rswrui65r7L/8YYChwN8zSjG0d8LWsHEz9GELQ9V0uBVlxyIvFDjL1tmE0+ssEuAMZqJVyimcr0kcy8QvRzvHgZOqcrzdBqrqKiwjR49em8iOoCI9iGiAwDsA2B/APsC2CtWyr6jieiTP2RHLwGgxNtDADslEDcSWBylDec0iI3MrAAtES5mFkQUAbANwParc6S5A3xagpf9WWWeZyh0obfoBsu5GAJomjaPiK4PK/LOe0Y0vhGN2g8miCsBTAHwFUBPV+a6H+tK5GcwoOu6G8CVqqr+tOOYNxTKBG19GUA77QtmlI/PW3PWQkpcygu0ZKw7HI6DhBCTABzEzAcDOOjKbLOhIZFOCLC4Ms8zM8HYoKQsHDhVgsvjSLi/XJnnOSXuTRY9xhsKZTJtXU5AYYchE0wnAOwB4UbEyssBNDLTLX2tlPD5fMNWZdsPeDSTEx5JKMAXJrBfvLHhoGv/EPrujq6OYrqsiCN6ojK36Bc9tdti8GE5F0MEXdf3Zub7383AqNcz5Gx0/LcdpL/U84JBx+bs6K8hefY40KTxklYFc5SzK8fHP8oorQucKBgzmVmy4EVVucX/15f9vWH/a4hzfgwADCypyvPM6Mv6Aw1v2F8LoFOnWgBgyOlVeVMtfZEkUFYXOJuZn0gw/HFlnueImWHfD2ywHQEAUUSXfphX8lWy9i8N+9cSMDHemIC4XkLegs7fD5sUW5OzO82N42prMxpsOz4EtRwltmGzjcTh7+W61/XBdItBguVcDCWYaVY48KUk7BNvWJFKUXfJWAOJE7/0DdvebK8CuGPFQkiRyhHxuromm7K66iuZKW6n18lRvHPBNvmzwSjnHA9vqHoUiBLmkBDRJRW5RX9Pp01DFW+4egFAf4g3xsDOqjxPSgXMvCH/6SA8h07fAfxWZV7xXG9d4DRmvj3mgJgTTdqZCWX2gwe6Pt2d9Y+rrc3Yaa+/mEDHABjOwJKMKN1ulYTvOVgJnUOIH35e/YMIibiOBQCYQh6COMlYA5X6iP3cOI4FAORLYV4F4LJU28BZjgexM3IWWoSQ2gyg9uRmetFms72jadoriqL8ravE0MFATobZvK3ZJhN2tQUP2eqYdENE2xMVhFBL7kJKqcz3vOANVW8CiWsBVhm8iZiey4pm3w0AlblFLwJ4cfaGZWPMyPgdv9+x/QwhcOqDwG45F7H8sQWxPxZ7IJZzMYSQItIEmZF4AnGPEkb7G2Y5M1FwjUFpyXWoHO+s94ZCh4O2/hbg2UykCKYqexbuPTa/aIfP53vC4XD8Ukq5RNO0Z7Kysu7pSnlxIPPaviU7veHAhwDHE86KKhDvpd2oIYrJeE0ANyHOG5wZaZG3jiV8V3Y1p/UIRGV+0jCMxcFgcILT6YxbTWJh0Rarjn0IEfsgiKvex8yR6+rFWbquDxpRJIJILKzDXXVlSS6V+fmNlXmeuyrziudW5XqOqcgr+su7+7QoCZaUlETcbvcjTU1NhwNAY2PjJ5qmnc+coJf8AEch8zcMfNnhchTMV1hn5cnjgzxPNUBXAmgnv7+XpPWZNvsf+8mshFBLMvifpZQ39rctFoODQfkBaJEYInEBWnputCVKRJftw+KPAC7Wdb0qGAwOeOVOhqxKOEiceKwfKCkp2el2u2+32WyzhBATDcNYpmnavO7vHFgsyp26kobZJ0+LoDzXpMUE3ApBxZX5xff0t21Djcq8ojsVEy4wXwrmm0nQj27cIdbe+b2Mm2jZ36iq+gaAAwKBQMJ26BYWrVgJnUOQI+u00Qqb5xIJJ0F+ySSerZxQZLSOBwIBlxDiSgATiOgul8v1Wj+am5BYud4i6iBvzsAackRnVO5b0tGJGjDoun4AEV3HzAVEdI3L5foIAGat1w9kaV4iCZMJ+JIZT1bleSr6296O6Lr+IBE902q3RXoIBAKTiegJRVGOinUEHlAYhnGIlPI6t9v9o/62xWJgYzkXezCapk0UQlzFzB5mvlNV1RcHmsa/lytsCI8+9wCmi7eDt21V+D/ZdvP+1/Yt2dnftu0OwWCwUEp5IxHRfcP4ndXCfABA+8QY5psr84tv6hcDE6Dr+uLMzMy5kyZNSnlyoUV7dF2/nIhGulyuAdkPR9O0hUKIB10u14Bzii0GDpZzYYGVK1fmmqZ5GYDDieiBlStXPjN/fteiU+lG07S7AbzidrsH1HHI7lKt696rs83nmuKXCZtgPqgyvzicbrviEVNC9amq2qeeLBa9I9Y07j20CMb5+tuejsS6mT7mcrlmDrSHEYuBg5VzYYHCwsI6VVUvAXASgMIpU6YsNQzj7IqKigFTTURE2cy8vb/t6C2XjzJrEzgWAKCAMGDEuFatWnUQM1vJm/0EEUnTNC8E8HAoFMrs9oY0U1hYWAtAMwyjY38kC4tdWM6FxS5UVd3kcrmujkQixzPzxLFjx36q6/oltbW1XdS3po0cZh60OhKSaNBECZm5SAgR6G879mQ8Hs8aZn52+/bt1/a3LfGQUt4E4I8+n69jw0QLCwCWc2ERh6lTp25WVfWmzMzMUmbObGxs/FjX9UuWLFmS1Y9mZTscjkEbuajcz/0FA4miASYYAyZx0jTNIgCWc9HPqKp6DxHNMAyjo4x2v1NUVPQ1Eb3pcDjO6W9bLAYmlnNhkZBJkyZtc7vdtwshZgJATk7OUl3Xb6qtrR0BAGCm0jr/z7zhQGVp2L/WW+d/e9Y6/9EpMidHCDFoIxcgYkBcxECnCgA1ShUDJd8CAIjIw8z+/rZjT6f1eISZB+TxCBEtIKILA4FASqXKLQYngyZUa9H/BAKB4UR0ARH9HMDzl2ebuc2ECzrP5Isq84ofSObeuq77XC7XoTTIO7setbZ6Eini9wQuBLBByOhT99Q7zhNCvONyuf7VX3aV1WnTmPmvAB+RyZzZAHqJia7+IK8o1F82WbSgadplAEa73e7r+9uWjqzQ9Ytfz5BHVTjwHRNLSFRU5hWVw0r03OOxnAuLHhMKhTJXNGy/4u/D5E0J+lBszYoM3/utJMpg67q+fKhWLwSDQYdpmv8F8G+3270w3ft7168ogRSL0aFEloGvbVJxp6NBnEViWqtHiOgql2v3GoelA+/XwWzsjL4L8BHtR+i9rMiwE5L5+28x+LCORSx6TH5+fuPfh0kjcYMrjGzI2DkpmXsy85B1hJ1OZ3NWVtbpRHSZruupOlZKCEnlSnTU3gBAwHhTkRem2x6L9hCRZOZzmfmBAXU8srP5ks6OBQDwnAb7jvPSb5DFQMJyLix6hUDXTdAubKATgsHgYeXl5Uq6bBrMTJo0aVskEjkJwJ80TUtrhEaCnQkHWVpSzwMAt9u9jpmfq6+vv877pW/srHXaUWXrApPRrz1saE6iEWb+YTotsRh4WM6FRa9gxhIA8as3GLVTIiIspTxvypQpyzVN+6+u6xcHg8HEX2Jd7sVisOda7A5Tp07dDOBUInpE07SCdO3bdYtv2pouOyy65rHRox9+PFP+As22jVLIKhZcU1oX+LRs3YqifjIpYRkqETnSaYjFwMNyLix6RWV+8fcA/xpAY4ehLRA4p8jlel5V1XNVVfU4HI5fM/NXzHyxpmkrDMMo1zTtfE3TdqtB0+rVq4cD2JH0FzEAUVX1cyHE2UT0QjAYnJCWTQmv9GrMIq1Uy+/+stzO+wHYFQ0kYCoL8faMmpqcdNtDwCeJB+njNJpiMQAZsufYFulhTp020YT8KTMmEPEatpv/7q6hWMypmCOEmMPMTiIKSinfY+Y3i4qKNnScf1s4WDy1ge86psA5B3tABAMAgsHgYVLKB6WUxxUVFX2dyr0+1bTf/mM4X/GZwrltLptg3FmZ77k6lXtb7CbMorQusIWAEfHH6czK/KLn02nSD9ev2LdZik8J2Le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Measure}}(Tuple{Measure, Measure}[(0.7793684817943618cx, -0.7306003700905643cy), (0.9688728936230946cx, -0.4097516248914346cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.30428834159784035cx, 0.548921161464392cy), (0.006184028285722516cx, 0.3863429923803986cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.9718197635797385cx, -0.41114326539465307cy), (0.87026071626728cx, -0.6903279624886768cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.36778415843210066cx, -0.7119383290577158cy), (0.333310998263453cx, -0.8668403186818368cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.128523719314884cx, -0.1194587338199482cy), (0.08472618902038215cx, -0.5796675146539352cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.21213203435596426mm)]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.8274509803921568,0.8274509803921568,0.8274509803921568,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.21213203435596426mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.8274509803921568,0.8274509803921568,0.8274509803921568,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([Compose.Form{Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}}(Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}[Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.301051277592865cx, 0.06956379734686435cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.3128973469132367cx, -0.11836445422014252cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5096579149230387cx, 0.0019832841416502767cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.3948464538069464cx, 0.280255045322221cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.8474135609804527cx, -0.27424211821448197cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.16154242492608561cx, 0.3963094374027385cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4234237174476878cx, -0.17809963852769362cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.06472066704536039cx, 0.18215303212282352cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.07614813784369479cx, -0.07262078110249437cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5485101783432532cx, 0.007540172238439391cy), 0.007071067811865475w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4395591594967444cx, -0.658129506991112cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.32947081316248705cx, -0.8840958389113261cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.8642175330198054cx, -0.7069406063552455cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.009335648777067385cx, 0.37787897301211304cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.455244933618314cx, -0.027914915935062345cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.003929901730864049cx, 0.7309515940824107cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.1723706839966117cx, 0.3743399031322219cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4280823789004753cx, 0.04543204955656921cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.08305139323543798cx, -0.597265669644693cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.09176759938825152cx, 0.1706450773271102cy), 0.007071067811865475w)], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.25098039215686274,0.8784313725490196,0.8156862745098039,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))"
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               },
               "metadata": {},
               "output_type": "display_data"
            },
            {
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                     "A.undrag=function(){for(var b=r.length;b--;)r[b].el==this&&(this.unmousedown(r[b].start),r.splice(b,1),k.unbind(\"snap.drag.*.\"+this.id));!r.length&&a.unmousemove(e).unmouseup(l);return this}});C.plugin(function(a,v,y,C){y=y.prototype;var A=/^\\s*url\\((.+)\\)/,w=String,z=a._.$;a.filter={};y.filter=function(d){var f=this;\"svg\"!=f.type&&(f=f.paper);d=a.parse(w(d));var k=a._.id(),u=z(\"filter\");z(u,{id:k,filterUnits:\"userSpaceOnUse\"});u.appendChild(d.node);f.defs.appendChild(u);return new v(u)};k.on(\"snap.util.getattr.filter\",\n",
                     "function(){k.stop();var d=z(this.node,\"filter\");if(d)return(d=w(d).match(A))&&a.select(d[1])});k.on(\"snap.util.attr.filter\",function(d){if(d instanceof v&&\"filter\"==d.type){k.stop();var f=d.node.id;f||(z(d.node,{id:d.id}),f=d.id);z(this.node,{filter:a.url(f)})}d&&\"none\"!=d||(k.stop(),this.node.removeAttribute(\"filter\"))});a.filter.blur=function(d,f){null==d&&(d=2);return a.format('<feGaussianBlur stdDeviation=\"{def}\"/>',{def:null==f?d:[d,f]})};a.filter.blur.toString=function(){return this()};a.filter.shadow=\n",
                     "function(d,f,k,u,p){\"string\"==typeof k&&(p=u=k,k=4);\"string\"!=typeof u&&(p=u,u=\"#000\");null==k&&(k=4);null==p&&(p=1);null==d&&(d=0,f=2);null==f&&(f=d);u=a.color(u||\"#000\");return a.format('<feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"{blur}\"/><feOffset dx=\"{dx}\" dy=\"{dy}\" result=\"offsetblur\"/><feFlood flood-color=\"{color}\"/><feComposite in2=\"offsetblur\" operator=\"in\"/><feComponentTransfer><feFuncA type=\"linear\" slope=\"{opacity}\"/></feComponentTransfer><feMerge><feMergeNode/><feMergeNode in=\"SourceGraphic\"/></feMerge>',\n",
                     "{color:u,dx:d,dy:f,blur:k,opacity:p})};a.filter.shadow.toString=function(){return this()};a.filter.grayscale=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {b} {h} 0 0 0 0 0 1 0\"/>',{a:0.2126+0.7874*(1-d),b:0.7152-0.7152*(1-d),c:0.0722-0.0722*(1-d),d:0.2126-0.2126*(1-d),e:0.7152+0.2848*(1-d),f:0.0722-0.0722*(1-d),g:0.2126-0.2126*(1-d),h:0.0722+0.9278*(1-d)})};a.filter.grayscale.toString=function(){return this()};a.filter.sepia=\n",
                     "function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {h} {i} 0 0 0 0 0 1 0\"/>',{a:0.393+0.607*(1-d),b:0.769-0.769*(1-d),c:0.189-0.189*(1-d),d:0.349-0.349*(1-d),e:0.686+0.314*(1-d),f:0.168-0.168*(1-d),g:0.272-0.272*(1-d),h:0.534-0.534*(1-d),i:0.131+0.869*(1-d)})};a.filter.sepia.toString=function(){return this()};a.filter.saturate=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"saturate\" values=\"{amount}\"/>',{amount:1-\n",
                     "d})};a.filter.saturate.toString=function(){return this()};a.filter.hueRotate=function(d){return a.format('<feColorMatrix type=\"hueRotate\" values=\"{angle}\"/>',{angle:d||0})};a.filter.hueRotate.toString=function(){return this()};a.filter.invert=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncG type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncB type=\"table\" tableValues=\"{amount} {amount2}\"/></feComponentTransfer>',{amount:d,\n",
                     "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
                     "{amount:d,amount2:0.5-d/2})};a.filter.contrast.toString=function(){return this()}});return C});\n",
                     "\n",
                     "]]> </script>\n",
                     "</svg>\n"
                  ],
                  "text/plain": [
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0.7606047749231661cy), (-0.5210587668384904cx, 0.3602540406321655cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.04146613423508623cx, 0.7544487892210919cy), (-0.16564662565824023cx, 0.2148572919781634cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.04913717409736955cx, 0.7533254058182881cy), (0.11917181311101051cx, -0.17044146296127824cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.03913439202486438cx, 0.7555449092820874cy), (-0.2926232563717788cx, 0.16572869901177747cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.030282889539385974cx, 0.768581175760038cy), (-0.1529598535183463cx, 0.743776490038421cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.0643583401667158cx, 0.7647599484483927cy), (0.6256731263407331cx, 0.5548276188189726cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.04269887838445695cx, 0.7540270504562762cy), (-0.06822949997680249cx, 0.3860255465035272cy)])  …  Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.37959167516607534cx, -0.5501979790659165cy), (-0.5446310959163442cx, -0.15245515268082738cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.3816105524811945cx, -0.5511906827661835cy), (-0.7382701309973959cx, 0.07076215730795854cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.559436972490331cx, -0.5199002670325232cy), (-0.5777767187511198cx, -0.11607084784358562cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.24025424618387964cx, 0.1974110143435112cy), (-0.8792090630177027cx, -0.008552165672981253cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.22492454898179645cx, 0.18522019861028546cy), (-0.23136047070299529cx, 0.10941441814338651cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.6348072809762115cx, 0.30837068627456554cy), (0.5968552130296716cx, 0.03368523377877665cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.4998843124330029cx, 0.30518705376877536cy), (-0.21588331789867524cx, 0.09674284140565319cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.08547175152261441cx, 0.6361935782942418cy), (0.6631822921460709cx, 0.2922370402583072cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.14011186418967309cx, -0.8599109316069198cy), (-0.2334897438855976cx, -0.5080203050263683cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.3148957881821724cx, 0.11004034666123585cy), (-0.2151880511539865cx, 0.09238846030449732cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.21213203435596426mm)]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.8274509803921568,0.8274509803921568,0.8274509803921568,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.21213203435596426mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.8274509803921568,0.8274509803921568,0.8274509803921568,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([Compose.Form{Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}}(Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}[Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.04780079098348877cx, 0.7709524895298081cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.027814743186730828cx, 0.4554313755419106cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.10189301830790498cx, 0.8696022925588514cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6929227791959993cx, -0.5313869910266223cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.08071531608564331cx, 0.2329662544053912cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6905846881509965cx, 0.14106615456444804cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5065375762747271cx, 0.46907151458004304cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.2628898963349575cx, 1.0cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.7052207739711545cx, -0.08132792884053874cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.1745997449819363cx, 0.5831444894697686cy), 0.007071067811865475w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.09621332312995046cx, 0.9324741390188349cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.33256366445547014cx, 0.11062869009108223cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6792457410026054cx, 0.28485695822397306cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5514061704329045cx, -0.1361273124900656cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.8960342169440749cx, -0.013975651208491091cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.24635805631174812cx, -0.4958998044053964cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.23285592742728423cx, 0.09180011687465095cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.01880692268679196cx, -0.13842604825225446cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7470640828290753cx, 0.08609729379845321cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.2231613000621948cx, -0.39516702519386226cy), 0.007071067811865475w)], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.25098039215686274,0.8784313725490196,0.8156862745098039,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "display(gplot(random_regular_graph(200, 2)))\n",
            "display(gplot(random_regular_graph(200, 5)))\n",
            "display(gplot(random_regular_graph(200, 10)))"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 117,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Plots of the maximum percentage of infected people according to tau over 300 time steps for 3 contact networks.\n",
            "n = 200\n",
            "betas = 0.01:0.01:0.99\n",
            "alphas = fill(0.15, length(betas))\n",
            "\n",
            "plot = Plots.plot()\n",
            "for d in [2 3 4 5 10]\n",
            "    net = random_regular_graph(n, d)\n",
            "    predictions, taus = Simulation_SIS(net, 5, betas, alphas, 300, 100)\n",
            "    max_infected = [maximum(col) for col in eachcol(predictions)]\n",
            "    Plots.plot!(max_infected, label = d, xlabel = \"t\", ylabel = \"% of infected\")\n",
            "end\n",
            "\n",
            "png(\"img/q8.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 9 (written):</strong> Describe the figure and draw conclusions on the epidemic behavior for different degrees $d$ on regular graphs. Thus, in addition of the inner properties of the disease ($\\alpha$, $\\beta$, $\\tau$) what other parameter is essential in the spreading ? Finally, what analogy can be done with real life from this experiment ?\n",
            "    \n",
            "> Le degré $d$ du graphe représente le nombre de connections par individus. Ainsi plus $d$ est elevé plus individus se connaissent entre eux et plus l'infection est rapide. On l'observe sur le graphique, le taux d'infectés est directement proportionnel à $d$."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "## Part 2 - SIR and SAIR model\n",
            "    \n",
            "Unfortunately SIS model is valuable for diseases we can catch back since a cured person can get ill again. This is true for the flu, the cold, etc. However COVID-19 might create immunity for whom already got it and SIS can not take into account immune or dead persons. That is why we propose in this part to consider another model more adapted to COVID-19 called SIR. It stands for Susceptible $\\rightarrow$ Infected $\\rightarrow$ Recovered where the susceptible group contains those who remain susceptible to the infection, the infected group consists of those who not only have the disease but are also in the contagious period of the disease, and the recovered group contains those who were ill, got cured, are not contagious and can not get ill anymore.\n",
            "\n",
            "###### M. Youssef and C. Scoglio, _\"An individual-based approach to SIR epidemics in contact networks\"_, Journal of Theoretical Biology 283 (2011)\n",
            "    \n",
            "One limitation of SIR is that it does not model the reaction of humans when they feel the presence of the epidemic. Indeed, if feeling threaten or surrounded by infected, an individual may change its behaviors: wear mask, wash its hands, etc. This result in a smaller infection rate. That is why in this part we will also consider a variant of SIR called SAIR which stands for Susceptible $\\rightarrow$ Alert $\\rightarrow$ Infected $\\rightarrow$ Recovered. A susceptible individual becomes infected by the infection rate $\\beta_0$, an infected individual recovers and gets immune by the curing rate $\\alpha$, an individual can observe the states of its neighbors, then a susceptible individual might go to the alert state if surrounded by infected individuals with an alert rate $\\kappa$ on each contact with an infected, an alert inividual becomes infected by the infection rate $\\beta_1$ where $0<\\beta_1<\\beta_0$. In our simple SAIR model, an individual can not go back to a susceptible state when he got into the alert state.\n",
            "\n",
            "###### F. Darabi Sahneh and C. Scoglio, _\"Epidemic Spread in Human Networks\"_, 50th IEEE Conf. Decision and Contol, Orlando, Florida (2011)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "### 2.1 SIR\n",
            "    \n",
            "The vector containing the disease status `state` has to change a bit since we added a new state. Hence it will be an `Array{Int32,1}` where Susceptible=0, Infected=1, and Recovered=2."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "<strong style=\"color:cornflowerblue\">Question 10 (code):</strong> Implement the function `SIR` (respect the header and the specifications). You can use `state` to translate the probabilities. Test your algorithm on `state`, `n7_2A`, and `toulouse_neigh` with arbitrary $\\beta$, $\\alpha$, and $t$. Recovered vertices should appear in a different color (`colorant\"purple\"`).\n",
            "    \n",
            "###### The corrector should be able to write `new_state = SIR(net,state,beta,alpha,t)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 118,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "SIR"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "function SIR2(net, state, beta, alpha, time)\n",
            "    X = zeros(time+1, 3)\n",
            "    adjacent_matrix = adjacency_matrix(net)\n",
            "    n = nv(net)\n",
            "\n",
            "    X[1, 1] = sum(state .== 0)\n",
            "    X[1, 2] = sum(state .== 1)\n",
            "    X[1, 3] = sum(state .== 2)\n",
            "\n",
            "    for t = 2:(time+1)\n",
            "        # println(\"-\"^50, t)\n",
            "        # println(\"state_0  = \", state)\n",
            "\n",
            "        # on trouve le nombre de voisins de chaque individus\n",
            "        adjacent_infected = adjacent_matrix * (state .== 1)\n",
            "        # println(\"adjacent = \", number_infected_adjacent)\n",
            "\n",
            "        # calcul des probas d'infection\n",
            "        proba_infection = (state .== 0) .* (adjacent_infected .!= 0) .* (1 .- (\n",
            "            (state .== 0) .* fill(1 - beta, n)\n",
            "        ) .^ adjacent_infected)\n",
            "        # println(\"proba_i  = \", proba_infection\n",
            "\n",
            "        # tirage au sort des infections\n",
            "        state[((state.==0).*(adjacent_infected.!=0).*rand(n)).<proba_infection] .= 1\n",
            "        # println(\"state_i  = \", state)\n",
            "\n",
            "        # tirage au sort des guérisons\n",
            "        state[((state.==1).*rand(n)).>=(1-alpha)] .= 2\n",
            "        # println(\"state_g  = \", state)\n",
            "\n",
            "        X[t, 1] = sum(state .== 0)\n",
            "        X[t, 2] = sum(state .== 1)\n",
            "        X[t, 3] = sum(state .== 2)\n",
            "    end\n",
            "    return state, X\n",
            "end\n",
            "\n",
            "\"\"\"\n",
            "Take a contact network at a certain state and apply t time steps of an SIR model.\n",
            "\n",
            "* PARAMS\n",
            "    - net (SimpleGraph): graph representing the contact network\n",
            "    - state (Array{Int32,1}): disease status of each vertex\n",
            "    - beta (Float64): infection rate\n",
            "    - alpha (Float64): curing rate\n",
            "    - time (Int32): number of time step\n",
            "\n",
            "* RETURNS\n",
            "    - (Array{Int32,1}): The new state of the contact network after t time steps\n",
            "\"\"\"\n",
            "function SIR(net, state, beta, alpha, time)\n",
            "    new_state, _ = SIR2(net, state, beta, alpha, time)\n",
            "    return new_state\n",
            "end"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 119,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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sKe/mgdCRHiaMgS9Q/pcUzhrtB5FIpLL/79oEX7f+IZFIipo1Kp+WqdE2b968YMECDw8PV1fXe/fuhYeH//jjj/PmzcvIyPD09PTz86uoqNiwYUNMTEx8fPyyZcs+//zz9957b9myZZs2bQoLC/P09BSJRJWVlVevXnVycvrpp5/kR4fU1tb+e+6aMpBIJBqN1o//m6TeHCMi67sxY8Z8//33MpksNjZ2zZo18jvz8/OpVKr8T7B/O3LkSExMTD/WpSinqh6MvHC6tqN94Ivq7Ozs7Owc+HJ0UHNzM9ERNBK+bv3T2dnZ0dGhkEX9/PPPsbGxClmUAnV0dMjfckUiUc8fkoaGBolEIpPJWltb29v/8aZXV1eXnZ1dV1fX887m5ubs7Oza2tqedwqFwu7nikSi/Pz80tLSrq6u7ge0trbm5OS0t7e3trbKrzKhVOHh4ZcuXVLSwnt1+kRbW5v47/MQHj16VFhYKN9Mnj59+rFjx+QXbPz111+jo6NpNFpf61o1otic6faOi9KutytiPwlCCBFOX19f/pZLo9F6HhpjZmYm3xlIp9Of2ktnaWnp5+fXPR1bzsTExM/Pr/vgFzljY+Pu59JotMGDB7u6uvbcRU+n0319fQ0MDOh0OuFX1h2gXm3v5+fnR0VFBQcHUyiUlJSUqVOnTp48GQCmTJmyc+fO0NBQV1fXlJSUFw/7Idw7g7wftLa8l5W2lTsMT6dACCEk16siDA4OzszMzM7OlslkW7Zs6b48B5VKPXPmzM2bNxsaGvbs2SO/9IbaIgFsCgiel3L1h+L8VR5eRMdBCCGkFnr7CTCbze55LcduZDI5LCxMoZGUSJ9M2Tlk+IxrFx2MjKfbORAdByGE+u/LL7/MzMwkkUhMJnPkyJEzZ8586eGRxFq7dq1IJPrqq6+IDvI0tX7VlMFa32Bv6MgNedkZDX0Yr44QQurm+vXr+vr6s2bN8vDwWLVq1X//+1+iE2kqjT8muB/cTRjfBAxZmp7yO07lRghpMl9fX/k8r66ursTExLVr18pv79u3Lysry87ObtmyZd0fWp0/f/78+fPt7e0jRoyYO3cuAFRWVu7evbuurq77nuPHjzOZzO4zIv78808WixUaGiqVSg8ePJiWlmZtbb1kyRJbW1sAOHz4sKen55UrV/Lz8zdv3kyj0fbs2ZObm8vhcJYuXWpqagoAUql0165dmZmZQ4cOlcnU9LrpOrdFKDfahrnUzXNx+g0hTuVGCGm+6upqY2NjAJDJZJMmTbp69WpkZGRLS8uwYcM6OzsB4Ouvv46Pj/fy8ho9enR2djYACAQCLpcrkUhGjRr11VdfyS/V9PDhQ3mbAoBYLI6Li5MfOzpv3rw//vhj3LhxZDI5NDS0ubkZAHbv3h0TE9PU1DRixAiZTBYZGXnz5s3IyMj6+voRI0bITy5ftWrVwYMHx48fn5OTs3fvXoJenpfQxS1CuUUu7vdahSszbu0KwancCKE+S1qZVHGzQmWre+XYKwzO0yNB/vjjj7t371ZWVubn5x88eBAAzp49W1tbe+7cORKJNG3aNB6Pd+LEiaioqP/85z9paWk+Pj4AMGvWLADYvn17eHj4559/DgBBQUGDBw9eu3bt3Llz33333YqKCg6Hc+rUKXt7e39//7S0tNTU1NLSUiqVOn369IKCgkOHDi1ZsgQAZsyYsW7dOgA4ceJEa2vr3r175etNT09PSkoaOXLk7t27y8rKWCzWjBkzbt++rbKXq090twgB4D8+gXHpN/6bn73OO4DoLAghDRO6KjRgoereOoxsjP59p7u7+9ixY3NzcwsKCqytrQEgJyenoqJiyJAh8gc8ePBg9OjRd+/e1dPTk7dgt+Li4u552a6urgwG4+7du0FBQdOmTdu/f//HH3/8888/L1y4UL7MhoaGoUOHyh/M5/O7j53svvRETk5OeXl593rv379fWlrKZrOtra1ZLJb8Ti6Xq7CXQ6F0uggpJNKWoNCY65cT75XGOuFUboRQH1i4WxAdAXx9fefOnTt37lwymbxs2bILFy4wGIwRI0YcP36858MqKirkc1F6zjxhMBjyPZwAIJFIWlpaGAwGACxYsGD58uVxcXEXL16UX6GJwWD4+vpev3793wG6F8hgMMLDw3///fee3y0sLBQKhTKZTD7nrLm52cKC+Bft33T0M8JuxlTarpCwbSUFl2oERGdBCKF+eu+99zIzMy9evDhhwoRr165174Ssr6+vr6+3t7f39fX93//+J7+zsbERACIjIw8dOtTU1AQAe/bscXR0lJ8jPm7cuM7OzpUrV0ZGRsq3MkePHl1YWHjp0iX505ubm7uncnebNGnSxYsXs7Ky5F/W1dU1Nja6ublZWFgcPXoUAGpqak6cOKHs16F/dHqLUI5DN9rGHbYkPeXQ8NEeJqZEx0EIoT5jMBhvv/32unXrbty4sW/fvpiYGBsbG4lE0tjYeOLECQsLi4MHD86bNy8xMZHBYMhkstTU1NmzZ9+4ccPT09Pe3r6+vv7QoUPyCWpkMvn111/fsGFD92alra3t4cOHFy9eLB/eVltb+8svv8ivONTN3d19165dU6dOZTKZXV1dTU1Np0+f9vT03Lt379y5c//3v/+1tbWp7UnnJNUcz3r06NFDhw4dOXJEBevqn1P8iq8Kco+NGGf5sunm8kOh8OoT/SAUCntORES9hK9b/8gHUivk6hOJiYkXL17svj65RqisrCSTyUwms+dZ9jU1NWKx2M7OrvuaDG1tbY8ePeJwOL1ZJp/Pl8lkTCbzBdcFq6iooFAoLBarexVdXV0PHjzgcDgDGUY9duzYTz/9NDw8vN9LeAHcInwsms0pbG5aejvl4LDReuo9nQEhhF7K3t7+33fKz//riU6n9/5q6s+cL/aUf3cqlUqVX6dBbeE7/hP/5+nDNqT/X2aamp7ziRBCSAmwCJ8gAWzyD65qb9tWUkB0FoQQQiqCRfgPBhTKziHDf71fdqLqAdFZEEIIqQIW4dOs9Q32hI78Ii87E6dyI4SQDsAifAYPE8bXAUPib9/kt7cRnQUhhJByYRE+2xgb5iIXjzdSr+FUboQQ0m54+sRzLXb1eNDWsirj1q6QERScyo2QDnNycjp37pyrqyvRQVSkeyia+hAIBMo7exuL8EX+4x2wMO36xvycT7z9ic6CECLMqFGj0tLSxDqzf6i1tdXI6BkzvglEIpGcnJyUtHAswhehksk/Bg+LuX7J8Z7xa0668scgQujfejl7RTvo2jAj/IzwJYyptF0hI7aWFNyorSE6C0IIIcXDInw5Dt1oK3foqozUYmET0VkQQggpGBZhrwRbWH3s5fdW2o16USfRWRBCCCkSFmFvxXCcotmcJekpIqmU6CwIIYQUBouwD94f7Ms0MFyXn010EIQQQgqDRdgHJICvAoaUCJt3lpUQnQUhhJBiYBH2jSGFsiMo9JeK8iRBJdFZEEIIKQAWYZ/Z6BvsCAz9JCcjq6Ge6CwIIYQGCouwP7wYpv8LHLLsdooAp3IjhJCGwyLsp3Ab1hsu7m+l3Wjr6iI6C0IIof7DIuy/ONdBAeYWK3i3JDIZ0VkQQgj1ExbhgHzmEyiSSjYV5BIdBCGEUD9hEQ4IlUzeGjzsQjX/4P27RGdBCCHUH1iEA2VG09s3dOT3xfk36h4SnQUhhFCfYREqgAPdaCt32DsZqWUtQqKzIIQQ6hssQsUYYmH1wWDfN1Kv4VRuhBDSLFiECjOL4zSRZb8Up3IjhJBGwSJUpDWDfc319D/J4REdBCGEUG9hESoSmUTaEhRaLGzeWVpEdBaEEEK9gkWoYAYUSsKQ4Yn3Ss9WVxGdBSGE0MthESqerYFhwpCwj7J52Y04lRshhNQdFqFSeJua/dePuzQdp3IjhJC6wyJUloksu1hnt8XpN9okOJUbIYTUFxahEi1z8/Qzs1iJU7kRQkiNYREq1+c+gR0SyTeFd4gOghBC6NmwCJWLSiZvCx6WLKj85X4Z0VkQQgg9Axah0pnR9HaHjPi26E4KTuVGCCH1g0WoCi7GJtu5w97OSC1vxancCCGkXrAIVSTE0vo9T583Uq834FRuhBBSJ1iEqjPHwTnSlr309k0xTuVGCCG1gUWoUh95+ZnSaDiVGyGE1AcWoUqRSaTvAkPzmhp/uotTuRFCSC1gEaoanUrdEzpiX3np+Wo+0VkQQghhERLB1sBw55Dha7Jv5+BUboQQIhoWITF8TM3/68ddkp5S3dFOdBaEENJpWISEmciym+/kujgNp3IjhBCRsAiJtMJ9sI+p+f9lpklxKjeBZBIo2Q4nXOFiOGT8H9w7CM2FIMNTXBDSFViEBPvCN7BJLP62KI/oILqq9jokB8ODIxD2C3h/DAbWUHkcrkTD76ZwfiTwVkN5IjTeARlutSOktahEB9B1VDJ5G3fYzOsX7Q3przi6EB1Hl7QLIGsN1FwC//+C8+sAJAAAZuTj74qboTEH6nlQfQHyN0FLGRi7gAX37/+CgWJAYHaEkAJhERLPXE9vV8iIuSmXHY2Mh1nZEB1HB0jFULId7nwBTvMhqgBoJs94DI0B1iPAesTjL8VCaMyGeh7U86A04V+9yAWKoSr/BQghBcIiVAuuxibbuMNW8m79FhbuZGRMdBytVnMJbq8CQxZEXgPG4N4+i2byj16UikBY8rgXH/wODVlg5PikFM2DgEpXUnyEkMJhEaqLUEvr//P0eSvt+tERY01pekTH0UZtlZD9MdTdhKDNYBc9oEWR9cDUG0y9wTkWAEAqBmFxj17MBiOHHr0YCFQjhfwLEELKgEWoRuY6OBcLm5akp+wfOopGxuOYFEfSDkXfQ+G34L4MQhIU//EemfaPXpR1QXPRk16szwA9sye9aDUc9C0VHAAhNABYhOrlEy//JbdT1uZmbPIPJjqLtqg6CbzVYOoNE9LAyFEVayRRn9uL+ZugIQtojB69OBT0rVWRCiH0HFiE6oVMIm0JDJ114/LusuI3XTyIjqPhhCXAexta7sKQHcCaQFiMp3tRAs2FUM+DpnwoTYCbC4Gi/6QXLUPBAA+YQkilsAjVjnwq98zrlxzoxpFMNtFxNFNXKxR8DSU7wPNdGHUMyOr0mSuJ8rgXu7XznxyPemsRkGk9enEIGDCJy4qQTsAiVEdMA8OdQ4YvSr1uT6cPZpgRHUezyODeQcj6EFgTYHKuZmxdGbLBjg12UwAAQAbCUqjPgIYMKNoC9RlApRsyAsDnfbAZTXBOhLQUFqGa8jU1/9w3cFHq9WMjxzEN8By13mnIgtsrQdoJI4+CZSjRafqHBCbuYOIOjnMf39FS3vXgLPXmArAaDoFfA92O0HgIaSE8NFF9TWLZv+roEpd2o10iITqL2hM1AG81XBoPDrNg/E2NbcFnMXYWc+ZDdAEwPCDJH3LXg7ST6EwIaRUsQrW2wsPLzYSBU7lfRCaF8kQ4NRhEDRCdD4NWA4lCdCYloBiC73qYlAktZXDaB/iniQ6EkPbAIlRrJIBN/sENos7NOJX7mepvw/kwuLsbxp6DYYmgb0V0ICWjc2BYIgz5ETI/gKtToKWM6EAIaQMsQnVHI5O3Bw8/ya84Vnmf6CzqpPMR8FbDXzPAfRlEXAEzP6IDqRBzHEzKAmYEnA0B3mroaiE6EEKaDYtQA5jr6e0KCduQn33rUS3RWdSArAuKtsApTwCAqDxwjn184QidQqbBoNUwORdEDXBqMJQnEh0IIQ2GRagZ3IwZmwNDV/Ju3W/V7T//a65AUiBUnYSIq8DdAjQG0YEIZciCYYkw/CAU/A8uhkPjHaIDIaSRsAg1xkhr2/c8fd5Mu94sFhOdhQhtVXAzFm7GwuD3YewFMPUiOpDasBkFkzLB5Q24FAm81SBuIjoQQhoGi1CTzHVwHmFtu5x3s0unDiKViqBoCyQHgbELTCl+PKgM9UQig3MsROcBAJz2htIEkEmJzoSQxsAi1DCfegfokylrc3hEB1GV6gtwxh+qL8CEVPBdj3ou0gYAACAASURBVNeFfxE9C+BugVEnoOxnOBsKdbeIDoSQZsAi1DAUEmlLUGh2Y/2+8hKisyiZsBSuREP6cuBuhtEnwciJ6EAawiIIxl+HQSvh2ky4GQsdD4kOhJC6wyLUPEZU6q6QETtKCy/W8InOohxdbZC7Hs4NBctgiMoF1kSiA2kcEjjHQnQBGLLhjB8UbQEZDidC6LmwCDWSnSF915ARH2bzCpu17siIqpNw2hua8mFSJviuV68LR2gWmikEbISIq8BPguRgqL1OdCCE1BQO3dZUvmbmn/kELk6/cWzEWCt9rfjkrLkQeKuhoxaGHwDrMKLTaAvGIAhPhqqTkPIamPnCkO1A5xCdCSH1gluEGmwy2z7G3nFR2nWNn8otagTeajg/CtiTYWI6tqDi2U2BqHyw4EJSII7tRugpWISabfUgb1djxntZaRp7OoWsx8jsPK0dma0OqHTwXQ8TUqEpH077Av8M0YEQUhdYhJqNBLDRn1vd3r5FE6dy1/PgXBgUb4XRx2FYIuhbEx1IBxi7wojfYMh2yHgPrk6BlnKiAyFEPCxCjadPpuwKCfuz6sGfGjSVW1QPvNXw1zRwXwoTUsEyhOhAOoYZAZOzgRkB54ZC1oc4thvpOCxCbWCup//TkLAN+Tm8+kdEZ3kZWReUJsApbwCAqHwdHZmtDuRjuydlQjsfTnnh2G6ky7AItYS7CeN/gUOW3k5R56nclEfXIYkL93+FcRdwZLZaMGTDsEQYvh8KvoGL46BJA3ewIzRgWITaY5Q1M8510Gd3sogO8hx1KYa8N8D3PzDuEph6E50G9WAzGiZlgP1UuBAOmR+AWEh0IIRUCotQq7zm5Hq7oa5epJYHxxd9L/J4Dzgzic6BnoVEhUGrIboApJ1wWn6BQ409EhmhPsIi1CqGFMpoa+Y5QRXRQf6lXQCC82L7eUTnQC+kbwncLTDqOJT8CGdD4VEa0YEQUgUsQm0Tbcc5JagkOsW/lPwITvNkVPxQUBNYcGH8DfBYAVenwc1Y6KwlOhBCyoVFqG3G2DDzGhvqOjuIDtKDVAxlu8FtKdE5UO/9PbZbzxxOeePYbqTdsAi1jT6ZMsaGmaxWe0cf/A6MwWDmQ3QO1Ed6ZsDdApF/QdVpSB4CtTeIDoSQUvSqCFtbW7dv3z579uzJkyd/+OGHtbVPdpWkp6fPmTNn4sSJ27Ztk+nUZdPVWBSbc5pfQXSKHoq3gsdyokOg/mJ4wthz4PcZpMyHm7HQUU10IIQUrFdFWFpaevHixZkzZ7777ruFhYXjx4+XSqUAIBAIIiMjR40a9cEHH3z//fc7duxQclrUK6NtmEXCppqOdqKDAABAQya0V4HdFKJzoIGRj+02doHTPpC7HqQiogMhpDC9ugyTv7//0aNH5beDg4PNzc3v37/v7Oy8e/fuMWPGrFixAgA2bty4Zs2a+Ph4JYZFvUMjk8faspMFVQuc3YjOAlD0A7jH4yhtbSAf2+30GvDehtO+ELwFr5mMtEOfPyMsKSkxMDCwtbUFgMzMzOHDh8vvHz58eElJiVCIp+KqhSi2/Sl12DsqaoDKP8HlDaJzIMUxcYMxpyDoG0hfDlenQOs9ogMhNFB9uzBvW1tbXFzcunXr6HQ6ANTU1Jibm8u/ZWFhAQDV1dUmJibPfO6tW7eCgoLkt62srP7444/+pyaUSCQCAD09tb5yeqCBUamwqaSulmVgSGAMvdJtJNvJnV10aGkBgNbWVhIJJ4v2mTq+bqbhMDpV7+4WWlJwl91sseNCKUPtpgWJRCKZTCYWi4kOonnU7UdOIpLU5dXVZNXUZNWwuCyf2D4ceUen08nkl2zy9aEIOzo6pk2b5u/v/+GHH8rvMTY2bm9//EFUW1sbADyvBQHAy8vryy+/lN+m0WjGxsa9X7Va0YgiBIDxLPtrzY2LrIi7tpFMAvd3w8jfaX//v5bJZJr7/51A6vq6GUPQF+C5lHb3J1rabKDbgetb4DgXqOoSVV6E+vr6RAfRPIT/yHW1d9Xk1AgyBIIMAZ/Hryuss3S3ZAWx7ILsnMc4Kzxbb4uws7MzJibG2tp69+7d3X8pODg4lJWVyW+XlZUZGhpaWz/3bZfBYHC53AHGRb0XzeZ8V5S3yMWdsARVJ8GQBRbBhAVAKkC3A9/14LMOai5BaQJkfgB2UeAcC8wIopMhTSIRSepL6vk8voAn4PP41VnVZo5mLC6LzWX7L/BnBbFodJry1t6rIhSLxXPmzDEwMEhMTKRQnhz18Morr8TGxq5bt87CwiIhIWHOnDk9v4uINczK5p3M1Mq2Vnu6ETEJireBxwpiVo1UjEQGZgQwI6CjGsp+hrSlQNEH51hwfQv0LYkOh9SRSCiqzq6W156AJ2goazB3MZc3n9dsLzaXTTXs2yd3A9GrNV2/fv3EiRMMBsPGxkZ+z5kzZ4YOHRoeHj516tTBgwfb2tp2dXUlJycrMyrqGyqJNJ5plySoXOw6iIDVC0ugMRccYghYNSKQARO81oDXGqjnQWkCnHQHZgS4xQFzHF54Usd1NnfW5NQ8s/m4cVx2MJtqoLrmewpp4GfBV1dXNzQ0DBo06AUfSB49evTQoUNHjhwZ4LrUgaZ8RggAN+oeflWQe3zkOALWfXsl6FmA32c97xMKhS/4FBk9jwa/bqJGePAbFG8DaSe4vAGui0BfdR9a42eE/aaQH7nOps6a3CfN11TRZOtna+NtY+1lzeKy7ELsKHrqsgdRAQ3MZDKZTObAl4MUbqilNb+97X5ri6ORaj/3Fgvh/iGYpK5XRkQqo2cGbnHgFvf3BqInMMfhBqK26mjseHjnYXfzNVc22/jasLlslwiXEWtGWHlakShq+j+dsE1RpAIUEmkSy+6MoHKZm6dKV1y+D2zHAd1epStF6syCCyE7IfBruP8rZK2BjofgNB/c48HIgehkqP+EfKGAJ6jNr32Y91DAEzRXNdv49Gi+wVYkspo231OwCLVcFJvzRV6WaotQBsXbISRBhWtEGoLGeLKBWJ4IyVwwDwC3OODMABK+F2kAefN1H9vZ1d5l7W39pPm8rNTq7MPewx8+LTfEwupRZ+fdFqGrsao+ZKq+AGQq2IxU0eqQJrLgggUXAjZB1UkoTQDe2+D8OrgtAWNnopOhf+jZfFXpVRKRxNrLWn5gZ8TGCM1tvqdgEWo5Mok0kWWfJKhc4T5YRass3gYeq1S0LqTRKAbgMBscZkNzAZT9DOeGgpkfuMWB/XQgK/GkMfRiAp4g82BmXU6dIEOgZ6THCmKxuCzuEm70zmgTtmYetPUyWITaL4pt/2luhoqKsPU+1N6A4QdVsS6kNRiDIWAj+H0GlSegNAF4q8FhNrjFganajW3TYp1Nnbm/5GbsymhvaB88d/Dw94azglhGNgSdhaxaWITaj2th1SwWlwib3U0YSl9ZyXZwWQBUnfjlQQpG1n+8gSgsgbu74eJYoHPALQ6cXgMqnehw2kzAE/ASePlH8p3HOY9ZP8Z9sntLW4umnrHTL1iE2o8EMIllf0ZQudrES7lrkrTD3b0wHq9jjgbGxB0CNoLf5yA4C+X7Iftj4MSAezyY+xOdTKt0NHbk/ZaXvj29q70rcFHg8oLlOrL9929YhDohim3/flb6ag8lF+G9Q2AVCibETTdF2oSsB3ZTwG4KtFXBvQPw1zTQtwK3OHB6VX3memso+SZg3u95LhEu478Z7zzOWTuOeek3LEKdEGBu2SmVFgubPExMlbiakh3g/4USl490E90OvNbA4Pcfz/XO+ggcZoFbHFjgEP++aa1pvfPrHd5PPJlUFrAgYGXxSroV7nMGwCLUESSAySz7U/zKdwcprQjrUkDcCMzxylo+0nHdc73bBVCeCNfnAMUAnGPBbTHoWRAdTq3JpLLyS+W8BN7ds3ddJ7hO/G6iS4QL0aHUCxahrohmc1ZnpL47SGmH4RVtBY8VQHrJBTARGihD1pMNxPJEOOGGc72fR8gX5uzPub3ztqGFITeOO233ND0TDRiSrHpYhLrC18xcCrL85kYvhpnil95RDYIkGLJN8UtG6Jm6NxBFDfDgd8h4F6RicFkIrm+CvhXR4Qgmk8jKL5fzEnjll8q9YrzmHp3LDMRx0C+CRahDotj2p/kVSinCkp3gOA/0zBW/ZIReTM/8n3O9PXpsIOqc5srm3IO56dvT6dZ0bhx3+t7pNCMcTfByWIQ6JIrNWZae8p6nr4L3H0nFcPcnGINXo0SEks/1DtgI5fsh412QdFCc3pA4LQB9NtHJlE4ikhQdL8pOzK64WeEV4zXv5DxbP1uiQ2kSLEId4sUwo5HJdxobfM0UuulWeQxM3MHMR5HLRKh/9Mxh0CoYtArqbpFKdtLOBYDvOnBfqq1DvR8VP8rck5m1L8vCzcI/1n/2b7NVeWF3rYEvmW6ZxLI/xa9QcBEW/QCe7yhygQgNnNXQLkYQeBTr5bwPxdsg+HtgRhKdSWEknZKiE0W8BN7DvIf+sf5v3njT3BU/mOg/LELdEs3mvJF2/UMvP4XtHW3IhtZysJuiqOUhpEAyY3cIT4Kqk5AaB2Y+ELxN06+AWFdQl/VzVuaeTKY/kxvH9ZzuSabhodoDhUWoWwYxTI2p1OyG+gBzBZ16VbwV3OPxWgFIrdlNAWYE5G+C5CDwWAHeHwFZn+hMfSMSigqOFeTsz6ktqPV7zW9x2mIzJyUc9aarsAh1ThSbc5pfoZgiFDVAxVGILlDAohBSKooh+K4H1zch+xM47QPc74AdRXSmXpGPQ7tz+I7dEDtuHNdzhieZipuACoZFqHOmsDnzb179yMuPPPDpgnd3gd0UMMDj05CGoHNgWCJUXwTeKij5EbhbwFhNZ6x0NnXeOXzn9o+3RUKR73zf+Nx4Bkf5V4/RVViEOsfF2MRUTy+j4VGwxcDOO5ZJoeRHCDukoFwIqQpzHEzKgpLtcDYEnOaD/wa1muLdcyJ25FeROBFbBbAIdVE0m3OaXznQIuSfBn1rsAxRUCiEVIhMg0GrwWE2ZH0IpwaD/wZwjiU2UUdDR97veWlb06RiacDCgJVFK+nWOBFbRbAIddEUNmdOyuW13v6UgfylWbwNPJYrLhRCKmfIhmGJ8PAvuL0SyvYB93vVnw4rn4idnZhdfKrYJcJlwrcTcBNQ9bAIdZGjkbG1vsHt+rpQS+t+LkJYAg2ZMOpPheZCiAg2o2BSJtw7AJciwXEO+H0ONGVerexvLYKW7MRs3k88qj7VP9Z/4ncTDS0MVbBe9G949JGOkh872v/nF28F18VAMVBcIoSIQyKDcyxE5wEAnPaG0gSQSZW3tra6tlNLTm332d54r3H24dnxefFha8KwBQmERaijotmcM4LKLpmsP0/uaoF7B8F9qaJDIUQoPQvgboFRJ6DsZzgbCo9SFb4GmUSWvj19u/d2Gp22umx11I4oFpel8LWgvsJdozqKQzeyMzRKe1Q73Mqmz08uTwTbcKDbKyEXQkSzCILx16F8P/w1A5gREPQ/0O/vJwj/xE/nn1lxhmpIjb0Qa+Pb9987pDS4Rai7otn2/dw7WvIjuONhMkiLkcA5FqLywZANp32haAvIJANZXIug5VjssV9n/Dpk+ZAFlxdgC6obLELdFc3mJAuq+rx3tOYSyCRgO1o5oRBSG3pmELARIq4CPwmSg6H2ej+WIRVLU7ekbvfdbmhuuKJghX+sPx4RqoZw16juYhnSHY2Mb9Y9HGndl9EwxVth0CoA/GVGuoExCMKToeokpLwGZr4wZDvQOb18avml8qRVSSYsk0XXFlkNHthpu0iZcItQp0X1de9o6wN4+Bc4vaa0RAipJbspEJUPFlxICoTc9SDtfPHDmyubj8UeO7XkVMTGiNfPv44tqOawCHVaNJtzrrpKLO31keKlP4JzLFCNlBkKIbVEpYPvepiQCvU8OO0L/KRnPqqrvevGphs7g3aau5gvy13mEe2h4pioH3DXqE6zNTB0NWZcr6sJt+nFMdzSTri7FyKvKj8XQurK2BVGn4TqC3B7FZRsB+73YOzc/c3ik8VJq5NsvG3i0uNMHVVxVj5SCCxCXSefO9qrIrz3K1gEggn+hYt0HjMCJmdDyXY4NxRc3gCftfXlouS3k+vv1kfviHad4Ep0PtQ3uGtU101m21+o5ndKe3F0eMk28Fih/EQIaQL52O5JmeL66iuvzd8zfLvjKMdlOcuwBTURFqGus9Y3GMwwvV5b85LH1d2CznpgTVRJKIQ0Q/GFlm2LAhqkk5ZtOREWvI7SXkh0ItQfuGsUQRSbc6qqYpwt+0UPKt4GHvFAwr+cEAIAqM6qTlqZJG4Tx/wSwxnOAdlbcHcPXIwAxzng9wXQ8CK6mgTf1xBMZttffljdIXn+3tHOWuCfBpeFqsuEkLrqaOhIXp18YMIBr1lei9MWc4ZzAABIVHCLg6g7AACnvaA8EaBfg3wREbAIEVjo6fuYml2trX7uI0p2gsNs0LNQYSiE1I5MKstOzN46eGt7Q3t8Xnzo6lAS5Z+TJfQtgbsFRh2Hkh/hbCg8SiMoKeob3DWKAP6+KtMEpt0zvifrgtKdMOa0ykMhpEb4t/lJK5MoepTXz71u6/fCYUwWXBh/A8r3w9VpwIpU4NhupCS4RYgAACay7K48rG6TdD3jexXHwNgVzPxUHgohtdBS3XJqyanDMw4HLwtecGXBS1rwMRI4x0J0AeiZwynvgY/tRkqFRYgAAMz19APNLK/UPGvvaPE28MBrTSBdJO2Spm5J3eG7g2pAXZ6/vM8js/XMgLsFIv+CqtOQPARqbygtKRoQ3DWKHoti25/iV0xm//Mqg015ICwB++kEhUKIMPcu30talWRka7Tw6kJrrwHs22R4wthzUHUSUuaDzSgI/AoMmIqLiRQAtwjRYxNZ9jfqatq6/rl3tOh7cF8KZBpBoRAigLBKeCz22InFJ0avGx17IXZALdhNPrbb2AVO+0DuepCKFLBMpCBYhOgxBo0WbGF1sUbw5C5RIzz4HdwWExcKIZWSiCSpW1LlI7Pj78R7zfZS5NLlY7vHp0BdKiQFAf80yHo97x4pE+4aRU9EsTmn+BVT7P6+3FrZXmBPwt04SEcUnyxOfjvZ2sv6rdS3zJzMlLUaEw8IT4LK45CzHtJXgOsicFkE9GcdsI1UBYsQPTGeyf7sTqZQLDah0QBkUPIjDPuZ6FAIKV19aX3y28n1JfWTt012m+imilXaTwP7adCUD+WJkBQI5v7gFgf20/FjCELgrlH0hDGVFmJpfbGGDwDATwKqEVgNJToUQkokbhNfWX9l19Bd7GD2stxlKmrBbqZeELARpj8AtzgoTYDjjpD1IbSUqTQDwiJET4lmc07xKwEAirfCoFVEx0FIiYpPFm/33t5Q1hB/J37M+jEUPQoxOSgG4DAbxp6HcZcBAM4Nh0uRUJ4IknZi8uge3DWK/iHSlv1pbkZzYyGjngcj/yA6DkJKUVdYl7Qqqa2ubeaBmZwwzsufoBqMQRCwEfw+h8rjUJoAvHfAYRZ4rAAzX6KTaTksQvQPdCo1zMqmJvsbhuubQDEgOg5CCtbR2HHlP1dyD+WO+mRUyIqQp4eFqgOyHjjMBofZ0FYB936Bq9Ggbw1uceA0H6hGRIfTTrhrFD1tqq0Vq/oIuMURHQQhRZLJZNmJ2dsGb2tvaF+et/wZI7PVDZ0DXmtgahkEbITqC3DcEdKWQEMm0bG0EG4RoqdFtF+8RhkcSGObE50EIUUR8ARnVp6RdklfOf6KXYhGnatAogAzApgR0M6H8v1wLQb0LMAtDhznAc2E6HBaArcI0dNopT/esZ1/rrqK6CAIKUD7o/bk1cmHph0KXhr8VupbGtaCPRmywWsNTCl9vIH4pz1cnwPVF4iOpQ2wCNE/1VwBqdjdbdopfgXRURAaEGmX9PbW21sHb6XoU1YUrOjzyGz1RCIDMwJG/AZTisCCC+nL4JQX5G+CzkdEJ9NguGsU/VPJNhi0Yqwt+6PsjEednZb6+kQHQqjPGu81Zu7JzNidYeNjs+jaIstBlkQnUgIDJnitAa81UM+D0gQ46Q7MCHCLA+Y4AM3ve9XCIkQ9tPOh+hKE7tYnU8bYMM9WV73q6EJ0JoR6SyaRlV8u5yXwyi+Ve8V4zT0+19rXWl/r/5iz4ELITgjYBA9+g4z/A0kHuC4ClzfAwIboZBoDixD1ULwdnF8DGgMAoticfeUlWIRII9SX1Gfszsjal8WwZ3DjuNP3TafRaSKRSCaTER1NVfTMwC0O3OIebyCeGgzMceD8OrAnA4mgQQGaA4sQ/U0qgru7IeKy/KvRNsz3s9JrOtptDQyJzYXQ80g6JUUningJvId3HnrP8Y69EGvjo/ObQfINxMCv4f6vkLse0uPBaT64x4ORA9HJ1BcWIfrb/cNg7g8MT/lXemTyWFvW2eqqWCfVTl9EqBfqCuuy9mVl7c2y9bPlxnE9p3uSaXjoXw80xuMNxKY8KN8PyVwwDwC3OODMABK+7T8NXxH0t+Jt4PNJzzui2Zydd4uwCJH66OroKj5ZzEvg1ebX+r3u99att8yclXa9JO1g6g0BG8F3PVSdhNIE4L0Nzq+D2xIwdiY6mRrBIkQAAFCfAR3VwJ7c875R1rbvZaVXd7Qzce8oIlptXm32/uzM3ZnMACY3jus5w5NMxU3AXpPP9XaYDc2FULYPzg0FMz+88FM3LEIEAABFW8Bj+VMfqlPJ5AhbVhK/8g0Xd6JyIR3X2dx559c7vJ281oetvvN943hxpg6mRIfSZAxPCNgIfp9B5QkoTYDbq8BxDrguBjMfopMRCYsQAXTWQdVJCPr239+JYnN+KMnHIkSqJ+AJeAm8/CP5zuOcx6wf4z7ZXd1Hg2oQsv7jDURhCdzdDZcigG4PbnHg9BpQ6USHIwAWIQIoTQBODOg/46TjMGvb/8tKq2pvszPUxV8PpHodjR15v+Wlb0/vau8KXBS4vGC5kQ1eckFpTNwhYCP4b4Cay1CaANkfAycG3OOBqlvnTWER6jyZBEp3wqg/n/lNKokUaWuXJKh8y8VDxbmQrpFvAub9nucS4TL+m/HO45y1YSKaRuie6916D+7ugatRdJoN2IaBRRCYB4GZt9YfaKrl/zz0cpUngM4B88DnfT+abf9N0R0sQqQkLdUt2T9nZ+zKINPIAQsCVpWsMrTEg7MIYuQEfp+D738675+nd+RD9UXI/xra7oOpz+NStOCCmQ+Q9YgOqmBYhDqv+AfwWPGC7w+1sqnMbLvf2uJoZKyyUEjryaSy8kvlvATe3bN3XSe4Ru2IconQrd1x6otEkViGgcnEx192tUBzETTlQT0Pyn+GhiwwcgQL7uP/zIO04GNFLELd1pQPzUXAmfmCh1BIpAlMu2RB1RK3QSrLhbSYkC/M2Z9ze+dtQwtDbhx32u5peibatoWhVajGjzvPORYAQCoGYTHU86CeBw9+/1cvBgJV8z7TxSLUbcVbwS3upTs6otj2X+bnYBGigXh6IvbRucxAJtGhUN+RaWDqDabez+nFbDByAFNvMPUCCy5Yh4GeBdGJXw6LUIeJhXD/MEzOeekDQy2tH3Z23GttccK9o6jvmiubcw/mpm9Pp1vTuXHc6Xun04zwJG5t8VQvyrqguehxL+ZvgoZMoJk+2V60Ggb6VkQnfgYsQh1WtgdYE4D+8gt2k0mkCSy70/yK5e6DVZALaQeJSFJ0vIiXwBNkCLxmeb166lUbX52fiK31SNR/9qIEmgt79GIW0BhPetEyVE2uFYVFqLNkULIDQnf38tHRbM5/cjOxCFFvPCp6lLk3M2tfloWbhX+s/7wT86iG+Fajk0iUf/QiALTzH/diaQLcegPIej16MQQMbAmJiT+dukpwFiiGYB3Wy4dzzS0bRJ2lLc1uxgyl5kKaq3si9sO8h/6x/m/eeNPc1ZzoUEjNGLLBjg12Ux5/+Y9eXARk2pNetAgGQ5ZqQmER6qribeCxsvcPJ5NIk9n2SfzKlR5eyguFNFRtfm12YnbmnkymPxMvioT64AW9+OgtkIofH3Qj/8/UW0kpsAh1UksZ1KXCiN/69KQoNueDrHQsQtRNJpPlHsxN/T619WFr4KLAJRlLGPa4wwANwFO92HoP6jOgPgPu/wqZ7wMAmAeB65vgMEuxq8Ui1EklO8BlIVD6Nr8j0NyyQyIpFjZ7mOCbHQIBT3Bm5RmZVBb+ebjreFcSGcehIUUzcgIjpycnOrdVQn2GMo6vwSLUPZJ2KPsZJqT29XkkgMls+9P8Co9BytpBgTRCR0PHlfVX7vx6Z+THI0NWhmAFIhWh2wPdXhkLxv34uqf8AFgP69/1qaPYnFP8CoUnQppCJpVlJ2Zv894GACuLV4auDsUWRFoAtwh1T+mPELCxf0/1N7OQyGSFzU2eDLw4qs7hp/PPrDhDNaS+fvZ1PCMQaRMsQh3z8BqIhcCM6PcCJrHsT/MrsAh1Soug5fya8+WXysf9d5zf6354dSSkZXDXqI4p3gqDVgL0/40sim1/EveO6gypWJq6JXW773ZDc8MVBSv8Y/2xBZH2wS1CXdIugOoLEJowkGX4mJqTAO40NfiY4rnSWq78UnnSqiQTlsmia4usBqvjiEiEFAKLUJeU/AhOrwJtoHs1o9mc0/xKLEIt1lzZfPHji5U3KydsnuARjddkRloOd43qDKkYynaD25KBLymKzTnNr5ANfEFI/XS1d93YdCOBm2DuYr4sdxm2INIFuEWoMx78DozBYOYz8CV5Mkz1yZScxnp/Mw240hjqveKTxUmrk2y8bRanLTZ1xOOhkK7AItQZxVvB6wNFLUx+Zj0WodaoL6lPfju5/m599I5o1wmuRMdBSKVw16huaMiE9qonE/wGbKqdwyl+Je4d1QLiVvGV9Vf2jNzjOMpxWc4ybEGkg3CLUDcU/QDu8UCiKGp5rsYmJlRaZsOjIHNLRS0TTNHP0wAAIABJREFUqV7xyeIzK884jnJclr3MyNaI6DgIEQOLUAeIGqDyT4guVOxSo9n2p/kVWIQaqjqrOmllkrhNHPNLDGc4h+g4CBEJd43qgNIEsJ+u8JHt0XacU/wKqQz3j2qYjoaO5NXJ+8fv95rltThtMbYgQliE2k4mgdKd4BGv8AU7G5lY6hnwGh4pfMlISeQjs7cO3tre0L48f3no6lASBcfEINTrIvztt9+WLFkSGRl54sSJnvcfO3aMy+W6urq+8847IpFICQnRwFSdBAMmWAQrY9lRbHu8GIWm4N/m7wnbk7k78/Vzr89InEG3ohOdCCF10dsizMjIcHFxqa6urqh48sZXUlKyYMGCDRs2XL58OS0tbePGfl7TAClR8TbwWKGkZU+xc0jiV0pw76h6a6luObXk1OEZh4OXBS+4ssDWz5boRAipl94W4caNG9esWWNj84/Pmfbs2TN16tSJEyc6ODisX79+586dSkiIBqC5ABpzwCFGSYt3oBsxDQzTHtUqaflogKRd0tQtqTt8d1ANqMvzl+PIbISeaUBHjebl5Y0ZM0Z+OygoiM/nNzQ0mJvjCEq1Ubwd3JYCWV95a4hic07zK4dZ4dXp1M69y/eSViUZ2RotvLrQ2sua6DgIqa8BFeGjR48YDIb8tqmpKQDU1tY+rwivXLnS/S1bW9vbt28PZNUEkn8UqqenR3SQlyB1tdDv/dI2OkXW0qK8tYw1s5hbWvieszu1F5sara2tuEXSD3193Vr4LdfWX6u4VhH2aZj3q94A0KLMnwG1JRKJZDKZWCwmOojm0aZfVTqdTia/ZN/ngIrQ3NxcKBTKb8tvWFg8d+ZWWFjYvn375LfJZLKxsfFAVk0gTSlCKN4LzAgj60FKXYm7sbGjsXFeR1uY9cs/eZLJZJr7/51AvX/dJCLJ7R23r/33WvCy4Bl7ZlANdPpEYXkR6usrcY+IttK1X9UB/Z64uroWFj4+TbugoMDMzMzS8rmnV9NoNNxrqkIyKN4OIQO69GAvRbE5J/kVvSlCpFTFJ4uT30629rJ+K/UtMyczouMgpDF6e7BMa2trQ0ODWCxub29vaGiQbxXFxsYeOXKktLS0q6vrm2++iY2N1ZqtaY1XfQHIVLAZqYJVRbM556qrxFKpCtaFnqm+tP6X6F/OvXdu8rbJ807OwxZEqE96W4Rr164NDg6uqqrasWNHcHDwxYsXAYDL5X7yySchISFWVlYikeizzz5TZlTUF8VbwWOValbFNDB0MTZJqXuomtWhnsRt4ivrr+wauosdzF6Wu8xtohvRiRDSPCTZgE8Ck8lkIpHoxTvijx49eujQoSNHjgxwXepAAz4jbL0PyVyYdh+oKhqjvLespKC58auAIS9+mFAoNDExUU0kbfK81634ZHHSqiSHkQ6RX0UaM3XoE51ews8I+03XflUV8Fk6iUTCHzX1UrIdXBaqrAUBIIrN+aEkXySV6r3s6CykEHWFdUmrktrq2mYemMkJw2GhCA2ITh9Upp0k7XB3L4y/ocp12hgYuJuYXq+tGWvLUuV6dVBHY8eV/1zJPZQ76pNRIStCcFgoQgOHf79rnXuHwCoUTNxVvFqcO6psMpksOzF72+Bt7Q3ty/NwZDZCCoNbhFqnZAf4f6H61UazOd8W5nVKJfpkhV3+F3UT8ARnVp6RdklfOf6KXYgd0XEQ0ipYhNpFcBbETcAcr/o1W+jpe5ua/fWwJpLJVv3atZK4TVydVS3IENy9dFeQJojcFOnzqg+eoYSQwmERapGHf8HNWAg7BCRi9nhHsTmn+BVYhP0mEoqqs6r5PL4gQyDIEDSWN1p7WbOCWI7hjjE/x+iZqPGByghpMixCbfHwGlyfA8N/AduxREWYxLLbWJDTJumiU/DnqldEQlF1drWAJ+Dz+AKeoKGswdzFnMVlsblsbhyXHcyWz0gTCoXYgggpD75haYWHV+H6HAj7FWzDCUxhrqfvb2Zx9WH1JJY9gTHUWWdTZ01uzfOaz26IHUUfP2FFSNWwCDWf4BykzIcRv4PtGKKjQDSbc5pfiUXYraOx4+Gdh93N11zZbONrw+ayXSJcRqwZYeVphUd+IkQ4LEINJ0iGmwth9AmwGkZ0FACAiSy7/+Znt3V10ak6+qPV0dDxMO/5zTfYikTG5kNIvejou5WW4CfBrTdg1J9gNZToKI+Z0vSCzC0vPRREs3Vl3ImQL+yuPT6PL24T2/hg8yGkSbAINRb/NNx6E0YfB8tQoqP8QxSbc5pfocVF2LP5qtKrJJ0Sa29rNpftNdsrYmOElZcVnuGAkGbBItRMVacg9S0YfRIsXzLnWvXGM+0+z8tq6RIbU2lEZ1GMfzRfWhWJQmJz2dbe1vLms/a2JjogQmhAsAg10IMjcHs5jDkNFsFER3kGBo0WYmF9oUYw3c6B6Cz91LP5Km9VkmlkNpfN4rK4cdwpCVOMWXidB4S0ChahpnnwG/DegbHnwcyP6CjPFc22P82v0JQilElktQW18nPYBTxBdXa1kbURi8tiBbFCVoZM2zuNbkUnOiNCSImwCDXK/cOQ8S6EJ4OZL9FRXiSSafefO5lCsdiEpo57R6ViaW1+bfcAl5qcGoYdgxXEYgWxBk0dxApiGZgZEJ0RIaQ6WISa4/6vkPF/EH4WzHyIjvISRlTqMEub8zX8mfaORGcBAJB2SR8VPeo+sFOQITAwM5Dv7Rz50UjOcI6hpSHRGRFChMEi1BB390DOpzD2PJh6ER2lV6LYnD+r7hNVhFKx9FHxk+arya4xdTCVD3Dxmu3FCmTRjNRxUxUhRAgsQk1wdzfkrNOgFgSACCZ7bS6vUSwyo6liSKZEJKkvqe9uvuqsajNHsyfNF8Si0bH5EELPhkWo9kp/grwNEHEVTNyIjtIHhhRKmJXtOUHVHAdnZSxf1CKqzno8rro2v7auoM7M6UnzsblsqiH+bCOEegXfLNRbaQLk/RfGXQRjV6Kj9Fk0m3P4QbmiirCzubMm57njqrsv1IAQQn2F7x1qrORHyN8E4y6BsQvRUfoj3Jb1Uc7tR52dlvr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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on Karat7\n",
            "karat7_state = new_state(karat7, 1)\n",
            "state, X = SIR2(karat7, karat7_state, 0.7, 0.1, 10)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, labels=[\"Susceptible\" \"Infected\" \"Recovered\"], palette=node_colors)\n",
            "png(\"img/q10_1p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(karat7, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q10_1g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 120,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7106799147879861cx, 0.5230162579087456cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.2943407881708361cx, 0.5628715876057591cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.8967088463354871cx, 0.7289458862379661cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6340913065186491cx, 0.7259805912190422cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7958157883862667cx, 0.5105837824167188cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.8214960916822172cx, 0.5297217660045546cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7402135096547535cx, 0.32693264774890074cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.9279578875692946cx, 0.4395805634286791cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6844125241713139cx, 0.6370474833133777cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5824176389575229cx, 0.6158743660336448cy), 0.006741998624632421w)], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on n7_2A\n",
            "n7_2A_state = new_state(n7_2A, 5)\n",
            "state, X = SIR2(n7_2A, n7_2A_state, 0.9, 0.1, 40)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, labels=[\"Susceptible\" \"Infected\" \"Recovered\"], palette=node_colors)\n",
            "png(\"img/q10_2p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(n7_2A, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q10_2g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 121,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on toulouse_neigh\n",
            "toulouse_neigh_state = new_state(toulouse_neigh, 50)\n",
            "state, X = SIR2(toulouse_neigh, toulouse_neigh_state, 0.9, 0.1, 40)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, labels=[\"Susceptible\" \"Infected\" \"Recovered\"], palette=node_colors)\n",
            "png(\"img/q10_3p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(toulouse_neigh, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q10_3g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "<strong style=\"color:cornflowerblue\">Question 11 (code):</strong> Implement the function `Simulation_SIR` (respect the header and the specifications).\n",
            "    \n",
            "###### The corrector should be able to write `predictions, taus = Simulation_SIR(net,nbinf,betas,alphas,t,nbsimu)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 122,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "Simulation_SIR"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "\"\"\"Take a contact network, different diseases (defined by different parameters alpha and beta), a number of initial infected people and process nbsimu simulations of SIR over t time steps. You will provide the prediction of the percentage of infected at each time t as well as the spreading rate of each disease.\n",
            "\n",
            "* PARAMS\n",
            "    - net (SimpleGraph): graph representing the contact network\n",
            "    - nbinf (Int32): number of infected at the start of each simulation\n",
            "    - betas (Array{Float64,1}): array of infection rate on edges\n",
            "    - alphas (Array{Float64,1}): array of curing rate on vertices\n",
            "    - t (Int32): number of time step\n",
            "    - nbsimu (Int32): number of simulations\n",
            "\n",
            "* RETURNS\n",
            "    - (Array{Float64,3}): the prediction of the percentage of infected, the percentage of susceptible and the percentage of recovered at each time step and for each disease. The first dimension contains the time steps,the second contains the diseases, and the third the status(Infected: [:,:,1], Recovered: [:,:,2], Susceptible: [:,:,3])\n",
            "    - (Array{Float64,1}): effective spreading rate for each disease\n",
            "\"\"\"\n",
            "function Simulation_SIR(net, nbinf, betas, alphas, t, nbsimu)\n",
            "    taus = zeros(length(alphas))\n",
            "    prediction = zeros(t+1, length(taus), 3)\n",
            "\n",
            "    for (i, (beta, alpha)) in enumerate(zip(betas, alphas))\n",
            "        taus[i] = round(beta / alpha, digits = 2)\n",
            "        for _ in 1:nbsimu\n",
            "            state = new_state(net, nbinf)\n",
            "            _, X = SIR2(net, state, beta, alpha, t)\n",
            "            prediction[:, i, :] += X ./ nbsimu ./ length(state)\n",
            "        end\n",
            "    end\n",
            "\n",
            "    return prediction, taus\n",
            "end"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 12 (written):</strong> Run the script below and describe what you see. Why the infected curve does not behave the same as for SIS ? \n",
            "\n",
            "> On observe la présence de la nouvelle coube \"Recovered\" qui vient retirer progressivement des indidividus de la population infectable. Ainsi, on observe que le graph converge vers un état final, et non vers un état stable comme dans le cas du modèle SIS."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 123,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Script launching prediction on one disease on n7_2A and plotting the percentage\n",
            "# of infected, susceptible and recovered at each time step.\n",
            "predictions, taus = Simulation_SIR(n7_2A, 2, [0.3], [0.2], 50, 1000)\n",
            "\n",
            "plot = Plots.plot(\n",
            "    [predictions[:, :, 1] predictions[:, :, 2] predictions[:, :, 3]],\n",
            "    label = [\"Susceptible\" \"Infected\" \"Recovered\"],\n",
            "    xlabel = \"t\",\n",
            "    ylabel = \"%\",\n",
            "    palette=node_colors\n",
            ")\n",
            "png(\"img/q12.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 13 (written):</strong> As for Question 6 script 2 plot the evolution of the percentage of infected for many $\\tau$. Describe what you see.\n",
            "\n",
            "> Globalement $\\tau$ semble déterminer la hauteur du pic maximal de l'infection, plus $\\tau$ est élevé, plus l'infection est importante. De même, les valeurs de $\\beta$ et $\\alpha$ semblent déterminer la longueur du pic, plus celles-ci sont élevées, plus le pic d'infection sera court dans le temps."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 124,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Equivalent experiment as for Question 6 script 2\n",
            "# Script launching predictions on different diseases on karat7 and printing the precentage of infected at each time step.\n",
            "betas = [0.05, 0.1, 0.01, 0.4, 0.04, 0.05, 0.005]\n",
            "alphas = [0.05, 0.1, 0.01, 0.1, 0.01, 0.1, 0.01]\n",
            "\n",
            "predictions, taus = Simulation_SIR(karat7, 2, betas, alphas, 100, 1000)\n",
            "plot = Plots.plot(predictions[:, :, 2], label = taus', xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "png(\"img/q13_1.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 125,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "betas = [0.05, 0.1, 0.01, 0.4, 0.04, 0.05, 0.005]\n",
            "alphas = [0.05, 0.1, 0.01, 0.1, 0.01, 0.1, 0.01]\n",
            "\n",
            "predictions, taus = Simulation_SIR(n7_2A, 10, betas, alphas, 100, 1000)\n",
            "plot = Plots.plot(predictions[:, :, 2], label = taus', xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "png(\"img/q13_2.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 126,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Same as before but applied on toulouse_neigh. May be a bit long to run.\n",
            "betas = [0.05, 0.1, 0.15, 0.25, 0.35, 0.45, 0.55, 0.65, 0.75, 0.85, 0.95]\n",
            "alphas = [0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2]\n",
            "\n",
            "predictions, taus = Simulation_SIR(toulouse_neigh, 100, betas, alphas, 100, 1000)\n",
            "plot = Plots.plot(predictions[:, :, 2], label = taus', xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "png(\"img/q13_3.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cornflowerblue\">Question 14 (code):</strong> Implement a script plotting the number of infected over 75 time steps for $\\beta=0.3$ and $\\alpha=0.2$ fixed and on 3 contact networks:\n",
            "    \n",
            "* A regular graph of 200 vertices with degree 2.\n",
            "* A regular graph of 200 vertices with degree 5.\n",
            "* A regular graph of 200 vertices with degree 10."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 127,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Plots of the number of infected people according to tau over 75 time steps for 3 contact networks.\n",
            "n = 200\n",
            "Plots.plot()\n",
            "betas = [0.3]\n",
            "alphas = [0.2]\n",
            "\n",
            "plot = Plots.plot()\n",
            "for d in [2 5 10]\n",
            "    net = random_regular_graph(n, d)\n",
            "    predictions, taus = Simulation_SIR(net, 1, betas, alphas, 75, 1000)\n",
            "    Plots.plot!(predictions[:, :, 2], label = d, xlabel = \"Time\", ylabel = \"% of infected\")\n",
            "end\n",
            "Plots.plot!()\n",
            "\n",
            "png(\"img/q14.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 15 (written):</strong> From the previous figure, explain why lockdown can be interesting when hospital places are lacking ?\n",
            "\n",
            "> On observe qu'en diminuant le nombre de contacts potentiels entre les personnes d'un réseau, le nombre maximal d'infecté à un temps donné diminue. Ainsi par la mise en place d'un confinement les hopitaux peuvent être capable de supporter plus facilement la charge d'infectés."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "### 2.2 SAIR\n",
            "    \n",
            "The vector containing the disease status `state` has to change a bit since we added a new state. Hence it will be an `Array{Int32,1}` where Susceptible=0, Infected=1, Recovered=2, and Alert=3."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "<strong style=\"color:cornflowerblue\">Question 16 (code):</strong> Implement the function `SAIR` (respect the header and the specifications). You can use `state` to translate the probabilities. Test your algorithm on `state`, `n7_2A`, and `toulouse_neigh` with arbitrary $\\beta$, $\\alpha$, and $t$. Alerted vertices should appear in a different color (`colorant\"lightgreen\"`).\n",
            "    \n",
            "###### The corrector should be able to write `new_state = SAIR(net,state,beta0,beta1,alpha,kappa,t)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 128,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "SAIR"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "function SAIR2(net, state, beta0, beta1, alpha, kappa, time)\n",
            "    X = zeros(time+1, 4)\n",
            "    adjacent_matrix = adjacency_matrix(net)\n",
            "    n = nv(net)\n",
            "\n",
            "    X[1, 1] = sum(state .== 0)\n",
            "    X[1, 2] = sum(state .== 1)\n",
            "    X[1, 3] = sum(state .== 2)\n",
            "    X[1, 4] = sum(state .== 3)\n",
            "\n",
            "    for t = 2:(time+1)\n",
            "        # println(\"-\"^50, t)\n",
            "        # println(\"state_0  = \", state)\n",
            "\n",
            "        # on trouve le nombre de voisins de chaque individus\n",
            "        adjacent_infected = adjacent_matrix * (state .== 1)\n",
            "        # println(\"adjacent = \", number_infected_adjacent)\n",
            "\n",
            "        # calcul des probas d'alert\n",
            "        proba_alert = (state .== 0) .* (adjacent_infected .!= 0) .* (1 .- (\n",
            "            (state .== 0) .* fill(1 - kappa, n)\n",
            "        ) .^ adjacent_infected)\n",
            "        # println(\"proba_a  = \", proba_alert)\n",
            "\n",
            "        # tirage au sort les alerts\n",
            "        state[((state.==0).*(adjacent_infected.!=0).*rand(n)).<proba_alert] .= 3\n",
            "        # println(\"state_a  = \", state)\n",
            "\n",
            "        # calcul des probas d'infection\n",
            "        proba_infection = ((state .== 0) .+ (state .== 3)) .* (adjacent_infected .!= 0) .* (1 .- (\n",
            "            (state .== 0) .* fill(1 - beta0, n)\n",
            "            .+\n",
            "            (state .== 3) .* fill(1 - beta1, n)\n",
            "        ) .^ adjacent_infected)\n",
            "        # println(\"proba_i  = \", proba_infection)\n",
            "\n",
            "        # tirage au sort des infections\n",
            "        state[(((state.==0).+(state.==3)).*(adjacent_infected.!=0).*rand(n)).<proba_infection] .= 1\n",
            "        # println(\"state_i  = \", state)\n",
            "\n",
            "        # tirage au sort des guérisons\n",
            "        state[((state.==1).*rand(n)).>=(1-alpha)] .= 2\n",
            "        # println(\"state_g  = \", state)\n",
            "\n",
            "        X[t, 1] = sum(state .== 0)\n",
            "        X[t, 2] = sum(state .== 1)\n",
            "        X[t, 3] = sum(state .== 2)\n",
            "        X[t, 4] = sum(state .== 3)\n",
            "    end\n",
            "    return state, X\n",
            "end\n",
            "\n",
            "\"\"\"Take a contact network at a certain state and apply t time steps of an SAIR model.\n",
            "\n",
            "* PARAMS\n",
            "    - net (SimpleGraph): graph representing the contact network\n",
            "    - state (Array{Int32,1}): disease status of each vertex\n",
            "    - beta0 (Float64): infection rate when not alert\n",
            "    - beta1 (Float64): infection rate when alert\n",
            "    - alpha (Float64): curing rate\n",
            "    - kappa (Float64): alerting rate\n",
            "    - t (Int32): number of time step\n",
            "\n",
            "* RETURNS\n",
            "    - (Array{Int32,1}): The new state of the contact network after t time steps\n",
            "\"\"\"\n",
            "function SAIR(net, state, beta0, beta1, alpha, kappa, time)\n",
            "    new_state, _ = SAIR2(net, state, beta0, beta1, alpha, kappa, time)\n",
            "    return new_state\n",
            "end"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 129,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                     "d})};a.filter.saturate.toString=function(){return this()};a.filter.hueRotate=function(d){return a.format('<feColorMatrix type=\"hueRotate\" values=\"{angle}\"/>',{angle:d||0})};a.filter.hueRotate.toString=function(){return this()};a.filter.invert=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncG type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncB type=\"table\" tableValues=\"{amount} {amount2}\"/></feComponentTransfer>',{amount:d,\n",
                     "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
                     "{amount:d,amount2:0.5-d/2})};a.filter.contrast.toString=function(){return this()}});return C});\n",
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on Karat7\n",
            "karat7_state = new_state(karat7, 5)\n",
            "state, X = SAIR2(karat7, karat7_state, 0.9, 0.1, 0.1, 0.5, 10)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, label = [\"Susceptible\" \"Infected\" \"Recovered\" \"Alert\"], palette=node_colors)\n",
            "png(\"img/q16_1p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(karat7, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q16_1g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 130,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([Compose.Form{Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}}(Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}[Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6925234431396776cx, -0.09626497316972693cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4953265290264759cx, 0.03406707228098482cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6295080506938522cx, 0.15701983878590986cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.551828821763652cx, 0.3880162845722208cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.38303606500508214cx, 0.22091246651628915cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.38871848269943565cx, 0.3414251737208258cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6294422205830099cx, 0.1870417133171347cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.7529637249951882cx, 0.0404644220493211cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6266330769957158cx, 0.10134524341907314cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.711362105297622cx, 0.31241412590378026cy), 0.006741998624632421w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.11899549808263132cx, -0.6604535334332828cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.19308003017730002cx, -0.34082511795678616cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.1593360833469133cx, -0.9022798168603069cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.08258962314132257cx, -0.7016759631475353cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.19643581574422853cx, -0.7158967199775459cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.1669702307909744cx, -0.766664367054783cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.25730058643242115cx, -0.6163786256212632cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.33458291156840914cx, -0.7850522353236775cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.05812416532484743cx, -0.693438233148937cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.04371841701800605cx, -0.6146981562178264cy), 0.006741998624632421w)], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0))  …  Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.0,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.5019607843137255,0.0,0.5019607843137255,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, nothing, nothing, nothing, nothing, List([]), List([]), List([Compose.Property{Compose.FontSizePrimitive}(Compose.FontSizePrimitive[Compose.FontSizePrimitive(4.0mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on N7_2A\n",
            "n7_2A_state = new_state(n7_2A, 10)\n",
            "state, X = SAIR2(n7_2A, n7_2A_state, 0.9, 0.05, 0.1, 0.5, 30)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, label = [\"Infected\" \"Recovered\" \"Susceptible\" \"Alert\"], palette=node_colors)\n",
            "png(\"img/q16_2p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(n7_2A, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q16_2g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 131,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Test on Toulouse_neigh\n",
            "toulouse_neigh_state = new_state(toulouse_neigh, 50)\n",
            "state, X = SAIR2(toulouse_neigh, toulouse_neigh_state, 0.9, 0.1, 0.1, 0.5, 50)\n",
            "\n",
            "plot = Plots.plot(1:size(X)[1], X, label = [\"Infected\" \"Recovered\" \"Susceptible\" \"Alert\"], palette=node_colors)\n",
            "png(\"img/q16_3p.png\")\n",
            "display(plot)\n",
            "\n",
            "nodefillc = node_colors[state.+1]\n",
            "plot = gplot(toulouse_neigh, nodefillc = nodefillc)\n",
            "draw(PNG(\"img/q16_3g.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "<strong style=\"color:cornflowerblue\">Question 17 (code):</strong> Implement the function `Simulation_SAIR` (respect the header and the specifications).\n",
            "    \n",
            "###### The corrector should be able to write `predictions, taus = Simulation_SAIR(net,nbinf,betas0,betas1,alphas,kappas,t,nbsimu)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 132,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "Simulation_SAIR"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "\"\"\"\n",
            "Take a contact network, different diseases (defined by different parameters alpha and beta), a number of initial infected people and process nbsimu simulations of SAIR over t time steps. You will provide the prediction of the percentage of infected at each time t as well as the spreading rate of each disease.\n",
            "\n",
            "* PARAMS\n",
            "    - net (SimpleGraph): graph representing the contact network\n",
            "    - nbinf (Int32): number of infected at the start of each simulation\n",
            "    - betas0 (Array{Float64,1}): array of infection rate when not alert on edges\n",
            "    - betas1 (Array{Float64,1}): array of infection rate when alert on edges\n",
            "    - alphas (Array{Float64,1}): array of curing rate on vertices\n",
            "    - kappas (Array{Float64,1}): array of alerting rate on edges\n",
            "    - t (Int32): number of time step\n",
            "    - nbsimu (Int32): number of simulations\n",
            "\n",
            "* RETURNS\n",
            "    - (Array{Float64,3}): the prediction of the percentage of infected, the percentage of susceptible and the percentage of recovered at each time step and for each disease. The first dimension contains the time steps, the second contains the diseases, and the third the status (Infected: [:,:,1], Recovered: [:,:,2], Susceptible: [:,:,3])\n",
            "    - (Array{Float64,1}): effective spreading rate for each disease\n",
            "\"\"\"\n",
            "function Simulation_SAIR(net, nbinf, betas0, betas1, alphas, kappas, t, nbsimu)\n",
            "    taus = zeros(length(alphas))\n",
            "    prediction = zeros(t+1, length(taus), 4)\n",
            "\n",
            "    for (i, (beta0, beta1, alpha, kappa)) in enumerate(zip(betas0, betas1, alphas, kappas))\n",
            "        taus[i] = round(beta0 / alpha, digits = 2)\n",
            "        for _ in 1:nbsimu\n",
            "            state = new_state(net, nbinf)\n",
            "            _, X = SAIR2(net, state, beta0, beta1, alpha, kappa, t)\n",
            "            prediction[:, i, :] += X ./ nbsimu ./ length(state)\n",
            "        end\n",
            "    end\n",
            "\n",
            "    return prediction, taus\n",
            "end"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 18 (written):</strong> Run the script below comparing the number of infected of SAIR and SIR and comment what you see.\n",
            "\n",
            "> On observe que le pic d'infection maximal de l'épidemie est moins important."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 133,
         "metadata": {},
         "outputs": [
            {
               "data": {
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Script launching prediction on one disease on toulouse_neigh and plotting the percentage\n",
            "# of infected at each time step for SIR and SAIR.\n",
            "predictions1, _ = Simulation_SAIR(toulouse_neigh, 2, [0.2], [0.1], [0.1], [0.5], 100, 1000)\n",
            "predictions2, _ = Simulation_SIR( toulouse_neigh, 2, [0.2], [0.1],               100, 1000)\n",
            "\n",
            "plot = Plots.plot(\n",
            "    [predictions1[:, :, 2] predictions2[:, :, 2]],\n",
            "    label = [\"SAIR\" \"SIR\"],\n",
            "    xlabel = \"t\",\n",
            "    ylabel = \"%\"\n",
            ")\n",
            "png(\"img/q18.png\")\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 19 (written):</strong> Of course the presented SIS, SIR, and SAIR models are limitated in their modelization of the reality. Formulate few of these limitations (at least 2). Propose few algorithm addons/ideas (at least 2) which would make the models more complex and more accurate in regards to the reality.\n",
            "\n",
            "> Pour rendre la simulation plus précise, nous pourrions faire en sorte que les personnes dans l'état \"recovered\" puissent repasser dans un état \"suceptible\" après un certain moment. Il serait aussi possible de rajouter une dynamique dans les relations du graphe (i.e. quand les individus vont au travail, chez eux, au cinéma...)."
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "## Part 3 - Discover patient zero\n",
            "    \n",
            "In the two previous parts you may have realised that understanding and controlling the spread of epidemics on contact networks is an important task. However, information about the origin of the epidemic could be also extremely useful to reduce or prevent future outbreaks. Thus, in this part we will focus on algorithm solutions to answer this issue.\n",
            "    \n",
            "The stochastic nature of infection propagation makes the estimation of the epidemic origin intrinsically hard: indeed, different initial conditions can lead to the same configuration at the observation time. Methods such as the distance centrality or the Jordan center try to approximate it. They both rely on spatial information by stating that the first infected is probably at the center of the cluster of infection. Mathematically:\n",
            "    \n",
            "* The jordan center is expressed as $\\min_{v\\in \\mathcal{I}}\\max_{n\\in \\mathcal{I}}d(v,n)$ where $\\mathcal{I}$ is a connected component of the original contact network containing all infected and recovered vertices, and where $d(\\cdot,\\cdot)$ is the distance (= the shortest path) between 2 vertices (if not weighted graph each edge accounts for 1 unit). \n",
            "* The distance centrality is expressed as $\\min_{v\\in \\mathcal{I}}\\sum_{n\\in \\mathcal{I}}d(v,n)(\\delta_{n,I} + \\delta_{n,R}/\\alpha)$, where $\\delta_{n,I}=1$ if the vertex n is infected ($=0$ otherwise), and where $\\delta_{n,R}=1$ if the vertex n is recovered ($=0$ otherwise). You may note that in distance centrality we increase the weight of the recovered vertices by a factor $1/\\alpha$, it translates the fact that recovered vertices tend to be closer to the origin of the epidemic since they probably got ill before.\n",
            "    \n",
            "    \n",
            "We formulate the problem as follow: given a contact network and a snapshot of epidemic spread at a certain time, determine the infection source. A snapshot is a given `state` array for a contact network.\n",
            "\n",
            "###### A. Y. Lokhov, M. Mézard, H. Ohta, and L. Zdeborová, _\"Inferring the origin of an epidemic with a dynamic message-passing algorithm\"_, Physical Review (2014)"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "<strong style=\"color:cornflowerblue\">Question 20 (code):</strong> Implement the function `jordan` (respect the header and the specifications). You will need to use the function `dijkstra_shortest_paths` of the LighGraphs library, refer to the doc for more information. If there are multiple minimal vertices, then return the first one.\n",
            "    \n",
            "###### The corrector should be able to write `zero = jordan(g,state,alpha)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 134,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "jordan"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "\"\"\"\n",
            "Find patient zero by mean of the jordan center method.\n",
            "\n",
            "* PARAMS\n",
            "    - g (SimpleGraph): graph representing the contact network\n",
            "    - state (Array{Int32,1}): disease status of each vertex\n",
            "\n",
            "* RETURNS\n",
            "    - (Int32): the patient zero vertex number \n",
            "\"\"\"\n",
            "function jordan(g, state)\n",
            "    n = nv(g)\n",
            "    d = zeros(n, n)\n",
            "    for i in 1:n \n",
            "        d[i,:] = dijkstra_shortest_paths(g, i).dists\n",
            "    end\n",
            "\n",
            "    _, min_index = findmin(maximum(d, dims = 1))\n",
            "    _, jordan_center = min_index.I\n",
            "\n",
            "    return jordan_center\n",
            "end\n",
            "\n",
            "# karat7_state = new_state(karat7, 1)\n",
            "# println(jordan(karat7, karat7_state))\n",
            "\n",
            "# nodefillc = node_colors[karat7_state.+1]\n",
            "# gplot(karat7, nodefillc = nodefillc, nodelabel=1:nv(karat7))"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "    \n",
            "<strong style=\"color:cornflowerblue\">Question 21 (code):</strong> Implement the function `distance` (respect the header and the specifications). You will need to use the function `dijkstra_shortest_paths` of the LighGraphs library, refer to the doc for more information. If there are multiple minimal vertices, then return the first one.\n",
            "    \n",
            "###### The corrector should be able to write `zero = distance(g,state,alpha)` with your code."
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 135,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "text/plain": [
                     "distance"
                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "\"\"\"Find patient zero by mean of the distance centrality method.\n",
            "\n",
            "* PARAMS\n",
            "    - g (SimpleGraph): graph representing the contact network\n",
            "    - state (Array{Int32,1}): disease status of each vertex\n",
            "    - alpha (Float64): curing rate\n",
            "\n",
            "* RETURNS\n",
            "    - (Int32): the patient zero vertex number \n",
            "\"\"\"\n",
            "function distance(g, state, alpha = 1.0)\n",
            "\n",
            "    n = nv(g)\n",
            "    \n",
            "    d = zeros(n, n)\n",
            "    for i in 1:n \n",
            "        d[i,:] = dijkstra_shortest_paths(g, i).dists\n",
            "    end\n",
            "\n",
            "    delta_infected = (state .== 1)\n",
            "    delta_recovered = (state .== 2)\n",
            "\n",
            "    _, distance_centrality = findmin(\n",
            "        sum(\n",
            "            d[:,i] .* (delta_infected + delta_recovered / alpha)\n",
            "        )\n",
            "        for i in 1:n\n",
            "    )\n",
            "\n",
            "    return distance_centrality\n",
            "end\n",
            "\n",
            "# karat7_state = new_state(karat7, 0)\n",
            "# karat7_state[1] = 1\n",
            "# karat7_state[3] = 1\n",
            "# karat7_state[8] = 2\n",
            "# distance(karat7, karat7_state, 0.1)\n",
            "\n",
            "# nodefillc = node_colors[karat7_state.+1]\n",
            "# display(gplot(karat7, nodefillc = nodefillc, nodelabel=1:nv(karat7)))"
         ]
      },
      {
         "cell_type": "markdown",
         "metadata": {},
         "source": [
            "<div style=\"width:75%;margin:0 auto;text-align:justify;\">\n",
            "\n",
            "<strong style=\"color:cadetblue\">Question 22 (written):</strong> Run the 3 following scripts using your functions `state` and `state` and comment on the results.\n",
            "    \n",
            "The contact network is karat7 for 2 different patient zero and a $50\\times 50$ grid. The real patient zero (\"Z\"), your jordan (\"J\") and distance (\"D\") approximations are appearing in `colorant\"lightblue\"`.\n",
            "\n",
            "> On observe que la méthode de jordan n'est pas très précise, sauf dans des réseaux simples, comme dans le premier script.\n",
            "> De même on observe que la méthode de la distance centrale est très efficace, et ce sur les 3 réseaux d'exemple. Celle-ci ne prédit pas exactement le patient zero original, mais le résultat est convaincant/cohérent. "
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 136,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Loading a snapshot of karat7\n",
            "@load \"karat7_Q22_1.jld2\" g state pat_zero alpha beta loc_x loc_y\n",
            "\n",
            "# Run the patient zero finding function\n",
            "cent_pat_zero = distance(g, state, alpha)\n",
            "jor_pat_zero = jordan(g, state)\n",
            "\n",
            "# Some display options \n",
            "labels = Array{String,1}(undef, nv(g))\n",
            "for k = 1:nv(g)\n",
            "    if state[k] == 1\n",
            "        labels[k] = \"I\"\n",
            "    elseif state[k] == 2\n",
            "        labels[k] = \"R\"\n",
            "    else\n",
            "        labels[k] = \"S\"\n",
            "    end\n",
            "end\n",
            "\n",
            "if cent_pat_zero == jor_pat_zero == pat_zero\n",
            "    labels[cent_pat_zero] = \"C+J+Z\"\n",
            "elseif cent_pat_zero == jor_pat_zero\n",
            "    labels[cent_pat_zero] = \"C+J\"\n",
            "    labels[pat_zero] = \"Z\"\n",
            "elseif cent_pat_zero == pat_zero\n",
            "    labels[cent_pat_zero] = \"C+Z\"\n",
            "    labels[jor_pat_zero] = \"J\"\n",
            "elseif jor_pat_zero == pat_zero\n",
            "    labels[jor_pat_zero] = \"J+Z\"\n",
            "    labels[cent_pat_zero] = \"C\"\n",
            "else\n",
            "    labels[cent_pat_zero] = \"C\"\n",
            "    labels[jor_pat_zero] = \"J\"\n",
            "    labels[pat_zero] = \"Z\"\n",
            "end\n",
            "\n",
            "nodecolor = [colorant\"lightseagreen\", colorant\"orange\", colorant\"purple\"]\n",
            "colors = nodecolor[state+ones(Int32, nv(g))]\n",
            "colors[pat_zero] = colorant\"lightblue\"\n",
            "colors[cent_pat_zero] = colorant\"lightblue\"\n",
            "colors[jor_pat_zero] = colorant\"lightblue\"\n",
            "\n",
            "# Display\n",
            "plot = gplot(g, loc_x, loc_y, nodefillc = colors, nodelabel = labels)\n",
            "draw(PNG(\"img/karat7_Q22_1.png\", 20cm, 20cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 137,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                     "A.undrag=function(){for(var b=r.length;b--;)r[b].el==this&&(this.unmousedown(r[b].start),r.splice(b,1),k.unbind(\"snap.drag.*.\"+this.id));!r.length&&a.unmousemove(e).unmouseup(l);return this}});C.plugin(function(a,v,y,C){y=y.prototype;var A=/^\\s*url\\((.+)\\)/,w=String,z=a._.$;a.filter={};y.filter=function(d){var f=this;\"svg\"!=f.type&&(f=f.paper);d=a.parse(w(d));var k=a._.id(),u=z(\"filter\");z(u,{id:k,filterUnits:\"userSpaceOnUse\"});u.appendChild(d.node);f.defs.appendChild(u);return new v(u)};k.on(\"snap.util.getattr.filter\",\n",
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                     "function(d,f,k,u,p){\"string\"==typeof k&&(p=u=k,k=4);\"string\"!=typeof u&&(p=u,u=\"#000\");null==k&&(k=4);null==p&&(p=1);null==d&&(d=0,f=2);null==f&&(f=d);u=a.color(u||\"#000\");return a.format('<feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"{blur}\"/><feOffset dx=\"{dx}\" dy=\"{dy}\" result=\"offsetblur\"/><feFlood flood-color=\"{color}\"/><feComposite in2=\"offsetblur\" operator=\"in\"/><feComponentTransfer><feFuncA type=\"linear\" slope=\"{opacity}\"/></feComponentTransfer><feMerge><feMergeNode/><feMergeNode in=\"SourceGraphic\"/></feMerge>',\n",
                     "{color:u,dx:d,dy:f,blur:k,opacity:p})};a.filter.shadow.toString=function(){return this()};a.filter.grayscale=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {b} {h} 0 0 0 0 0 1 0\"/>',{a:0.2126+0.7874*(1-d),b:0.7152-0.7152*(1-d),c:0.0722-0.0722*(1-d),d:0.2126-0.2126*(1-d),e:0.7152+0.2848*(1-d),f:0.0722-0.0722*(1-d),g:0.2126-0.2126*(1-d),h:0.0722+0.9278*(1-d)})};a.filter.grayscale.toString=function(){return this()};a.filter.sepia=\n",
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                     "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Loading a snapshot of karat7\n",
            "@load \"karat7_Q22_2.jld2\" g state pat_zero alpha beta loc_x loc_y\n",
            "\n",
            "# Run the patient zero finding function\n",
            "cent_pat_zero = distance(g, state, alpha)\n",
            "jor_pat_zero = jordan(g, state)\n",
            "\n",
            "# Some display options \n",
            "labels = Array{String,1}(undef, nv(g))\n",
            "for k = 1:nv(g)\n",
            "    if state[k] == 1\n",
            "        labels[k] = \"I\"\n",
            "    elseif state[k] == 2\n",
            "        labels[k] = \"R\"\n",
            "    else\n",
            "        labels[k] = \"S\"\n",
            "    end\n",
            "end\n",
            "\n",
            "if cent_pat_zero == jor_pat_zero == pat_zero\n",
            "    labels[cent_pat_zero] = \"C+J+Z\"\n",
            "elseif cent_pat_zero == jor_pat_zero\n",
            "    labels[cent_pat_zero] = \"C+J\"\n",
            "    labels[pat_zero] = \"Z\"\n",
            "elseif cent_pat_zero == pat_zero\n",
            "    labels[cent_pat_zero] = \"C+Z\"\n",
            "    labels[jor_pat_zero] = \"J\"\n",
            "elseif jor_pat_zero == pat_zero\n",
            "    labels[jor_pat_zero] = \"J+Z\"\n",
            "    labels[cent_pat_zero] = \"C\"\n",
            "else\n",
            "    labels[cent_pat_zero] = \"C\"\n",
            "    labels[jor_pat_zero] = \"J\"\n",
            "    labels[pat_zero] = \"Z\"\n",
            "end\n",
            "\n",
            "nodecolor = [colorant\"lightseagreen\", colorant\"orange\", colorant\"purple\"]\n",
            "colors = nodecolor[state+ones(Int32, nv(g))]\n",
            "colors[pat_zero] = colorant\"lightblue\"\n",
            "colors[cent_pat_zero] = colorant\"lightblue\"\n",
            "colors[jor_pat_zero] = colorant\"lightblue\"\n",
            "\n",
            "# Display\n",
            "plot = gplot(g, loc_x, loc_y, nodefillc = colors, nodelabel = labels)\n",
            "draw(PNG(\"img/karat7_Q22_2.png\", 20cm, 20cm), plot)\n",
            "display(plot)"
         ]
      },
      {
         "cell_type": "code",
         "execution_count": 138,
         "metadata": {},
         "outputs": [
            {
               "data": {
                  "image/png": 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                  ]
               },
               "metadata": {},
               "output_type": "display_data"
            }
         ],
         "source": [
            "# Loading a snapshot of karat7\n",
            "@load \"grid50_Q22.jld2\" g state pat_zero alpha beta loc_x loc_y\n",
            "\n",
            "# Run the patient zero finding function\n",
            "cent_pat_zero = distance(g, state, alpha)\n",
            "jor_pat_zero = jordan(g, state)\n",
            "\n",
            "# Some display options \n",
            "labels = Array{String,1}(undef, nv(g))\n",
            "for k = 1:nv(g)\n",
            "    if state[k] == 1\n",
            "        labels[k] = \"I\"\n",
            "    elseif state[k] == 2\n",
            "        labels[k] = \"R\"\n",
            "    else\n",
            "        labels[k] = \"S\"\n",
            "    end\n",
            "end\n",
            "\n",
            "if cent_pat_zero == jor_pat_zero == pat_zero\n",
            "    labels[cent_pat_zero] = \"C+J+Z\"\n",
            "elseif cent_pat_zero == jor_pat_zero\n",
            "    labels[cent_pat_zero] = \"C+J\"\n",
            "    labels[pat_zero] = \"Z\"\n",
            "elseif cent_pat_zero == pat_zero\n",
            "    labels[cent_pat_zero] = \"C+Z\"\n",
            "    labels[jor_pat_zero] = \"J\"\n",
            "elseif jor_pat_zero == pat_zero\n",
            "    labels[jor_pat_zero] = \"J+Z\"\n",
            "    labels[cent_pat_zero] = \"C\"\n",
            "else\n",
            "    labels[cent_pat_zero] = \"C\"\n",
            "    labels[jor_pat_zero] = \"J\"\n",
            "    labels[pat_zero] = \"Z\"\n",
            "end\n",
            "\n",
            "nodecolor = [colorant\"lightseagreen\", colorant\"orange\", colorant\"purple\"]\n",
            "colors = nodecolor[state+ones(Int32, nv(g))]\n",
            "colors[pat_zero] = colorant\"lightblue\"\n",
            "colors[cent_pat_zero] = colorant\"lightblue\"\n",
            "colors[jor_pat_zero] = colorant\"lightblue\"\n",
            "\n",
            "# Display\n",
            "plot = gplot(g, loc_x, loc_y, nodefillc = colors, nodelabel = labels)\n",
            "draw(PNG(\"img/karat7_Q22_3.png\", 100cm, 100cm), plot)\n",
            "display(plot)"
         ]
      }
   ],
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