{
 "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. It will be coded in Julia using the LightGraphs package. **BEWARE:** \n",
    "    \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 !\n",
    "\n",
    "LightGraphs documentation: <https://juliagraphs.org/LightGraphs.jl/v1.2/index.html>"
   ]
  },
  {
   "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": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Warning: type LightGraphs.SimpleGraphs.SimpleGraph{Int64} does not exist in workspace; reconstructing\n",
      "└ @ JLD2 /home/laurent/.julia/packages/JLD2/AilrO/src/data/reconstructing_datatypes.jl:456\n",
      "┌ Warning: type LightGraphs.SimpleGraphs.SimpleGraph{Int64} does not exist in workspace; reconstructing\n",
      "└ @ JLD2 /home/laurent/.julia/packages/JLD2/AilrO/src/data/reconstructing_datatypes.jl:456\n",
      "┌ Warning: type LightGraphs.SimpleGraphs.SimpleGraph{Int64} does not exist in workspace; reconstructing\n",
      "└ @ JLD2 /home/laurent/.julia/packages/JLD2/AilrO/src/data/reconstructing_datatypes.jl:456\n",
      "\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": [
    "# TO RUN ONCE\n",
    "using Pkg\n",
    "Pkg.activate(\".\") # Path to Manifest.toml and Project.toml\n",
    "Pkg.resolve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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"
     ]
    }
   ],
   "source": [
    "# Import packages\n",
    "using Pkg\n",
    "Pkg.activate(\".\") # Path to Manifest.toml and Project.toml\n",
    "\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": 46,
   "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": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, UnitBox{Float64, Float64, Float64, Float64}(-1.2, -1.2, 2.4, 2.4, 0.0mm, 0.0mm, 0.0mm, 0.0mm), nothing, nothing, nothing, List([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.LinePrimitive}(Compose.LinePrimitive[Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.21035421880339178cx, 0.36203994956282504cy), (-0.09561425327776983cx, 0.36296229936001345cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.2216115039251897cx, 0.33273558857827107cy), (0.09469434427975822cx, 0.04300457812921513cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.22408659610955567cx, 0.39314438105448846cy), (-0.1282691398355099cx, 0.4965513398207223cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.29591656409580164cx, 0.3656799516738556cy), 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0.33099820998863355cy), (-0.6134071957641904cx, -0.007691277641055195cy)])  …  Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.3876776600405446cx, -0.5504354882911978cy), (0.5357530427346661cx, -0.09030177162889307cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.27929085063756437cx, -0.3749854874612044cy), (0.24569683301202933cx, -0.3664274255316118cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.34491222309583736cx, -0.35009168727377826cy), (0.5248134648497146cx, -0.08496646687248433cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.7981585592367985cx, -0.27356046995369326cy), (0.6288352014972777cx, -0.03611828465769145cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.7918840644827866cx, -0.27902679726775986cy), (0.580054953469794cx, -0.0789299567597552cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.4060040201482557cx, 0.3351426066088531cy), (0.582196813383213cx, 0.03574071531442092cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.3998545889685392cx, 0.33215615473612076cy), (0.5332915017814339cx, -0.00955083222897709cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.2362234782716972cx, -0.32739192485311314cy), (0.5718675941300093cx, -0.02966166468305379cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.2361977204099897cx, -0.32736291335989537cy), (0.5168386092102212cx, -0.07796867559240189cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.5717059658835704cx, -0.029478404914895593cy), (0.5811231108140944cx, -0.02122042577471775cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.5144957554275265mm)]), 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(0.5144957554275265mm)]), 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}((-0.2532274798925036cx, 0.36169530815135875cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.05274099218865802cx, 0.36330694077147974cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.12631032024707212cx, 0.01404485855612747cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.09912825605256192cx, 0.528000412723852cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6793300840957239cx, 0.4014681684374133cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6944008759180473cx, 0.864805789024647cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7654246137162348cx, 0.6622701431791012cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.16634211769272722cx, 0.1086047265145933cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.2517001447247267cx, 0.2146616974598512cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.3763656697231177cx, -0.12851435919361132cy), 0.017149858514250882w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.22630829435030897cx, -1.0cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.40435664900266177cx, -0.9813821384576032cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((1.0cx, -0.35558766529489383cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.37454353581712607cx, -0.5912488448672191cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.32083852098746735cx, -0.38556973909339076cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.823051850994496cx, -0.3084683389746432cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.38425892379188853cx, 0.3720937375600155cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.20414916266212635cx, -0.35584317389942544cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6039419097395802cx, -0.001210415636741513cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5488871669580846cx, -0.049488415052871826cy), 0.017149858514250882w)], 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}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0))])]), 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": [
    "# 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": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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-0.3615480625388038cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7631197256248159cx, -0.45790528425330146cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6783528963578124cx, -0.42229203198143217cy), 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}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0))])]), 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": [
    "# 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": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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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": 50,
   "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": 51,
   "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": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "var z={mousedown:\"touchstart\",mousemove:\"touchmove\",mouseup:\"touchend\"},d=function(a,b){var d=\"y\"==a?\"scrollTop\":\"scrollLeft\",e=b&&b.node?b.node.ownerDocument:C.doc;return e[d in e.documentElement?\"documentElement\":\"body\"][d]},f=function(){this.returnValue=!1},n=function(){return this.originalEvent.preventDefault()},u=function(){this.cancelBubble=!0},p=function(){return this.originalEvent.stopPropagation()},b=function(){if(C.doc.addEventListener)return function(a,b,e,f){var k=w&&z[b]?z[b]:b,l=function(k){var l=\n",
       "d(\"y\",f),q=d(\"x\",f);if(w&&z.hasOwnProperty(b))for(var r=0,u=k.targetTouches&&k.targetTouches.length;r<u;r++)if(k.targetTouches[r].target==a||a.contains(k.targetTouches[r].target)){u=k;k=k.targetTouches[r];k.originalEvent=u;k.preventDefault=n;k.stopPropagation=p;break}return e.call(f,k,k.clientX+q,k.clientY+l)};b!==k&&a.addEventListener(b,l,!1);a.addEventListener(k,l,!1);return function(){b!==k&&a.removeEventListener(b,l,!1);a.removeEventListener(k,l,!1);return!0}};if(C.doc.attachEvent)return function(a,\n",
       "b,e,h){var k=function(a){a=a||h.node.ownerDocument.window.event;var b=d(\"y\",h),k=d(\"x\",h),k=a.clientX+k,b=a.clientY+b;a.preventDefault=a.preventDefault||f;a.stopPropagation=a.stopPropagation||u;return e.call(h,a,k,b)};a.attachEvent(\"on\"+b,k);return function(){a.detachEvent(\"on\"+b,k);return!0}}}(),q=[],e=function(a){for(var b=a.clientX,e=a.clientY,f=d(\"y\"),l=d(\"x\"),n,p=q.length;p--;){n=q[p];if(w)for(var r=a.touches&&a.touches.length,u;r--;){if(u=a.touches[r],u.identifier==n.el._drag.id||n.el.node.contains(u.target)){b=\n",
       "u.clientX;e=u.clientY;(a.originalEvent?a.originalEvent:a).preventDefault();break}}else a.preventDefault();b+=l;e+=f;k(\"snap.drag.move.\"+n.el.id,n.move_scope||n.el,b-n.el._drag.x,e-n.el._drag.y,b,e,a)}},l=function(b){a.unmousemove(e).unmouseup(l);for(var d=q.length,f;d--;)f=q[d],f.el._drag={},k(\"snap.drag.end.\"+f.el.id,f.end_scope||f.start_scope||f.move_scope||f.el,b);q=[]};for(y=v.length;y--;)(function(d){a[d]=A[d]=function(e,f){a.is(e,\"function\")&&(this.events=this.events||[],this.events.push({name:d,\n",
       "f:e,unbind:b(this.node||document,d,e,f||this)}));return this};a[\"un\"+d]=A[\"un\"+d]=function(a){for(var b=this.events||[],e=b.length;e--;)if(b[e].name==d&&(b[e].f==a||!a)){b[e].unbind();b.splice(e,1);!b.length&&delete this.events;break}return this}})(v[y]);A.hover=function(a,b,d,e){return this.mouseover(a,d).mouseout(b,e||d)};A.unhover=function(a,b){return this.unmouseover(a).unmouseout(b)};var r=[];A.drag=function(b,d,f,h,n,p){function u(r,v,w){(r.originalEvent||r).preventDefault();this._drag.x=v;\n",
       "this._drag.y=w;this._drag.id=r.identifier;!q.length&&a.mousemove(e).mouseup(l);q.push({el:this,move_scope:h,start_scope:n,end_scope:p});d&&k.on(\"snap.drag.start.\"+this.id,d);b&&k.on(\"snap.drag.move.\"+this.id,b);f&&k.on(\"snap.drag.end.\"+this.id,f);k(\"snap.drag.start.\"+this.id,n||h||this,v,w,r)}if(!arguments.length){var v;return this.drag(function(a,b){this.attr({transform:v+(v?\"T\":\"t\")+[a,b]})},function(){v=this.transform().local})}this._drag={};r.push({el:this,start:u});this.mousedown(u);return this};\n",
       "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"
      ],
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(0.6163311009595909cx, -0.6058720723202642cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.7752573158950472cx, -0.6510100287136752cy), (0.5606350221124875cx, -0.7028069812913215cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.7879098427675678cx, -0.6634923957517673cy), (0.7739912543131665cx, -0.7247921812877076cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.775308760480333cx, -0.6428941248954895cy), (0.47869983340683625cx, -0.5673188736579277cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.4409104787784271cx, -0.6382298993435257cy), (0.32853700127288893cx, -0.8622450977637871cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.45171153171212164cx, -0.6066242350295326cy), (0.4908024480073312cx, -0.40728899806127317cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.4554872686332902cx, -0.6078403515238555cy), (0.5775301123033318cx, -0.3414096257447437cy)])  …  Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.7360626415883594cx, 0.31061948101340786cy), (-0.7243049318401128cx, 0.3091848872915942cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.5608405752232887cx, 0.21398551985995298cy), (-0.8408085290163576cx, 0.2849313010717746cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.5518899445429568cx, 0.2249947800927028cy), (-0.6549498254278516cx, 0.4363274295846693cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.5526324223974393cx, 0.2246096076171424cy), (-0.7129464803997436cx, 0.515731231806126cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.8860806975049745cx, 0.45179040988086294cy), (-0.5327172011904855cx, 0.37487150495075805cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.5214727643245207cx, 0.3552618076517996cy), (-0.6023262319301658cx, 0.10728470569258264cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.5310232723221628cx, 0.3793969125451023cy), (-0.6475623623595497cx, 0.44336660149941254cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.5295556234009832cx, 0.3816303430154667cy), (-0.7077691441071038cx, 0.5201518007749445cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.8404137958760753cx, 0.29109337532343327cy), (-0.7243073140298074cx, 0.305121727087033cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.6723931669367995cx, 0.4650039945341715cy), (-0.7110214906168806cx, 0.5169686228783343cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.20225995873897262mm)]), 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}((0.7916419049331362cx, -0.6470557713695153cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4484679411202972cx, -0.623164187543477cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, 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Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4773303354965607cx, 0.5350797350399983cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5445020076071556cx, 0.20984521584406735cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.9025500263774003cx, 0.4553753946204109cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.8444613388596466cx, 0.42388413646039225cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5162478723180597cx, 0.3712865202112101cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6075511239366268cx, 0.09125999313317212cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.8571470966324907cx, 0.2890716050876603cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6623377623636528cx, 0.45147699383330475cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7210768951900273cx, 0.5304956235792011cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7075740132733921cx, 0.307143497322806cy), 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": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SIS"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Take a contact network at a certain state and apply t time steps of an SIS model.\n",
    "\n",
    "* PARAMS\n",
    "    - net (LightGraph): 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",
    "    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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "Context(BBox{l,t,r,b,w,h = 0.0w,0.0h, 1.0w,1.0h, 1.0w,1.0h}, UnitBox{Float64, Float64, Float64, Float64}(-1.2, -1.2, 2.4, 2.4, 0.0mm, 0.0mm, 0.0mm, 0.0mm), nothing, nothing, nothing, List([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.LinePrimitive}(Compose.LinePrimitive[Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.3468803950976223cx, 0.2375000881796331cy), (0.4535064936543726cx, 0.10163157562702639cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.2930531699262866cx, 0.23821682751765197cy), (0.014280772960984293cx, -0.09816698263007376cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.27848424731525157cx, 0.2622635497338951cy), (-0.029998489761237618cx, 0.19630191084335316cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.32200048724601155cx, 0.31407378475818cy), (0.3340903772849451cx, 0.6399864815980456cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.3538189729302007cx, 0.29810147405547843cy), (0.8233699483514837cx, 0.6758025637200749cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.34312982732999414cx, 0.3075892432612592cy), (0.6092296430293201cx, 0.7334744087637015cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.28315775731478804cx, 0.2500054614849831cy), (0.15855142443113332cx, 0.17901755932551064cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.32075524132566474cx, 0.22835534212612674cy), (0.32400961231275954cx, -0.17710443339114712cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.34884889169114286cx, 0.3033148769870478cy), (0.588401767758333cx, 0.5736018554472532cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.28869471665012575cx, 0.3000783000458244cy), (-0.07022682855265866cx, 0.6265584072919866cy)])  …  Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.45835763602107904cx, -0.46323604565284915cy), (0.08611105012204867cx, -0.5259727593219481cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.1756701992767173cx, -0.35956615001360426cy), (-0.24587213362013288cx, -0.29591638835650214cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.10591147273322cx, -0.4082280455138507cy), (0.09070811666807578cx, -0.5110170721792004cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.015085914721878337cx, -0.7943302353223394cy), (0.19249892539849348cx, -0.6122843134911985cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.003964898835254128cx, -0.7865036610264784cy), (0.10990116789765632cx, -0.569412261447675cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.5416755488166155cx, -0.35467519579217394cy), (0.25736979120175263cx, -0.5567410385938976cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.5375074022265195cx, -0.34739353604313394cy), (0.16781916440438732cx, -0.513324072003553cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.24134040906046147cx, -0.2899418705711018cy), (0.18612796105025553cx, -0.5587552606017768cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.24167266453820782cx, -0.29046188259428474cy), (0.09274144314054047cx, -0.5075366222392094cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.18471225175175382cx, -0.561179142075084cy), (0.16641427706974615cx, -0.5512805684207394cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.5144957554275265mm)]), 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(0.5144957554275265mm)]), 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}((0.3204111245497234cx, 0.2712286074293686cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4799757642022715cx, 0.06790305637729088cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.01307718166245253cx, -0.1311787625417904cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.0719253669957095cx, 0.18733685314787962cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.33567973998123324cx, 0.682831658926857cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.856777796731961cx, 0.7026754303461846cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6319483458095909cx, 0.7698350445955922cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.1212980571961979cx, 0.1577944133811251cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.32435372908870086cx, -0.219977698694389cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4942937702612892cx, -0.3064217337314993cy), 0.017149858514250882w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-1.0cx, -0.37669147823605cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.897475428051595cx, -0.5435715316061651cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.01164751367515482cx, -1.0cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5009504636160497cx, -0.4583282628965778cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.14390723378216352cx, -0.38836457561483173cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.014837810984108857cx, -0.8250353803959339cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5766226889138875cx, -0.3298370659684675cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.27763509911468665cx, -0.26711796275527466cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.22242265110448067cx, -0.5815791684176039cy), 0.017149858514250882w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.1287038777170193cx, -0.5308805420782194cy), 0.017149858514250882w)], 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}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0))  …  Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(0.12549019607843137,0.6980392156862745,0.6666666666666666,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0)), Compose.FillPrimitive(RGBA{Float64}(1.0,0.6470588235294118,0.0,1.0))])]), 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([]), 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 karat7\n",
    "karat7_state = new_state(karat7, 5)\n",
    "state, X = SIS(karat7, karat7_state, 0.9, 0.3, 1)\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": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7386272055297429cx, -0.46972373723212546cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.2915208541148988cx, -0.587310876848943cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6662409535382854cx, -0.9347403907053667cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6849984513304777cx, -0.859640710698252cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5266408681964747cx, -0.5420133293468932cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.2889575592914454cx, -0.6532329460209754cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5287115642387659cx, -0.9023502894139703cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4763163603351318cx, -0.7293509205890847cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4608648855921369cx, -0.8327505027148956cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4770639409312548cx, -0.7805025956722542cy), 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, 10)\n",
    "state, X = SIS(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": 57,
   "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 = SIS(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": 58,
   "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 (LightGraph): 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 = SIS(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 le pourcentage d'infectés augmente rapidement en fonction du temps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "  481.163,396.204 501.287,386.255 521.412,382.024 541.537,375.963 561.661,363.956 581.786,363.613 601.911,356.637 622.035,354.693 642.16,350.462 662.285,343.715 \n",
       "  682.409,350.004 702.534,352.177 722.659,353.55 742.783,352.177 762.908,344.858 783.033,352.292 803.157,354.121 823.282,350.576 843.407,341.085 863.531,344.172 \n",
       "  883.656,350.119 903.781,353.778 923.905,349.547 944.03,343.486 964.155,341.085 984.279,340.97 1004.4,329.649 1024.53,342.8 1044.65,347.374 1064.78,346.116 \n",
       "  1084.9,350.691 1105.03,352.749 1125.15,345.659 1145.28,348.06 1165.4,354.464 1185.53,346.574 1205.65,352.292 1225.78,350.348 1245.9,349.433 1266.02,347.26 \n",
       "  1286.15,350.576 1306.27,348.632 1326.4,348.06 1346.52,345.545 1366.65,345.773 1386.77,350.233 1406.9,349.204 1427.02,357.552 1447.15,358.124 1467.27,357.666 \n",
       "  1487.4,358.238 1507.52,355.951 1527.64,346.688 1547.77,351.949 1567.89,351.377 1588.02,352.978 1608.14,347.946 1628.27,353.321 1648.39,347.946 1668.52,345.659 \n",
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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": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "  \"/>\n",
       "<path clip-path=\"url(#clip790)\" d=\"M2150.77 650.143 L2138.96 668.592 L2150.77 668.592 L2150.77 650.143 M2149.54 646.069 L2155.42 646.069 L2155.42 668.592 L2160.35 668.592 L2160.35 672.481 L2155.42 672.481 L2155.42 680.629 L2150.77 680.629 L2150.77 672.481 L2135.17 672.481 L2135.17 667.967 L2149.54 646.069 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip790)\" d=\"M2168.08 674.749 L2172.97 674.749 L2172.97 680.629 L2168.08 680.629 L2168.08 674.749 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip790)\" d=\"M2181.97 646.069 L2204.19 646.069 L2204.19 648.059 L2191.65 680.629 L2186.76 680.629 L2198.57 650.004 L2181.97 650.004 L2181.97 646.069 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip790)\" d=\"M2213.36 646.069 L2231.72 646.069 L2231.72 650.004 L2217.64 650.004 L2217.64 658.476 Q2218.66 658.129 2219.68 657.967 Q2220.7 657.782 2221.72 657.782 Q2227.5 657.782 2230.88 660.953 Q2234.26 664.124 2234.26 669.541 Q2234.26 675.119 2230.79 678.221 Q2227.32 681.3 2221 681.3 Q2218.82 681.3 2216.55 680.93 Q2214.31 680.559 2211.9 679.818 L2211.9 675.119 Q2213.98 676.254 2216.21 676.809 Q2218.43 677.365 2220.91 677.365 Q2224.91 677.365 2227.25 675.258 Q2229.59 673.152 2229.59 669.541 Q2229.59 665.93 2227.25 663.823 Q2224.91 661.717 2220.91 661.717 Q2219.03 661.717 2217.16 662.133 Q2215.3 662.55 2213.36 663.43 L2213.36 646.069 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "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."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "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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(-0.000570598045562188cx, 0.1139919121641533cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.4413710447888114cx, 0.2866196380777274cy), (0.12814285513384882cx, 0.6152391675658285cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.4607165968256844cx, 0.2605733907340446cy), (-0.5759196867611908cx, -0.2309411497914828cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.45024139499614235cx, 0.294247047417387cy), (-0.29713956156182897cx, 0.6855468818769208cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.43902653806468156cx, 0.27691006461889817cy), (0.5416863688788464cx, 0.22833220532959225cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.4714218815264988cx, 0.2680248889753951cy), (-0.7751622261193579cx, 0.06690128144831428cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.4626849049901626cx, 0.2611571809516874cy), (-0.7659282854834866cx, -0.5788749932001988cy)])  …  Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.24305596682592576cx, 0.2556333056671713cy), (-0.20304931347508623cx, 0.5469609075479118cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.24375010444858372cx, 0.25662085453715616cy), (-0.03190211544605162cx, 0.4647891544790224cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.28484081040924747cx, -0.8811057835443369cy), (0.33206448280468737cx, -0.31849099097932476cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.2809506017835244cx, -0.8880039458999284cy), (0.14304366863860662cx, -0.7625974307652794cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.3128752216727427cx, -0.8836203573839766cy), (-0.7569577350853515cx, -0.6048999058989977cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.2738317419264387cx, -0.4035449032609347cy), (-0.09268847809247943cx, -0.952389138629402cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.022781628412298173cx, 0.33149638331608655cy), (-0.20494152020871007cx, 0.544549428485038cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.05333233741162008cx, 0.32054425132550485cy), (0.6723987967893482cx, 0.36002671903561007cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.9653111328068469cx, 0.1555896891613484cy), (-0.8053172161738477cx, 0.06579354798426151cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(-0.08505359868660742cx, -0.969904161122728cy), (0.08414458014964063cx, -0.9971859681256474cy)])], 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}((-0.45668256099361015cx, 0.2777846241269639cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.9397406784226727cx, 0.23710312470886752cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.019326212945309784cx, 1.0cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.46455453831392557cx, -0.06253654113650287cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4737977470294179cx, 0.11678115011038015cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.623049358611608cx, -0.4565886616210928cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.9532541529481963cx, 0.02245855891663817cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.23877727425635842cx, -0.7496292270838993cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6947480688339311cx, -0.07861103268725023cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.18626091885425655cx, 0.26916152235787894cy), 0.007071067811865475w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.21785040286532242cx, 0.5566267108183203cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.04600906721362985cx, 0.4754425066194157cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.10250585426031844cx, -0.9670901292483755cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.15999539413313735cx, -0.7575835497577088cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7899015466522465cx, 0.057141546296745505cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5994146266839311cx, -0.5963703026483699cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7719306294800391cx, -0.5955024363754753cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.11766489889214093cx, 0.7426609516873011cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6900406231320577cx, 0.3611518693783107cy), 0.007071067811865475w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.10159683572335165cx, -1.0cy), 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": 22,
   "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 = \"τ\", 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": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SIR"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Take a contact network at a certain state and apply t time steps of an SIR model.\n",
    "\n",
    "* PARAMS\n",
    "    - net (LightGraph): 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",
    "    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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test on Karat7\n",
    "karat7_state = new_state(karat7, 1)\n",
    "state, X = SIR(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": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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sI0KIjdbzwTruABEVN2nS5OzGjRvLecUQVd4divJbUcHFb8gqWnWbpmm3HDx48NNevXqtA7CWiM688847jXv06NHu3LZ+v7+xlNI/atSoCYMHD+7x8ssv1ypvvz/++GMIwCirmubed955Z8/cuXMr2Wy2RvXq1ZODBw8+PWjQoGq5ubkP9erVa+zmzZsv2kd0dLTRoUMHwFyeegzACmaOAZACs79IFIBqe/fu3bVu3bqIfUXq1q37/LJlyyYQkQEgjpklERUJIW6QUr5NRCuEEK+mpKQc2L9/f1ciWsbMFy2brVKlSiA6OvpqIhqo6/ppZt5BRBkAXna73Y9YK0fWA5gDoN3UqVNnb9y4MWPBggW7PR4Ptm/fvigYDD6j6/oQKeWY8zq8Kr+TrKwsW+XKleM0TXMahhENc+mwQwgRL6XUAFQUQtiklHHnTsRCiGiYS5XjiUgDUNHK74m3thGwTszMHAUrcAZQQETnTtalQogSKWUREQUBFDCzIaU8bU0ZFkY6XgCoXbt2gpTyjBBirZRyCxEdt9lsRjgc/mmq5FzF2mAwWNiqVauL+vv8BmYBuDvSHUuWLFm+ZMmSceff5vf7GzPzwMGDB/eeP39+AGY/obLW/gbHqSg/SwUXvxG/3x8rpZwlpbzV5/O9MHDgwMahUKgFYP7BmjJlCqZMmfICrBLgUsp/CCHeBwAhhLdatWrVytt3YmJiKcwhUMeMGTNqzJo1y3HuvkOHDmH9+vVRL7zwwjHDMLTrr7++dMWKFSs3bNjQ5dzIQWJiIo8bN257XFzcWAC9mXkwgFrMXCiEWG8FGZcBKMzPz08q7zj2798fFEJMZ+ad1hXUU1LKN4QQLYloIIBMKWWUz+erWa9evTNXX331ns8//7xZ2f3ceeedpUT0OYDGJ06cuDk7OztDCGFr3rz5BJ/P19Lv9y8qKCjY3L59+70A9nbv3v3Zq666qsmCBQt2A0BycvJhAHf4/f4ueXl5y9q2bVu0YcOGOJgJo58BeBFmbYy/nbVr17piY2OjHA6HKxgMRmma5jIMI0rTNBczV5RSRgkhXFLKKCJyMXMUEbmIKIqZXQAqnvfv86+4zymBmSTJAEqklKVCiBJmLiWic9/zmbmEmUsBlBBRATMfBVAqpSzRNK0UQL5hGCUOh6M0GAyWBAKBX+tk3hjAeESoy3LrrbfGCyGSmDlNCFHEzNFSyh+I6DtmXuPxeLIj9fL5rfj9/rYzZ85MevXVVyPe/8QTT2TccMMNnUtLS7dERUVdx8w3GYYRBjAvMTFxUqVKlcaeOnXqifMf43K5CkpKSh77PY5fUc6nEjp/I7quz2XmDzRN2zdy5MglX331VXnLTdMA6F6vd73L5eqUlJQU8Pl8D+Xl5XW99tprrywoKHCcv7GmaXLSpEnP9u7d+8Tp06fTunbtemcwGLzofUxOTsaiRYvODc1qR44c4W3btonY2FhOT08vdjgcgoi+YOYQEdmZ+TQR9QRQlYhgrfDIf/fdd2OmTp0aaWgYjRo1Kv74448/t64SG1ijDV4AO4moGoBOzLwnOjr62qKiorPBYLDH7Nmzn12wYEH82bNnK9SuXdsYOHDgyX79+oWIqOZ7773H06ZNQyAQ0ADAbreHhg8ffnDw4MHR1omqwNp/OyLKtdvtg8sU4apMRNnMXPa1XgugI/5HCm5FOuEDqGgYxk8n+kgnfJx3ov+ZE34UzKCKYJ3wAZx/oj93ks9n5hIiKmXmEiFEqZTyp++RTvi/49X7r20ggBkwpw4BIOxyuV7esGFDSwDNwuHw3Xa7vQGsminM7APgICK3NVWyFsB3oVBodYsWLU7/2gfn9/s7MPNoANVDoZB78ODBcvPmzXHnb1OrVq2sTz/99F+apo0DUBvAZ4FA4IFWrVodgXnQ5PP5Pvz+++/T77///lV169Zt7XK5sl988cWaVapUGXdudZqi/F5UcPEb8Hq99wKok5aW9rCu6yvatGmTWFJSUrYXBwCgT58+rz311FMdiKgKgF3MbCeiKAAVtm/f7pw8eXL1zZs3EzOjbt26odGjR5+48sornyGia7Zt23ZZ//79yxbfAgAQUcjr9aY7HI4zgUBgCjOHhRADmbnIOlFJa2kpYF5NFjOzxsx7AQSIqN2mTZt40KBBorxmZs8++6zs1avXYSFEgJmnWnkblwOoIKXcCOAoEXUlojRm3gGgmRBiKTO7pJQZmqa9IqV8kpnXzZs37+vnn3/+mUjPNXv27NVt27atKoSoCsDOzAYAB4ADRCSY+RARbczMzLQdOXLkn+W8LX0BfFzee/Y7nfAFzFyWX+2En5eXd7Zz585hKD8rNjY2cfTo0asmTpz4FMwptj0A4PP5BgKYIaVcsn379juaNWvWBMBNzHw1Ee0QQiwLhUIFmqZdBnN1SWUi2gLgO8MwVp9fw+WX8nq93YhoPBEdJqIEZr6MiHaEQqEXmzdvTu3atXukWrVq9Tp37qx16dKFACzUNG1GIBA4ZLfbRwDoBWBeIBCY7XQ6RwJIZ+adaWlpj/r9/msNw0iRUs7VNO1Du93eLTk5WS1HVX43alrkV6breisANwYCgUyfz3cLM2eXlJS0KG/7evXqJRDRcQBT3W73uwDwySefZC5evHjhN998U6GoqIhbtGhROHTo0GD79u2DUsrjRDSdmbc7HI4vAPSLtF+Xy1UCYHEoFIoms+lZBQAQQkhm3gKzqmcBM9uYeQqZ/UcOwzwp1gFAixcvLmDmiCs1OnXqtKdnz55fENFgZiZmngHzqi/P7XbXsea7AWCS3+9PkVJ+Q0TvAXibmcdqmpYgpRwH8wqx6ccff3y0vCDm7rvvXg1zaBt+v78ugGeZuR+AfAA+IoKUsiPME3hEvXr1enDy5MkPAHAxc6E1d18E88RfCDPAKg2FQoVCiJCUsgBmUl6BlPKn+X2YAcABACEiKjAMw7ASZ0NSysLCwsLS9u3b/y2nYP6XrVu3Lg7ApokTJ753/u1ut/tdv9+/jIg+b9as2WEp5XXp6ekTAUz0+/2pUsp+mqZ1g9mFeFJJSckGl8vVxDCMy4UQT+i63piIDjLzd0KIzSUlJRt+bnSHmYXf7+/FzP+EOQr3DFsVbZk5S9O05UKIFV6vtx8RxcMsz+9ks2HhncePH/dZweTEnJyc54noVofDsZ6IoqWUJzVNGw4AwWDQa7fbb0pLSzuk6/pzoVBoGsrJ5VCU34IKLn5F2dnZFZj5FSnlDcFg0OZ0OkcFAoFMALcA6FZ2e4fDUXTLLbdcx8x2ANG6rj/MzK477rijxpYtW85leNOpU6di77//fsyfP99o2rSpC4DOzBUbNWq01OPxXKfruqPsvjMzM0/DvEKrAaCGlfWuMfOnAHZLKTcKIYYQkSSixwH4ABRbc8wVABzVdf0QzJ4kF2nevHl9IcQVME/QMUIICbPgVqLP5yv2+XwbDMMYmZ6evoWZmxHRUiuDf7KU0kNER4UQLcLh8BghxB2nTp0q93Xt2bPnbc8999wmZj4rpaxLRKfY7I0SBbMwUgUhxIGoqKi88vbhcrkKAWhCiOGpqam55T6Z8leVhnIKUaWmpp4C0Nbv9w8hoi91Xf80EAgMTE1N9QPwM/OTubm57aWU/ZxO5zRm/hrA2x6PZxYAbN++vWYwGLzcun+SrutEROsAfCelXJOWlpa/adMme1RU1C0+n28EgPWapg0Ih8N3CyEWAHgV5pSNC2bhuUEAFgB4F0AnIUQMM3ckos+qVKkyEVa9i/T09KItW7Z8ZLfbhxDRGiFEDynl436//4WUlJQffT5fPQDweDwf6rreW9f1mzwez4Lf8DVWlJ+oOhe/EmYmm832phDi8ebNmx+KjY0dR0SvWv1DZsEskvXTnH+1atXkAw888FZsbOwXMJeQtgBQb+PGjXReYPGTQCCA2bNnFwM4DGC7pmkOAO9MmzbN3rhx46Pnb3vdddfx6NGj3/V4PHe53e6ezPwRMx9iZkFEdQDcK4Qga6SCAQSFEE/Y7fYHAbiZ+V4Ap6pXr15uU7H69esTgPrMfJKIXmHml5l5BzPnwbzKb6Vp2kZd10PM/B4RNRVCZAKoJoRwAjgtpbxPCNGJiGoOGjTo8vKeq1WrVnEApgshZgJoKKX8iogKpJRPeTyeOgUFBTUBrH744YevKGcXpYsXL75HSnmfYRgv6Lo+3e/3x5b3fMpfUhoR/WyVy9TU1FlSynrMXCsqKuqw1+vtBABEJFNTU9d4PJ6R27Ztu8z6/I3zer3rdV2fGAwGo9LS0hZ5PJ6RHo/nSrvd3puIlkkpU4QQ7/h8vh1Op/MAM/fVNG0kgKmGYSwloiHhcPh+Zu4KoL8Q4hQRjfN4PO09Hs90Zj4BczXNHADdExIS3mDmpj6frzuAKlFRUZ327NmzMBwOPyKlbCGlzBBCLGLml30+3ycAXH6/3wEAUsr7mHmUNfL33+oJYBOAAIADACbh4gRfRQGgci5+NbqujwEQ4/F4Jvr9/rrMPK979+59Dx069BSA/gDiiCh3wIAB8W3bti3JyMj4ID4+fjyZTcz2M3NtZq60dOlSx/jx4yO+L26323j//feLYK6Nj7KmHhzM/Pqnn356fOzYsf5ly5aNrVevXnMAtg4dOtxQs2bN21NSUtp269ZNu+KKK2xSym8AfExEC4QQhwzDcBJR5bNnz+LNN9+kpUuX7j5x4sShYcOGNQIwZM6cOZ8EAoELEjqrVat29LPPPlvhcDhuBeC18gSakFl3wA4gTERFzPwjgFQickkpWQhRzMwlMOtkCJhr/yUAZzAYlP369Qvs2bPngudq3LhxyXvvvTfV5XJ1BrCHiCpKKZmIPMw8H2bexV3WaEZx7969/ceOHRtfWloqAMDhcBRomnZXSUnJB4AZBPr9/tuYeaQQ4tnU1NTFv8b7r/xv03X9AyHEiNTU1KP/eWtA1/VBMHvkLCei21NTU4Nlt1m7dq0rPj6+GzPfysxViWgJgH97PJ5j1mqxuwDczMwL7Xb7t6FQqGUwGLwtPz+/bWJiYlAIcQrmVNs+t9t9ddmVKX6//w4p5X0wT+rfMPNTPp/vy0WLFnk/+uijqrBGnqtWrfrD1KlTl99+++0PnPfY5sy8gJnPENGTbrd7qdfrbSmEeC43N7d7//79f2ly8zUAPsHF54wPANz4C/el/A2o4OJXkJOT004IMXHbtm29+vfvb+i6vjgUCr2QkZHxAswlnT8RQvCMGTM2d+zYMQFAfQB2K5nSDkB+/fXXRSNHjqwU6Xlat259as6cOQkwT8gEMymzmJljNE0bz8zrAGRIKe+dMGFCnU8++eSCEZCuXbseffHFFzeT2ZukCjOPzcvLmwtg8W233XZd2eI9TZs2PTpkyJBnV6xY8WJ2djYVFxefuOaaa2KHDh26rlOnTt10XV9nrTIRzBzFzFuJqJkQoiszBwDYrARVg4hYSknWNIwNQEhKGSaiUgDzmPmK4uLi/e+8884VX375ZWFUVJSrW7duFQYOHBhyOBwlAHYD2MLMlwMoZma3EMIBc+g4BcACj8cz3efz3ZKXlzfpvvvumzB48OBRzZs3z6pYsWIXItpCRHNTU1PXAOYUls1me6K0tLTBDTfcsGn//v2NYY64LIZq9vSXo+v6Wo/H0/6XPMbr9VYE8BkRNWDm/mlpad+Wt212dnYFu91+LRH1l1I2A6AR0WsxMTHTGzRoUPrUU081WLdu3XcrVqyoEQqFYLfbA9dcc03OxIkTK8MMmm1E9D3MEvrfpaamnsrJybmRiB5PS0vz6Lr+HYCAx+NZCXPE4AJCCF1KmY7zOgT7fL7hViGw+gBaEdEbAOoCCLrd7im/5LUAsArmiqtIGsP8/VSUn6jg4tIRgEEARgNoCOBHANOzsrIWVKlS5VNN0/qkpKQc8fv9XZj5Nrfb/SaANZF21LVr1+DLL7+sSSnPAkggouNE9ExqaurL7777brNRo0ZtycvLu2hq5MUXX0TXrl2DRBQWQnQJhUL32Gy2IKDfnscAACAASURBVDN3h1n34jSA4tWrVzccPny4VvbxAPD888//2L1792giuhPAI+Fw+M5Zs2Ztfu211+IibT9t2rSjmZmZVZl5LoDdRDQAZlD0I8zh0WZkFsc6DqAlM9cD4CKiaCIiK/lxOxFVllLOJKKuzHyTEKIYZpCQAHMUI2h9PwtgB8zRmdYw8yqyrH1VlVLuJ6Lu1v7tbGaBngawkpmzrfnqs4FAoIvT6bwXQI7b7f4sNze3PTPfJqVMJ6Ll4XD47RYtWpyJioraWFpa2rDsywTgoUivh/Lnk5OTEyOE+NDj8XT/Lx8/nIieEUJ85nQ670xKSgpE2CZRCDEcQFeYAaoNwLUAAswcM3r06LZffvnlRb+TDofj8WAw+KQ1TdfcMIzLiagDgBpW4O4WQnSVUvZg5htbt25dNRAIlP28AgAuv/zyjrNmzTprGIamaZrGzO2ZuR2AeVLKapqmdQfQ2lrp9J6U8lyxOadV0AxSylghhF1KSUKISlLKGCGEw+12N4G5BDaS7gC+/EUvqvKXp3IuLt1oAG8CSIa5DDIJwCszZ85cy8xjUlJSjmRlZdmklM8S0ccDBgwot2/B+vXr9xiGMQfAWmY+zsyVYHZqxMCBA7dNmzYtq0mTJj+tOIiNjcW4ceO4W7du+UIIGwCXlPIbTdMyYVY+7GmtntjJzA98++235VYlXLNmjYOIEohouhCiWNM0v67r5Wa379y5M45MV8MsuFVMRK8xszMUCo0EcFBK2QZmF8dDRHRSCLGNmcHM86x5433MXAizA+p1ZBZRymXmHMMw+sOsvBkFIJqZpaZpTwkhbieif8EM0K5k5kQA6UKI65h5p7X8NWzt+zQzN4fZ7AlElB8VFTWbmW8gold8Pt8nVmCxR0r5CjOH7Xb7G+3atZsXIbA49173BbAQQC6Ar2Am5apg/E+IiNKIyPffPj49PX0mETVl5qTS0tL9uq5fde6+3NzcerquTxdCfMTMfrfb3VFK+QEz22B+nmueOXMmdcWKFRH/1gaDwbsBIDU1tTA1NXVNWlracx6P55pt27a1JaK3rSToh2HmZDSLiooqr14OMjIyujHzMCK6jZmvB1Bv//79rZctW9b96NGjNaSUX4XD4WkA1jHzCCHEZXa7vRjmRYJdSllVCNGQmTMAtJRS1hJC5BuGscFut5/4mZfo8C9/VZW/OrVa5NIQyukq+PHHH9cdM2ZMR13XxzNzE2YuNAwjPSoq6ofydhYdHX1KCNGLmeOllO2EEJ9IKb9auHBhtWbNml0LYN/ixYtLDh8+bDt79qzWoEGDkqioKJuUMhrm8sjtABoAqA7gBnM1JN3LzM8LIf5ZUlKSD7P/wUXy8vIOMPNEAMMBNCGikMvluuhK7Jy4uDiNmYuklH01Tctg5gcBDABQ1W63fwrgXSK6gZkPEFFQStlbCPGQECLOMIyvNU1rcPLkyb67d+92EdG8li1b2onoTiKqZ7PZxgG4DYBL07TBVnO3CoZhzAfgkFKuE0IkMzMRUYOzZ8/WjY6O7mWz2WZKKeczcysi+oCIgsw8gIg8ACClrCKE2CmEOA4zv8MLoEQIESOEaMFmZUpbdnZ2zM+834tgdnsFzCZXXWGuOHikvNdK+Z9V7kqRS+XxeI4BaO31eocQ0b+9Xu8WItohpWxCRNPPnDkzNjY2trfP5/tcCCEAZAEAEZGu6/OZeXg5u665devW+2w2WykzHxZCHA6Hww6bzVYnHA53tFaKuGFe0DgbNWpEW7ZsibQf2blzZycRPe52u48CaGgFJw1hJnCHOnXq9O306dN3A4gDcEhKeSUztyei/VLKxQA+l1LuycvL23+udorX6+2padpjI0eOTJw6dWqk510Lc6WZolxAjVxcmjgAkVqFIxQKOZctW7ZZ07QhRHTc5XK1SktLe3LOnDmTYQYBZfGYMWOqSSmrMvNxTdOmCSEWA6CUlJSPmflh6yqrUu3atUuaNWs2Myoqaj0z28isFnjGuqJ3wsxb2ElEXQDsEUI8zcy53bp1q17eD3LDDTdkENELAFKYuSYzf9u3b9+Ijc1sNht36dLFDiBWCLFaSjmVmatJKfOs+WGDiP4BoAoRtRNCvEJEzQDEMPOcYDDY+tFHH03q0qVLlbvuuitu0KBBw3r37t199+7dPgArDMN4HmZX1lxmnsjMJ6WUnwEAEb2naVprZq5DREJK6YqPj//KZrPdwsxthBANAVSDmUT7wYgRIzY/9thj/pUrV54FsJfMfidnmDkohNgqpSxm5njrj22yEKJacnJy6s+85xcNYRPR6EceeSRinxXlf5c1cvH/FVyct6/1zLwSQCuYowmfAugdGxubBaCh1dl3McwkbgcRDRk2bNg4/F8jswtER0ef0DStOTP3Y+ZpUsqlQogPAEzXNO16AE4iqk7myq5tQ4YMKSGz184F+vTpcyYpKeluKeXurVu3FtSrVy+XmX9aPSWltGdlZXXt379/3tmzZ6/1eDyNhBAfwQw8HiCiNtbS9EqdO3cOe73ebj6f71sAY5nZNXDgwLx77733iM1mK7ZeB8BM5rzh13hdlb8eNcx7aQTMef1IeQmBjRs3BqKiojQA25h5iRBiKzNv9Xg8AsBMmLUYqHLlynLEiBEn+vXrt5WIOjHz2zabbYJhGL2Y+SkiqiOlPAkgTggBKeVHzHxQCHETmx0YCwG4ATwHM4O8JsxKjzIcDn9ht9t7SSmrMXNgwoQJMUuWXNDFHb1795bPPPOMTwhRQUpZi8zVJhqAwIwZM0pmzZoVB6vxUUJCAiZMmBDq0aOHBmCF9UfvAWtVSy4R7ZJS9rRyJ7bDzI8ohZlDki+ltM+cOdP2+uuvX1Q6vEmTJvKDDz6YLYQYbRjGjQCetKpv6gCSpZQuAMeJ6KVZs2aVfPnll4/v3bu3itPpRMeOHYP33HPP/IYNG46TUmYvWrTI8eSTT7pw3pI4l8u1/osvvsiuVKlSayuYWMXMbxJRM2buRmbvjFW33HJLnK7ro37JB+HVV19d3bFjRxvMfhoHiMgvpdwDs+LjHo/Hs69s1r/yx9J1PSs2NrZHgwYNyi2ydgn7aG8F/iSlfEcI4YGZg5VIRN/ZbLY+hmHEGIbxhjXaEAZwu8fjOcbMom3btpu///775mX3O3bs2NA//vGPI9bv/adkVuftAGCXEOILNovT3SKlvBzAfUQU3rp1a9zrr79u2717t1apUqXwtddeW3TzzTc7NU3bCmD/6tWrY4YPH96rnB9lE8zfVeTk5MQQ0UpN0/qnpqbu37JlS6u33357fk5OToMzZ84UZGRkFAwdOnSly+VqAeAAM38opUzbt29fn8qVK2+tVKnS+NTU1F3/7Wuq/LWp4OLSvQRgZNkb27Ztmztnzpx5Usr7rATDKCI6LKU8QkR2AOFTp07lFhQUNGzQoEEHIpLMPJiZxwE4KIRwEtE9UspHiOhOZpbMHCSiEgBbYA7JLyWi68Lh8K02m+1DNktMFwM47na7U3w+333M/LR1NRGE1eZ53bp1cuHChcfy8/MrJCcnO2+66SbUr1+frRyKtcx8GYCicDg8y263Dzh27FiVLVu2nA2FQrlXXnll09jYWDsRBdjs6fEoEe1l5icApB88eDBux44dRo0aNWzNmjU7RkSnATQmoi1s9is51rNnz5v3799/UYEvAFi8ePGZpk2b5gPYQkR5UsqmRNSSmUkIkc/Mcdu2bTsyYMCAhuFw+ILpu1q1ahUvWbLEKCws1DIzM6OCweBFI3AJCQnPf/fddzusKaCqMEtu+6WU96Wnp2/x+/3NA4HA8lGjRlVYtWrVT50knU4nh8Ph04ZhVIx03C+//PIznTt3bg+z42dISnmKzeW1DjKroMbDDNBOAMhlZj9U4PGHYbPnxrcej6e8Gig/y+/3d5BSjpJSBjVN22qNBkhmnhsMBj+Ojo6uGQ6HPyGiujArxh4lovVCiOWGYaQQURtmzgyFQs5p06blL1q0qEIgEEiIj4/Py8zM/Pzxxx8/COB+Mkvx58HsJnuKiM5Yv0dpRPSSFcjPk1LeBnNlRgMiyg8EAt1atWoVsrqjLgyHw89Nnjy50b///e+nI/08VatWDaxcufJtACvD4fA3dru9HhFNLi0tfWXQoEFzrBUyP6lbt27h3LlzJ1SqVKmlx+MZ6PP5vmKzxf0bAGLcbvfM/+Z1Vf76VHBx6RwAntU0baRhGJoVJLz+4Ycfvp+UlLQMwCMej+e1TZs21XU4HCOEEH2llDWJ6EfrRN59+/btiX6/v6R69eqxLVu2zHW5XAYRzZFSPgPzj8oMZr6KiJKFEIOllJNgFt7SYNaEmCWEWC+lXAGg1Eoa060T1lmr8mVlMnsVVHnuueds8+fP16Q0z2eapuGee+7hYcOGsTUSkgsg0fr3dwBqSyknENE1RDSczfbXZBjGMLvdfh0ztyouLg7079//wL59+66A9flxu908ZcoU1KlTBzBXlOwHEGrduvXlJSUlEYtVvfrqq9uuuOKK+lbwUgFmbYwTZPbnsAMITJgwgT755JOIy3ITEhJuvv/++0c99dRTbSPd36hRo9MfffTRZCI6CSAD5sn+ejKXzQaIqDGb/UCM77//vmTz5s0iOjq6MDMzM/b1118/8eGHHzaOsNut1r4YAPx+v8MwjNowVw81tKZqGjJzTSvQOAXgFJtN4OIBVIK5RFEFHr+T7Ozs+na7/Wm3231rmbucMN+3wwAKzr+DzVoovaWUY2D22SkkosrM/IHD4Zh/rlnewoULtWbNmqUS0RRmbgkzv6eEiFYz83oi2sPM9zPzHiJKZObPhRDNSkpKWkZFRVUHUBHADmb2CyFaSyk1IsoC8A3MXKRDAK5l5qlCiFK32z3F6/VOI6JazFyDiGQgELjF5XK1kVJey8yZAGru27dv/7XXXtsg0usRExPz7fr166MAVCciZmYHgASrTk79SI956KGHggMHDnzMMIxXhBBfAGC73X5TKBR6xePxXP9fvC3K34AKLn4Br9fbMxAIDB0+fPikV1999ek2bdpc5fP5bpFSthFCRDNzVCAQGNaqVatiwCyyExcXN6q4uPiRcePGuVauXPnTPH7lypWLXnrppcLmzZsnABBSyjNCCJDZkbQKER0B8E8APZi5MTPHCSEaMHP42LFjCTNmzKDvvvuuyOFwiBYtWhweP368iIuLiwXwHoBOq1ev9pS3HHXevHklzZs3DxuGsd9ms82SUj4IYDWAbtZJsBCASwhhZ2YBs2w4E9HZ5557LmbevHkXta9u1qyZXLRokbR+FiYio2fPngcPHDhw0WoMIuIVK1asT0xMbG5dsRUAWCWESGXm6gBiiUi75557sGbNmoh5QaNGjQrVqFGj9KGHHoq4hNZut2/dsmWLzuZyvj5kttFOAtAEQKyVJHqWmbdbORk9hBCSiJ4ZPHjwu+vWrXsFwB34v7yk7wHcCuCSh4Gtq8CGuDD4qMPM0dYI11k2y5jHEFEF65iOQQUevxqv13sdgOS0tLTnrJs0AI/DTNCOghkoLgBwLzPn+/3+XgAetT73dpgn+reEENsBJDFzSyuQSIOZ85MohDhsJVtnAehLRDHWkumaALZbweY6IqrLZh+epTab7f1wOHwNERV7PJ7Xd+7c6SwtLZ0Cs9y+44MPPnh5zpw5VzVp0uQfNWvWLG3fvv3ounXrvlWzZs0Bmqa9CDOHIxpAHsx6N9uklBuJqBszN+zUqdP6/Pz8a8u8HGEAXZl5TU5OTj8hxAQhxCFmxowZM7rOmjUrYoJ/rVq1VixfvvxTIrpbShkkooDH47lM1/V1gUCg45+0U67yG1OrRS6Rrut1mPkxIuq+cePGApfLFbdp06ZoZh4VDAYzW7VqVeD3+290Op0rfD7fcLfbnRMbG3s5gD59+vSZf+TIkaHn7y8vLy9mzJgx0cuXL1+radqK9PT0J7Zu3dpB07SvYDYAS4RZMrwizMTJ7cwc2Lhx44gxY8a8n5eXB5ijHTh8+HCjnTt38vvvv+9zOBzVAMSvXr06YmABAKtXr45KS0vLFUI0lVI+QURfMXOBtZ5+AhFdz8wlUsozROQE8KgQ4g7DMNYvW7bsbph/dC+wbds2sX//fqN27dqlQogTzBwzfvz4SiNGjIBhXFgM8Oabb0a1atXqAPiCzaJYRTA7PIZh/sG3SSll1aoRc2gBADVq1BDp6elss9kQDl+cK3fTTTclM3MTMhM7o9lcmme3rtZYCHGEmWsAyGDmVGaeHQqFXhJCnFi3bl0JgLsAPAGzwdthmKsNIndWK0daWlo+gM3W1wV27tzpLCkpqQUr8CCihkTU0HrfOxBRa1hNq3w+X7zX6wWAI0KI3WwmwPoB7Nm+ffuP/0W1xb+TNJh5Buc8DODR8/5PAG6uWLFiPb/fX5OZCeb7tYrMD0s7AHOllHaYo1ABIYRgs55LBQBhKWWQmd+DOWr3BoChRHS7EOIgMzeFufTzSyHEEmslBwBg7969MwsLC79du3btO0lJSSUARvp8vps/++yziZMmTXonHA6L/fv3A4BrwYIFr8ycOXNanTp1AswcDeCw9VnuA7NK71giasLMdxJRo5UrV44cOnTo7Pz8/Dvz8vJEtWrVDmRmZs4YOnRofZ/PN1nTtC+t0vsZhmG8EAwGdwNoGukFrFq1ajQzFwsh/gVzldo/dF2fDiDX4XC0ArAO5u/tCJiFtkIAPgfwL5gF/5S/ITVycQk2bdpkdzgcy5l5THp6+hYA0HV9HjOfFkJsdLvd75zbNjc3t55hGG8COElECaFQaECLFi3WwayPcZH33nsv7Ha7pXUSDAJIYLOlOKyTYCnM9+kkEVWfPn16aPbs2RGnGiZPnhzs1auXXQhx5pFHHrEtWbIk4lLLO+64Izh69Ghm5qMAKjGzTQgRZjNhrR6AAcxcE2aC5mZm7iOlbC6EmNemTZvq50prl/XCCy+8fdVVV90M4BAz30dEU7Ozs6vPnDnTuXv3bke1atW0vn37hm+88UZompbNzLVgBk/HYF6FJRLRKZjFtWpu3bqVb7/9dvu5aZ1zKlasGFy+fDnHxMSIN998k15++WXb+dskJiaeWrRoUUmlSpUOwCzKVd0Kkg7CzPI/CHMEQYOZixEPQLDZ9vwEEYUAhK3/B61pjPzzv4jogu+apuUXFhae+LWu4iKNerCZnBqP/2vhDmaOAWAjoiNEtEMFHhfyer2LpJQPNG/e/JB10y4AjSJtu3z58u21atWqBDOIDAAoYuZ9RJRrfd9HRCSlfEQIsY6ZOwCY4PF4VgCA3+9PPXDgwAurVq3quH///qOtW7eu1blz5wIhxL0ej2dhpOfUdf0+ANi2bdvM1NTU5HA43Kpz586vnDp16qLf8erVq5/46quvQlJKmxDieyllFyHECgBBwzAeTU9P/2n5u9frvZWIpkops4joMiHEXAAjpZT/JqJ9zNyOzJVdcUT07qZNm1LuvPPOXlZwdYEJEyZ8eNNNNyVbwW8hmWYYhtEDQOwPP/wwrF+/fjMApJd56OcwLxp+UVCu/DWokYtL4HQ6nyeif7vd7vMXmO86fPjwrffee++487dt1qzZfl3X1wHoTUTHHA5HFKwRhkgKCwsZZvfSUiLqKKWEldBot/IPwjCvpHQi6rVjx45KACIGF7t27QoT0VkpZUKrVq1QdrXIOUePHg307ds39vjx4zUbNmxY/OCDD9rS09Pp8OHD01auXOksKChgt9tNnTp1ChJRcyI6oWmaAYCaNGlC1lX0BYgoeNlll6VKKRcIITrDTID9MSMjwz579uxGMHNHJMzPnGTmDGY+brPZnpBShpl5DIBzBcWcAIzmzZuHp02bhsmTJ2tHjx4VANCyZUs8+uijIjo6WistLTUMw9Bq1qwZPnbsWKhKlSqOzMzMw/fee+8Cl8u1G8DtzLxOCHEzzAZQVwD4zhqmPhEVFdUiKSnpzLmOlQAeAxBPRDuZeQ/MqqcVmVkTQpwhoqPSbHl/GuZy24bMXBFARSllRafTWVHX9YowT/4EM3DJL/sVKTBJTk6+oBDRz4167N27N+rs2bM1ceF0SzIzN2eze2aIiIzk5GSXz+cTzHyciHKllLuFELlSSv9fNfDw+/2xhmEkMnOipmlVYTYE/IfP50uUUoq0tLRyl2n7/f7vatasKQDsILON+lFmPkpEJzwez0ld1+8CcAsRfc3MraWUN9hstvrWVXybpUuXVn3iiSfqlZSU2AA0mD9/PmrUqBFcuHDhi16vd4jD4Rh47n3euXNnfElJSRsrF2NEcnLyncy869ChQzJSYAEAR48erXrixImxVapUMazg3cnMtY8cOfLS6dOnL5iu83g87/v9/teFEBlEVIOZ72Az16ghgJ0wc8iWSCnzhRC9MzIyFv3zn/9MnTlzZv2SkhICACIKM/OkSZMmPTFp0iTour42FApNttvtrzDzrURUjYiili9fPhPmKrayesAMLpb9wrdR+QtQIxf/gd/vv9YwjJvT0tIGnHfz7fHx8bPOnDnjgBmVLwMwIicn55R1heD1eDwTc3Jy2mmaNr1Pnz4xu3btuqimgs1mw9dffx2sWLHiAeuEF4Z5Ejxszdf+tNJCSllERKcnTZpUeeHChReVBgeABx98MP+OO+7YSER1QqFQ8pAhQ2jjxo0XbFOlSpXwyZMnLwgqhRA8aNAgnjt3rggE/q+eVosWLfDqq6/uiouLiyOiBGZ2rl+/Xt5zzz1a2amOYcOGyWHDhjHM+V87mQmvBQByhRCVA4HADQUFBTsqV66cTUQ1rNetgvXdBivTXkp50iqc5SKiIuu+2EOHDh2LjY2tkJCQcJKZ6woh5LBhwxyrV6++4DNMZq+VNjt37txVWlr6NhH1klLaYF7dbyOiz5m5rZTynvOv9ACAmUVubm5vZn6GmSsIIZZLKcczc1DTtFQr+z/Vmm5JAJBHRH4AuVJKfzAY3HYu3wYwc24qVapU0Vp5UvFcIHLue4QvwAxI7DBHXP5jUHLkyJHj5woenRNh1KMZM6fATDiURBSSUgoyVxcVCCH8hmH88L8YeFgNwKoxc6IQooqUsgrMzrpV2WwWVoXNEvIEc7DvDBGdYOaTMF+rm4lorLXU81haWtqHuPgKGwCMrKysb6pWrboR5pLyGJjJzlWJqAERtWXmUutzGYI5qhFLRDuIaE1RUVH7K6+8sm1JSYmz7I5r1Kjx/hdffNGSiKpY05uxRKTB/LzHWiMIMQBw+vTp8BVXXHHRPgBACIGNGzeecDqd3sLCwqpTp06tuXTp0vhAIOBITEwMXHXVVUsffPDBV202W0uYUzONpZQnyExinktELzLz59bn5zMA1wOYR2bC+XQiOn3ixIl2GzdujNV1ff7cuXOfALAP+Cl/7NNQKHST3W5/w+PxXL9w4UItJSVlfWZmZt6RI0fKK63+JMwcF+VvRgUXP0PX9UYA3rPb7d2Sk5PPWjf3BfBh2W3tdvv277///rimaW8AOC6E6MbMbQHE5ubmVr/zzjtrFRcXX/B6Dxs2TI4YMYKklASgkIhc1lXmaZjz7S6YJxuPdRUhvF6vNnDgQCo7VeBwOMKff/45qlWrplmjHSEp5ekFCxaQruvVhRBo2rSpnDJlSsRcDKuuxkW3Dxo0KPDAAw8IIUQJm11Ok7dt26a99dZbYufOnahcuXKgR48eRd27d49LSEjQpNmcDMwshRCrwuHwc5qm/QNmXkUMgD4wAwrBzLEApBDiMDMfE0LUNQyjEhHtgZlFfzWAQmYuJaJ/EVEfIUQNKeUOr9fb7NZbb414hdepU6dDr7zySiwzn1vSl0pERnR0dJPi4uJOAJp5PJ5xkR4LmKsFcnNzr7GCjMoAPmLm8dZowk+8Xm/F84MOmA3UKsFcJZLLzH5N03LD4XB2enp6UXnPF8mlBCbWFWlNmCMlwKWNloTD4bDdZrPFGoZRxwo8msFsZGe3TpxgZiaiAut9yBHi/7H33fFRVln/33OfaemNJBBIAAMSSSYUKUoRaSKggoICCsGyKIKIrgKKyquCZS0ozcVFQdEFhYiggCi9SguQzARCjSShl/Rk2nPP74/7DIZkeHf3ffe377pyPp98ApNnZp5677nnfIvI/WckHjWPS9f1BkKIBP8x+Y/HeA4Y6n6RRHSamc/4j4WZT2uadgZGgtWiRYszFEBYKjc3t4Ou68PS09NrapkMgwI9XxUDBgwomzZtWjERbTKqZ2EAlkMleeNY+dYMgGJwfMfMazVNu+jz+VKEEK+vXbu24I9//OOdgY45KSlJrlq1yk1KBM/MKkAqu/MR0XlWIN8pANYPHjx4z5EjR+rc2x06dHB9+umnmwHc9PTTT9ffuHFjHZr3q6++Wj1o0CAfVHsvSwjxkq7ra/Lz8/W//OUvKCkpadigQYPKAQMGLOvYsePE6urqVCL6kIimMPMCqKrofgDumk6tTqezM4AMKIDrs6xMElsQ0U0ZGRnn9u3b1z7QsUNhXP5Rk7Tr8R8Q15OLa4SB3v5JCPFkamrqQf/rxso34CAye/bsg926datv9C39q3cphKg4c+ZMwrx589x5eXkUGRnpiYmJeeu1114bS0QJrEzB4oioD4B1zPzupUuXNsXFxd2m6/oiIUSkgQ8gAGLFihXe9957z1JSUgIAiI+Pd0+bNk275ZZbSklpbYQYqxUGcM5YfWmbNm2qGjdu3DVbNIEiLS0NixcvLmNlQNaUFDZkOTN32L9//w3PPffcpYsXL9YHFGNkypQpZLfbS4zVmQnAJQO7EG28NxQAWHmPnBRChDPzMajBvJEQYj4Aj5TyaShkv4TqfwcB+JyZbyei1cuXL//DK6+8ElRnhwGkpqby119/fZaZY43POGVUXkqMQf1dACXM7BJCSCllqbFPFcbk6oFKhkBENxHRNGZuyMzLAUyqnWTUjmskHf5E8UrSoWlado2k9Z8S95WBMQAAIABJREFU/2C1pGYFzAI1kfqtxc1CiDBmrsfMkUYJXhKRT9d1LxGVCSGOSilzNU0rAnDO6/W6TCZT/P+vZOEfCA1A+rhx4zLatm1b+Mgjj0yv+cc//vGPyxYvXnzr+fPnYxo0aCCqqqqm/fDDD2eDg4MnQ4E2JYC1Qoj7WInGMRGVm0ymDIfDsS4tLa0RMycD6MpK1rtqy5YtNGbMmMaBdqZhw4byxx9/1I1xoRoqwZA+ny/3k08+sf34449NS0tLbcnJyd6xY8e6NE07MHbs2NYlJSVXNCeaNGkiP/zww+zk5GS9sLAQ/fr1axfouxo0aHBp7dq17xqJyiEAn6xZs2b0yy+/3KpmVRKAa+DAgS9MnTr1QbPZfK/H4/mOFC28g8lk6urz+Z4lohAiOiWlbAYghYjOwtDe0TTtNV3XU4jo0dWrV9smTpwYCFOmQ1WJcv+uq3Y9/qPienJxjXA6nR8D2J6Wlraw5usxMTFFly5dahjoPU899dTqJ5544iYoKudFVsjyCmbuRkTEzBsADCKiw1D9zuGHDx+uf/DgQW9ERITv1ltvNYeEhDzPzD1Z0SaXE1ErZu5LROLy5csUFRXlISJRVVVVkZ+fHymEuNSsWbMYs9lMRjLjw6/4Br86JgFAbm4uDx069B+65i1atPAtXbpUB3CQiNwA9gAYkJ+frw8ePLhxbQGr4OBg/v777zk+Pr5KSqkTURgReaAQ7WVQYlNCSrmeiLIB2I3jcxNRpZQykoj87SYYyQAAECtxMQnAumHDhtLx48dHBtrn1q1bX1y4cGEEEXmI6ANd108KIZ6CspsOJaKjUsp9RFTAzOUAWAgRaXxHECmsizBaH4CirsYR0Y1SymAhxDlWYNhyqInMRESVzBzJzKXGPrqIqNqYmEoAQFd2lcFQGI0IIoozzouHVI8/32QyFTJzjq7rVVAJjkcI4ZPKQRdWq7XM7XbrHo/HXbMF88+IHTt2BIWGhjYQQjQWQjSSUjaGAr7GQiW/9Zk5ipltQgjNSHiFcZ3YOI8+VuJPlww65n5N0zYx8z6LxXIukKPoPzluAvAllB4JoJ6FuQCeAeDbv39/E5PJtICItu7bt+9AZmbmnzdv3qyVlpaWp6SknJo5c2bLhISEICmlJoQoZUVlrgDgZeYmRBQCxWqyMrOViKSU0l1ZWVnevXv3OJerrgjozTff7FiwYMHA9PT0E8AVzMybkydPfmjlypVxNbclIjlu3LgPR44c2WvFihV6VVVVm4SEhKrbb7/dYzabwwF4s7KyPA8//HBACrbFYnFlZWVtg0p8Dgohkvv16xdaUFBQB4SdmJjoWb169UtE1JuZO0FJjbsBLJJS5gshHtA0bUpKSspqp9P5V5/P96LZbL6ZlQCgm5lXMPMCIcS3Y8aMqdq+fXsPKaX/e6oAPGec++vxO4zryUWAcDqdQwF0T0tLu4o+mpubG/3YY48d27lzZ0D1xqioqC7FxcXbjW0tuq6HENFkAJVE1E9K+Wdj1bzF6/X2fPjhhwtzcnKuYDFiY2P58ccfXzBkyJCTRhXjZl3XTQsWLBDz589HeXk52Ww2HjZsmD527Fiv1WoNUjnLrwhv/4rP354wggGQlBKDBg3CsWN1pRo0TatDGQWAIUOGVLzyyivSKNuSkSRdmD59uvmzzz4LKHA1evTok2PHjvWv4hhKwMpvrV5h/PsUVGskXgihsxLzkazULk8LIcCKHaFBlY6JFatFSimpqqpqU9++fbtcvny5Di32lVdeOfrAAw+UAFgLoBszf09EJiIaZjKZ7vD5fMuY2WEkY+lQieA2AOvsdvt++m80JQ4ePNjW5/NNN+Sfl7lcrufbtWtXWns7Y6K2WSyWII/HYzPOcZCu6zb/bwAQQgRJKWM0TUuSUjYhpYWQwMzhRKQT0WUjKSuHarfASH6C8GvlIVAFxwYltGYjImkkKGSU5i1G8uRXlBVQ+YFJSqlrmlYspfS3lEoAFAshzum6fslsNl/Udb2ImVnTNJeu69XGcYSx8oFpxqoNlQIlyhZFiqlDxr0goZgulQCqiOg8lLT0Rfw32JKcnJxzf0c7RoNaJQeiVL4E4E2Hw7GYiGZXVla+0r1795ZVVVVXuYzGxMTIZcuWcXR0dJlxDi9DSdqbjPMG4xqQlFI32oUXiSj8iy++4Pfeey9G1/UrD179+vXl6NGj73711VdX19qf+jCegdo7Gh0d7dy8ebMgomBmbgLVOjyu63ooEdU/c+aM74477qhz3wNAfHz8xXXr1rmg8Ezm4uJivu222wJitABg5cqVE5KSkkZrmlYlpWzIzJPT09M/BhT9HsBXQoi7pZQ7oYCuQcx8IS0tbZh/rHE4HD8BCDl+/HjEW2+9teSWW27pNGPGjEdx3S31dx3X2SK14sCBAzcy81Pl5eW9a/+Nmd9KS0t7b9euXVNZiexciZSUlOIlS5asI6KJdrt9VmpqqsfhcKSfOnWqzbhx4z4dPXp0n86dO48ODg5eJoToPHHixG05OTn9an7GhQsX6IMPPhg2YMCASqvVWiGEWDFt2rS0zMzMlv5tXC4XLViwwFRaWorXXnsNUkoX1MrZBLXyJqiVFbFiOTCMhaWmaZ5Zs2ZZXnrpJd63b58AAKvVikcffZRDQkJ4+vTpoibu4oYbbuCxY8eG+JMXf7JCRPHl5eXXLFtXVFQkQpXXzQBQUFAQ+9FHH3kPHz5sioqKCuvfv7+87777vKTAeN+xAkieZ2WbTkIIi5QykYhOQU1CJmY+zczNpZTxRITg4OAuH3/8MSZPnuw7evSoCQBsNhs//vjjngceeICIaKuU8tNLly5NrVev3hNENJWZnSkpKaePHj3azeVyzQEAt9t9W2hoaKzH4+kshHjc6XSmOxyOcmZer2nadgC7U1NT/a0CtGzZch+A2x0ORzqAWTabrcDpdC63Wq3jmjdvXubfrlOnTtX4Ff/wPwqDUdBcCOFvrdwgpWwkhBCknCwLWFnZVxCRRldjMKqhqjQuUnL0F0iJdpUKIS4ZK3K3sVKt1HXdCqgESEppM5Iem3G9/a81MkrkQUIIm1FV8ld6ggDYjMk3yPh9yriGICL/fRQGlQyFQNGgmwK4FSrp0AG4pJTVRORi5ioAOjObU1JSrA6HQxotCwghygH4KwuXmblsyZIlJVOnTg2o1QBgqNPp7MGKUdN67dq1zaqqquqMf5cuXRKLFi0qfuqpp/wLiIZQ+CU2zuV5ACVEtJyIWjJzWyKKklLSQw899El+fv72JUuWdE5LS+sRHx9/+K233hocFBS0+N577+1QC0B8I65hHFlWVtaImTdBiXQ1ASANka5gAAX169ePa9++ffWePXvCa783IyPDB6AhKdyTy2KxXCSiRH9SVCtkVFRUOlQSqgMo13X9xxp/DxVCnNd1PY+ILlosloddLlcrIURXf2KRn59vq6iouAHAzuTk5EMLFiz4UkrZYsaMGdcTi995XE8uaoRh5LNQSjnSmByuRG5ubmspZYNnn302Mj09PX/atGmm8+fPJ0BJBy+WUr5OChT1J4fD8ZKmacPffffdTz/77LN4Zu753HPPwWq1lr755psN+/Tps2TdunWdA+1DVVVVUFZWlt6lS5cgAF1/+umnuEDbrVixwlS/fn20bt066NZbbzWq7+QzVpuhv/zyS/bRo0fbhYSE+NLT02VYWJiFma2NGjXCwoULuaioCMXFxWjatClCQkIIAJtMJsybN4+Li4spJCQEt912mycoKMh/jwioBZtXSlmRkJAQjgDOoQAQExNzgZVHSGReXp55xIgRVF1d7Qefmfbs2YPs7OyE119/vULTtG4ADhhlf5sQQoMSDdtgs9kGN2/evMzpdG5h5q+IaLqxH+UAbC1atChaunRpg5MnT7pLS0vRvHlzLSQkxAdgs5TyvBBiUmxsbKKUMslYBbfKyck5XF1d/TGAP0spu1it1tVut/uhVq1aLYWyWYfD4YgXQnRg5ruY+Q2Hw+GCEkLaFhYWtq1p06Yuu92eA6Cbw+FIZuZZLperwOl0rrZaraNrJhl/K/wYCY/H00AIkQADH0FEDVwuVwIRRTGzf+UZSkS6kWh5iCiWlPZABBSWxS2EyJNS7mVD68Jfiv93CqMtEKRpGum6HskKSHoDETWHAi+3BNAAQCOo9oNPCOGBqiKUMvMZZi5jheUJgjLwaxoZGRmwkgYA9erVu0lKaTcqX+F79uy5ZnJcWFgYBlVt06E0UazMfEII0YqZ442qRZXP55ukaVorABkej2eEzWbr+corr9z/yiuvNIfCO1QBGAlgoRBibW5ubhefzycB3JmdnT0oIyMj4PcnJiaGCiGqWAFLAYCJaD2AVQAe8Pl83crKyuo4GcfExGDw4MHxzMy6ro/3+XzzQ0NDn0pJSZl86NChiNrbp6enV4aHhzeCSmK+BNAnMjLybE5Ozv1ENJKIqnRdnyOECJdSnm3RosVFh8MRZFQXAQAVFRUfSilnCSFeMJvNEwGU+3y+a16H6/H7iettkRrhdDoXENGq1NTUTCizq+ehAEmX33777Zv69+9fCKXYON5ut6+Emlz1Wp/Rnpm/3rhxY9LTTz9dZ/K1WCxy5cqV5Y899pilsLAwICBxxowZ3L17d7fb7fa2b98+YG+1ZnTq1IlnzpzpsVqtFgDeGTNmmD/77DPyK1dGRETI1157jXv06MFGCVzAaJX42yobN27E+PHjUXuF061bN9f06dM9ixYtCtu9ezeEEPKWW27Re/ToUTl48ODI8vLyq+6h0NBQ18qVKx3R0dHNhRDhzz77LK1du7bOfUZEWLly5eWkpKRCUuJPKQC8BvagvRDiFp/P5yKiRwCMIaJgKP2L9aSorO2ZWScll10tpfQIIZKMiTgLwI+apv1VCHHW6/Wus1gs/T0ez3IiymTmJ6AqIoUAGhFRC2beRURZsobD6aVLlwq6d+/uy8vLC/N4PB1rMICsRLQFwHaXy7WlXbt2pUeOHLnB7XbPJaJbmHmtrusfmEymKABRpaWlsV9++WW3s2fPNk5MTMTgwYMvR0VFmVkZQFXR3wA41tbAuFbk5uZaADT3A0mNlXUCVAXpMCsPi4NSyly73Z5P/zvQ5L8scnJyosxmc4rb7e701VdfDTh+/HizmJiY4F69enGLFi0kKfrx6fz8/KIBAwbcywGEoDp27Fj1ySefBAOQGzZs4GeeeUa7xmoeAwcOLJo6dWqU0TqyQD0n/mejvEbFxs0Kd7KPiM6yYnqdMapEScz8mKZpp6SUiUabi4UQxVLKcGYW9957L44fP15nDHj66aflqFGjpJFIWonIJ6X0Gs/uhY8//vj47NmzuwXa9+eff74qIyPDQ0RFUInXnr1794aMHz/+zrKysiutFKvV+suyZcsaJSYmljPz60KI0VDVLhczL7darZ/6PVQcDsebAAaazeZeHo+nMxE1sNvtM3NycgYCGEhEUwHsTktLiyUi6XA4tv5PjeKux39OXE8ujHA6naOYOdVutz8DoBmUpG29mts89NBDlydNmnR7enq6o/b7DRXPRGZO1TRt1KRJk/quWrUqYGVo8uTJZfv27RNr1qypQzcTQuDHH390xcfHm4QQZbfddlvk5cuXA5ZPa8agQYOyXn311Yhvv/02eMqUKQm1/26z2XjVqlUcFxfnI+XWykZrhwHoDz/8sCkrq45eEwAgOTmZjx8/ftW90q5dO0yePJnfffddzsrKIiEEbrnlFpowYQInJSX5t/X2798fBQUFAfvDQ4cOfWvy5MlhAAYQkVVKOZhUfAzlmcAAfmDmYUSUzMzHjHJ9UyLK1XV9rKZpfZl5IinQnScvLy/i2Wef/aBhw4b1MzIy4rp27XozgHUWi2Wiz+d7Wkr5Q3p6+man03k3K0T9l16vd7nZbF5ERGuklHmo4QMCtWo1EdFFo7pSQQoL0YCZkw2cgRlAtbGSLiEF1IwloqO7d+9eOW7cuIzKysoGNQ79PBSlecffuq7/jAiUdEC1JIIAHP+NJB0hUCv3mpOqLyQk5OW9e/du8Xq9twLo8vrrr/fMzMy8ql1gsViwYMECtGrVqkJKWdW/f//YwsLCgGOfEAKLFy/WU1NTS5i5iohkUVFRw02bNuHixYsVrVq1Et27d98spfyCiKaToojnAjhpVJnqQVUC4okoViqgiz+hBwAws1fTtNKCggLzSy+9FOZvUZpMJjz44IN4/vnnXQCqDCaVRkSFUsoQTdOW6Lp+snfv3s3OnTv3h0D7P3DgQH3atGmFUO2nHJfLFZmRkWE/ePDgVWNRUlLSoZUrV3qFEGlQwnLpUsoP0tPTX699/Z1O52ohxHRd158VQixlZrPP51utadoym83W2+VyvQwgVQjxcmpq6n6Hw7HNbrd3+Tuu6fX4D47rbREAOTk5dmZ+SAhxh/HSK6iVWADAX//61wiLxWJ2OBy9oTwL2kFVMqJh8Nc1TXMxc+SJEydO4hoywxcvXizv06fPW+vWrXvD5/NdVa4cOXKkr379+mYAxVLKkiFDhpj//Oc//83qRU5OTlMiity2bVvAQdPlctGqVasOPfrooymsGCX/BeB5IiqRUgYVFRU1CPQ+AKidWADA3r17cfjw4cvz5s2LkFIK49h9rJxazxhtmvCwsLCAgkAAkJmZuf7ll18eyMxhzJwlhHgWQGcichrvPwul8hcGtXqsIKImmqZ9D2A/KxpgM6Py0fDJJ5/M/vnnn3tLKV8oKirCrl27+M477yx65513Vvh8vo+YOZmI0hwOR7GU8rQQ4m1mfsBsNo8DsJeZRxIRSMkj22pUFs5KKStI0XtjjdVkuBDCDeCYruslQggfFOYgDkqqfR2A9BkzZoyolVgAQByU70IK/gXSyAZmJNf4Wep/3Z8QCyFSpZQtieh+h8PR0OFwWAGcqJV0/F+bp43H1YkFAJgqKyunZWdnf5GamtoXgHnKlClIS0urWr58OZ09e1Zv2bIlxowZ427RokUoAFlRUVF1rcQCACZPnuxq2bJllYHlMC1dujTsjTfeYJ/PZ4YCSaJjx479Zs2adVdwcLAPyjW1K4DeUAwKExExKUM+glrA6cZv//eapZT1EhMT5eeff64XFBTwhQsX0Lx5cwoPD/dB0dgj8/Pzee/evUREie3atePGjRs/QkQYOHCg5+OPPw64/+Hh4WDlwvsiETX95ptvnqmdWABAQUHBTRs2bPD17NnzFDMna5pWwMwzaycWrCzrI1u2bLnO4XB01nW9PxF9J4T4hJmf8Xg8LgA9mPlPrFxZ9/+N63g9fifxu08uDAXAj6WUD9ntdj9wLyCHHICWmpq6ipSDpRdAGRT74RyACoOe1waAr127dhGHDh0K+CGtW7eO6Nq16+g1a9Yc/eSTT5qcPHkyxmKxXB40aFBQ9+7dK6CAW/UA1HvyyScRGhrq/uyzzywXLly45qBoMplCmZn80r0Bd17TUoxqBTHzq8aK20JEwfXq1cO5c+f+xtm6OnJzc2133333KSLyCiEasWJ8MCl1UQCQ/fr103JzA9Pcb7jhhh/Ly8srw8LCVgoh2kkpXUa52QGgvZSyJxFZiOhnAG4pZXsiGlBVVbXdarVuNqoZC4gofe3atQXbt2+vrT9Ca9asSezRo8c7d95552kDz9EVSlFVsBJG2ial3EBE9wIo1HV9l6ZpLZn5/r+lZwGowTc7OztB07Sm+FUVM1lKmQ7Akp2dHZBZBAXoawxDAfH/IgwfFH8b6Hv/6xs3bjTFxMQkmUymdK/Xe7MQ4iGn09nU6XSaARQAyJNS5plMpiJm/kXX9TpJh8lk0nw+Xx3AoT+MxO2aiSd+VSwFALRq1arnNdoYpt27d7dNTU2tZOZCIcTZwYMHuwYPHhwipbQSURcogKuXmU1WqzX4WswoIQTuuusum7F99MWLF/H222/XMcbbtWuX9umnn7rGjh1rol9pyyClTOt//hi4wt4qh8Jm1TN++52GjzNzaWJiYuOkpCQPgOYAOgH4avbs2S3mzZvnV8IlTdNo2LBh5yZOnLixb9++93/yySdck5VifBf69OlDrCizMwGYDx06dM2q55YtW/J79+7dT0q5X0ppycvLq4MVOnjwYDKA4wCQlpY21eFwHAQQRERb7Xb7zw6HYwiAb3VdXwtgMYB3iEguWbJE+3dReb0e/zfxu08umHkBM/8ghBjqcDg6A2jRt2/fiKKiooDbCyFOMnMVMx8XQjiI6BQzx0kp7VCDw1a32z02PT09sV69emtrS223bdu2qkuXLjYAzeLj44+8/PLLFillhRDiG1a0wE7MHCGEuCCljAXAI0aMyBk5cqT16NGjKYMGDbIEUtJs1aqVC8DxZs2aNd66dWtwnQ0ANGvWrICIGsIARMLQaABAgwYN8ubm5tZpX8TGxuLChQsBz0VYWFiQlDJRCEGsRn4X1KBpMrAQ9YYPHy5zc3PNq1evrpP0HDlyRFu0aFHYqFGjhkGBOP127eOBKwMzAbizoqKC5s+fj507d64EgFtvvZUeeeQRDg0NHSuldOfm5l5zIPvuu+8u9+3bNxZKpjsUwDSoVejNULbqHiicRrkQYjCAciLKzsnJyczLy6uaM2dOp7Nnz8bWq1fPNXz48JyuXbteOSG5ubkwmUzQdd0ihAgBIIgoCGq1GqZpmjXQRAYAmZmZX6akpJwxEr5rTsRQyeaViZiISozz7QfN1NT7uCIAZoQNV1NVy6HYRP7wU4TBzD4iuiLqpes6hLgyN5VBGcqZoVxb++m6HgLFKDBByWGfh0EhlVKWGEwlGJ/tIqKrQNJQWJBQZg4xjicMCrQaZrweZLQUdIvFcrqWCNSV2Lt37w8jRozYoGnaZSmlB0CllNIthKgC8A2APE3T/iSlzLRYLKYuXbrU27x5c51Jt127dq7g4GCXgakIz8rKIrfbHTBZ37Vrl2ncuHEaM0MIwVJKZsVk8UAl7JqRZ2is9E/Cjf+HkRJqk0R0I4CtzHwaKtm0ANi7Z88ezJ0796r903UdX375ZeNevXoNb9u27WsPPvhg8ooVK0aWlZURANhsNt9zzz2np6en+6DM2eKYOe7MmTN7AHQIdAzMXKLr+ghSOjRHb7rpplkAxtT63g5EtAcAiKjDo48+WtqsWbNeW7ZsecrY5FGz2fyI3W4vcTgcQTt27Ahi5pLU1NQIGNTp6/H7jN9SctEQwFNQHPZCAH/BP6D8tnHjRlNcXFwLXdfbE9FtUBNLE1ZI9c6k6GwOAH+59dZbH1y6dGkdv2+bzVbRvn37lUSUDrUCvo2V0qTbKBmHAmhgs9m29unTJ7hjx45Vb775ZtHu3buD4uPjwzt16nR+zJgxZlIiWjcACJVShhDRYpPJ9JrX650rpYyBop5pQogsKWVbUvbbfOONN8o//OEPZfPmzQuvuYpLSkqSY8eODWLmG0eMGFG+evXqoHPnzl01KHbv3p07derUyJj4I6FWcl8SURIA+/33319VXV2dOHfuXCovLwcRoVevXujevfvJyZMn11EeFEKgR48egohgiGVVw2CUQFUFEoiINU3j9PT0itWrVwds7fz8889Vjz/+uIUVONOvh6Ab59TKzHC73dqwYcP0/Px8v0opcnJysH79enz99ddeq9Va7fF4rnkv79+/36Hr+k4hRAuo0vpEKEzNembOZCUS1R7AHaR8KYqJKNrhcDz48MMPh3u93iAAOHz4MHbs2NGmZ8+e737wwQc/GsfdTNO0VkTUQUp5gxAiyGg7/QKgICEhwVNYWNgswPk7nZycnMPM7QEUMfMKq9W6zu12nwsLC6tu2rRpXTWmf8MwWiuhNputfnV1dUuTyXQzM7dk5o7MHC6EqGRFKWXjxyqlDAKuUJsrWHnQlJICSJYwc5lBt6003hPVv3//tsuW1VHdh6Zp/MILLzxnMpmegwIkngLg1jStGmoCtzNzG13Xm0M5Dt8wZcoUOXbs2Oq8vLwrarXJycllb7zxhhVq8geAYrfbbcU1TAJ1XSciusjMl6SUpw0cSwUzNza0Ly4TUbRRoalk5kvMXC6EaAiFd2FW0vIDSXkKkdEKFFu2bLnm+V66dGnezTff/PSkSZNixowZ49u/f3/1+vXrxYULF4L37NlDmqZVDxo0KFIIUR/AjNjY2EIESC6ICLfffvt+InoUKrFtD6BJTk5OC03THklNTS0wtutw7ty5bwBkAhg0f/58AIDNZstr06bNMwDK/YBjZt4aFhbWhZkv41cZ/OvxO43fSnLREUoQqeYENQbAcABf1944JycnymQydZNS9gbQmpkToSZy3VBXdEopNwghenq93nEWiyUc6mHoB+CPEydOzCssLDy9c+fOK8DIiIgI97Rp04oiIyMnswJ6/ajr+kqTyeQD0JaZH2clzLSemaOEELdERkYWvPfee4Ws1DYbG31YixAiTNf1JCHEdiJqysxDPB7PUCKqFEJ4mdnLzBeklOeI6GtmHmIkE2LcuHF88803Ozdt2tSsoqLC3LJly+oHHngg2Gq15jPz/ri4uP6ZmZneBQsWiAMHDlBQUBDddtttZUOGDAGUjHYojJUwEWUYfWEdQExGRsa54cOHh5w6dSokOjr6QnBwcBGAtmfPnvXOnTvX7PGorpHFYtHHjx9fdtNNN0lWBk82IgoWQpwxhH58zGxhxZ23mM3mOh4I/ggKCrJC6XSYjV5xASn78DRjkDcvX75c5ufn16mqHDt2jL755hv3kCFD/pienv4SrrH6r6ys/Kl169aLjHujGMBxIqoHIIOIcolobmpq6kfG3+1ENBRA3KRJk8K8Xm98zc9iZm379u3Per3eQWazOYyIWEp5gZl3AphmMpkOeb3ekVBukJlQoM3VuBrDUy2lfLxNmzarACA7O7spEfX2er2vA2hRUVHxc05OzhqTybTf5/NpwK8CXLX/XVOPorY2BRsUVqPVZDP2P+C//f/YdZ1NAAAgAElEQVRHXWGuaqj7xSyE8Om6Hm60qhhAGCu2hMnj8ZgMoS6/SFYFEV0C4BNCSGM7fzJthQK+nmbmAmY+I4Q4wUosDEIIl5Sy2jhWl67r1ffff3/wjz/+OLuysjK9xnmUUVFRbzRs2PAygFFQ1ZU4VtRVMzOHSSknCyHuZebRAOYT0S+xsbHakiVLbG+++eZnQohuXbp0SevQocMTNpvtJygFWjcz39KmTRvftVoo7dq106SUscZ9dKNReQnVNG2ZlPInAIOMNqGdlZlaDDNbpJRnAWhkBAw9GqNCowEQFy9eLIICE9eJiIiIFCMJ8ZjNZtPs2bODa2Iqfvrpp8gNGzZEzJkzp5qIxr399tuVcXFxrs8//9zqb6NYLBZ+4oknzvbs2TOaiM5JKc8z83khRAGAe6WUh3JycjxQ7qlxI0aMqAYwqOZ+uFwu66FDh2YdOnRoWI2X1wK4CyqpuE5H/Z3Hb4Utsg1AIF2I8zt27HgsNDT0TiJqDcXyCDVWjqVEdAHAWQCXjVJ1lDEIRLASbloH4JQQgnRd7yGEOCGEmOXz+Y7run7Z6XRuXbt27dHWrVv3uPXWWx2hoaGZuq5nCiGGE1EfKeWTrVq1OvzBBx8sWL16dciOHTt2vP7666Y77rjjeagS5xmoKksJVFm7BxRToB4r4KMNgKZpmkfXdRMRuaDKygcAnKmoqBhy6NAhqqioONW6devgiIiIRKhKeAmUNTiI6CQzVxsJ1H4ALZg5dvv27XTgwAFXdHS0rVu3bpUJCQkWIYSJDW0AVj4RIAVShKqu8xljpRVlJGIaVAldO3Xq1MXs7OxIIYRs27atNy4u7oQQ4riUsoexMot3u93a4sWLee/evW6r1Sq6devmu+uuuypPnToVeffdd5sDDdITJkwoGzlypDQmtlKoiSkOv7YBaNq0ab6vv/46YCJ83333lb766qtfAcgYNWpU8a5du2ozZX4AcDcMynBOTk5fIupgt9tfM/5/sxDicVbiSsvMZvMnRGT1+Xy3tm7derEB5KsTc+fO/WunTp2sRFRKROFEFCylbAHFEimC8nSJIKKqCxcuyMWLFzc7fvy4KS4urnL48OEVSUlJ5VATdyRU0udvGXiMe7UBM0cbJesCqIH+LABIKb1QWB+/LXZ5gH/r/sla0zSp63pp7X/ruh5us9mCpJSRuq7HE1EE/SrEVdOpVQdQZiQDZ5j5tBDiDBEV67p+2uPxFBr4jb878vLyEjwezxX2ipQyCcqP5ALVcJqtqKg4WENzRgB4AECHzp07J99zzz2HJk2a9AJwRaPmKSHEfVLKPUTUFqo6uImZOxJRNIA5mqYJn893qxBiLjOPFUI8B6C+lPJLAPlE9CYzv2Lsy7G5c+d2nDNnzhVlTgBITEx0LVq0SERERGik3E0Bxb6SQgj/81QlpTxBRFG6rv/BYrHouq7/Fymqah4RTSAlP98QKqkgAE4iavv999+7X3zxxYCqmm+//XZ1v379NAD64sWLxVtvvRUQtzJhwoTvhwwZ0i03N9frdrttFovlxMmTJ9OEEHqHDh1cCQkJC6Bs0rtA0U+PEVFjZj4shLhRSnnGqKi07Nq165GSkpJAlupo2bLlYwcPHpwPKFYSM6+TUq7VNG1Pamrqmr/rZrge/5HxW0guCGrwDTjIL1++/HRycnIwVC/5BBEdllKeIqX4eFYIccHn8114/fXX3cuWLTvNzD6n05kJ4OPy8vKtYWFhk4ioCxGNT01Nzc3NzU2SUt5LRKOklGYi+gjAQ3a7/arSYm5ubqqUcu748eMbbNy4Mdk/+JhMJh4zZoxv1KhR24jogGKiUQOoykUzKeVcIUQcgHtYieR4hBDVPp8vSwjREgCYOWzTpk2Rr732Gl26dAkAEBoayhMmTMC99957ZQCDWhXulVKmsyHjXF1dXfzUU09F7t69+0rP1mq14uWXX3YPHDhQI6JSY9Iy8iwQ1ITu74uHHD582DxnzhzOy8ujiIgI2bdvX09GRoZV0zSCUtA8zcyLoIB97YQQD1ZWVloeeugh8/Hjx6/S9ujdu7c+ffr03IULFzb84IMPonw+35X96tmzJ7/zzjurLRZLorEfjVn19E1CiNellGOJaMxjjz02cvfu3QMCXf8hQ4ZUm0ymIKfT6WHmk3a7PfrcuXOlGzZsWD9lypQuffv27dqxY8dL/u0PHz5cz+v1LmTm56SUjU0mU1td19sJIVqwopUGMbNk5tJ27doFezyegEZvQ4cO7f7iiy+e0TQtgZkfB5BERLOJ6EeLxVL5z/LQcDgc8aSk4O9ixXbZC2Cl1Wr9KdB3GKZpCQCidF1vQApcW9NB1Z8w+KCwJVc0NtjQ19B1/bSmaUU1lUn/VVHb9I2vbW9/2mq1/tVut/eo+X7j+j7PzI8b5lqNmHkUqbbdxwCeZOZ8Iqqv6/pEIcQUIhJCiI+klFOhpOZ7GWDi8QAa5eTkYO3ateL8+fPlN95446URI0bEGl4+XlZeMv77Vyciv8sxjM/ym++VA8gTQlRKKe3Gc9hUCOGWUloBlAghzkopG+q6XnnXXXe5ioqKmtc8tg4dOsh58+b5NE0zASh+8cUXw77//vuAVcE+ffr4srKy6OLFixoABAcHY9y4cfKhhx4iUm3ZKGMfItnwSGEFTD1Mqj1lh6rghHfq1KmgoqIioPLpiy++eODNN99sS79KgX8vhNih6/rJ9PT0Ou6z1+P3E7+F5AJQq7SAg/zy5cvXJScn3wRVWtdZgdKklNJDRNXffPNNyOzZsxtdvHjRpmma7Ny58+WXX375eP369XOIqBcRbWXmzQBaEVFHKWU5ES1j5vuklA+3bt36lNPp3OXz+aYIIRrTry6XUd988034q6++2jzAbjGUcdKBmi9mZ2e/BKCFEKIHlAKhMErH55k5HsBqIUT4L7/80n/gwIGa13v1YpCI8MUXX3B6erqsuWIyfrsAeGbOnCnmzZtXB9+gaZpn/fr1WkxMjIBSOQwzgJheqIEvDIDJ4XDwww8/bPK3QPzRqVOnoo8//jgGiiansTKnumiAS6PmzZvnnTVrVsC2xLx589wdO3bcf+LEiYidO3cmnzp1ypKbm4sTJ05Iq9Wqd+nSpaphw4btR40a9RGAjkR0SEqZSqqnXep0Ous/+OCD9VBLLpmIYLPZuDZDJiMjo3TChAmHoBQebQDOGqXkCFbgyVgAF4QQEsAZqZw9HQAidF2/WwjRjJktzz33nPzpp58CCZ0VREZGFhFRekxMjCc+Pn7O9u3b/wv/n2ilfkMxk8nUyOfz3UxEPQCkkwLAlhqVLLDC01yAqn5dqTL4BbksFkvhP6Ie+u8UgZxmmbk9ETkBZHENe3tN0+6BqnRamfkuAO+fPXt21J49e0rj4uJuSk5OnhATExMORTk3AxBCiHVZWVkfFRQUzC8rK4to1qzZ2U6dOsVB3e8OKeUxIhpkVPwqjGTezMzVQogjUBimdqxutDNQLbowqDFWQlWk/PL8FQDKDx06lPjOO+94c3JyNJvNRj169KCnn366NDY2tkrX9QMrVqzo/fPPP2tCCK1Tp058zz33AArLQwAwderUxkuXLg04hptMJvb5fHX+NnfuXNm1a9cgKeV6KLBpNRFthbJPvwvKP+UCVDUlWkp5cPLkyXGrVq2qo50DQH7xxRez2rRp80taWtqHAOBwOMYLIZJ1XT+Snp4++39wqa/Hf0j8VpKLJQDur/1iSEhI/s8//7wTwFvp6ekO/6pN1/UGAG74/PPP+0yfPv0+rkVha9asWcU333xzgZSOQgOoB/8XZnYxc4wQogERNWKFrRDMbIVqbZyHKk0XMXPJuHHj7tu8eXNAm+U2bdrM//zzzxtDYRz89uP1WCH7y4koFAr4KInosgHgDGVm00cffXRx7ty58YE+d/jw4Zg0aZJ/lQEjkaomJSJVPmLEiKYHDhwIKMv97rvvuu68804LfuXcM4AjUJiJb6SUo8ePHx+0cePGgPfF8uXLzyUnJ8cy8wUiCoeauIsB5I0dO7bVli1bAiaAo0ePLh47dmwEAMrPzy8dOnRoeFVV1VWJQnJysiszM3O/1Wr9s67rH0ANzm4Ax2w2W7fmzZsPAjAdhtZAWFgYGjVqpB86dKjOsQoh8N133y1r3LixhYi6AThl9PDPCSHcrFQ2i2AkVEQUKaW0GG2FC0KIYgBvDB069EBRUdHGkpKSK3olJpOpVNf1cK6rAvkmlDnW3xX+hMGofERJKa+qMkCB/mxQCdUl1EgYSLExTmua5tZ1PdlINloSURaAlSEhIWt/K4DQ/03k5OQ8pGlaMoANNSodaUKI9lAJRwMp5Yl33303/auvvkrwT7ZhYWFl7733nqlTp04mZj4O4JutW7dOmjx5srm09FcPus6dO/P7779fERwcbIaiWPugnmeGEs3aa7QFraQA3XuZ+RYotohPSrlP07RwKeVNUO1MMlom+okTJzBkyBBTdfXVBJqkpCTft99+KwoLC7/ZvHlzU6/XG3T77bentGjRgo3PdBuU8rs3bdo086mnnrqmKVmgGDBgAE+bNq0SCvNSD4CHmY9C4WqyAXRmZrfJZBrv9XozNE3rdubMGfHAAw+EFBcX136+39q4ceOUevXq/UREz6alpWXn5ua2lFJ+AGCHv/V4PX6f8VsBdPpVM9vUeO1kZWXlIKNa8ZzT6YzUdf3t1NTUnfiVRXJfoA87duxY6J49ewo7duzYiFR/28LMCQbwzGUkFGeMcrGEsp2uEErvPwpArBAitPbqvmYkJSWlElGaUUnRmTkoPz+/cvbs2SIrKyskODhYdO/enZ588kl3WFhYphCiPwAvAN3n8wW0dAeAkpISNhISH1Ry4oYS8Iohoj3nz5+3QFmL1wlmthq91JAdO3aEZGZmms6dO9esQYMGFaNHjx7dvHlz7dixYzqucV/88ssv0cnJyUIIEcsKu3GRmaOrqqpu2b9//zX59OHh4RHGvlYuXLgQtRMLADh+/Lht69atHbt3797eWPmFAQhm5ptcLtcpp9NZUVJSUu1wOEjTtJC0tDQxYMCAKlwN8gUASCnx2Wef7Z8yZUoWgAJmXpWenr7amNA7E1E9UkDaMqjr+zOA+qTstI+zAqm+sHjxYo+u6zsWLVq08/Tp083S0tJunDNnDl1DhOm54cOHz37++efDzGZzHDPHSykbCCHimLkBlGpjhHFufVD4kvOsfEIuGNWFgz6f74LVaj2dkpJSHuA7AsVWAJ8tWbJES0lJaQ2gV0VFxTiHw8HMvEHTtO9TU1MP/p2f9ZsKZl4upVxtt9tfh8JlIScnZxIzZxJRBwA5U6dOtWRmZvat+b7y8vLw8ePH+9asWXMwJiYmtaqq6sUXXniBysuvPuXbt2+nTz/9NGT8+PEeKPOyswAKSGlnNGbmxlBy4H7r+dsAlDFzJYBSIUSarutuIiogon1CiBa6ricys+3rr7+uk1gAQEFBgelPf/oTf/vtt/d6vV4TAMyZMwf3338/v/TSS5oQwp2Xl5c/c+ZMmZ+fb4uNjeWLFy+SfwFlsVjQrl07144dOwImHWVlZQzleZJgnMMLAD602WzfNW/evCw7OztNCDFV1/U+mqb1Y2ZrgwYN3J07dx62cuXKl8xmc4v69euH3HHHHTs//fTTyd27d0d2dvZjQohFO3bs6JGamnowJycngYiupe9yPX4n8VtJLk5DUaX64Fcq6ioA1Xa7HQAedjgcyZqmTXQ4HG8R0fS0tLTvocriASMnJ+d4x44dY6SU+UKIQgCnWNHgXADekFJ+JIQINvq9N5NyFjQZycJZZm6flJS05+effw5YuWjZsqVTSjlSCPE8EXXLz8/HQw891KyiooIAmC9fvowvvvgCWVlZwYsWLbpfCBFKihuvN2vWzK/vUCduvPFGNsS6/E6lhwA0IaJoKWXfXr166QsXLqzzPiEEp6ennyeiuC+++EJ79913/Z+vORyOiA0bNmD27NnnIyIiIgoLCwPeF7qu/8DM/aEGUhMrPQ598eLFenl5eUCfFCEEunTpwlDsgR0FBQWdrnVN8vPzuUePHtL47DPMPBPAY0KIY8ysh4eH1+vSpUtTZv7SZDJti46O/uu1NDgyMzM3Z2Zmbj148OA5KeUnTqfzYWZuYSSIDYwKwHwAdzCzW9O0h1NTU6+iNmdnZ4domjZmxIgRjxHRKSnlxy+88MLT19h9a6tWrSaaTKZIKeUZqCrJeSmlgwz8z98jyvU/DUOwKMv4+dO+fftiTSbT7cw83uFwpBGRU0q5zmKxrPkHEpd/62jVqlWl0+k8d+DAgRtbt2595PDhw/Xcbve9UsqtQoiTdrv9VQB1+asAXC6Xadu2bc0GDBhADoeDanvk+GPdunWep59+2gIARBRnPKPPMvMTUsr9RDQAwDYiWsHMwwEEk3JOvZGZDzDzRiJ6SUoZIZWDcbEQYs/Ro0fvgEo260RmZiZJKa88g8yMJUuWUNu2bZGYmBj6yCOPCI/H499fAoDWrVtj0KBB7g4dOpiPHDkiduwIrCzfvHlzADhLyjNFsKIL31pdXf2Qw+EIB7AXQAIRrWPmUCK6vHjx4nWrV6/+FoDm9XpRWFiIBQsWdAEwGEBmq1at8h0Ox0fh4eHvABjHzEcANL3mhbsev4v4rSQXgEKsrzZ+6oTdbj8O4In9+/c3MZlMzzqdzvG9evWqPnv2bMAPS0lJ0aAoicX8q+2zZjx0mhCiHjMXMvN+k8n0s67r99jt9kf37t1rtlqta4nolTFjxni2bt1qP3369FUJxu23335p2LBhHYUQB5h5JzOXvf322+6Kioo6+IyDBw/S1q1bYxs3buw5duxYRcOGDSt69+4dMnPmTD59+vRVEuRxcXGewYMHm6WUZIA6iZlvhkKqkxCi4g9/+EPItm3bcOLE1WaYaWlpUtO0EI/HI+bMmVNnIPX5fJgzZ07sPffc43M6nXXOV7169cp79OjR3ajq+KDAax5mPrx27VorlMFbnbjllluqmjRpYiGiECnlJSGEXzCoTrhcrp90XS8SQjwGII+I/moymT73+Xw/QiVQVlJA2++llBNvu+226sOHD9dpxURFRXlWrVrVOyws7BVD6KkhFPskS0r5hRAiipnnMvMtmqZNaNmy5dGa78/Lywvzer2PAsgA8L3b7e7Yrl07f718OFQJuU5MmDDhgwkTJhQE+tu/Otq2bXsBSup7KTMLh8PRBkAvr9e7KCcnxwRgE4B16enpgQ1l/s1jyZIl2oYNG2568MEHk44ePZqtaZoYNGhQ1cSJEy+2adPmTgDHcnJyHEOGDKl/LaXc0tLSSmbeceTIkYsAhgbaJj8//yQrQ7JUVtTqKCnlbFK08RSDEdJO1/XuJpOpREoZxswpRpskXgjRFQCMNmiE8cw2btiw4TUBv4FE8gBg8+bNcLlcWqCK6YEDB/Diiy9+n5CQMCA+Pv5oq1atbsrOzr6qQhgdHe0bOnSo19iPI0IIF4CbmPkBUiydQydOnAhfvXp1nMvlmt2kSRN37969v3z//ffvllJe1X6UUpLJZJrt8/m+AcB2u/0Lh8PRx+l03i2lXCOEGH+t47sev4/4rWAu/uFwOBzxixcvnvXWW2/dXxtzAWD77t27h9lstr5E1BcKQf8tgK+g/DaypJRHYcg5CyESpZT3E9FRVtK6LlJ6FmfcbvelzMzMFz7//PMDcXFxkZ06dTo8ZsyY3lCS4KehPAf2t2/fvtLlcvUKtK+JiYnVNR1Sk5OTi1544YWvN23aNGz//v0NdF1H+/bt8cQTT3gNN00/ddSvUVENBUyzACCfz4fnn3+e1q9ff9X3BAUF8ZQpUy69+OKLdXxTAFVS3bt3r3vOnDnW+fPns9frJQBIS0vDG2+8wU2bNiVS2hMSqqxvAkBjxow5u3Xr1jpCUQAwevTogjFjxswgoncAyB07dpSNHj06pvY1CQsL861YseKvsbGxbaWU7xFReyIaCcBBCrzaTEq5G6pyZSEi/eLFi8+/8cYbC9atW3dF6CguLs733nvvedq0afOjUVm5JKV0apoWzczrmfk5qN5yl7S0tPZUwy9j3759sWazeSyURsWXoaGhH9fGLrRu3Xr5gQMHAjFXtkKVxf/t49ChQzFer7eHUC6vqUSUK6Vc5/F4fqqRRP3LozYOBWoiv4JFqfFjc7vd+oABA246derUVW0xs9ns+/DDDz+67bbbugDY2LVr14iSkpKAJl+fffZZRdu2bc+dP39e3nHHHclSyjrturvvvtv35ptv+lVPg1kBOd1Q96DH+L+HmSuJKJSVGFyZ8WzaiMhkYLYAw42YmZGTkyMzMjLMtROJ4OBgrqqqCjgud+/enU+cOEEnT54MeP4ee+yxGc8888wjQoj+58+fr/fVV18t2LZtW5jH46G2bdvSo48+uishIaEFAJCiOJ8FkCmlLCaiPkuWLJHvvvtuP5fLdYWZFxUVVVZcXPzfqcc2hBrnsHfv3ghj4TWKmTfY7famUNoj1+N3GP+xyYU/mjZtOqKsrOz9y5cvx2qa5u7Xr58cMWLEpPvvv3+WfxuDvtYPSijmdinlqxaL5euaVtcOh2O7oYcw44UXXhhZVlbWpVWrVtEZGRn322y2ElLKjh0BpLJSeAwH4GTmLQD6v/TSS02///77gHTaQNG5c2eeO3eu/7/MiuVwRRLbGMQ0UiJO0njdRERcXFzs7tmzpy3QCqd9+/Zyz549AfERUVFR2LJlC4iIy8rK5NGjR2W9evW0xMREP+J9JRH1B7CJiE6wEgdL+eGHH/SJEyfWaUFpmoalS5f+0qxZs+NE1AZqQK5YtmyZZdq0aSaPxxMOACkpKRg/fvzqrl27NmPmGJ/P18xisYQz8xJmTjOOP5OI7jRKtcXMPA/AOSJ6/NixYym7du0qiI6OLr/99tuDg4KCGgI4LIToDQVYG8bMswDMEkK8n5qaetnpdC6QUv4pPT09z1/tAtCOiD4+ePDgX2v7ImzcuNEUGxs7rbKyMrFLly4ur9f7MH5lr6yDkhE/9fde33+nyM3NTdV1/S4At5PyylgDYJ3dbt9H/wuH1B07dgRFR0dHeTyeBkKIBCidmdq0WL88eSiAC1DaMMVsaGnAkBMPQI8dAGB5oO9NS0tbu3jxYgbQ9PTp06FDhgyJKykpuWrl3a1bNzlr1iwJRa0W8+bNw8yZM69gFwAlnPf5559nJScnp0Ox1UqJaDeUum+hgbkoglL6vQh1f8dBMS1UFgGAiISxGMgnRXXWiIjXrVsX8fbbbwf5q6t2u10fOnQovfTSSwGfz2effRbr169HTk5OwPM9f/78wg4dOsQbVFgf/SqQ5iMFKGdm9hiJxQlmvpEVTffZsrKyp++6665NxcXFdaitNRYytV+H3W6Pz8nJOe9/beXKlb3+8pe/zF23bt0NRpJ0Gkpu/88Bd/p6/MfGf3xy4Y+dO3dmhoaG5jLzYGZuGh4entykSZMzNbfJzs7uqWnavQB2A7iPmcMBrNB1PVPTtPkAIu+55561+fn5z8CgxsbGxlbqun7vli1behoTYQtWfgNWVrLSOoDKXbt21Rs1apTgwOZLdYKIeNu2bd6IiAjJyrPAzIpO6W9leaAqFXUe/n379mHkyJEBPzc6OhoNGjRAIDOxnj17Hp8xY0YiM/spdkFGGddFRHlQCPwMInrebrfPBK5MuvPef//9IQsXLgzyC2UFBwdj0qRJ+qBBg3QAG6SUeUKIFGZOZeb9Ho+nuLCw8L6CggLzrl27zMXFxdy4cePzw4YNWxcdHd0ZKik4DcBLRO2gKjMmqHZJcwCXmfmUlHIREU01JsF9ALKJKJ+Z72XmClIaBCtJ6RxcTktLmwcATqdzDCvmTgqAxBo4nTqxb9++WIvF8jkz/2i322cYL8cb7y2CYez0nxC5ubmhzNwdSlfjZgAHmfl7XdfXVldXu6Ojo6N0XY/Sdb2BEOJKhaFGwmCDEmkLJkWzPgPFKLqSMBBRMYDi6urqIn+lJDs7OwRAiLH6jwQQYjKZQnRdDzMSdf/fI5g5LCMjQ9+/f/+4QMcQExOzd9OmTXYogLT3/Pnz7jlz5gRlZ2ebg4KCPB07djz+1FNPOUwmUxwRtWbm7wA8mpWVZVq1ahVdvnxZNmzYsOiRRx7ZGhMT8zkAaJoWycxvMvMNrBhF2axkzSOJaA0zDwLwoBAiTUr5F2aONkTomJmLpZSXSbHTljNzA03T7pfKO8hz6tQpGRwcbIqOjj7JzM6JEycOXrNmzVULkaSkpKpFixYdWrZsWdPp06fXUb9MSEjwrF69+lshxGkhxAhm/hDAU8YYVADFWIs2EhuQ0rXwK4Ti2LFj8r777guY1Agh9NptEQBo1aqV+8svv1zLzAs1TVufmpp6GcAiAMPqfgrGAbhOTf0dxW8Jc/G/itDQUDcRfarr+jtCiB0VFRVHcnJypnk8nlnt2rWrAgAiGgHgg7S0tGzg/7H33eFRVVv779rnTEkPJYQOQVrKTABBkA7SQaUpiiiIICKKKEWwIoggKugVrg0E9QJKU5qI9I4SCMlkEnroIRBKSJ1y9vr9sU8wkKDe3/2++90rvM+TBwgzZ2bOnLL2Wm/B18nJyWWEEPfruj5TStly1apVx9PT02+QG168eDFI1/Xvz549u6JSpUr3EFFZU8r4PYDWZOZltGrVKtZmszUXQvw9Pz/fBgC1atXi48ePl1rgMTPl5eUZoaGhXig/DHnt2rXANWvWcGZmJkVFRVm6dOnCNputSFIK8zMk67oeilsQqgIDAzF9+nQePXo0HTx48Prv27RpY7z99tuVWZlYESnHSQNKgscA4j0ej/PcuXMUERHR5pdfflnQtGnTS+Hh4cHMfPdLL70U0LNnzzM//fRTSlRUVJsmTZpYIyIiDgG4xMz3QY2HzkElPGo2m63npk2bPLNnzw4p1hquvCqnUu8AACAASURBVHz58se+/vrr45UrV65GRBWZOREqI8JnrroKzKKjIjNbiWiMEGIyM9cDEM/MTaSUkZqm1WOVcfA3h8PxpcmjWAfgC7fb3VJK2Q9ANSHEo7Gxsb/c6rhJSUlpwcwzDcMYGR8fv6fYf2WaP/+1SE9Pt3s8nrKGYZSBabolpSySwwJABisTq3d0Xf88JCRE8/l8p6WULk3TTkCZLF0VQpwxuTKSlXopyNxGIDMHEVERD+FuKWVRGqpmt9t9LpeLoQrHPFIS23whRB4R5ZgeHnmk3C4zNE3L8fv9eQDyzpw54yz9UwHVqlUD1E3uQ4fDUWKZn5KSgrlz5wIAkpKS6gkhfgUgGzVqVKdx48YhzLyJVTZOfyIypJSTYmNjjwNYeuTIkaoFBQXzzALMC9Vt6UoqB8ctpcwBsJGIahmG8aOmaUOh1GVlmbkWKSfhXw3DuEfXdcHMb1WtWrUPVFEWl5ubW/3KlSteFDMNrFKlCs+cOTMhPDw8ZuDAgQcOHTpUYd26dXFFaa3R0dE8bdo0i6ZpD5GSU2uapjUzDCNACHHV/CyphYWFvGLFitCjR4/aIyIiqF27dom1a9fWiciB31loSinzq1ev7jt16tT1osZqtR6+9957RwJ4hZTD6pCff/45t1OnTj1vsZmRuFNc3Fa4bToXKSkpC4hoQmxs7CnzRnMMwEooQ6yfhRCfSimXOxyOEmqG5OTkDkT0wYABA2xJSUmlOtVNnjw598EHH0wkogOkzHaIiHKYOYqZdxFRWSKq4vP5Qo4ePWoEBQXZqlSp4uvevbt+5syZEiuGsLAw3rJlCwkhDE3T8nfu3Jk7ZsyYyJycnOuPrVq1Kn/++edG9erVC6WUDwNYIlS+BLp27Upnz54t8f0OGDDAP27cOMnMWnJyMp0/f74gKipK1q9f38vKrrookt0AkAygjNfrrfDee+9ZlyxZYilKyuzTpw9efvllttlsRdp9D5ThUJ6U0i6EOMEqUyEUJhcEQDgzHwAQe/nyZUuHDh1CbzYKA4BevXrJyZMn+81igojoOQBHpZRPA+hFRL+YY6I4qJjn5gCEpmn7DcN4EsDfmdkfEhLySk5OzhoimuZwONa7XK6VUsqqQogUAO8D+NjhcLS51TGTnJz8NBE9JIR4PDY2tnRm8H8YbuHQGQGgPKlE3CqsPFJ8zBwI1SHKEULkASo7BeqmKaGitYusXAPMYsGO3wqHPKi49hRSSa2FUB2KApMsWDTSKNA0rVDTtCuapl36H3IvDQFwEKakshjkAw88MHjKlCkPMHMrUpLt3UQ0v7Cw8KebbcrNDtZMAN+TMiUbput6qJTyO6nSilsC8EgpTwKYZbVaF9WvXz8nLS3tbr/f/yUAB4Ci4z9XShkIYLPZnakP4DQRhUkpWxORxxyfasxc3lQuuZh5kXmeTBg3blzA2rVrSyivGjdubMybN+9rUqowefXq1QePHj1KISEhWXXr1tV1Xc8xi/SKMDuaJjIBBGZkZHgef/zxoMzMzOvbtlqtPGXKFNmlS5cCv98f0LFjRy0rK6vEjo6Ojj6yaNGir0eNGnWmQYMGr1WvXj2/TZs2sy0Wyykiep+ZvyOiyI0bN4pRo0Y9c4vvy4Pfcmvu4DbAbVNcJCcnLySilx0Ox2kASEpKeoSIPrJYLE0Nw2jNzG8AOK3ret/o6OjrdtGJiYnhuq6vXbBgwdK5c+eOu3jxYoXStj9w4MC9Y8aMqcsqmExIKU9DXdALoVqnp5jZz8xHAURqmpYrpWz5888/W8eMGXPDrBcAxo4de3nQoEEb/H7/aQAPdO7cufr58+dL5Ai0adMGs2bNAtTNwG+2PT0pKSn6c88957l06dINhLewsDD079+fhw4dCl3XCzRNIymlFap966PfQq38RMRE5HvjjTd4+fLlJdIhe/ToUVAs2yAbKvSpJRGdYZV0WZsUGTOYmXOhOAqBAMS2bdvkiBEjSm3DVq9e3bdmzRovlJOhRkQBUspkXdfH5+fnJ9hsto+ISBLRd1LKb4mIpJQBRHRq+fLlAfPnz488c+aM1efzHS1Tpsy8zZs3P2GmZKYxc6jT6XwQAFJSUrYRUYebba7T09Ptubm5s4nIX1hY+Nw/m5vxr6IYV8FusVgimbl2UUeBmSuYI4gQqBtsGSIKxE28HFbOi/lFxQKZbqdQZnCXYRYBpMjJVwBckVIWaJpWCOCKpmlXvF5vwcGDB6/dzD8pQnJyci0iuh9AV6g00e1EtDomJmYXFSPK/i8iBsrSu6X579NQnjjLAYCZRVpaWksp5fOszK2YlKPntzab7Yfc3NxITdPcmqZNj42Nfc3lcnVk5slCiNGGYdiJaKQQopLf71+tadrzzGwRKliQiShdSvmpeb7NFEIEmWMGHzNfAtDb6XTu3rx5s16uXLl4IcRXzHwX1I2/gIhWMnNFIlpndkGszJzatGnTEaX5XxARtm3bZoSHh3ugOpU6lALqV2aOBbACwHohRAYzP8jMT5sOvAQAL7/8sv/HH38swfkKCQnhTZs25dnt9qCtW7di7NixVPz1K1SoIOfNmydr1Kjxi2EY5YUQ5YQQFsMwrpCKjg+HUo4lHjly5JdevXq9gZucdE0cwS1UYnfw18RtU1y4XK5FUsqx8fHxZ4r9bgsAW1xcXPOUlJTVrEiDAwEkGYYxvUGDBmf37NmzuGfPnlXPnz9/7+9t//PPPy9s1qwZE1EWVFGRJ6WcY85ZxxBRKKuwMjYv/oFQ4wfP/v37xZw5c/j06dN6pUqV/AMGDDBatWqVD8U237Jr1669Tz/9dKludzabDXv37vWTIo0dz83NjfR4PEFly5b9vrCwMPbtt9+uvWLFihLjr4cffli+/vrr6o4kxDdSyrZm69ZGpq0xMwtmtjVr1kyUdsGzWq3YtWuX32azfQJFZuvLzKFk2oObny9LqohtKxGdhJKUWnbu3Ilhw4aVSnCtXbu2/P77788CSGIVxNWaiOykZLA7AewTQtRi5q5QcmIPM8d+++239rfffruENLVDhw4JM2bMIMMw+uq6/oVhGIMaNGhw1uVyzZZSzo2Pj99f9FgzW+YrAJ84HI7Fv/edA9cVDnar1RpgchHsmqYF8G9qBzuZoXnmT7D5ZyQUh0Bn5mD8lkKqQ/kPkHkjyyGifKg47wtQxmXZAE7pup7u8/kydF3P/R/uCvzTSEhICLRarc3NYqO5efPdoOv6qpiYmIw/3MC/hrJQhVbpMgoAR44csXk8nk7M/CSU1b8hpYwiogzDMO5t0KDBWQBISkqqIISYC8UvMgDce+rUKd+vv/5aIzQ0tNw999wTWLZsWQkAzFzkU3GJmSdqmtbZMIwHSXEa/MycxMqSfTszS13X3YZhBBHRFPO4uAhVbFwCEOH3+4MbNWqk37zQKMKaNWuM6tWrCyK6zMznPB6PY+3atedPnTrFmqZt7t2793tVqlQJZuYmzDyDiJawysnp26FDB1y4cKFU596vv/4ajRo1ypJSlsnIyMhbtWqVlpmZqYeGhu4fNmxYw4CAAMnMx4gol5QhYCUAP3o8ntfDwsLY4/GsjouLa+12uwc999xzH27evLk0/46RAD4u5fd38BfF7VRcfGsYxuiii4j5u2pCiN1Syg+Z+T6n09kVuD4GeQ2AZfz48SFr1qxx/N62GzZsWDh//nwPESURUX2o4gJQNwQ/M2tCiEBmToUi/9Ullb44k5mn67p+TkrZgJm7MXMmEV0jFZ50vxDi/d27d28cOnTo+NJe22KxYP/+/VknTpzgyZMnl927d6/GzKhSpYocP368nDRpknbx4sUS37PFYsGOHTv8gYGBEorTsZWIFksp3zBXxoVEJLOzs7UWLVqUapAFABs2bDgbGRkZRoogdhbAECFELSnlVz///LN3zpw5tuPHj5PNZssaPHiwfdCgQZqmaW/k5eW90LFjx6o3uyICQMeOHX+ZMWPGSgDdAIyKi4vb73a7BzDzBJiBSwAgVQ5MXShXzROdO3fulpGRUVqQU+GiRYtaxcXFzTYMY56u63WklLOJ6FFze1vNi31TAH2ZeTkRXYNZEJBSUBQVCHaoHJcC/GYFnWe+jgbFzDeklAHmd26BGjPpQgib2RY/y8yXpJQnNU07i1srIv5rkZycXAtAByFEN2YuT0Q7pJQbLl26tKVdu3b+/8v3ZnYj97KSlR8mlRUiAKxh5lVQAYgfA+j42WefhXz22Wf2Ill2YGCg8dJLL53o169fdahu4WUoUm84M58jxb2IF0LYmRmsJKqXoDp2IQAKzK5giPlYP9RoKkVK+VTLli3X5ubmlohbDwsLw9atW1nXdZZSimPHjhkjRozQzp27LmhD1apV/bNnz06tVatWEBHVArCKFTm2Ybt27SxZWVmljiW++eYbX3x8vCCiAiLySCk1sxtWwMzLUlNT27777rvWw4cPB1kslmsPPfSQdciQIYuaNm06GgBcLtd3AKoSUb0TJ048Nn78+OeOHTvW3cz8yQAwBcDf8b+UvXMH/5m4nYqL7ywWy4vF5aUAkJSUNFYIMYGIpsXFxU0v+n1iYmJNi8WyukOHDtXPnz9fwmIaACpVqpTXvXv33CFDhmwPCgo6x0pJUQhgDzN3MlvDAVCKkYMA7iKir4joRSllGwB/k1JOEkLUczgcE5OSkpoJIZZCXYguEdFOALmGYTzWoUOHkIsXL5ZYeTRv3pxnzJiR3L179+hLly7dcGMVQtzSkAcAVqxYcbFWrVoRUIoM48iRI57vvvvOlpmZaQ8LCzvVq1evhY0aNQpt3br1s1eulDSXDA4Oxo4dO6SmaYA6lnykMk4yli5dGjlx4sQSfhqPPPKIfPXVVwlA7vr16+mNN94Izs3Nvf7/TZo0waBBgwree++95MzMTGuTJk0iBgwYsPXee+/9GsBzAO5i5nAhRLKUsr+maT5m/tLv94c2bNiw861WfXPmzPninnvuuRuqc0JEtAzKCbQBEX3LzPcAqCGEmCWlLBBCsJQyWAgRLqW0meOiivwvKCJuVxTZrgshOkDxY85LKTdIKdcUL/b/F1ENwGQArQAUNm/ePHPGjBmtbDZbHSGEXwjRB0B/UryHcCllGBGd37hxozZq1KgSVvpCCGPJkiVJ9erVC2PmqlAjKd083wiKgOyHGlsQEfk2bdrk27Nnj3b69OnEpk2bpg8cODALQFtmdprHmkFEJ5YvX371rbfeanzzefvKK68UPvroozZm9gsh9EceeQQpKSklrt/lypXbv3nzZiep1c0lZs4ioioTJkwIWL16dYnCOywsDBs2bDgVHBy82O/3twbQkIhWSinvIaLKSUlJ55944okIc3R6HQ0bNjydmJhYPTk5uTURLSMir8/ni23YsOFVl8u1iZlrX716tbB169Z3RiG3KW774sLMZMheunTp+UmTJmVB5XIcnTx5cnCvXr2ejIuLW4lbZHWMGzduzuOPP66xiup2Qmnf9xHR3VDzxUwpZQ9mvkfTtMlEZGWVfnqYiNzMXACVnNrc4XD0AQC3291QSrkNykY4V0p5iYh2LFu2rNI777zTzuv1Xi8wwsLCvF999ZU8cODAiYkTJ9Yv7T3a7XYUFpbMsNI0jXfs2HElMDBQE0LYN27caB0zZgwVMdABwGq1GjNnzkw9fPhwnY8++qjEqmfo0KHZL7zwwjdSyu4APERUEyZp64EHHpDp6eklZq+apmH79u3ekJAQCxHh0qVL/pUrVx6/cOGCv2bNmqnM/MCUKVNsxYsETdP4o48+ym7btu0kwzB+IKJOQohXWMnszpjFRkjLli0tN/sZAIqD8OGHH7bs0KGDMFNPBzLzTiK6xEqaXFQUnYcaW12PIUexKHKYXISbj6E7+OdQrKvRQUpZXQixxTTx2vq/wG+pDCARwA1cqfDw8PRRo0Y5+/bt246ZnzSLTAkVmCcBZDz33HPBW7duLdUc7qWXXvI8+eSTBlQXywrV/bvGzDZWpFcPEVmllPYxY8bQ+vXrb7jWNm7c+Ni8efPyhBAzpZTjoOzCDSLatnPnTm3mzJlls7Kyyjscjor9+vXLbdmy5VUiqiSlvJqTk1O+RYsWpfKViEgmJCRIm812jpnLAVhFRFpGRkbLoUOHRp44ceL68wICAjBlyhRPx44drVC+F0eIqLzJ4QAReUaMGCG2bdtWqonW559/vvjee+9tL4T4WEp5v8fjaW61Wp0ARgshYpg52OFwlLr/7uCvj9tGikpEJKUssayNjo6uO2PGjDPz5s2rB6Ao/bLS66+/jnnz5nV1Op1GaaY1mqZx9+7dH2DmK0KICKjAojQiyoFiifsBZBHRdE3TzhcWFsY0btw4Pzk5ebwQ4l6TYFYeQC8A11wu11ghRC8pZRgze8xWvIeIpBBiyMSJE70LFix4c/fu3a9t27Ztd4sWLar2799/b5kyZXpu3ry5VMdNAIiIiODSgra6detWEBISYmGF/ZMmTWro9/tvKCC8Xq82YsQIX0pKyt/KlCnz3PTp0zMNw4iqXLky9+/fv+CRRx6BlHI4Ebmgxj0RzJwlhJBnzpwp0doFAMMwcOjQoaQmTZrUB2AtW7ZszqBBg8oB0H0+X1SbNm0sN3cfDMOgDz/8MKh169YTNE0bw8zrAOyEypqpTYqpv6Z169bRK1eujLn5Ndu2betr3779WCllEhGdg2LzdxBCPC2lfEQI8WRsbOyKW+3DO/ifhdPpPA7gcwCfp6en23NycloKITrYbLbXXC7XNWZezcw/FudH/Qt4FjcVFgBw9erVKF3XE81i/5rZaQgiJZMFgFp2u70EgboIe/fu3TB48GCHOU7JZZU7VEYI4YMqUoOIyL5+/Xrv+vXrSxTmCQkJd23atMnbvn37d0kRb3OIKIyI7mvRogW3aNHCRyqTBgBCWYXpeQFEFMsVKQFmFoZh+ExeThVm7gIgoGLFitr333+PNWvWyKSkpIvVq1ev0LVrVxkZGWmFulZVJ6JwIcRxwzAs5lhXHjhwIAuq4CqBCxcutBVCdIyNjT3gcrlsNputE4BHmXmXlBJCiFvmCN3BXx+3TeciOTl5iaZpz98sKUxISJjWrFmz5/x+fwkioK7rmfPnzz8xdOjQxgUFBTesiHv37p3w1ltvFTJzBSHEOWa2s4pob05E68wVWTwz5zPzMgD/YObdTqczPyUlZSkzh+u6/pNhGBOhiJtgRaLcSEQBRHSWmWOEELphGEGapj0hpZxj+gDUgWKX5wKI2LBhQ/5LL71U6ugmJiZmc8eOHdvMmzdPXLt2DQEBAejdu3feqFGjTttsNjuACufPn7d36tTpVish7N2797zNZisPIC8zM9N+8eJFS/Xq1f2hoaFnmblaMbOgbAAZRGRv1apVZCkRzSAibNy4UUZEROSTYszfS0QFUsrEkydPtr3//vtvlQgrDxw4cE7TtEiootgHYKsQYp2UsjeA+IKCgmndunWrlp2d/XSRxLVp06ZHHnrooZ6dO3f+GkA/M4MGLpfrDCslxSpN076OjY3dcYvXvYN/I5KSkqKIqKNpTV4HwDZmXqVp2rbSuCiLFy/WHA5HuM/nC4NS04QLIcJYkS3DmzRp0s7j8dxf2mu1bt16xezZs+1SyitCCC8RBUspK5vExX3dunXDqVOnXr7FW30QSsp+A0y+1ptEtFNK+W6vXr3mHjt2rFdpG+jfv3/BK6+84pJS6kT0tc/n22KxWNYCKG8WLct1XXcahhEF1RWdTkQTmTmie/fuWmmLhrp16xrLli0jKCPAOgBsUspMIURNIroK4D3DMHYBmCuEqM3M64goHEAcEX0rpWxJRJoQYg8zd+jduzcOHz5cqbT3X7NmzZ4nTpxYAQCpqal1pJQfMHMAEW01u7KjsrKyov6vOTZ38H+D27pzwcy0du3azqUVFgDg9/sjy5Qp8+KkSZPyp06d+oDdbm9pt9uvHD9+/M2JEyf+ysxroSRWoVArlfrMvJ2Z7xVCHJVSbrFYLO/6/f43AEwTQlxwu93VzRVOJcMwHFBprBcBjCWiEAAvMnN7AFdNcpVPCFFGSrmbiI4SEWuaNsowjHcB6EIIo3Xr1hfLli1bcPny5RtWaFarld96660m9evXzx8yZEjQ5cuXUaZMmY+EEKcA1JdSVgeQZbPZYvGbWuEGaJoGTdMqXrx4EW+++Wbo9u3bCQB0Xbc8+uij1Z5//vknAwICZkHxSsJIOSiiX79+vmL25dfRvHlzf0REBAEIYub+gApqIqLo0NDQW7bEAwICIISwCCF+lVImw0zIZebPHA5Hi6SkpGZ2u33Zpk2bzhcUFGw/duyYXqNGjTIhISFfAfjYMIxRmqZ9k5CQ8IDdbh8DwAXVqdIMw7gHZmT3Hfx7kZCQEBgcHBzu8/nCpJRhZqpstpRyIxElmu316VLKKikpKYKVeigLyjcBAAyfz5dt3jizTdOobCK6KoQ4bZ5bpaJJkyb3QKX1/srMO4UQOx0ORxr9JqMNheos3sAbiImJubxo0aLnNU0LNwxjWXx8fBGhF06ncwMzb3S5XH2J6KeIiAjvsWOlG7gycyGrpF6/lPJRi8XyJICFrAzHOjNzT8MwCmAShaHGL9lEZJ8wYULIiy++qHs8v4mDAgIC8NprrwkiWs4qjDEUynvGxsrc7GUhRJgQ4m+s3EWvkjKq8wghfmXm/kRkQCmSHmXmnD59+uROnTq1xHuPjIz0jRgxYvfYsWOL9smRlJQUJxG9ycx9mHkqgBcrVKhgh5KU38FthtumuCgNKSkpbYKCgnZCmTGV2BdElF+1atXW1atX93Tp0sUKxZ6OJKJJUAFav5KSnNUnIpupXqjn8/lGWa1WixDiRcMwPobSoN9rFg05mqYlGIahm3P+C0QUA2AmM++BukCeZeZsZq7NzNLj8QR+8sknvqVLl1bNzc0N1DTtlYkTJxb26NEjkpk1i8Xy5eLFi1+ZNm1a7saNG0FEgTExMb5nnnlmd/369e+FaapTtmzZbAAPsmLERxBRbQC5ZcuWNerVq1dw6NChEgVGixYtWNd1HjNmjNi/f//1lZLf76dvvvlGDwkJ+Wb48OHMyjTMYMWQz3nmmWfIMAzbV199Ba/XCyJChw4dCt966y0DgI2IVrEKdGpsMusDypUrpzds2BCJiYklvqs2bdoUEFGSYRjLmPmHwMDAFz0ez+PMPNvlcn0AYFBaWlr1+vXr/z0wMHCgw+FYQ8q8qK+u698bhvEeMy+22WypAKbGxcV1TUlJ2S6lrENKcTLjXziUblsUeXIUuXwycxnTRO26HLeUn6IxAQEo8Pl8V6CiyK9IKYv//SgzpxDRFVJ5MjozNxJCdGXmu4goAcBqu93+c2kS3IMHD1YeNGhQ7c8//5xxU5dW07T8qKioIUTUCkBbAFJKmbVv3750APnmw64BaAxgNFQonRfAmtTU1E8BRDJzHyHEapfLdZqIlly8eHFtu3bt/KQcbZckJCT84HQ6Z+zZs6clSkGrVq0sAMDK5bQBM/tYWf3nmJysOGYOFEKQKZttAhXTbm3VqtXFH374ocLixYvlkSNHrlqt1pRXX321TWRkJDHzg1Cy3EJScQGFADRmfl9K6ZFSZum6/hQri/xBRHSAlS2/TQhxEUCAlDKXiIL79+//yqFDhwavWbOmSVEhExYWduxvf/sbx8TElBs7duwFQEl9CwoKGMrvJMJisRz2+/3C4/EE4E5xcVvithmLuFyuZVLK4fHx8ReK/W6ulHJ2fHz8BAB9b35O586dz0+fPn2BEKIpM582iwInKbvbN3Rdf0xKWc+8iV0mojKk7KlrQknUgqFanNJcEVxm5hxN0y4ZhlFGCHGAiGpIKeOgVlC7mLkGEVmgOBw6M1ccOnSo9ZdffrlhXEBEmDJlSuYDDzwQIaU8PGXKlP0//vjjwzk5OToANG7cOHf8+PE/1qtXrzvUKr3IRAisGOdXmXkLgDxmvicpKen02LFj22ZkZFyfM9epU4dnz54NKSV16dKl1P1apUoV/umnn1i9JWIppUeoXBUCwF6vFydPnvRHRERkhYeHr4OSrG1k5hGsPDV+ZuZ7hBCVpZSW06dPe55//nn9+PHj12PNmzVrxlOnTt1XqVKluV6vl4moC5R5zw+api2WUvaQUk4homzDMF4jlaj6BBHpRLRASllOCBHOzK2YeSURFTgcjiEul2uwYRgVNE0bD6Cbw+HY9c8eV//tKK04KP4nSspxr/MHmDnE5CpcufmHTLVM0Z9FplxOp7Ok7Oj/AyYRuwER3U9E7VlJOg+Zr1lbSlmbiM4C2Dd69Ogy69evf9z8TIDiBw0FsLloe8UMwXqYq/o1RLTC4XD8ocW72+2OlVI+BGVxnyCEWFJ8zGa1Wud6vd7BxZ7Cffv29UydOrVdQUHBYwAeN4sAHwA7K2OuDDIzVaSUFqhz9zIraelBIURZKWWYEOIIM8cAKEpsDjSLlVCoc9sKwB8XFxfidrvXM3MrKEnoOSHEecMwmmiadoaZsw3DqKJpWjAzT4ZSrE2AsjfXr1y5knby5MnmoaGhZ6Kioi4QUQUp5eD4+PiNAJCSkjLEMIwKRPQAEZ1IS0t7LDo6+pwQoklsbOypf/b7vYP/ftxOxcVyn883rFGjRheB6y6Mm0y77zJNmjRJ2bt3b2VA3biFEP/YsmVLZnh4+GAAf58xY8b6kydPzvJ6vbFBQUEXnnjiCW98fPxSZm5tzkffIqL9RPQsMz8GoKy5ks+z2+3dCwoKamia1kNK2RZKGmeBMs+xQDnaSSiiYYyUcg1UQdA1IyOjS+fOnUvlUzgcDixYsIB/+umny+PGjSt38//XqlULy5cv92qa5oEaexSYFy4r1GqiAMDnrHwItMLCwmpbt25tumnTpm0NGjTQ+/Xr104IYXe5XNy/f//S/CMQGBiIX3/91QOVM2EhxQS7wIoopwMwmHkaKaLrEPxGms0zP7tOwbKypwAAIABJREFURNeklKuFEK2klMTM1fft25eXmZlp37RpU++ZM2c+ycydoMLbrKRMpQ4S0S8AqkkpQ5h5o6ZpEeaqTQA4LYQ4LKXsT0THoDgqV5m50DSnWpuTkzM7JCRkixDiGjOHSSmfcDqdB/FfguKFwc3mXX+ia1AIdZO5imJFAd/k2lm8OMjNzb3473YrLQ1JSUlBuq43lFLeDZVQeheU8VimeUMuR0R7AKwOCgpaHxUVVQh1s4yFGqekQo0ZSoXL5arGzF1Nj44wAD9IKZf9EcGUmUVqampzs9BoBGAjgG9Mnk+LMmXK9GjRokWLHj16BLVu3Xq3YRiPCSHi3W732ejo6D7mSKEGgByo70qHGjfqUMe0j5RB3RmzsAti5jeJ6CEADVl50wRASWG/YeaGUPbk54QQnaWUe6C+73NQ33d9AFVIhfoFQVmVZ5rn4FwAH5MiS58230d1ABeEEPullA8w8/tOp/N1c5/t8Pv9PTRNW0NEOx0OxziXy3XeMIzWDRo0OPznv907+KvgdiouvrdarUPr1auXZf67HzNHOZ3OaW63u6+UsqXD4ZgOIGrZsmXt69Sp43U6ne8mJye3/vXXXxc/++yzEV6v9zrpkYh48uTJ/p49e2Yw83YA97DKC0gFMMswjHQhRGsALwIoy8xuAPM0TdsMINgwjBdMs6n6pCyy84QQDQzDWA9gHICORNR18+bNuSNHjmxc2mcqikgfNmyY3LVrV6mEzJEjR04dMmRIN1IOnhFSyhMAnFCjCS+U18MV8+YvTJfObGYuz8ol8tyVK1fC2rZtW74o8bQ4IiMjz23atGmzlLKV2SGwEZFXSklCiAJzdeWDMpLSAKQzc4TZOi5k5svm32uTcuDMYeajQogYqSy9TxuG8YhpHvQxgGmkkk4HAogGYBdC5BiGcUIIcZ6ZK7LKSCnKnoiDWg0eFkKksAriypBSxgJ4GartXQ3Az0Q0QkrZ639IpfCH+KOuAd1o3lU8ntwONYfPwx90DYrnetSrV+88/Xtsuf/HsHnzZr1ChQr1mPluVimt9cwiNoWI9hHRvpiYmFQqFg1f1NUA0IGI7oMiG2/SNG1VbGxs6j/z+m63uywz94DqaNQAsFYIsfiPtpOenm7Py8vrCOBxVl4Y3/l8voWNGjW6mJqaWkNK+Qozt2HmSE3ToouI5mlpaXX9fv8kZu5CRF5WEfU3jGyllBdXrFgRlpiYaM3Ozj7RpUuXoK5du2pQCxoJIJ+ZU6Bk7oNIcS58UGOedx0Ox/sJCQmBNpttKIDh5jmRD1XsX4FSp6QSUR2zY/uCee7VIKIjUspMImrOykNjmJTSEEI86HA4Rppk9UKHwzHA5XKdI6KuZhDkHdxmuJ2Li5V+v39kQEDAJZ/Pt8nj8XQwzY4ihBAv169f/6lTp04l5ObmfhUWFvZadnZ2icCy4OBg744dO7xmaBCTytRgs1W8j5l3MPMpTdNeIKL1UsrhALYBOM/Ko2GxeZK+dvDgwYgzZ85cqlOnDtWsWfN7qBbr0rS0NOfDDz/csbTPVK9ePSxduhR9+/blQ4cOlfpdjh8/PmnAgAHBAFYS0cOapt1TWFgYLIRYSER1zZFNMH4jjWUJIdYYhtGFiL4VQvxDSjn9/vvvv3rixImHim+biDBt2rRTXbt2rSKEOGR2K9IB1JJSDhJCdAQwAirbomjc4gWQI6UsFEK4mNlORNWY2Qu1mo6WUk4nooxDhw59/MEHH+iJiYmwWq1o0qRJzvjx469WqlTphBBiqmEYh71e7yW73T4SQD9mrgVVNBWw4nMQK9viSAA+IUSGYRg+86JdKIRwENHIkydPjv3pp59S09PTd06YMGFgQEBA54YNG179veOpeP6HpmkB+J2RQrEfQHWLYF7ws6GKgAI2Q79wi5HC/6W1978TBw8erOz3++8G0IKZm0KNFtNgnk8HDx48cKusk1th//79EbqutzUVKHFElCKl3GC1Wn+qX79+SYvYW2DXrl0BoaGhHZj5IXM724UQS2JiYnYWL25uRmJiYrjFYnmAFYFZENE/DMNYJoSIZhX6VVkI0Tg2NtZd9By3222VUj5DRFPMApOIiDweDz399NPYt2/fDa/RuXNn//vvvy8AcEFBgdi9e/eFvLy8iPr162fXqVOnSEp6RAjxtmlB/hSAhWbG0QwiGiulfIRV2FuRMi5RCPGLaXhWTQjxAlQHowIpDkwgMx8nIk1KOSA+Pv5QSkrKZmYOTktLaxYdHX1SStn3pjThO7hNcNsUFykpKT9omvZUdHT0pf3790dYLJYFDoejU3Jy8gwi2mPmSFSHknBFFn8uKZ5CqdtdsWJFRq1ataxElM0qO0RA3WCukGKwZ0GRFvdBtW7Ls2Jy5wE4fOzYsYCxY8fWPXLkSGDRa3Xt2pUnTZrksdlsWQDOPPnkk/ckJCSU6Ey8+uqr/kceeURr1qzZury8vFJJEQsWLPA7nU4BNbMVrAyjWEophRCalFLLzMzctWXLlnsvXLigV6pU6XzPnj1zdV0/4vV6H7Tb7ZuZeZdhGO0XL17caNGiRYWnTp0qiI6OtjzzzDMXW7duXYmIilJU8wHoHo/nwpdffllx165dAX6/3xoXF5c9bNgwd2Rk5NvMPA1AqJQynJTFsGEWZPnmRV8joiYnT57M6t27dwWv13vDOKZixYreH374ITUoKKgsgH3md6WTyi05LqVMJ6IHAHSBKpaK8ku8bEa1E1EqEZUDoH/88ccV586dK/x+vwCAoKCg/IkTJ17u2rXrfGYORSkjBVapovm4RddAKofP66MFTdOuZGRkXLgjybsRRYWE2ZG4G2plfJCVcmNfdnb2vubNm5cMtfkXwMzC5XI1hOpqtDTP2S0ANjidzn2//+zfsHjxYi02NvZeKeVDzNxUCJEEYHVpyavF4XK5qgHoDaVCOUVESwAMZOYHAPzd4/G8WdzR1eVy9WDmD4goCoBlyZIlctKkSaV2KT/55JMCu93unTBhQtj5878p7nv06CHffPPNL+x2ez+o8cd7wcHBk7Ozs8tpmraEmdcS0ThS0vAuUNemACIKMc9rD4DVAEKsVutQn8/nKip4oDqRNYnopbS0tK+io6O3MPMuTdM2M/MsKeVIp9P545/dr3fw18FtU1wkJyev0DTtydjY2Msul+t5KLLTXlJx3N3Nh82GMt3501ixYsXKWrVqRUOld1rNIsRgpfcOgFqpMDOnQ7UprxBRIwAZzBzXpk2b4MuXL5cwnKpRo8aC1atX301Ed125ckV/55135E8//aQxM4KCgox69ep9Nn/+/EZE1PjNN9985vvvv//MHDtcR3x8fP4333yTDWCVEOI+VqmMBlTBkwogZOfOnfXGjRsXcu3atevPi4qKwieffHKmSpUqGoBAZl7HzA2EEJWZ+eClS5fuLV++/FvMPATqxv4jMz9qjkMsgwcP1m9eWQkhzn755Zcv3H333U+b3YpwIcR4v99/XNO01lLKHkR0DxGVYWbLxIkTzy5btqxUI64ePXp8NHXq1KYA6hHRCmZeJISoyczRUsoOJjnURkQ+c98X2XWD6Pohz+vWrfOOGTOmhFGSruu+VatW7apatepwAJeDg4Ozzbn9Hfx/4siRI6Fer9dZjCdRC6og20dE+zRN21U8jfjfhbS0tHI+n6+92dWIJSK36Rb685+1bS8qWEgRQjsBOMrMq1gZgeXd6nnFiaCsUm6jhBAHpZRLQ0JCPoqKiiosX758vaZNm+49efJkUGRkpMjOzvYlJCSUGvg3ZMgQXrBgwbWCgoISwWHPPvts/vDhw7eYo86mAPoz8/NEtIGV7NRBREcAvMDMH5ujmCpF7ptQ4ygDwJdEVFcIkSalfNrs0mYAgJRyFREFSSlnEtGbAGKFEDPi4uK++jP78Q7+WrhtiguXy7WSmQc6nc4rZtR2TynlUlNBcsh82C4Av5t+Why1a9cu/OGHH3IB7JRSniJlvpPNzEJKGSKECCeicFbEqppQs98rpIhYe/fs2bPv6aefLtWkp2zZst4tW7Z4ieiiEGKWYRhj8vPzz166dKlslSpVNE3TrhJRFVYWvx/Pnz/fN3fu3K65ubnRuq7n9O7dO2jEiBGnQ0JCqhDRFmb+gog+NgxjuKZpbQE8aBhGmfbt29svX75cgqzZpUsXvP/++1JKuRZAQyHEz+bqKpCZDSGExsxHWWUq1IMqqLybN2/WR44cWSr5s0WLFitmzZo1qmHDhif2799fQ9f1qVCEstlQI4yamqbVYeZGw4cPj9q+fXt4advp0KHDxhkzZtQnlT5Zzlx9ZkAlr15m5gQhRG3DMM4S0X4pZTApBUkcVHgUAwgaPXq0/+effy71vfbv33/5hAkT0h0Ox5jfOQTuoBQkJCRYAgIC6hqG0YKIWkLxafzMnMjMOzRN236zmd1/Ctxud6xhGD0AtDVHV+sAbHA4HPt/b/RR2jZMvkchES0tLCxccatihX8jgs4BEAVgK4AKX3/99bfvvffeG7iFB83N6N69e96aNWtK9eyJjo6WS5YseZOIEqRKKV4IxcFYJ4Q4YxjGAAAup9PZ3cwL+YSIgpnZ5vV6W9pstj1EtFBKWRPKYyaHVSBjltnFEFBeP3vj4uI6uFyurenp6SGZmZnrhg4d+hrUouYObiPcdj4XqampdQzDOAugDzNvKVZYAL+jx7ZYLMd9Pl+ton8HBQWde+KJJz6QUnqJaKgQwmoYxmqzkocQwsuKGHkSQDIRPUdE35ndg85EFEdKtVEq8vPzNSFEEDMHGIYxnYgoKCiofFBQkA+KH1GdVZuEADw1aNAgHjRokM3kUARApXPWYEXkaiuEaMbMNk3TvoBaMfqOHDly7fLly6Va++7atYtZZR10Z2Zj+fLl/ebPn28/ffo0VapUifv37+/r379/bSGEVUqZZ76mfdOmTbsAlKrrP3PmTBVd19cnJycHmisji9lVWATAIKJCKWUegPMBAQGZUHLTEoiNjY0EcEhKucpisWyQUg5j5qehVCpHpZTb/H7/6WPHjtULDQ09XbFiRR3AKQA1pZTfCSGaE1F4cnJyDtQqugQWLly4Y8KECTWSk5NfcjqddzwwbgFzPFCffyNcOqBcIROEEPuI6N2bCZf/yTB5D24A77rd7mBmbgfg6ZSUlLtdLlcqM68yDGP973Fyim8jNTW1hmEYPW0223cul8sO4HuLxbKkeD4NKRLmDgD1k5OTFwghOhHR3sWLFw/CnywsiAixsbEBa9asKfX/r1y5Ir/44otux44d04cNG5ZVs2bNIhVKT7/fP1nX9ZaGYSQnJCQEOp3ObS6XawGUXDdE1/WezKxJKc84nc6Rqamp3fx+/2ghRFuoUeEeIsph5i5SyhazZs3a0KpVq9pXr16tDKAhgAFQ3KsSjqZ38NfF7dS5WOX3+x/XNG20ECKVmUcGBwe3u6ndPRwqGvgGBAQE+D777LP7n3jiCS+UfOskgA1Q5EQwM7lcrqFENFBK+Xx8fPz+Ul7/CyHEbNOH/1dmfufq1at97rvvvseK4pyLw+l0+hcuXHgGwDlW2vZprGLhBwFASkrKWma+QESPM3OueXLrUsquuq6fYOYWzPwZM88hoj5EdJ6VHj6Zmd8jotBZs2bZPvvss4Wl7a/g4GDs2bMnC8A/vvzyy2EzZswocZF76qmn/KNGjfIy8wVN0w4YhlF30aJFtaZOnVpqtHOvXr2MSZMmXYAKSToKIJWIEg3DOElEfYQQPZh5pNPp3Od0Olu53e6thmHcsG8sFsu19evXHwoLCxuh63pzZh5CRBUNw/hI07RuAPZ+8MEHbRYvXhyXn5+vQUl8vwXwQkpKyt3M3NPhcAxPSkpqNXXq1IXffvtt1dLea58+fZ5bunTpJ263+1sAq+Pi4r4u7XG3G4rzJJi5qcldOQhgn8kr+vWvEBlfGop5YXSFcr/8mZlX/dmuxqFDh8r7fL5uAHqzInSvl1IuummBg+Tk5B+IKMbhcITiJv5XMVw3BtM0jXv27JnQvn37L55//vnP5e8kIQNASEiI8cQTT/xj2LBh9aH8deI0TetgGMZCIloQFxf3rnlN2yKEaASg0CSs73c4HF3cbndZKeUiZm6vado9UsqhUD5BZS5cuFDQo0ePgIKCgpsXrn4A90CFyN3BbYDbqbhY7ff7B2ia9hMRHWLmb51O59qbHqYB+BuAZ6DafACQ4XQ6Ry9YsGCEx+Np93tkLfPi8ykR7dd1fYphGNUNw4gBUIuIOgOobRYEVYloPoDUESNG9Nu6dWu3G96EpvH06dN/6dSp00UomeQ5ImrKzMHMvNQcBzQ5cuSI9ezZszXefvvtpuvXr59gtp5rAtjNSl72OTM/ZxhGH4vF8q5J1goXQtQz29IWUgmgJYLPWrdubcyePZuIiNq2bUtZWVklPq/dbpfbt2/fFxAQYGHmIGYOO3/+fLn7779fK25LXITXX399Sb9+/c6ySqCcERcXt+qm7+guc/8fFUK8+tlnn707f/78fteuXSsHADVq1Lh48uTJTikpKczMnxNRqjmC+kgI8QCAHnPnzq344YcflsgnsdlsOz0eT0uXy7VOCDEiNjb2aO3atatmZGS48vLybuiQVKtWLXnNmjVVSGUkjBVCzGLmDx0Ox8+3+u7/ikhMTAzXNK2xOdq4G+pYPG2ONnYWFBTsb9y4cf4fbOYviaSkpCBN09pDSVTvJqLjAFZLKVf9GaOwhISEQLvdfh8zPwSgDhFtJaLVRcoTl8v1U+fOndudO3eu1O7myy+/vMcwjHuIKKdVq1bBtWrVmgfAM378+E6rV6+u80evL4Qo7Nq1a+yaNWuOJycnPyeEeAfAd8zcxeFwVAOAxMTEmrqup0ARPMsQ0UYhxMiYmJgjLpfrMIBKUso28fHx+839sWnKlClZixYt6naLl/0IwKg/em938NfA7VRcrJFSfiyEGMLMXqfT2f93Hl4Hyv/gClT6Zo7L5XqBme1Op/Pd4g9MTk4uo2larGEYMUKIWqziih0mMXEDM/8qhEiVUh4hos+klE8LIcY5HI6n3G53jJRyTqdOnT7JyMh4LDw8PDYmJkbr3bv3wi5dujQEEG/yJOKIqAMreSVyc3NTR48eXWv37t1F8kbcddddF44dO9aYmc+mpaV19fv9nwoh0s1uxnfx8fEfuVyukQDeB3CSiF5n5qhVq1aNfP311yMMw7hOBi1fvjy+/PLLi1FRUbrH4wlv3LjxLY+Tjz76aHj79u3PADgWHBycnp+f3+PLL7989NNPP+2Sl5cXCAA2m40HDhyY/txzzxEpk6NDpOLOy0gpJxa5/BXbpw8BmMDM7wghXpo6deqzgwcPfrNixYodUlNTw+vVq1eOiL4joupENKp4kRIQEHC4oKCg1Ivr4sWL19avX/9HImrmcDgGmL8uV65cubfDw8MfslqtvpYtW54bPnz4fk3T5hLRHKiZ+V4A8WZR8pdceR08eDDEMIz4YoTLSlCy2f1EtM9isewuknHfQUnc1NUIIaLtZrGwi/7AW6QoGZaI7je7Qb8w86q33nprzrJly2rc/PgaNWrIlStXfqBp2jBWbppTzSJlphDC98MPP8gff/yx/LVr12yZmZnaxYsXbzVa6Q81kkRSUlIjTdPWAQgRQnSKiYnZBgApKSlFybEVAYwjojpxcXHDXC5XBjMzEY1wOBzfp6SktCOiR9q0aZOflZV1qwLiOwCP/IndeQd/AdwOxUVrAG+EhIS0Cg0Nze3Tp09B586dW3Tv3v3kn92A2+22AqhuGMZyIvqJlN13bSIqDyUnc0spj2ualgrgQGxsbG5SUlKUEOJTIkokojdiY2Mr3nfffVuSkpKM8PBw9vv9M1esWDHIYrE8HBMTc9Llcj0M4HGPx9PParVGmxeqh1jJVjOJaD+ATABPPP/88xe3bNlS8+b3GRkZmbZ58+YHDcMYJYTwSSlPm66XXYjIw8xXAVSBioSusH///rzRo0dTVlZWGKA6Js2aNfO9+eabL1WqVOkdqHboxRYtWsTk5uaWOFZ0XceuXbsuBgQEDHM4HN8DakSUkpKyY8WKFf2PHDnykNPpfCo+Pj69YsWKE1JTU1NiY2OjmHkglLmQgJrZCiJaB2AdKVOktAMHDoTquv4WVCv1sJTyHSHEXmaeT0TNpJQjdV1PYeZ/MPNGh8Pxsfm2LgCIKO177N+//wsTJky4i4gek1J+wszTirP5U1JS7pdSvgoggYiaCiEmM/MYwzASNU1rzcxl/X5/h4YNGx75s8fOfyKKCJcmR6IFMzuhRnwHyDSmKu65cAf/HBISEgKtVmtz8xxuTkTpUsoNuq6viomJyfi95xZJXJm5R35+frsJEybEb9y48bqiqXLlynkff/yxtW7dultYBSSuZuYmzLyfVMRAusPheAUAkpOTHU8++eT+ffv2lcqtCwwMfDY/P/+T4u/bbrcfhepSRMXGxp53uVzbmflnInoL6txKg1qgvAegLBSXqYCZqxPRiREjRuzYtm3ba7f4eJMBvPFn9+Md/Hfjr15cdIXSZ9+sC/8Uil9xA27RhagEII+IDhqGUSCEaMHM/RwOx4k/WpGwkqg963a7B/fv3782K7nZdVSrVm3x6dOn+6WkpDwhpRyladp+KWUMEbkArCYV3f4UgFqapi0yDGMggAFNmzYNM/kEJbB58+aLERERoWbXZJWmaW7DMFoIIcoASGVl63stJydHdOvWLfTq1aslNPPvv/++r0uXLunmyiR0+PDh6du3b29+8+PatGlzftasWeXN/VvAzG9rmjaLmTsz890Oh+OVpKSkCkS0XtO00wUFBb2KxkrMTG63uweAsVJFQocyc3UAaaScKUMBHIeS7j4ppfyCiHoCqAqgelHmw+LFi7WYmJgPoZQioxs3bryjoKAgvrSvY+XKleujoqKszLyHiLpDzZtd5sgjDVAXWJvNNo6Z25rf735mriyEOAZAl1I+z8yj4uPj5/zed/+fhOTk5FpCiJZmMeEEEEoq9GtnUTH3R8fyHfz/Izk5uRaADqadeHki2iGl3HDp0qUtf+R9kpqaGpeWlrbp6NGjwQEBAQdatmzZ0GKxGFBKj1BmvsDMXxHRiwCSvF5vh5ycHC5XrtxoIuo8bty4yLVr18aUtu1Fixalx8XFfW2322fUqVPnGgC43e5gwzAuE5FHCPGYlHKCrutT/H7/CvN6kE1ENiLaJaV0AEgODg5+MCcn5xtmfjE+Pv4SgCSo7m9xXIY69s7+a3vzDv5b8FcvLnYAaFHK7+Xs2bMfat26dTQUQTMKSgp5jogOQ93gDtlstkNFJ10RkpOTZwghfo2Li/v2z76JgICA7wsKCnqW9j5WrVq1p2bNmvWZeSGpJERJRJWJqBIrx8kAIqoHFc2e7Pf7ZaNGjQbyLUy9vvvuu/WxsbF1pZQZQojypoX2USKKNeWyDZk5cebMmfvnzZs3pLRttGjRIvfTTz+9ACBVCPGiGTw0lYhGMrNORJKZ5wAYnZSUFKFp2t+ZuQ0AG5TLZiKA8oZh3NegQYOzbre7qZTyXajjbbCZtXAdbre7pWEYr0I5eUoAgUT0GhHlm8TB+wA8SkQEQEgpvxFCLJNSup1O5/Fdu3YFhISELGDm9u+///7Cr7/+ukThqOv6Ur/f/5Db7S5rGEZfIcRbzHyMlWFTLSllMIAvDx48uPzhhx82XC6XE2pG7IGyGE+WUkZ4vd6FNpttFjOfIqLxcXFxO//wAPg34iZjqngA5aFcU/cJIfZZrda9t4PT538qdu3aFRAcHNxCCNEBQHMA500HzDUNGjQo9cZrdgMToTJH/ABaCiGElNKAyhtZy8xdzC5loTl+XeNwON6bO3fuIy+++OLfc3JybvC+6NGjR+60adN8AD5j5tZEtBHAOqiclreZ2QLVASwkoqVQ3BKGKkw9Xq/3LovF8guAcw6Ho2VycvIep9PZzNx8RQBTAHS1WCwhUVFR6YcPH+4L4E7GyG2Ev3pxcRHq4loCgwcPHjNq1Kg0IjqUlpZ24s9aCpsr243M3O2fSHg8CBXRXgLvvffe2W7duu2UUp4CcEYIcVZKeQ7AaY/Hc75x48Y+t9sdLKVcL6XsHx8fn16tWrW806dPB968LZvN5t25c+eVgICAp4noODPfb2r2Kwkh7AAis7KyfCdPnry0ffv2a3PmzKlf2ntyOBz5Cxcu/JCIDgG4IqU8Z7VaMyZPnpy7c+fOWgsWLBgaGhoaLKV8tmis4HK5ooloJjM3gwqJ8kN5X2wUQnwD4FkiGiml/AzApw6H4x83v67b7W7JzGNYGZAZzJwDYA6AiVCmZwuJ6O+kwpSmSinjATQlZe+dZP60evzxxz89cODAMAAxAC44HI6tX3zxRUDTpk37FK3QExMTa1osln9IKVcB6EVEZ4jIaxjGXUS03Gazza1bt+4lt9v9OICXWOVZ7DXbv/OZeQCUt4admSc4nc7jf+ZA+J9EQkJCWEBAgKOYn0RVAGdgGlP5fL7tf2Rjfgf/tyjW1ejAzNWIaKtp4rW1OHmcmbWUlBS3lPJIcnLyfevWrbNnZ2cjJibG37dvX8NutycSUZZJ+n62KIBv165dAYZhbGjVqtV6AM1sNlvB+PHj43r37v2MEGI+M1cCcMw8L8pAJcuuBjA+JCQkLjc39yAzXxNC/D/2zjtMiip7/++51dMzyIDgsAZ0TSsyM1W3GnRMiIEVMyomDLvG/SqGVVfFnFgz6KqoqKDo/lBMLCZUDCgqQV1Hh65bNQzimpVVBhMoE7ru+f1R1W7b9MAATb6f5/Fx6KqbekKfOve97/lea30GIg+OnxBtjRyLSKPRR2t9r5Ty8Pz11dbWbphMJp9yXXeflf1eGtYs1vXgoh5RcavFOPjgg/d84YUXpi5Pp57nHUREh0gpF3tCboN/A9ip0IUtttji4C+//HKp9rie50kiuks/ltIeAAAgAElEQVQIsd8dd9xx+wMPPHAmR2XNf2XgwIEvXnfddX0R6RiYiKaVlJT8taWlJfXDDz/87aKLLtr83Xff/T3HTpVtZT923XXXD+6///6pQojPtdb5FthdAZRRZF7VFcBUxNsX8X9dhRBHI6pWugER/YejCo4VAB4Lw/BhIcShRLRZa2vr6YU+/IIg6K21voSjo7NbCiHeCcPwGiHEHQDuAPAIIt3IIgAjk8nkuObm5q2EELbWen8iGsDMX2it64QQvhCiPgzDXS3LCh3H+XXPVyl1DxE96zjOy0EQ2Mx8AjP35+hETxeKasXcwcyzhBDXaq33pajAWxLARACbCCHuD8PwJiLyM5nMNSvrwzwIgnIAvfRvK4H+DGAGEb0fhuG7qVTq25UxtmHVkBV2xoHGrgB+YubniWiSlPKL2traktGjR/939OjRG+W2q6io+OHJJ5/8dpNNNtksDMNZQohJzDxx/vz56YqKii2J6AlEQUFPRL+/mxJRHaKf4QO11kcQ0YNSyjPjAP/yOBN5IYBNmPkkItoikUjsFobhCwB+x8yfCSFeD8PwKAAnUXR09qZC6/J9/0UiOnVNNU4zrBzW9eDiUgCL/cAnk8m62tra74noSyHEHctzAkApNYGi45TtSYtfAuDm/BcpOga6LaLU+1LxPO90AJWWZV09Y8aMGaeddtqHm266af9OnTrNP+WUU3469NBDuxDRuNbW1nuFEAdRZNy1PYCFe+yxxwfff//9fksbw7Ksnw888MB9b7zxxj0BHENEUwHcmb+VAQDpdLqnEGIMEU1l5tfjrZxsRU+bo6OvHQG0InLo04iMe1qZeR6AcsuyHg3DcLplWXMR1+Ho2bPnN0qpIUKI/eI95W0QBUsdmPkrItov/sB/C8AWRHRuvHUD4NetgccBjAHwHUdHBasB9GXmRkSl7d9n5s8B3Og4Tt9sRoNjt8Q40NgN8VaN1voBjoqgjQDQJd57Dpi5Xko51Pf9Q5j5Kmae0KFDhztWZOuhQCXQFKLf1V8Fl2uTMZVh+YhF4QdwVCG1oq6u7rUTTzzxchQwP+zevfu4l19++ffM/DZF5QUkot+9zwDMY+Z3W1pabq6pqfkxCIJNtdaPSSn7AYBS6lQA9wJ4y3Gc/YlIK6XuYebjhRCfMnMrR4Z6vbTWrwghbI4qxI4louMA3Ka1fj3/1FcWpdQZRJRxHGet0SkZVpx1PbiwEO39nY/oaRMAXgHwFwBfxk/I5wPYgpnvze63t6fj+vr6zcIwHL8074uYEkTmXKciFpcKIT7RWh8H4N1lWZBS6v8JId7XWv8JAJi5m2VZYzOZzBghxONSyr5A9KSrtR7LzHN++OEH7LXXXhdyXu2RmBYAioi6dO/e/ZNbbrnlK8dxXCLyEaVHfwHwZ2beEMCDLS0tz+Sud8qUKYlu3bpdCUAmEonTc+tDcGTEk2bmrkKITZj526amppM22GCDGgAnMvPmccDwhRDiWWYuR+Q8ulM87mwiKo0NfKooslIXRPQFM2/BzPtYlrVlGIYXAHiyoaHhluz3L17/wwCmSCnvBKInw4ULF75KRGOZeYM44Nifo5oJ0/E/I6iZtm0vzJbNZuZTiagXRzbjL8fp55PjDNBXzPyQ67rvJBKJ/fv06bPT8ccf37Nv37432bb9cHsCgIaGhu4tLS3ZrQ0XkUV5PeJKoFLKOiO4XL+ZM2dO6aBBg06vq6u7s9D1RCKRnjlz5tfM/AuAq2bNmvUhAMTF1U5FVChtIhGNb2pqeqm0tPROAE9IKd8AgFmzZu3Y2to6FcDchQsXOl9++WVLZWXlD5Zl3aS1voiIfuKocvFGRFS3YMGCvUaNGqXfe++9kubm5p/mzp17388//3wdomzab1BKbQLgfinloSvlzTGskazrwUWWDQFsjyiV/kX+xTiSPwPAQcw8IQzDUe1Jb8feFx1c110sK1GIK6644uhkMnntY489dnFDQ8MraGfGIp6jrbU+mogOYOZtmfkhItoUwJfM/AqAHYjoJynlmNiM6hFmvtmyrDmffPLJ3QMGDOjXVt9nnXXWZvfcc89vUpb59RGYeRoRbYiomuQUIcS91dXVn+Xc/8cwDG8EcLHrum/lvEeHA9gtDMPQsqy/clSP4G1mPj6RSGQymczRAK5A5ET4DQAthDjXtu1n4wDhL8x8AhE9H6d8LxZCbAegU6xNeZuIOhBRD631xkKIDzmyPP+emX+Ig5JmrfUDQohGIqIwDG8AcLTrug11dXVdEonEywBOY+aeRGQD2DEOfL5C9AEfJBKJL5i5Umt9NhFtwdGxXs3M2wwfPjzzyCOPlCPn96mmpkY9+OCD31uWdYVt29OyrxeoBLoJchwuN9hgg1pTJM3QBgMBPF3oAhG963neVxT54fiIsoQgovla628BHEREjyLaTqskovkAKrTWfbPasfh3YRaA8jAMKy3Lulsp1fWbb76RnTt3fnOnnXbaXgjx3YIFC7ofccQRm8+dOzffiXcmgF1R4O+aUuqNkpKSQ5alxL1h7WZ9CS7axZw5c0qbm5uPYeYzAfzbsqzbcj9A82Fm4fv+ZACnFdo2yCWdTu8qhLg1mUwObI8ZUU56fkC8/zmHiMYT0cuZTGZ7IcTdnudt+Mwzz8z74osvPj3zzDN3s217l2QyWUNEw+LTEH9j5p1bWlre2WmnnfaIT0Tk86VSKo1oK+MDZp4qhHgrd380CIItwzA8AMDBAH5HRB8hKk/fwsz3ZzM+H3zwwe+SyeT9ABqampquqqmpaY2V7lNKSkoGt7a2/oOIXmPmKxGdCHn8p59+OqtPnz6LlFLDKTqN8gOiSqvNzJxh5lvmz59/X+6RPd/332LmjREVxPoQwHNa62HM3EUIcTeA/yYSiWFa6xIAXcMwPJaI9iSiF5h5A0R/YHdDJABNEtE2zPwLEdUx81zE+hEhBDNzZ2buQlGdls0RbfH8B9F2TO/a2lqcfPLJBUXDu+yyy/ljxowZwMybc1TuvSOAL4jo3wDeKykped/8sTUsAxWItjkKFScbCuDvSqn7AYySUtYCv55O2UwIcT0z+0T0pdZ6MwBVQogBWmuLiDQRLdBaz4+3andZsGBBxeDBg+f6vv+r221FRUXdqaeeeqrv+5dMmjSpLTOsEwE8nP+i53mXAPjYdd3xK/YWGNYWTHBRgDidv48Q4q9xGn5YW9qK+MjijVLKAW31FwRBL631vUKIw5ckasoa6Gitj2bmXYQQaQDPz5s3b1L+efjddtvtuXfeeWdAjqiTU6nU5EceeaQUgOCohPJLlmWdHxv3XAbgxgLDDgYwOluAKvbE6B/vqc7m2Oo5a6qUtS0GMACRSJWYuTMRPRqG4V2u687zff9cRPUTTnFd92PP8wYC2I2I9pBS9olNhq4hojMBWPE2z6fNzc1XlpaWPgqgmojeAdCDmSuIqD4Mwzu+++67Z/r165cJgmBnrfWl8RweZ+adiSgZp3xvLCsr25OZr2TmW7N/zIIgOEBrfaUQ4njbtj8PguAorfVRjuMc53neBkKI6a2trceXlpZ2CsOwIj7GW0FE3Zj5d0TUjYi6aa1LKCrS1hFAyYUXXvjxK6+8UjAr1L1792defvnlNBH9wMyHE1FDS0vLlTvssMO8tn4GDIalcDyA0cgJMBzHme/7/lYAflZK7c3Mh7mue35uI6XU3gAOklJenPNaFTNfG4bhRZZlHR4HGxBCTDvttNNOfvvtt7fMH7ympua7zz///I1vv/32iDbmdyuAi/JfrK+v76G1Huo4zp+Wa9WGtQ4TXCyFmTNnbm9Z1tmIth3ub2pqeixfY7Ek7wvf91PMfF9JScmRuZUQs8yZM6d00aJFe1CO9a8QYny2xkAb09odkYfHYtx+++3z+vfv/5jW+vJc90lE3+s/AzgHUfn3jxC57BVMs8br2hbRNkhfRPUPvmDm6VkdAAAopXoLIQYCODL+MP4cwK3M/BFFZZtvs237iX/961/vPPHEE90mTZr0zs8///wegAc+/PDD3zc3N7+G6LhwSESfIjpiuoiIztda/xWRidY5RHQ0Is+PWgDDmPkvWuuUZVlllmXtGobhucz8Z2YmIcQjmUxmlGVZFxPRVlnBp1LKZebRAM52Xfd9pdT1zLzAdd1hSqlzmDnhuu7tbb0f+cyaNauid+/eFzY1NV3Wxi1jAPzqJeJ5Xn8iuoaZn+/UqdMIs/1hWE62QBRYV/Tp0+erUaNGPZDJZPbs3bv3jDhT+E5jY+PuuQ8ksTbqTSnlb3x/lFJPCyGuzD48pNPpjTOZzOE77rjjCES+NfmEm2yyyePffPNNW0HClYh0bouhlHpbCLHXulrYzvBbTHDRTmKnyVOI6CgALwgh7rRt+zvgf94XZ5xxxjnTp0/fHpHZzVTP8zYlov9nWdag3O2VGTNmdOjcuXN/juoBbEdEbxHR87l780vhWgBXtXFtJIC/Lv9K2yYrPIwzGy6ABcz8mmVZ0wH8m4g2y2QyJwkh/ozISKcWQMvIkSP1fffd158jYx4AgGVZ/50wYcL8bbfddkZWLBmr0OdrrY8QQnxFRA8x8zTHca4lIj1r1iyZyWTOZ+aDKC5Xz8ydtdZbxWZd5WEYnk5EZwFIcGT09RoR3czMLzY0NNzquu4mra2tjwkh/lFdXT3R9/1HhRCPAXhJaz21rKxs33zjtKWwD6IKuYvRu3fvy+rq6n6jx6mtrS1JJpOnENFpRHRXe0WfBkNbKKVeArBzeXl592222abJ9/2bmfn1/EJ7nueNB3BJridLEAQ7M/OZjuOcknNrOaK/YW0xANEx1vzPjwwiQfKsNuZ5A4A317cCgOsrJrhYRoIgSDLzscw8mIh8jqyjZ1dWVj47e/bsg7PbFEKI72644Yb5hx56aH/btj+PK0zuS1G9gZ4AJiFSay/2izhnzpzSpqamLWJR4Zbx/7NfVxxxxBGfz5kzp2Dhtc022+ypV155pTOATwF8ysyfENGnlmV9srS6BsvxXmwan+zYnaNjm02IKrJOI6LZQoiLf/7556P33nvvboXsynv27JmeMGHCdbZtPx0HD1tnMplHERWNmy2EOFhrfTgzH6C1/r9cB8M40BgHwEH0R+1xrfU1qVTqk3Q63TGRSAzWWp+HaNtmJBFlAAwUQgwBEGitH2bmdyzLGqm1fomZzxRC7MDMW0sp/76Mb8UYRCeBfqVDhw6vzZgxw0okEq82NjYOz9/WisWqQwD0Y+arckWwBsOyEAfV3wohnnAc55S4IOIlUsqTcu/zPO8UIUQHx3HuyX1dKfVyJpMZ3Lt3709zXv4YkXNxPt8C6A7gFAD/QFR6Hp07d9YATvnpp5/GLmGeO2utT5ZSnrVcCzWsVZjgYgVIp9P7CCHOu+WWW2js2LGLaS6I6OfHHnvsQtu2D2XmMiHERCJ63rKsX1paWjZDVIq9OxFtBmBbABsxMyMSGX4D4GNmnsvMX1uWNTcMw6/jmiYHIXpyKMSJc+bMeXLRokWbx31uK4TYFsC28baFRuQZ8Um2b0R/SD6WUn6yIk/RDQ0NnVpaWnaJMxu7ACh9+eWXPxoyZMgJhe4XQszTWm+c/3q8lfQvAFsz82RE1uPDhBA32bb9XPa+IAjKmfk9rXUPAK8C2JWIFgJ4qqys7PqWlpYfAfw5thYvZeb7hRAyVtBfSkRDKapjMhzAo4sWLTqsrKzsGWY+dDkMqfaL/ysBMAXAs8wMpdRpRHSS1vqcVCr1QX6jdDq9hWVZVwHYhIiG2Lb90TKOazDA87xrhRDna60Pdl33LaXUDCHEfrZtL8zek06nNxZCPJB/JNTzvP5CiMMcxzkn5+XjAIzD4p8RpwO4P/66C6IHAT116tTLunTp8k1OteHFiLVsb0spdzPZunUfE1wUAcuyXgjD8KBC10455ZQnLrjggo0AdKTI0rqZmb+K3S+/osgF8vOSkpKvcz0ilgIBGA/gyLzXXwVwEKIn+TaJnQC7Iy/4iE9DlCLSOXystf4YwMc5gc0yBR/pdLrjyJEjjxs9evT9ha5vuOGGTdOmTfsAwKvMPFFK+UFu/3PmzNmvqanpEQBdtNaPEpFFRKy1PjPHdvwvAEYy871SyguVUgcQ0d8QiU2/E0I81tLScmtJScnRWuuriagEwPPM7Aoh7tZalxHRoQDuJKKLtdajhBC7Oo5zYXvXuTTictz30v8q5C625+x53o5EdBMRfRKG4VXGbdOwLMTbbZ8TUUu8vXgWgC8cx3ks9z7f999qamo6oKam5pfc15VSr1uW9ae87OYeiFw6t/vDH/4gDjjggOdHjhx5MQoQBMFGWuvPysrKtu3Ro0ebgmXP8+62LOth27aXyd/HsPZhgovi8DqAgicGunTp8rcpU6b8v5VkC30EgP0RGXNNAfA44vPtK0L2+BoWDz66c2Q+NT83+ADwcRiG/2ljjSWIvEU2yb+w7777zr/tttue5ah2wcbMvA3FFWFLS0tfybpcBkFwstb6TkQZnceZuYcQ4mzbtmfGx4E/BNBdSvlrvZUnn3zSqqqqOoyILgQgmfkLIhppWdb3ra2tNwghOiAyqloghJgQhuFgROJWG1E6+EQp5WKeKMtL/NR2GhGdxMznuq77fqH7YtHntQBeKS8vv9mIPg3tJQiCU7TWtzDzc8lk8srW1tb78rMUvu//XWv9ruu6vyk5EPvR7JQt155P7IHxouM4u7f1gOF53jgi6iKlPLitOSql9iWiPzqO05YI2rCOYIKL4nArogi/EDUACn6QrK14ntcVUdDRXWu9WW7wgUgMNi83+BgyZMimr7766vUclVHPoioqKg586623umSPvwLoyczfAmgSQmymtf6amZ9PJBITq6ur56bT6SGWZV3HzBrAR8z8qJTyliAI9uKoxPyJruuOy59v7F/yf8x8OjP/gYgaiOhtZj6UiDoisgh/DcAOiIKlbwB0lFKeVuz3LrZ0vpeIZpaWll5TyCZ8ypQpiYqKilOJ6DRmvl9K+QAZh07DUmBmoZSaicg08AyKyrCfIKX8JntPEAS7hGF4guu6f81rS77vT8tkMge39SCklBoJYHzW1TOfr7/+eoPvvvvuv1rrXm0V8qutrS0pLS2dJqXcZTmXaVhLMMFFcdgUwHuIjojl8jAiU5n1imzwkf2PiLrPnTt364kTJ24/b968Dbbbbrt5RxxxRF0ikfgIceYjmUx+WFlZucDzvG2FEH0RHbfdiSPL8gSADBE9g2hL41QA/0dEi5g5bVnWoKefflo98sgjG86aNesnRCXGb0e0Z/wb4qzMGUR0OoDfCyG+ZOYNmbkjgO8AfN/a2poZO3bsxvfdd9/CpqamjQD4iI7XvVGM9ycni3EygHOzhkf5pNPpjkKIi4joj1rrq1zXfbMY4xvWXXzfPyQMw38IITIA7mNm7bru3dnrcabvHSnlzgXansjMW0gpC/nhoL6+vkcYhsMLVT/N4nnenURUI6Xs09Y9SqmHmfmGbOVWw7qJCS6KR1cAQxDZ3/6IKMX+CAAjXMojP/gQQmzLUQG3DojEpnMRi1mFEIvCMOwqhKiOfUA6MrMmIk9rvZUQwn7wwQcX3XbbbYVcCy9G5OVRkBkzZmxUXl5+CSJjogoiEkRE11xzzS8TJkzokne7BnAYonorRaGurm5ry7LuFUKk28piAMDMmTM3TyQSVzPzVlrrIalUyi/WHAzrHkqpNzgq314HYCMp5R/zrv8/IcQw27brc19/8sknrcrKyunMvE+eR05u2+e01helUqnZha7H25GNzNy/ra2/IAiOCsNwu/aWTTCsnZjgwrBGETuFbh6G4dZCiG2YeetYi7ElIrEpMXNGCNGNmTfVWid22mkntLS0dCrQ3XcANkZUkXWJxBbn13z//fdH7L333p2ZWRS47V1EwWPRyMlinCKEOM+27X8vYY52GIY3CiH+y8xX56a7DYYsQRD01VoPB1DCzKHW+sRevXp9mL2ulDoGwO+llLfmt/V9/yxmtqSUdxXqOz4hd5iU8ty2xq+vr78ik8kc57qu08b8yrXWz0sp917mxRnWGkxwYViriFXxv7csa2ut9dafffbZ7wYMGLCkJ6DNEBWsay+7AHinjWs/IdrPLjpxld2RRPRhx44dhy5JyJkr+lywYMGwPn36LFoZczKsvSilJgLYlIi6AXgq9/RTbW3thqWlpU9KKffPbxdXDn5TCLFHW06aSqnpQohDsiaC+TAzBUHwLRGdaNv2pEL3eJ73LDOfnUqlvly+FRrWdAo9nRkMayw1NTWtrut+bNv261LKBwcMGHAbgLY+XJsBLOspnTaLyhHRSqsJUl1dPVdKeYTW+v2FCxe+6Xnenm3d67ruZMdx+hLRx506dXrL87zTn3zyycVMygzrL8x8OaLKwI1a61NzM3E1NTU/MnOirq4uf+sP22yzTRMzPxWG4ZJqgIyJy7gXhIg4k8lcpbW+bwn3PCeEOKS96zGsfZjgwrC20wrg0UIXevXqNcv3/WsaGhoKbZm0xX8AzCh0Yc8995ytlHrZ9/02y9evKK7rjrcsayAR/c33/VHpdLqQlgREpB3HGau13htA16qqqtdW5rwMaxeu66o4GG4QQvzo+/71ebe8kkwm+xdqm0wm7yGi09vYGkRZWdk4AEdPmTIl0db4vXr1uo+ZE0qpggZ6yWTy2dit2LCOYoILw7rAeYgsuLPHNTWAf3755Zd7aq0/aG1tfV0pdd4yPN0PApBb/6AVwO1vvvnmYZZlnc7MAz3Pe833/UP4f1Vpi0ZOFmOyEGKK53l7tXVvKpX62XXdYSUlJccDOFYp9ZLnebLYczKsfYRheCWAzbXWTQBODYJgu5zLL2qtCxr/VVZWLmDmyfX19QUrn8bC40kVFRVtnhoBAGY+E8DwQkFKz549GwEkY3G3YR3EaC4M6xJdERlgfYpIzAng1+On5xLRQcx89TIc6dwSUR2F2QC+z72glNqEiM5n5j2Z+XYp5b9WhqVxEASbaq1HElEjEV2Ya+fcxv3VYRjeREQ/CiEutm17WfQmhnUMpdRIIprLzOcDSM+aNWvfQYMGhfG1fzuOs2shD5VZs2ZVZDKZZxzH2bPQz3VcyPEx13X3Wcr4HwG4V0r5j/xrnuddAOC/rusWzDwa1m5McGFYb2hoaOieyWSuAbCJ1vqCtox+loUPPvjgdyUlJWcjKk0/ur6+flz2j3cx8TzvaCK6iIgucRxnSjvu709EfyeiqYlE4obKysolVbk0rKPEQuEJzLwRM38qhHhNSnkLACil7mXmB9o6MqqUuoOIJjmO83Kh677vP0RE9y3Jyru+vn7PMAyfKisr2zz/qHVdXd3WJSUlwx3HGbQiazSsmZhtEcN6Q2Vl5deO4wxm5usB3K+UGjFnzpzOS224BHbYYYd5UsqhyWRyIDNvW1VV9abv+ycuaT96eXBddzyAQ7TWZ/m+PyoIgvKl3D/ZcZw9ANS3tra+bkSf6ydxrZAplmU9lkgkdiCi/ZVSLgAQ0YsA2rTq1lrfysxt1tgJw/AfYRiet5Tx3wLwVXNz82KVhnv37v0pM3f/5JNPytq9IMNagwkuDOsdUspa13X3IaLJTU1Nry2jHqMgPXv2bJRSDi0rKztIa71Zt27d3vE87/RiBhlSym9c1z1aaz1Za/16Op1eYko6K/psbm7eC5Hoc5pSqs0PE8O6SXNz8/AwDA/UWi9kZh/AyCAIkj/99NNkImpTBBwfE/08CIK+bVz3iaibUur3SxpfCHGS1vr0NgL5yQsXLlziz7Fh7cQEF4b1FsdxJi5YsGBPZi6rqqp6fUnCyfbSo0ePn1zXHSaE2JuIOlRUVExTSp1XzKcz13XHa60HWJY12Pf9UUs7DVNTU/OL67rDksnkIQD28zxvku/7qWLNx7BmU1NT86MQ4ikAHwDYl5lfCcPwqj59+iwiokVKqcWKCuZwEzMPaesiEd1FRGcvaXzbtmcSUf2iRYtG5F8TQjwDYGB712JYezCaC4MBv9VjMPOFUsr/FKPfuD7I/zHzcUT02IIFC0YX0/Qqq8Vg5std153czjaVRDQUQLNlWZfmldk2rIPE5lhvA/gZkfcLCyGGaa13IKIfHMcZ21ZbpdQTWuthqVTqg/xrccGzGUKIfZckNvY8b1siel8IUZUvMvY8752GhobdV4ZWybD6MJkLgwG/1WMw82il1Ija2toVduNMpVI/SylHdOjQYS9mXtSpU6dpnuddUltbu8HSWy8d13XHM/P+RHSU7/uj2qMhcV23QUp5rNZ6bBiG433fv3lFtSeGNZvYHOs+IvodEX0thHhea32bZVmvM3PBI6lZiOhGIiqYvSAiZuZxzLzEAo2xeHo6M48qcPlt27Z3a/9qDGsDJrgwGHLI1WOUlpZOLoYeA4i8AVzXHS2E2E0IMbe0tPQ1pdTQYgQwrut+L6U8g5knNjU1veb7frvMiVKp1GuO4+yptX6/WNoTw5pLQ0PDA8xsMfNXWuv/AzBKaz0YwFZL0gY5jpMmok719fU9Cl1vaWl5kJlPaMt0K4tlWacx8x4F+nlGa222RtYxTHBhMBQgV49RWVk53ff9xeowLA+2bbfEIss9iejj0tLSSUqpocUwE5JSPp/JZPYFMMD3/SeDINhoaW2ISLuuO765uXmv7Fo9zzt6RediWPMYNGhQKIS4HsCpiLQUvZn5dwDmbrTRRkvMHDDzjZlM5qJC12pqan4BMNX3/QOX1Ee8/fa81npM7usNDQ3TALRpd29YOzGaC4NhKawsPQYAMLNQSh0Zp53fAXBjMaqdep53EBH9nZmvd1332fa2mz17dreWlparAPQUQlxq2/bMFZ2LYc0hW1RMa30kEZ0P4B4AI4joZcdxzl9SW8/zXrMs6xTbtj/Pv5ZOp7ewLGu04zhL3GLxPK8rEX0UhuGBvXr1+rUCsFLqQWa+3XVdtbxrM6xZmODCYPKnn+8AACAASURBVGgnnuftCGA4EfnNzc1X19TU/FisvplZBEFwcKzMn2lZ1s0rKrSsq6vrUlJSMgxAV8uyzqyqqprf3rbpdLqnEOLvRCSEEBdVV1d/tiJzMaw5BEFwjdb6YCHEUVrrx4UQN4dh+IDruhsvqZ3neQcC2Nd13QsKXVdKPU5ENzmOk15SP+l0egQR7ZNbkj0IgkPDMOzluu61y7UowxqH2RYxGNqJ67rvrww9BvCrJ8VEx3H2JqLJYRg+6fv+qJkzZ26+vH327t37B8dxBmutH8pkMi8ppZZYCyKXVCo1OxZ93q61HmNEn+sOixYtupGZtweQBPB0GIZ/APBzOp0+a0ntXNedJISo+eCDD35X6Dozj2Dmc5c2fiKRuIKIfhcHKwCAH3/88VUhRMFCaoa1E5O5MBiWg2y9EgCHW5Y11Lbtl4o9RmzhfRWAzwD8fUW2Y2prazcsKysbzsxdksnk2XHhqHbBzKSUOoqILgIwrrGxcWS/fv0yyzsXw+rH9/1/MXN5Y2PjgG7dur3BzK8AONmyrD5LqkejlBpERLbjONe0cf0NAMcsbWtPKTUUwAmO4/TI1jZRSk3QWg9JpVKfLPfCDGsMJnNhMCwHffr0WRQbUx3BzIf7vv+MUuoPxRzDdd3JUsq9hBCjiegupdTYthT7S6OmpuZHx3EGE9GDLS0tLyqlCla8LAQRseu644UQfQGgoqJimhF9rvXcDqDHxhtvLInofCLamYi+0lrfu6RGjuP8i5kPXMIpp3uZefDSBi8vL78ZQAfP83JLsj8jhDi0/UswrMmYzIXBUARWph4jSxAEfWNNRovW+mrXdRuWp585c+Z0bm5uvmV5shhAVDEzDMOLtNYpZr6ikLmSYc0mNr+aqbX+PJVKHaKUuhfAXsz8EhEFUsoxbbVVSv0FwEbZAmi5TJkyJdGtW7d3ysvL+26zzTZNS5qDUupcZh5iWdZ2tm231NXVdUkkEk9IKYtyMsuwejGZC4OhCKxMPUYW27anOY4zUGt9O4BhSqnngiDovaz99OjR4yfHcQYDGNPS0vJiEARHLUv7qqqq+Y7jXKq1Pk8IcYlS6ol0Or3Nss7DsPqIy6hPFEKUKaX2LisruwRAZ8uy3gbwlyAItmurbXNz81gAR82YMaND/rV+/fpliOjJBQsWHLu0OcyaNWskEWmt9XlApBECohNLy7suw5qDCS4MhiKS748RBMEBxR7Ddd23Xdc9jIiu0lpf6nnes0qpmmXtR0r5SnNz897MXKOUerwtoV5b9OrV60Mp5TFa69uFEGOK5WpqWDUw8yPM/AszX9WjR4+fANwfhuFlQoiztNaj2wqOa2pqWgE82qlTp5MKXW9tbR1NRKcz8xIz44MGDQq11lcz83nZ+jjMPLG5uXnAiq7NsPox2yIGw0piZfpj5JJOpx0hxMUANhZCXGPb9rvL0cceQohbmXmM67qjl7V9ruiTmSdYlnW7bdsty9qPYdXi+/5bzKwATJo1a9akqqqqeUKIfbTWBwFoklL+o1C72traDUpLS6c0NjbuXkjc63ne3UKICY7jTFnS+MwsfN9vAPCslPKimTNnbm5Z1l1SynZrggxrJiZzYTCsJLL1SrTW1xWzXkk+qVTKl1KeCOBsZj5VKfVGEAR/XMY+pjY3N/cTQmzred6zDQ0N3Zelfa7ok4iatNZTjehzzUdr/TQR1QO47Oijj2Yimqq1Ht3c3DwcwAGe58lC7Wpqan4hoondunUruP2RSCTadSyViLQQ4iIAxymlNunVq9dXRNQtnU53XKGFGVY7JnNhMKwifN8/hJmvBvDIrFmz7l5ZVSDT6fQ2Qoi/MbMjhLjDcZyJyzjP3Zn5tuXNYgBAEAQbMfPFzLwrgMullDOWpx/DyqW+vn4zrfUYZv43gI+YWQP4c1zY7CUhxD+JqH+hLFRtbe2GpaWlLzmOs3v2OGkunuc9y8wXp1Kp2Uubh1IqDeB9KeWpSqkrANRLKZ8uxhoNqweTuTAYVhGrQo8BAKlU6hMp5XmJROJUZu7v+/7kOLBp18OE4zjTFyxYsLcQYlul1HPLY+Rl2/Z3juNcalnWScx8ulLqCc/ztl321RhWJtXV1XO11hSG4aMAzkkkElMAJJj5BK11M4AnmPmKQm1ramp+JKI3lVIFC+Ux852WZf21PfNg5nOYeV+l1B+EEM8w82HLvSjDGoHJXBgMq4FVpccAAKXUJkR0PjPvycy3Syn/FZ8WaE/bPsx8G4AHlzeLAQBBEOwchuFNRORnMplrsicDDKsf3/dP0lpni9y1EtERYRgOsyzrZMdxjvd9/zkhxPWFtDxKqU0APCGl3LtQ30qp6UKIQ2zb/m5p81BKvU1E8xzHOVQpNaOxsXFPY9a29mKCC4NhNeJ53o5CiGHMHKwsf4wsH3zwwe9KSkrOBtCfiEbX19ePa8/WzIwZMzp07tz5Gma2tdZnplKpL5d3DnEG5UpmfqpDhw539OjRo3l5+zIUh3Q63VEI8YIQYj+t9VQieomZZwI4BMBTYRjWWZY1vrm5uX9cAfU3KKVGCiEm2Lb9ev41z/NOIaIKKeWtS5tHfOLpKWY+nIiOEUK8VKhPw9qBCS4MhjWAVaXHAH6tfPpXxEHGvHnzHm3PE2I6nd6ViO4A8KCU8v72Zj/yqa2tLUkmk6cQ0UnMfMeyZFIMKwel1GNCiOvDMNxZCFHDzEkhxCVa65e11nsLIQ4HsJOU8rz8tkEQbMnM9xWqiDpnzpzSpqam6c3NzbvFR1iXNo9XiKiMmS9FZCO+2HiGtQOjuTAY1gAcx5kohNgdACorK6fnFnUqNj179myUUg4tKys7SGu9Wbdu3d7xPO/0KVOmJJbULpVKvdOpU6e9hRDb+r7/vFLq98szfk1NTavruqOZeYAQYkff96cEQdB3+VZjKBLjwjA8tqGhYSwz92LmHaurq79n5pFCiCuklI8A2LSQTsi27c+ZeZ7nebvlX4szU8+Xlpa2q2ieEOJ8Zt7SsqyOAHZrr07IsOZhvnEGwxpGrOAfysxbCSEusG27fmWOFwRBudb6L8x8HBE9Vl5ePmpp1s1BEOyitb6DmR9akSxG3NeWWuvrAXQBcP7K1J8YChPbdk93HGdX3/cHMvNQy7JOrq6unun7/ktEdHFJSclXLS0tk5h5P9d1v89t73leJRHdIKU8Mr/vdDq9sRDicSllu45H+74/npkriejtMAzvM/byaycmc2EwrGFUV1fPjf0xLg/D8K6V7Xxp2/ZCKeUIZt4HABYsWPCGUuq8QvbOOW3ebW5u3hNAV9/3J9bX12+1AuN/LqU8kYiuI6JRvu+PWla3UMOK0a9fvwwzvxcEQR8p5dMU+XIfR0QchuE5zHzr9ttvP5+IrkRU9Ow3ZOvcpNNpJ/9aKpX6FsCn6XR61/bMpbW19SIiKtdaz7csa+CKrs2wejDBhcGwhpJKpT5Y2fVK8sb7WUo5okOHDnsx86JOnTpN8zzvktra2g0K3R9vbwwjoivCMBzned4lzLzcf1Mcx3nPcZz+AJ4vKSl53vO8Sz755JOy5V6QYVkZx8x/ir8ekv26V69eHxLR277vn+o4zstE1FqoHo0Q4vrYKXYxtNa3CSHapZ/o3bv3p8z8mhDiyGzAa1j7MMGFwbCGsyr1GEC0T+667mghxG5CiLmlpaWvKaWGtpU9cRwn3dzc3A8AlFKvLm9Z+Jz+JjY3N/cF8P3ChQun+r5/otl7X/m4rvs2M+8QBEFSSvkKEZUopfoAQGlp6Q0A/pJOpzfWWv9Na31hEASb5ra3bbsOwMZKqT/k951KpXwAGwVBsGV75mJZ1lVa6wQzl82cOXP7IizPsIoxwYXBsBZg23aLlHJEIpE4XAgxUCn1UhAE1St7TMdxxjY3N+9JRB+XlpZOUkoN9Tyva/69OVmM88MwfHBFsxhZ0acQoh8zb+v7/hue5+25YisyLA0hxMvMvH/89T9jj5OsMPNyIcQtqVTqZyIaorW+t0D74QAuKNQ3Ed0dhuHZ7ZlHdXX1XABPE1F3y7KMjfxaiHkaMBjWQtLp9A6WZQ1fFf4YWZhZKKWOJKIhRDSFiIYXMkeaMmVKoqKi4kIA+2mtz+zVq9eHKzq2Uur38X7/JkQ0xLbtj1a0T8PiBEGwndb6einlsTNnztzesqxXhRCDsgZaSqlHtNYPpVKp15RStzJz4LruQ7l9eJ73WjKZPKGysvLr3NeZmXzfnyGE2Ne27YVLm8usWbMqwjB8n5m1lNK4u65lmODCYFiLWZX+GFmYWQRBcDAzDwEw07Ksm+Mnzd/geZ4UQozUWr/Q0NBwazHmFhst3UhEn4RheFUsFjQUEd/332pqajqkpqbmR6VUmpm/cl33IOBXR87nysvL98pkMtzU1PSaZVl/qq6u/izbPgiCQ8Mw3N113UsK9H02AHYc5572zEUpNRSR/mM313VVcVZoWBWYbRGDYS1mVesxgKiSpeM4Ex3H2ZuIJodh+KhSakR+DRLXddW8efP+CABVVVWvptPpnis6tpSyVkq5n9Z6vBDiWaXUUCP6LC7MPCGZTGZ9KaYAaE2n0/sAgJTyG2Z+cOHChZf06NGjWQhxTiaTeTB3C6y6unoiEfUttH3W1NT0kNb6xPZumQkhbgWwUAgxoghLM6xCTHBhMKzlrA49BhCVWXccZ6KUsh8zT7Qs61Gl1NhcQV+/fv0yrusOE0KcI4QY7XneJcU48eK67uTGxsY9mPnrhQsXTvU87/QV0XgY/ofW+jEAx8T/fNGyrE+FEFdnRbVSyvsB7OV5XmUs4nwjCIJfy6sTETPzPQAWK1oWl2p/y/f9xdw8C2Hb9kKt9X1a650KCUUNay7ml9FgWEfI9cdg5juVUiPq6uq6rIqxXdedLKXcSwgxmpnvVkqNzT01Ytt20NjYuA8AVFVVTfY8r3JFx4wDl9FCiH5E1D0Igjc8z9trRftd30mlUt8SkZ45c+bmZWVlb2qtdwDwru/7hwNR5kprfS4R3cXMNH/+/JuYeWCux0VDQ8PjAA4OgqA8v/8wDEcwc7uEnQDQuXPnm4mIAAwvwvIMqwijuTAY1lFy9RiNjY0jV2WFySAI+saajBat9dVZk6X4WrXW+h5mnlQsLQYApNPpLSzLuoqZt9JaD4mPPxqWA6XUnwFsIqX8h+/7z2QymSssy3qgsbFxj+zPked5w4hISSkfUUr9gYgeampq2idbQ0QpdQYRlTmOc0eB/h8nopscx0m3Zz6+709g5p201gONY+fagclcGAzrKLl6jIqKimmrQo+RxbbtaY7jDNRa3w5gmFLquSAIesfX6h3H+SOA76uqql4t1hZOKpX60nGcwUKIC4noBt/3R8UCRMMyorV+mogOi7+elEgk+gB4vlu3bidm72lpafk7gHNnz57dTUr5H2b+V2lp6RXZ62VlZQ8x83FBECTz+yeifzDzufmvt0UikbiciMqFEDet2MoMqwqTuTAY1gNWdb2SfHzfTzHz5cxcRkTXSSlrASDeR7+PiN5vamq6qj2VM9uL53n9iehaAK8sWLBgWJ8+fRYVq+/1Ad/3x4VheBOAH4QQd2qtTxBCvLlgwYI9su9lEAQHhGF4hOu6p8dHTZ8TQlxn2/a/AUApNQTA91LKMfn9K6XeEEIca9v2f9s5nw8BLAzD8KJUKvVaEZdqWAmYzIXBsB6wOvUYQOTiKaU8hpmvAHBuLDrdRUr5H8dx9tdaf1xaWvpGNrtRDFzXnew4Tl8i+rhTp05veZ53+sq0T1/X0FqPE0Icl0qlvgSwyQYbbJAhoofKy8vPyN5j2/ZLALoqpfaO65CcobW+I1uXRmt9LzOf1sb7fq/WenB758PM47XWHYUQ1xvH1jUfE1wYDOsRqVTqA8dx+hPR5EQi8apS6ryllVov8vi+lPJEIcQFWuuzlVJv1NfX7x2XYD9Baz3M9/2bC6XSl4f42OxYrfXeALpWVVW95vt+v2L0va4zf/78VwD0jz/I31y0aNEeTU1NowEcM2fOnM7Z+xKJxLkAbqitrS3p1avXV0R0X3l5+Y1AVK+GiF6qqqparBZJY2PjBACHtPcoMRE9I4T4DwDL933j2rmGY4ILg2E9JFeP0a1bt+me57XraGCxsG27Xkp5otb6FGY+Rik1RQhhZ7MYWusp6XR6h2KNl0qlfnZdd1hJScnxAI5VSr3keZ4sVv/rIrFw813P8/oKIV4EcFBNTU0rEd3d1NT0q8V3bKD2RDKZvBAAHMcZS0Tds0GcEOJOAOfkZxvi/p9YsGDBse2Zj23btczcjYiaAFxRrADUsHIwwYXBsJ6S9cdIJpMHE9H+8VaFvSrnkEqlPnEcZ7BlWSczc/8gCF4VQsxl5hOEEDcVM4sBAJWVlV/Hos8LAFyvlBqbX4DL8D+EEOOEEH8KguBtItoVABzHeRTAPrliWcdx7iai/TzP2xYAksnk2cw83PO8rrZtf0dE7yqlFhMUZzKZ+4locHu2OYiIiehdZn6UmRdprf9SxKUaiowJLgyG9ZyePXs2SinPi/UYI1a1HgMAqqurP5NSnheX+d6diB4BMEZr/YnW+o3Y9rto2LZd77ruYcw8Vms9wff9mxsaGjoVc4x1Adu232XmXr17904A+CwIgu2ISAMYBuCy7H1EpInofCK6E4h+pojoWiL6R3z9FiK6KL//3r17/8DM79fX17drq0pr/SwRbUVEPwE4y3zP1lxMcGEwGACsfj0GENlLO45zqdZ6IIBqIjqBmf/FzDf4vn/znDlzSos5Xiz63ANAfWtr6+tG9Lk4RPTSokWLDgTwotb6IACQUj4PoDqbqQAi0S6AjzzPOzr+90QA8H3/SNu2/8vMc9Lp9B75/ScSiRHtPZba0tLypta6H4DLASxsaWn52wov0LBSMMGFwWD4DatbjwFELpFSyqHJZHIgEXUmoo7MvPGiRYve8H1/p2KOlRV9Njc374VI9DlNKXVwMcdYy3lYCHF8MpmcREQHZF8UQlwL4OrcG0tKSq4ioouzmS8hxLnMPCTeQrlZCHFxfufV1dVztNbUHtfWWPPxIYCfAfwXwOHpdHrjFVyfYSVggguDwbAYa4IeA/h1y2ZoWVnZQcw8Ow4yHlRKDS92FqOmpuYX13WHJZPJQwDs53neJN/3U8UcY20kNsja+Jdffskwc8espbdt29OIaKPc96iysnIBgJssy7o+vmehEOIiAPe6rvsxMy/wPG/H/DEsyxohhGiXJTgRPQtgoBDiSiFECxFdttRGhlWOOStsMBiWShAEvZn5FgD/KSkpuaJnz56Nq2MeDQ0NnVpbW08FcDYAK5lMntSzZ89pK2Msz/MqiWgogGbLsi4tVFZ+fUEpdQ6An5l5c8uy0rZtPwcAnudJIhoqpTwy7/6nmXm467pvx/fdJoRIM3MdgCuklMcUGGO6EOIQ27a/W9JcamtrNygtLX1BStlPKfUwgO0BHC+l/E+x1mtYcUzmwmAwLBXbtuscx+kP4PmWlpZJq0OPAURPxlLKEVrr3kT0z+bm5ud835/+7rvvVhR7LNd1G6SUx2qtx4ZhOH59Fn22trY+jqhS6q+6CwBwXVcBWKSU6pN7vxDiPCL6R21tbQkAdOjQ4TJmPk0I8QOADoUs35n5gfacAIkrq/6YTqe3yGQyV8VFzYau2AoNxcYEFwaDod2sCXoMIPKtcBznug4dOmymtfY7duz4med5o2prazdYCWO95jjOnlrr91tbW19eH0WfO+ywwzwALZZlzWPmXrlHRzOZzJUA/p57v23bnwN4OplM/hUAevTo0SyEOCcMw1GWZd2otb4wf4wOHTo8CuCYbECyJJj5OcuyDu3du/enzPw+gG2K6YtiWHFMcGEwGJaJNUWPAUQfWq7rDi4rK6sioh1KS0s/UUrdUFtbu2ExxyEi7bru+Obm5v4AulZWVk7PnopYX2Dmx7TWxxBR4Pv+rwZk8Qf87CAIDsi9v7Gx8XYiOrKurm5rIMp+EdE7YRjuDGDL+vr6rXLv79GjRzOAiaWlpYcvbS6JROJZAAMAwLKsa4koKYT4+1KaGVYhJrgwGAzLRdYfQwhxmdb6Dt/3R82ePbvb6pjLdttt94WUciciOo+ZjysrK5uulBrqeV7XYo6TFX2WlpYOIKK+nudNCoKgVzHHWFNpaWl5BsBhRPQiM/8mY8XM12qtr2TmXz9T+vXrlyGi8xOJxK3Z1xobG28AcKQQYnwYhufnj9Ha2noPEf11aXOpqqqaz8wlnud1ra6unsvMbzJzWTqd3mfFVmkoFia4MBgMK4Rt23VSyn2xmvUYAOA4zuNEtBszz0ZkxvVq7PK5UTHHyQZWzPw3rfWlvu8/mf8kvq5RU1PzC4CPtdZfCyH6515LpVLfAngjCIJBua87jvMegHme5x0GRAEHMw/WWp9ARDvkHyPdYYcd5jHzR+l0etelzYeZXwRwEAAkEombiagbEV1tipqtGZjgwmAwFIU1RY8hpfxGSnkkM48mIs3MC7TWTyulRtTX129WzLFSqdTsWPR5u9Z6TGz01XnpLddOiGicEOJQZtazZs36jYi2ubn5Fq313/I1E2VlZZcAuCx7hNV13QYimsDMXwshFjPP0lrfJoQ4b2lzCcPwaSHEYUCUyQDwrBDiJ6XUYkXSDKseE1wYDIaikdVjJBKJg1a3HsN13fHMfAgRpYioQQgxPQzDx5RSI2bOnLl5kcd627btfbXW7zc1NU1endmblUl9ff1kZv4jgFfCMNw391pNTc2PRDQhmUyemvt6jx49fhJCjGDmXzURtm2PANAJwKH5VvOpVMoH0DUIgi2XNJdY69E9W1VVCHErM3cXQlzYHlGoYeVigguDwVB0qqqq5q8JeozYTnyQ1nqy1nqI1vo6Zp5oWdajvu+PUkr9vlhjERG7rjteCNEXACoqKqata6LPQYMGhQDeJqJv83UXAFBeXn4XEZ2af2rHcZzHtNbbBUHQG4jeK631YAAdLMs6p8BQd4dh2B5TrckLFy7sD0SGXQAeJaKvS0tLTVGz1YwJLgwGw0pjTdFjuK47Xms9gIhOEEIcXVJSMoCIHmbm0UqpsfX19T2KNVY2e1NSUnKwEGJHz/MmrUvHJIlonNa6L4Ae+Udyt9lmmyZmHpNMJhcLGCzLupCZR2TbpFKpL7XWNxPRWTNmzOiQe6/jOC8Q0R7ZrZS2EEI8A2Bg9t/l5eUjtdZbAjhtffUkWVMwwYXBYFjpOI4zsbm5uQ8Q6TFWR+2OVCr1reu6JwN4vrW19WWtdQfXdQ8UQozWWt/i+/6T6XS6Z7HGq6qqmh8XYTtPCHFJ3P82xep/deE4zntElBJC1PXs2XOxOi8NDQ1jiOiwfBGtbdsfAXilurp6cPa1VCo1hojmbrjhhjfl3huXVx/HzCctaS62bc8EILMBSxzc3M/MH2cymaXqNgwrDxNcGAyGVUJNTU1rVo8BYL/VpcdwHGciMx9MREf5vv9kGIaB4zgDmfkOIhqulHoum74vBr169fpQSnlMGIa3CSHGKKVGFNuHY1XDzM9rrb+zLGuxrZFBgwaFkyZNeuLYY4+dCmAOgPcAXAQgSUTDmfmEXM1LSUnJIVrrv+RvmzU1NT2ktT4h93hrG3OZ3rNnz18dQltaWh4EsA0zH2aKmq0+zJEdg8GwWgiCoFprPYyIvl5d9UriDMpQIcR12XoZvu+nmPkyZu5ARNdJKWuLNR4zk1LqKCK6iJknWJZ1u23bLcXqf1VRV1e3tWVZtwshKhzH2TPvcjWAdwHkb2k8C2BgOp3eQwhxlpTyuOwFz/MeJqLfSyn3zm3ged4wIpoal3gvhLXrrrsOb2xsPPKjjz6aC+AdADd7ntefiA5h5q9d171ghRZrWC5McGEwGFYrvu8fwsxXARjX2Ng4sl+/fplVOX5dXV2XkpKSYQC6EtEZ2cJZcVGuiwBsLIS42rbtfxdrzCAIklrrMwEcz8y3uq47vlh9ryqUUm8QUVMikTi1srLy65xL/wTQ1nZGDYD3lVIPApggpXwBAObMmdO5qanpIyI603GcCdmbZ86cubllWWOklAe00d94APlHT7/t0qXLzlOnTh0HoJWZ/+K67sfLs0bD8mO2RQwGw2ol1mP86o+xqvUYvXv3/sFxnMFa639qrV/2PG8gEBXlklKeKIS4QGv9V6XUG0EQ/LEYY2ZFn0KIA4UQOyql3sgv/rWmQ0TjiaixtbU1/4O/agnNbAAQQgwBcE06ne4IRMdVAYxl5mFKqU2yN/fq1esrAD/klnXPYWcsHlgAwMY//PDDBcx8CxHNjSvbGlYxJnNhMBjWGGbNmlWRyWSuBtBTCHGhbdvBqhy/trZ2w7KysuEAulqWdWZszgQASKfT21iWdSkzb09EtzmOM7FY49bX12+VyWT+TkQdmPmyteFJOwiCjcIwfAbAQiHEWK31LkTUu0+fPtaCBQv6Fmqz3Xbb/fmjjz4aBwCe551MRNtLKS8Hou99a2vrG0Q0R0p5RLaNUqoGwFlSylPzujsNwOg2pvcWgL2UUq8TUQsRXWbbdt2KrtnQfkxwYTAY1jiUUlUAhhPR1y0tLVfGVTlXGUEQHKC1vg7ATVLKp3Kv1dfXbxWG4QVEZAMYUcwgIwiCncMwvImI/Ewmc03v3r1/KFbfxaChoaFTGIYprfWORLQ7M+/PzExEw4UQfhiG+95///3yrrvu2iu/LRHNnTFjRlBeXj6fmUdIKd/xff8lIrrYcZw0ACil7gSwBYCnpJSPZNsqpaYIIY6zbfu/QRCUh2G4z4033rjv448/3pYXxkQAh3qe9//ZO/PoKMqsjT/3VqeTQMIWQBYRQRBCd3WjLMomq46AiogygoOiKLIoiOAy7gvjiM4IuCIiKgqOgMsAsqiIoxgFw9Jd3RBAQED2sAbI0l33fn9UxYkQXL5xXMb6nZMT6Vret6pyrNv3fe5zzyOi4aqarzuduQAAIABJREFUFgqFev037olH+XjBhYeHx6+WUj3GLyF+LM1iqGoVv98//HjBqWvANQZAK1Udb5rmbCLSn2Js97rvUdW30tPTJ7gdQ39WZs6caQQCgaaq2kJVWwAIwVlKX62qS4noYyLqrKo3E9EWVW2gqk+49+FuAHcBSAeA0047rXDr1q0dAKxYvXr1mYZhDAdwNhHNBfCHQCDQjYjUvacvAqjAzP3d1u2wLGsMgD8AUAA+Ivrwo48++vimm26aC+AEu/WLL7742blz5w53j10EoICZnw0EAh/+l2+bh4sXXHh4ePyqyc3NTUlNTR0GoD+Ah0pFgD8XlmVdAGAsEY0rKzYsJRKJ1GTmYQC6EtELa9asme46Wf5H5Obmpvj9/muJ6BpVnfBTBi/lkZeXVyeZTJYGEucCqAYgD8AKVV1qmuYqIpLS/deuXZslIqNEZBQRLQ4EAr2Om18VAOaMGTMmBgKB0wzDuCIYDC4p3bhy5coaPp/vOiIaSURfpKSkDGrSpEl+LBZ7SVWXqeoNzJzrBjebieisjIyM9g0aNNhVZowLMjMz3yooKKgIAIZhaO/evXfdd999c4ioqqoOYeZGInIXEVUNBoOd/5v30OPfeMGFh4fHb4KyegwRGeP2oPhZcKsZHgZwSiKRuLm8ZZp169ZVLykpuQlANyKa/FMFGdFotCoz36Gq5zLzPYFAYKm7iQCcD8AEsBfAPAD7f8g5XefL5iLSAkALAGe4x65Q1aUlJSU5bhfUE3Cfw80AuqnqRFW9mJnDpmmWJ7pELBZ7SlXrqGqjUCh0wj55eXmZyWQyV0SKACTdl399VY0AWGGa5p1uVuM2Vc0PhUIvlR67YcOGSvv379+8fPny/C1btqzr1q1buG7duiuIKE1EngZwn6rexsy3EtFBAPPKCxA9fnq84MLDw+M3havHGEdEO39uPYbr0fAoET0fDAanlbfPhg0bKhUWFg4loitUdfK+ffum/hTltfF4/DQRGQugygcffHDfqFGjJgAoq23YB+AqAIvKHlfO8kYYzv/7VxPRCtu2PwmHw5u/b/y8vLzMkpKSYUR0CRE9HwgEXiMisSzrfABPAehpmubG44+zLGsAgNOI6AYRGRYKheYDTjBWXFzcmZm7iUhbZvaLyFQiag6gq4g8TkQXqergcDi8btWqVVV8Pt+CYDDYtjT7EI1G7ySiO4noDdu2PzIMY5CqtlLVB4mojog8RkQvEFG+qtYmoqrFxcXntWzZMvH/eQYePxwvuPDw8PhN8kvpMXJzcyukpaXdB6Cpz+cbdpzHwzfk5eVlJhKJ61S1HxG9npGR8XyDBg2K/tPxI5HIuTfffPPEjz/+uHU5m/dOnTr13FatWoWJ6BwALVU1HcAaAJ+LyLJ169at/TEZleODiuMzMqrKlmV9qaoTwuHwk8cf72os7haRqoZhNBGRl4ioi3Oofgjgg1AotMKyrNdE5KVwOLx4xYoVf5g9e/aUSCRSISMjw8jNzf3Tpk2b5sVisaeI6O1AIPDhhg0bUouKilaKSA1mfpmI/qmqf1PVCgBeJ6IzAHweDAanWpZ1AxE9BOADVf0kFAo9/yNvu8ePxAsuPDw8frMcp8d4+DucHH9y4vF4exH5u6q+GAqFTlYSiUgkUpGZry8NMgoKCia3bdu28D8cfi2ApuVtuOeee57p27fvNiJaxsy5brfQH41blTGciHoR0aTvWuaxLOs5AM1N02xz3OenENGFqvp3APkAqjPzSxUqVLj3+EDL9beY8/jjj/eYNm3aPDi6j2/o2rXryvHjx98K4NZQKNTLsqwhAK4DcADAZhF5mplvUdUlzDyhqKioTmpq6rsicl84HP7csqwLiOgNETmoqsFwOHz0/3NfPH4YXnDh4eHxm+eX0mPk5OSkV6pU6X5VbWbb9lDX9KlcNmzYkFpYWHgNEd2oqjNLSkqeOpmu4QewEUDD8jZUrFix+9GjRxf+P89bNqjoq6rP5+Xlvfh9mY4rr7xywJEjR55fuHBhTr169Q488sgj+cFgsBmAYgDvArhMVS8lonkAKjJz6/IyTdFo9Ma77767z9y5c88vZxh96aWX/tWqVaumtm3fw8yDAdRW1T8T0UUAbieiLm7m4jZVfZiI5gOYKyKXhcPhr2Ox2GQAzROJRIWdO3d27tGjx89a4vx7wgsuPDw8/mf4pfQYlmW1VdUnAEz9riwG4Fh/q+qVqjoUwKLi4uLxLVu2PPQjh3wNjr7iW/h8Pvujjz5KVKpUKYeZX7Bte+4P/YZeNsMCYOoP1Yo0atTozxs3bvyLqn7zPmHm4kqVKl1w8ODBjwEgFos9pKqfAKhFRP1F5J3yliZUlVu2bLlnxYoVWeWNlZ6ePnr58uV7AYwFkEZEnEwmmxuGMTktLa1fYWFhdXfbTCJ60jTN0+Lx+Fki8mRxcfEf7rjjjna7du16Y926dVWISKtUqfL53r17r4YTrHn8hHjBhYeHx/8cv4Qeo0wWIyAiQ8Ph8NfftX9ubm5KWlpaP1UdAuC9ZDI54UeYZjUA8CmA2mU+01tuuSV/0KBBWQCIiApUdQuALa5V91vlLZH82KAiJycnPSMjox0zdysqKmrfoUOH1oWFhSnl7LoUQAcAsCzrIiJqXlJSMtXv97+vqn4ATwOoAaCeqp7KzCmqanTr1k13797drryxb7nlli2DBg0SAKcB2KOqmcy8X1XT09PTr0wkEpFkMjnPNM02lmXtYuaBgUBgYSwW67Nhw4aBvXv3Pg/H+WJkZmYeNU2zYU5Ozp6T326PH4sXXHh4ePxP8kvpMaLRaBsA4/EDshjAN4LIPkR0GxF9SESPlTZP+x4qAxh2+umnX1ytWrWEZVm3rVy5cgicpYirAfjcn/1wXvSVARwhotlE9FZhYaGkpqbeUKoFSUtLm3Qys65oNNoQQDdm7qGq1YloqYh80KZNmz1Hjx6NlHeMYRh2JBJ5UVUbAqikqo2JaAUc/wsG8JWqPmcYxk7DMLY2bdq0wD10KIBnyzmlPXPmzE+aNm26E0B7IqoNR8cRAdAGwDEASQAVVXUjEVWEs2zyBDNvueOOO4a9++6755Q311GjRm2+9tpre4VCIet77rnHD8QLLjw8PP6n+SX0GJs3b047evToA6oaBDDUNM1t33eMqnI8Hu+pqmMArDYM49FmzZrt/L7j3PLY7qZp3uUab802DONtERkI4Gy4QYaq7gHwAYBtRNQHQC0A85l5xPHBTCQSqWgYRhcAF6nq2US0nYiWiUieqtYgojpEVPvLL78MXHrppeVmGXw+35FIJHJuMpn8KhwOH7Usa5lpmuesXLmyRkpKykwAGap6QSgUOnDcoSk+n29WMpn8xq6biOzBgwd/NXz48NFE9Aoz3ysijyaTyQv8fv9B27b/SUQ5cMps6wNIENE0VR1MRHcCKGnTps0FBQUF5TU6Q+3atae899572QBmBYPBJz2jrf8cL7jw8PD4XfBL6DEikci5zDxeVV8yTfOFH/LSUlWKx+MXqepoABHbth/7LqGoZVlnqOq9oVBoIOAsW2RmZs5R1fHMXEdVx8MpRQ3DyRgkAawH8AicZZVLichQ1a9UtRKAEBFlACiAkwU5BCCfiHaIyCZm3ikiOwBsKikp2dayZcsVcIy8judlANeWmec/DMO4o1mzZltisdhLIrKZiPymad5T3nUNHDjwDsMwbqlQoQJ36tSpsHHjxmcR0XsAUlU1fdeuXVXuvffej5YtW3Zo0KBBXV988cUWAPZHIpEuhmHc62pAzgHAqrrjL3/5i/HGG2/UK2+sNm3aPP3888/fR0QjAbRi5kGBQGCXe79aAKgLx60072TPwePbeMGFh4fH74poNNqNiB5Q1bk/hx5j8+bNaUeOHLkTQAtmHu72y2gOR5BZC8BqON09C44/1p3rvUSUp6pjy8uAuMHEP03TvKD0sw0bNlQqLi6eJyKPGoahqjpNVauq6j4iylJVZeYiETGI6CgAg4iK3BdyHhHNKCoqmv4Dq1lMAG8CaFz6QXZ29sHbb7/96muvvfabpm7RaPRWIvraNM2Z0WjUZOY7VfU0Zr7CfZGfQCwWW0dEEdu2LzIMo6GITAZQdenSpS1vueWWlOLiYqPM7vsAnK+qEcuycpn5C1XtpaqnGIZRsHbt2o39+vUzE4lE2WOQmZlpv/jii7dnZ2dfBiAKYAWAofPmzZv05z//+UYALcvsPhvAQABeGev34AUXHh4evzt+CT1GPB5vLSITxowZk7do0aKrAZR9yX0NR/z41UmObW/b9t1EtNcwjIdVdYthGNXj8XiDiRMn3pCSktKnsLBww6WXXrq3e/fuSTj6inQiOlNVi1V1OYADzHyZiKwmokZEVE1ECpn5c1XNBDBDRKb4fL7TReQKOI3CNrhi0EXfE4T5AXTt3Llz92uuuWb42WefvZeINqnqdaFQKK/0GkTkUtM0xwCAZVnvi8hrhmG0DAaDN5d30mg0OhlARyKqrKoLiSgzmUy+2b1792m7du0yjt+/Tp06G997773KbgZmnrt8MkZVa6vqs6tWrXrt/vvvN7Zs2VKRiFCnTp2vJk6cWK9JkyYlAJYA2MrMZ6hqepcuXRru2bOnTjnTehpAufP1+DdecOHh4fG75efWY3Tt2vWUDz/8cIuqppaz+TUAA+LxuN8wjOolJSW1ATQs1TcAaCgiZxBRfQC6e/fuaN++fc/ev39/lbIn8fv941auXLnGLXVdpqoXA4gRUV1VXUdEXZi5UET6EtEEVW0Jp/JiDhG1ALCcmf8eCAS2xuPxwPGBRlFR0cKT2Wfn5uZWTk1N3QUncBqhqgOJqJdpmrvdKpN5oVCoKwBYltUbzpJDa1UdEgqFNh1/PsuyJjJzsW3bA7dv354xbdq0MV26dOlzww03dClvfCKSL774YpTf729PTqfW5USUCuAFIooQ0QfJZLJBQUFBD8MwijIyMr5W1ReI6ElV3QxgNhGduW7duiqXX375BeWNAWAXvl2l41EOXnDh4eHxu+dn1GN0BnCytt9fRaPRTQBARF8D2AZgOxF9TUTbiouLt5fOKxaLtbv++uv/8vnnn3cs5zwye/bsD5s0aZIBYBcRrRSRy30+3yXNmjXbAgCWZY0FMJKI7gPwoaq+BqAREW0XkRlEFACQVNUJoVDoMwAoDTRU9UIiWn+yQMOyrF1upuFrERnAzONEpIcr6lyan5/fqXPnzsmZM2caTZs2/VRV72bmq03TvOb4C4nFYk/Nnz9/7ptvvjlv2bJlKe690bKeGseR+OKLL/qnpqa2giNmnUVE6XDav4uqTiCny+wBIsp1+79UBFBIRJmqWggg/umnn+4ZMmRIueJPAEVwW8l7nBwvuPDw8PBw+Rn0GB0AfFzeBiL6MhqN1nD/uR9OcLEBQJSZP4/H4yuOc8rMgVOCeQLZ2dm3zp49+5nS+UejUZOIpgC4xDTN3QAQiUSCzLwAwEFm7khEZ9u2PRVAVTimUlOJKKCqASKavHfv3hml/hflBRp79+5d0Llz52QsFvtAVc8BUAjgTmY+bNv2gLy8vMuys7OfYeZJgUBgtTuvW4noEBxR6T3BYPBbZa2WZT3Ttm3b1gUFBWV1D9/FQgDd4/G4X0TeN02zYywW66yq9wFomZaWVr24uHiDbdtPENEhImpGRANt2y5h5lMA2AAOHjlyJLddu3ZdReSEDBMRLXevz+M74F96Ah4eHh6/FkKh0AfFxcWdiahIRD6JRqNX/MRD5MLxZjiBtm3bHgDwrG3bAdu2+wD4h6raqnqZiLyenZ2dH4vFDlmWtS8Wi61p2rRpk5MN0rt3774isjMajVqWZc0G0F1VJ6nq29FotCoAhMPhWDAYPA3ApyLylYjUMU3zNBEZBeBUZr7Ptu3mAJ5X1YbVq1fPiUajd6xatapKIBCIm6b5QCgUOpeZx6lqi+rVq39qWdY0Vd0OpyIlDcDoQ4cOvUtES5s1a/aYqi6zbfubF3N6evoUAIMA3O0GAN9gWVZo586d3U8WWBxfeVOrVq3EWWeddScABAKBEmbWSCRyuaq+yMxRACVFRUVbVbUWM59NRJVUdRERdWLmLQCmichOANUzMjIuHDx48AliViKyx48fXzEej591snvv4eBlLjw8PDzKoaweQ1Vv+wkNlnrC0Vd8o5Vo0qRJwdSpU40qVarcKSKXA9hi2/bY5s2brz/+4Hg8XiuZTLa+5557RsydO7fr8dvT09N14cKFxVWrVt0JYA0RFcPJRtQHcAqcl/4uAF+qaoyIPmbmw6r6qqpuYuauzZo1O2pZ1t0A7iCiAiLaKCKPMHMNV8ux3DCMJ0qXWcrMLSAit7vGXIVwKjieMU3z77FY7ClVLQBwimmag0qPKe10atv29SKywDCMPwC4QFV57dq1xX/84x/LE1UCQGLo0KErCwsLsxs1apTSvXt3w+/3H2DmPBHJJKJqqpopIs/7fL4FzFyYTCY/IqLDwWCwLvCNH0lfAKOIqIFt234i+hBOK/uiBQsWHH322WePbt261fb5fOteeumlZtnZ2f1TUlL+BmCeaZoTf9AT/x3iBRceHh4e38F/SY9RA0AvOC/7yMyZMz9q1qzZ56raAMC1zLxDVceoKgN4yDTN3HLOkQbgDQCXlH7g9/sT995778FevXplMPNeEUknokoABIDCySgUMnOaiKwXkRTDMDJUNQtAKhwhpg/AJ0Q0u7i4+EO/33+Tqg4EsJOItjHzWNu2iZlvcuf3qGmaOaVzyM3Nrez3+5ft2LGj8vbt26vWrVvXrlu37jRVfZ2IRgFoappmdun+a9as6Skiz7kVKxlwSmEPqSoKCgoqdezYMZhIJE54VzVs2LB4zpw5KaoqAEqIiEVkJzPvtW27j2EYk1U1aZrmN/cnGo3uZuakqp5HRDeISCcisuB4gGxetmzZeU8//XTltWvXolKlSsmePXsWDB48eEZmZmZ7AMtdgegF+fn5g6pXr34PAFNVry/HCOx3jxdceHh4ePwA/tt6DPelvJSITlfV8aFQ6L54PN5cRG4FcJqIPBwOhxeXc2gHAK0AHHzzzTebnHnmmV+palsiulRVNxPRC+p0Cu1NRMtFJEpEFwNoQUT5RFRLVTMAwM02CIDqIpKAI3T0q2qCmRlAuuuVsYOI7haR7UQ0XFWbEdELri4jo3379l8tXbq0cukEzzrrrC2PP/74wpo1a7YkoiARTQDQVFW7EpEPAImIRURMRP8C8IWInEZEY/72t7/5X3nllUrHXbM++uijO3v27FmqUdkFp/V60A0AGsC1PDdN83zAcUCNxWLrAZwO4ANmfk9ELiSizap636xZs8aNHTv2ahH51nuxbdu2+6ZMmXJlMpmEG1CdTUQvBIPBh+PxeBfbth8BMKpU+Orh4AUXHh4eHj+Qsv4Yqvq3UCg066c8/8qVK2v4/f73VLUeEX26d+/ePp07d05alnUGgBFuFcfEQCAwrzy3T1fI+K9EInGJz+frS0TjiOgDESG/339LSUnJGUR0PYAqRLTV/WY/rPTamLlxSkpKCyJqDeBKVa3qmmyxW6FhA6hAjqOnAlAiOgBgo6r6AFTu2bPn7q1bt55gCX7GGWd8PmfOnIrqNHZjIkrAaaq2BkBVETkDwG4iqrt3795ncnJy9vfo0eMhIuoyY8aM1xYtWpS9a9cuql+/fvF1112X365du/uI6FEiSnfnVkxEAJAiIoeJKIOIUojo2WQymWDmLgBKMyYxAPuZ+VYAu0TklUsuuSSwefPmcnUsM2fOXJ6dnf2oaZpvr1ixooXf739XVTcz83PJZHKxYRiTAXwRDAYfIiKB0xwtCMfhNOb+/l3hBRceHh4eP5J4PF5NRO7HT6/HQCQSOZWI5jBzNQB7ioqKzi9tyR6Px2uJyBAAXctkCr7VwdSyrPMBXGma5qDVq1e3NgzjPSJ6W1Ubqur8vLy8vwUCgQaqej2AAaq6zu/3923SpMkJQtN4PH65iEwBsEBERjJzKwAtVfU8Zm4LwC8iysykqnYikUicc845FRKJE20wfD6ffv7557vT0tKKAJCqpqrqm0RUm4gaqGqtjRs3Dh87duxDubm5AQDk8/k0HA7PnzJlSsOUlJS67liTVHWYYRhTEonEFmb+K4D5ABrB8Z+oqarrfD7frclkchYzHxSRPNcr5AwAhwGoaZo1o9FoQyKaTkSPBIPBJ9xznMDAgQOfGDNmTDaAN4LB4CuxWOxiAH1EZC0RXU5E81U1HUDjzp07f5Kfn38//t19dQsc0Wp5Waf/WbxqEQ8PD48fSSAQ2G+a5khVvQXA2Fgs9vzKlStrfO+BP4BwOPy1YRh9VTVfRHypqakrIpFIA3fcXaZpPpCWltZTRGpXr179c8uyRubk5Hzju2Ca5vsAKkej0TbNmzdfnp6efqaqdiOiVGYuyc7O/khVqwaDwTtTU1MbqmphSUnJJ7FYbGY0Gu123HXOzsjIOJ2ITmPmGIDdpmk+GAqFugaDwXQRuYyZdwM4CODrI0eOJMoLLAAgmUzSkSNHslQ1S1VrMvN2Iuquqi8mEok/Apg+bty453Nzc4Nwv/gmk0lasWJFzwkTJpyqqgcA7FbVhQA2JZPJawF8DmC/qm4EcJqqfgngMDOfKSIzAaxV1SQRfaWqflU9pKoPAqgUi8W2EVEOEb1asWLF9wHsPtkzad++/Xki8rSIXGRZ1shgMDhXVdOJaCUzt3PHbTNv3rwK+fn5f8e327rXB/AOfmfGW17mwsPDw+M/pKweIz09fcLJWpf/yHOWelPsgZMtuDIUCv2r7D6RSKQiM18PYACAeao6MRQKHbAsqx6Amfn5+R06d+6cVKet+zwAYVW9jJnvBbAxJSXlniZNmhyNx+OvuvqMGqraVFWnq+r0cDj8TQ8Ny7KGAHgMwBz3px2AJgD8qipE1FpE9nXo0KHW4cOH046/ngoVKhz97LPPVjPzSgADVbWAiKqVajoOHz58pEOHDlkicsK9qFKliv3JJ5/sAPAOEb3vlq2GROQaZh6fkpLSKZFILIcjcv0YwClE1EBE9hNRHTit5teLSGooFGoei8VmqmoPVb0Ujvak3dSpU5uOHz++8fFj16lT58Ds2bPNSpUqva6qtwIYRkR7UlJS/lZSUjKfmbsEAoEjAJCRkTH9yJEj/U/ySIcAeP6kD/x/DC9z4eHh4fEfUtYfo6io6OOfwh8jFApZzHwzgGrMPJOZZ0QikUFl9wmHw0dN05xYXFzchog2EdFCy7ImpqSk2ADmZGVlDQEcW+xQKNSDiF5g5vdU9TFVXVpSUvKvWCx2aVFR0UBVNVX1w7S0tIsBgJkXWZb1YiQSudqyrJFE1EVVtwG4mIgmqeoyZr7ENM0uoVCoW35+fjUieuPmm8tvuzFs2LBDzLyHmV8C8L6ItDZNM11Vx6nq5EWLFo0uL7AAgIMHDxoDBgyo989//vMqEblfVdcDKGbmRwBUKS4unktE+5l5DJyKl6rFxcXGpEmTUq+//nrt37+/TJ48uUVRUVHDWCw2G474MyEi+0Kh0DgAj1577bWHe/bsuSg9/d/mm82bNz88adKkDZmZmauY+R4Az4rIOBHxl5SUPMrM80Tk9VgsdotlWc8ZhlHzOx5p1vc/9f8dvMyFh4eHx0/IT63HiMVi7VT1YTip9dsAzAsGg8Nd4eC3UFWOx+M9VXUMHIdP0zCMC5s1a7azdJ9IJHIxM88A8GAymZzi8/keVNXTE4nE6NTU1KkisoSZU1W1tapmuZkFW1UnJBKJV1q2bJmIRCJj3KZgT4fD4bvLziE3N7fCvHnz5i9YsKDj1q1b9dRTT7UHDhxodOzYESLyOpxy0xwiWm+a5tuqSrFY7OU9e/Ys7dat29Oq6v+u+3HTTTfZN954I+AEEUpEUNWjqvoxgFpEtK+kpKRZ//79q6xbt65i2WObNGmi06dP35WamrqJiA6rahVmfkJEhiUSiT/6fL6HS0pK+i9btmx6dnZ2/5o1a76hqv2JyFbHJnwnEVUGsEZEqhJRRThW4EeI6OuBAwfuys3NvewkU78UwD+/69r+l/CCCw8PD4//AtFotCmAccy8y7bte8Ph8J7/77ksy7pAVUcBmMrMj4jI5vT09MsbN258+GTHuF1IxwGop6q9Q6HQijLbGonIZ6q6nohmAuhORG0BfE1EabZt/z09PX1K6fJOPB6vZdv2NQB6M/NHzPwcAL9t24uISNLT07ucccYZW8vM989E1AFAe1VNA3AEjpGXTUSbATwD4JRgMPhn9/x+EZnTp0+fw+vXr//OrE96erp+8sknsdTU1FPgdGOtoqpfwPEOqUdE+955551K99577wlLMwBw55137rvqqqsOqOoXRHQlEe1S1VkATlXVS5g5H462wySix10jrqYpKSnbdu/e3X/JkiUoKCgwGjZsuK1z585fumW+fiJav2fPnosuvvhi4+jRoxWOG3YZnGUk+/j5/K/iBRceHh4e/0V+Kj2GZVmXARjk9/v/WlJSMgXAEcMw+hzvklnOcYvc//QT0QIA1VT1HBFJNQyjgapqIpHoJiIb/H7/rQB6MnMl27avC4fDK8uey9VudHH9Hiow89O2bbcjoiEiMjYcDj/uXvPnIvIyMw8DUMDMYQAVnFOo7WYCVpqm2Q5wsh2pqamNROStadOmnTJz5sz0bdu2ndBSvZTZs2evb9KkSQUiqq6qfiLar6qrALRS1cndunWruWfPnoHlHXv55ZfbDzzwAKljAGbD6YFy0BV9NmfmrocOHfoyMzNzjzpN1dqo6rmzZ8/e/cgjjzRJJBLf9Btp2rTp9ldeeSWlQoUKNQAUENFrX3/9dcvRo0cXxuPxWg0aNDh18+bN4wGMgxNg/W7wggsPDw+P/zK5ubkpfr//WnI6ck74//pjxGKxa0TkIlV9kIheJyJDRG4Mh8OflN1vyZIlvpo1azaxbbvQzFZHAAAgAElEQVQdM5+vqn8golx3ySGNiP4aCATeIiK1LOsFAH1UtWMoFLLi8Xgj27ZfIKJsZu4eCARWlTeXeDzeSFWvV9WOAJYD6AtgDzPfqap9AXykqn8FcAjAAVWtTUSnu/4cCqccNZ+IvnZ/77Vt+3xmrqSqCIfDRapauZyh9aOPPtqRlZW1nojaiUgKER0BMBuOU+eee++9t9fbb78dKm/e6enpTy1btqyRYRgpIhKCk/HYDyfoIne5qRjOcsdbRDTrX//619bRo0d/XFRUdELAc9111xWMHj16pogMUNVjzAxmfj6ZTH4AYJjf77+padOmO77/6f5v4QUXHh4eHj8T36PHqACgGRwfho04SQrdsqybiehsn893d0lJyVsA/IZhTFXVLaraQlXPIaLqRLQSwKdEtEJEehBRIhgMTijPKyMrK+s6InqCiIYFg8Fprg5ijKreT0RDCgoK3szIyKhtGEYdVa0Kx/SqNhHVUdXqRNSEiOqragYRpYrIFgBfAmhDRKsB7IXzsj6PiFJU1YZjN76GiLaoaj6cLq9jVXUxEbUdPHjwjs8++6z18dffunXr4qlTp6aIyFo4wURTZr7Btu2BbmBgLlq06K3bbrttuOoJPmN4+eWXD5999tnLDcOYe/To0YunTJnSZe7cuZSfn0+nn376sY4dOz4zcuTILkR0NoB1ANIXLFggt912W4PynkejRo0K3nrrrauZ+W4383G5bdtHmbmbG2QdAvCyiMwJh8Obv+dPJASgLYASAB8A2Prdu/968YILDw8Pj5+ZcvQYvQE8in83M4sDuA5ORuBbzJw508jOzn4SQLarF7gATuXfGsMwHjx48ODStm3bFpY9ZsmSJb7q1at/lJKS0jc1NXV/cXFxNdu264nIQAAXAIjYtn3AMIw/wTF92gKgKhFlikhDItqnqh8T0U5V3cHMOwEccN05DxQWFn7dsmXLQ2vXrm2TTCbnu+LH/US0j5n/IiLNVLUbgC+JqBsAQ0RKmLk2nOWE+1V1HBzfCj+Ax44dO/bygw8+6J8/f34q3HdVmzZtEmPHjt1bs2bN2qp6n2EYp6jqn1T1RVWtLyITDcN4HEDFV199te6TTz5ZpaioiAEgNTUVI0eOlAEDBgDAdlUtvOGGGzKWLVv2rcZoRISrrrpq3O233z6cmfNUlSdNmpT3zDPPlFti2qRJE501a5ZNRNvh6EoMVX2GmZeqag0RySai5eRYrmcT0UoR+aCkpOS9UnM09/omAhiOf1dxFsER8D59sr+jXzNecOHh4eHxCxGPxy+ZO3fuA3feeWd5LbzzATTOzc1Vv9/fiojaw2mwVZOIYqpal4i2JBKJu1NSUl4kotq2bSeY+VX35V6ViGqrah0AVVW1EjNXV8dw6iAR7VDVnQCOAggT0TlEtNS27a5EtDcYDJ5DRMlIJHIuEU0hokJVfcE0zReoHOtxAIjFYleq03xtKhF9rqr1AVhwMgwLkslk3OfzvWjb9h5m9sPJ1vgAZLhLG1+oaqUFCxbsnDFjRtctW7akp6amHujUqVPFvn37bm7UqNEhd2nlCICKcGzHwwDWqOo1RDQVgCkizzNz//z8/CORSKSxqmrz5s1Ro0aNkpKSkt5+v//Z9evXf3XZZZd1Ku86Tj/99O1z586tTUSHReSdbdu21brkkkv+YNv2Ce/M3r17H3rooYdYRAwiauEKZKuo6mzDMKqLyAXuPQARbRaREiKqDqChe+/f79evX0EsFnuynKnYAEwAa8ub568ZL7jw8PDw+GWZAaBfeRuGDBnyz+HDhzeE4x552F1OyCKidDi6hYZEdEBElhPRmURUQ0SIiB5R1bU+ny8/JSVld2lVSSwWmw5gSjAYXHL8WLm5uSlpaWn9VHW4O0bloqKiFi1bttzqOnfeQ0SfAmitqjeHQqG8489hWda7AIaYprnNsqwRInIeM1/sbo6pagmAg8x8lqruU9VGzPyViNRzu5Wmv/766/MfeeSRi3Hc+4mZJ61evfoyZk5T1ccAnEFEPdXp6PoBnA6zzQAUqGoxgL+6L/d7iQgiss/tBptk5pcWL17cY+TIkU1P8kx2WJb1NRE1FJFcIiqcPHlyr6eeeupb3lC1a9dOTp48+fXTTz+9KoBuIrILwFAi+gsAMQzjJhGZYJpmm1WrVlUxDOMMImoEx4a8EYDGAKr37t17z5dffnneSeYyGsATJ9n2q8X3S0/Aw8PD43dO9ZNtiMViuwEsZOavAOwWkfyCgoL80mUPdTp9TgOQY5rmQMuyRgDopapDmHl4s2bNNpQ9HxGNFpG3cnNzO7Zs2fJbPt3uv6ep6mvxeLwngCf9fv/GWCw2LBgMvmBZViY5bcrvJKLnLMv6V1pa2l9Lq1/y8vLqJJNJCgaD29xTZjLzTCLKANBIRM4kogIiqiQilZYsWbJl+/btvmrVqtVv167dxipVqpwOYM2sWbPao5wvvqp649atW/9x2mmn9QJwKRHVU9WEc1nUSUSKfD7fmbZt5wLIM03zmVgs9qXrg3GMiA4B2MzM2ap6+JRTTjl2svveuHHjagDWqSqIKBtAvcGDBy/btm3bc+++++45LVq06NmhQ4d6l1122VsZGRnHAHRLS0vrXFRU9AERPQfgIxH5WkTGqyqtW7euutu7ZYX78w3xeLzRrl27/n6yucBxHf3N4Tl0enh4ePyynJABKOWKK674AxGNE5HpIvICgBHp6elnl/YSISJZu3btNUTUNRaL9TNN80kiepqIkqr6ZDQa/ZZOIBAI7FLV2ampqSNONiYRSTAYnBsMBhv4fL7bROTZaDSap6pbRWQmEY0KBoPnq+qOoqKipbFYrDMAlJSUDBCR18qcJ5OItqtqZdu2/0ROH49Khw8fLr7uuuswcuTI1o899hjfeeedqT179myyYMGCVcxce+/evVXLm5eq0u7du3sSkcHMdVX1mKq+45ahChwb8n5wBJR14/H4awAy3ABEicinqjE4ItK7AoHAqsaNGx8qb6xevXodBNAGTuB3SjKZPJeIRo4dO7bPypUra0+ePHnnNddc83FGRkYUwB/de/E3Zu6iqtUBtCKiq4uKim7bsmXLqfPmzRsLZwkI8Xj8tFgsdo1lWa9YlrVMRMb16NEj82TPA8BvspW7F1x4eHh4/LJMhPNC/BaBQKCwY8eONQGUMHMcjh4h2+fzTc/MzNwajUa3R6PR97Ozs0cR0SQRuSoWi11smubbAO4iIjIM4/JYLPaoOi3JAQD79u17EsClq1evrvt9E2vWrNkEv99fn4iqAfgnEV3JzPmxWOzJUCg02TCMS0TkGsuyphHRZSUlJe+UHquqlUTksKp+nUgkdgDISCQSZz333HOB3Nzc9LLjHD582Bg7dmzrY8eOLa5cufJJjabS0tI+hlNJkXHw4MHaubm5N6xZsyZNRAqJqEhEHoHTEv5METHhBBVKRCwiRwH0dwWqm1W1wqRJk5Lt27cvKD1/hQoVMGLEiCMDBw4UAIZ77KaUlJT5IjKSiEYAqO1mY7YBGApggmEYtwAgEVloGMbtqlorEokc69+//5KLL7647ujRo29MT08/NGLEiE0i8qKI1GLmKar6NoDa119//VQAK3EibwA4YQnrt4CnufDw8PD45TkTwMNwvi0fqVKlyvsLFy68NiMjY5+rp7hIVTeraqFhGIv9fv8rx44dq5eSktJXRNqRY0ldrKrVReRjwzDeIKJDInIXnAqMUwoKCq4tXU6Jx+PtbdseFgqFTtZk61uUVpsAqK+q85n5D6q6LBgMXkmOV8ZoVb2DmccEg8FpAGBZ1muGYdydTCb7GYaxRlWvs237pu7du6/dsWNHRnnjTJ48eXtubq5v8uTJpxy/zTRNe8aMGSoiXz700EM6d+7c7JKSEgBA5cqVt48fP35Pq1at6hNRRVU9AmA7nH4e1VWVVfUfzNwXQBQAVLUVMx8EkDx8+HD+zp07+Ywzzmjo8/kMVT0G5/1YAcAXAF4loj+p6lkANolIL2YOq+rLzLypqKioXcuWLQ9Fo9FLiWhKYWHh0e7du5+6b9++E77A16hR44+LFy9uQES9iGjSmjVrpvft29eGUyVzA4DzWrduHfb7/S8vXbp0HBxtzW8OL7jw8PDw+BUSiUSCzJwDYLNt288ycy8i6uD6QKQBKFHVJ03TXByNRiv4fL6zRORCACPguEEeApACoDoRRVW1im3b/Zo3bx4HAMuypjHzjEAgsPCHzsmyrCdV9WrDMK4UkbGqmsXM99u23cbn881W1fNFJNvn842wbfspZh4oIi2IqL3rZZE8//zzJ+7atSulvPM//vjjq7t06bLuySefvHTGjBmppe3bzz33XPvmm2/+azgcvu3NN9/033///Se8u2rUqCHz58/flZaWNhvAtXB6mJQA2KGqJaFQqGksFovZtr2QmfvDCRxSiCiuqsMATBSRfGa+BEC+iIx2q0/ymTkdAFS1EE7GvyoAENFXIlKZiCoSUT4AUdXiBQsWnHL77bdXOX6OANCxY8eip556auS+ffumdu7cOVnePrFYrI+INA6FQo/+0Gfza8NbFvHw8PD4FRIOh2Mi0peITjMMozcRLU9JSWlJRKe6JY9LmLlbLBbLIaKbAKwxTfOeRCJxhqpuVdWxqvqCquaqagsAVZn5C8uyNlqWNReOQHRCNBotV+NQHqZpjmDmISIyi4gmEdFKIurLzANU1Tx8+PCDhmE8YNv2NACBPXv2HGPmFap6NhF9rKr3MPPH5Z07JSVFzznnnLDf77981KhRM95///2lr7/+urz33nuFL7zwQmEoFEqq6p5333233Nape/fu5ZycHIUTWLwD5xu/n4jSmFnj8Xh/VV3ntqivpKqrVdWvqk3gCFkTzNwerlsnM49wS26/BlCoqszMhUSURkTHVJVU9Qy3rDTVLf+tRUS1v/zyy5OWjm7ZsmU/EQU6dep00uUfEfmQiDr9kGfya8ULLjw8PDx+pYTD4YVEdAcRtQBQI5FIPJCRkdFeRK5W1VtU9Sqfz/dnZt4pIvMsy5qWmppaV1UvJ6IRRDQnFAp1Ky4urkFEFoBPAWSqagBAC1VNMvNKy7KWW5Y1zbKskfF4vH08Hj9pZ9JgMPgPVW2rTtv2w7Zt1yKihaqqmZmZn4hIr+Li4j4AUL169ffhlFxWV9XRAIp27NgxpGLFiidUagwZMqSgalUnIWAYRo+srKxzg8Fgsnbt2kfgiDXvAlBj48aN2082tyNHjmSpajqA5gASACAitVS1QjKZPFNVDQCsqkkiCjFzERy/jM1E1ADARwD+oKrCzHsACACo6mYAn4pIGoC1biCSA2ATgK/gBDJZcHQXdqtWrRqdbI4NGzZMiMh+y7JeWrJkSbkVm6FQ6ACAiqXC3d8iXnDh4eHh8SsmEAhMVtXXVfVSVf306NGj85LJZK5pmvWZeZxt228T0VC/33+Fqk5U1aHM/LqIzFHVV1etWnV6y5YtjwUCgZ7kWHHPdn9bIvK0iFSEszxQE0ArERkuInOi0ehiy7ImxmKxq+PxeKCsKDQUCllpaWmnM3NbZm6iqnVUdX1xcXEbItqUmpr6rqqmichtpXbnbhnqp9Fo1Ddr1qznBg0adLhjx47F7dq1iz3xxBPzBw8erKqa6w6RRUSFRJTv/k4xDMMAUBgIBMpdUgGAhg0bbmPm+XAMqgxVLSaiJBFlATjzjTfeyB4xYgQPGzas4vPPP1/pyJEjO+CYlXUA8LRpmn3y8/NXE9Ei27bPAwBmPhvAGgAriOhLVQ0TkR9AWFVT4SxBbSTHvbSQiKh169bbW7RocUJmgpmPnXfeeY8QUXfDML7OysqalpubW+71ENHSihUrtv1xfy2/HjzNhYeHh8evHFUly7LeIaIggJEA7lbVa0OhUJ6qGpZlPU5EgwG8t23btn61a9dO9/l81wC4EU4fkEvD4fAyALAsaySADsycZ9t2QxF5wefzDfX5fLeUlJS0c3tinKmqRwFsIiJV1Sz3m/1RADlEtMK27WXMTKq6kplTbdv+CsCocDj8ieu/EYPTUwRwDK+OEdHCZDK5kYiuJqImqroWji6kvmEY7URkAYDari9FuqrucMWqRESVXM+IAwMGDKhaWFj4rffX+eefL0888QRU9Y1IJNLz2Wef9W/dujUtKytLL7300qMrVqxIf/fdd7/VeOzUU0/VV199dXVWVlZTIppFRJVVtR6cTqntyOlVQqoqqrqNmaPuEtNXPp+vV3Z29r7Sc+Xl5TVIJBKfqmpNACgsLEw8/vjjOz777LPaJSUlqaZp6vDhw/OnTZt2WTQa7XHeeeddXb9+/dzLL7/cKCkp6deyZctvZXPcbrpdTNO86z/+A/oF8IILDw8Pj98A8XjcLyL/IqLMZDI5wDCMZwDcZZrmRwCwatWqKj6fbxqAzqr6QigUulWdFuk3ENFYIoqIyPN5eXlvZWdn9wMwAMAbqnoVEe1R1WmhUGhBmfFq2bbdgf5tO15MTjO03a6+4FxXS7EHwB44Tcm2EdEfA4HAKsuylqrqSGZ+UUSKmDlLROJE1ImI4rZtb3GzAlkADnTo0KH1J598sgYA3FLPVFVlclqh11fVBBGlAijYtGlT6qRJk/zRaDRZrVo1f/fu3bVfv37i8/mO5eTkZA4dOpREypVmnMB11113bNSoUceIqJqIFBFREYAdRNRYRJSIjtm2HTIMYzqACsw8WESqAHjEtu0rmjdvvj0ajXZj5gdVtRYRVWDmAbZtDyCiHiJSlZl3q2qlGTNmpD/22GNk2/Y3qwahUGjX1KlT1wC4rEyvEWzevDntyJEji0zT7Pj/+4v5ZfGCCw8PD4/fCG5X1aWqelhVL2fmKUT0ejAYfKV0n7Vr156ZTCZnADjNMIybmzVr9oZlWW1V9XEi+peqXkhEc2zbjhqGMUZVHyOiB1TVyMzMbNWgQYOi8sbesGFDpcLCwtZuZuNsOA7PZzLzwyJyEEAPAP3h6BQWAQgSUVEikeiRlpZWkEwm31LVbUTUD05TrilFRUVDBg8e/EFeXt6FhYWFXK1aNbtp06bPT5o0aTAzGyJy2K2MOeyKVGszcy1yLM8NZl4nInWJKMXNOhhXXXUVotHoSZdOjicUCu1/9dVXnyOiS5jZ8vl8tyUSiX9u2rRp6OLFi5d//PHHEo1GY6FQaM/48eMbVq9e/bVgMPigZVlnE9F0VT3KzJtFpCEz/1lEajunDd0aiUQqGoYxTVXb79ixo/qFF16oru7jW9x4441f3XTTTTtEpHc4HN5T+rllWYuYuV8gENj/Q6/n14IXXHh4eHj8hohGow2ZeQGAjUVFRZf7/f5niehQMBgc5abxAQCRSORCZn4egNq23dcwjMoA/qyqfQB0I6Jr4CxJnAZgJBE9Q0SfBwKBAT9kHpFIpAMR3UVEy9Rp855JRGtF5ApmTlVVIaJ3VLW6qvqIqBmA+QAuc7UL5h133OGbP3/+CS/bMWPGFF999dWpAN4horoATodT+ZHnmmBlAShS1ZkAUomoHoBzAPjat29Phw6Va7xZLm3atDkwadKkekTkJ6ItADYXFhYObd269aNwtBjfQETb58yZM6N+/fpnu5Uk+wGcy8z5yWTy8tKW6pZl/UNVXwmFQgtisdhfiejdp59++uHnnnuuU3lzqFGjxorFixenElGSmXsFAoGtABCNRu9k5g3BYPDNH3xBvxI8QaeHh4fHb4hQKLSJiAapaoO0tLQppmleB2BTLBZ7vWx1QTgcXmiaZn0AfzcM4z1mfsgwjOnMPD09PX2OaZoXAbhFVT8H8KaqLhaR7qtXrx73Q+ZhGEZfAH81TfOBUCjUPT8/v5OITCLHrtyHf/tITD9w4MBNx44d+xJAD1UlEQns3bt344IFC8p9B7300kslzFxERBcCYCLKIqJMVW3hBhYKII2Zr3EzDjaAHAAHK1Wq9KPuZ/fu3dOY+W0iuhrAYQCn9uzZsw6OCywAQFXrvvbaa70B+EWkEhEdBvCFiAgzd7Ys6yLLsgYB2MjMU91GbleLyFPJZPKkX+YzMzOzRORqOPqO9yORSBMAIKIPVLXrj7qgXwlecOHh4eHxGyMQCCwFcL+qBi3LetI0zYnMPCszM/Ndy7K+5W5pmuZTwWAwy7btz2zbngCgWmFh4etLlizxmaa5NhQKXWsYRhBARzfFf6NlWW9+VzlqPB73q+o5pml+UvpZ586dk6FQaIWq1iSiCaq6fseOHX0GDBhwX9euXa02bdq079u3b82cnJz9zLw7Ly9vRdkKlLIcPHgwQ1W1uLjY/+GHH549ffp0ysnJSajqPjiiUobTxrxYVVNV9RwA9fLy8ooLCgrKOyXq1auHjIx/G4MSEfr06XO0V69eDKATEd2nqlDVShdddNFJA6z169enEVGx2wBtgOuTsU9VHwZwpaoaRPQ5gIeZWUVkiYhclpqaOoFO0qq+Ro0aywzDmKSqb6rqZp/Pt3jt2rUtrrzyyrw333yzG4BbAfQEcEKW59eKtyzi4eHh8RslGo3eB6A7gAWhUOiheDx+johMYOZBgUBgzfH7lxF9XgBgfTAYbF66lLJhw4bUoqKiaXDalvsA1CGiu4qKiiYf30HVdZAMhEKhh8p+7n5rbyMirxw9evSSHj16XHvw4MGssvv4fD6dMWOG1q5d2+7YsWNKecLLOnXq2A899NCnd9111zl79uxJLf28SZMmBV27dj1n6NChHwE4QEQrRKQFM+8EcLh9+/ZnHTx4sN7x58vKytIZM2ZohQoVSnJycrSoqCglFAodbdSoUaaqFjBzphtYFBGR74033kgZO3Zsue/HJk2aLJ01a1ZFZr4xmUzucIWeE5n5fVWdKSIzQ6HQy+79mACgg8/nu0BECh5++OEv//GPf5yKb797VwDonJubW+T3+68lousB7I/FYm0GDBhwNJlM1i77CAFcBGBHeXP7NeFlLjw8PDx+o5im+TARrSeiC6LR6KhAILBMRK5Q1UnRaLTH8fufddZZB03TvMTn84WYuVosFjuyZs2aPwJA48aNi9euXdsfwHIAVZj5elW9PTU1NTcWiz0aj8dPKz2Pm8J/rey5o9FoRwB/ZOZhRJQ5ffr02scHFgCQTCbpmWee+apq1apLO3XqdLC86/rTn/6ERx555LyygQUArFu3LjMnJ+cfcJq97QZwFhHly/+1d9/RUVXbH8C/+9yZTBqhtwBCpCYzk4DERn0gqHRBmgoIiqhUnyhFecpTVCyo2MXyQEUlWAApiihNRSEQMndS6NIM0kJISJu5Z//+mAkvwMSn/H6/p8D+rDVrkbntzJ21OHvOPWdvrcN37tzZOFRgAQCWZVFsbCxVqVJFde/ePaJfv35Gs2bN9gE4RkRlz1FOMfMJZv60Q4cOeQ6HI9SpMGLECBuA61wu16aWLVse1Fr3AHCb1vqBqKiofkqp7h6P5+8AEB4ePhlAY7/fX8vpdJY+9NBD/PDDD79w4403mjVq1EgBcAeAawDkJycn+xITE+dorTsBWD927NiSswILAGgF4IWQDfuLkZELIYS4gKWmptrtdvsXSqnw4CTCf2VnZ1cqLS39QCm10uVyvVrRsV6vN4WZryeiE36/f2DLli03AoDH4/mMiC7XWg8yDGOe1nqpUiqZmSMBvAdgqNvtvqHsPB6PpwUR/YuZuycmJuZ6vd7BkyZNGrB8+fJ+oa5bt25d79dff91w//79dz777LMPbtiwoXVRUZGqUqVK6dChQ3O6det2Wffu3UP2TzExMfz999/vBtCAmUFEAKC2bdtm9e/fP2REYLfbecuWLacAHEKg1koMgAKttT84l+OEUiqGmfMRmE9RvH79+qoPPvhgYVFRUWUAcDgc3Lt37zUpKSldyk+cBQJ5SLxe76MAmh89evSu6tWrP6+UOu5yuaZ4PJ4tRHTM5/NNsNvtq2w22w1+v39WcGXIqQq+mkYA9lSwrQDAb5Vo/0uQkQshhLiAJScn+2w2260IlBofbppmjxYtWuRnZ2f301rHm6Y5m5lD/l/vdDoHAfhIa51uGMbKjIyMDVu3bq3ndrv7A3AopebYbLZ+SqlkrfUGwzDGaK1HbN++PX7q1Klzbr75ZmdWVlZ1AHMNwxiWmJiYy8xKa92uXbt2V/xGmxsDCI+Nje08e/ZstXnz5jfWrVuXtn79es+oUaOqFhcX+yo6tqSkhBBIYT6CiLYopW5TSiU1atRoV1RUVMhjnE4nABQycwMi2o5ApdNUBFKBbwFQjZntwaDDbxhGUZUqVVY1aNDg9An9fj/v3r37ZDCYOQMRsdvtng5gUY0aNZbYbLZHtdbk8XheUUoVEtHXdrt9CTO/4/f7WwKI/I3AAgBCD5sEhOECGBj4yzdQCCHEf5aenh6nlFpARMVa62mJiYnrgNMZObva7fZbWrRocc5sx+Cv7reD8xcSiGg4My/z+/0vhoWFvcjM/pKSklvCw8NHe73eho8++miPbdu2VQICnWqfPn0KJ02aNDEqKuoDIroNwB1E5Dt8+PCH11133YMA4spfzzAMvP/++9rlcnFwgqM/0AwOI6JTzJzv8/mOt2/fvkVhYeE5+SqSk5P53XfftZRSWmtNAOZqrZ8jorsWLlz4wBNPPAHmf8+bDAsLw1tvveW74oorshDIl1GLAhVMr2TmHRRIex5NRKUAHFrrPL/fn3/ddddVy83NPaeom1Jqgtb6pd/4Hq5RSr3CzHdToBrswwCeIqLRAJ5iZpdSKtnlcnX4ja/ThsC8ipohtq0D8JdPrCUjF0IIcRFISkraQ0RjABhKqWfT09OvAAC32z2bmV/1+XzLTdM8Z04CEXFWVtYoZu4A4Ae/31+fiCLsdvtKrbVdKfWpw+FYWFJSMm/s2LHtywILIBCYLFq0KGr27NmTlVI5RNShtLS0L4C0mjVrVk9JSclMTk7OU0oxAMTFxemXX365xOVynSPw3IcAACAASURBVFJKEREVALidiH6hgK+JqLbD4Wg6YcKEw0qd2UWFhYX5HnjggWIiUlprA4GlrncppTKVUhMHDRqk582bp3v06GE5nc68QYMG6YceeujAggULjCFDhrSYNGlSvMfj8SAwz8FHRJUAjAEwK5h1lJRSn7z44ovPhwosACAmJmbMf/gefrQsqw8RzQKwj4gKiGgagN4ZGRnj33jjjZuee+65agCSKzoHM+tp06YdLrtv5eQDmPhb1/+rkJELIYS4iHg8ngFENBRAHWYelpiYmA0ApmkmMvMcAGMSExM3n31cML34p0qpeU6n85OMjAwnAo9M4gFMycrKGjZw4MDEUNdUSu1OT0/fjcAoRQ0EKpIuYea2lmUNHj169LbRo0d3zc3N/eCbb7457vf7S3v06NGkffv2pUSUS0Sbi4uLI7799ts6RUVF8Zdddtmh5OTkTRs2bKj65ZdfXn348GF7o0aNioYNG0axsbHbtdaNEPhxHIVARlADwf6MmS2l1JvMPOTjjz+OevLJJ43yIxl2u51feeWVg23atPkVQGOl1M1a68cAnADwN2amZcuW7Z06dWp8qM9ap06d4pycnMiKlpWWSU9PjwLwnlLqRgBPzJgx4/aUlJQm5R5RMYA3EAhuTp8rJSXFSEhIWAng8m3btlW+7777vtq/f38YgCwArwLI+a3r/lVIcCGEEBcZ0zQfBlAfQLJhGP0TEhL2AkB2dnasz+f7SCk1y+l0Ljn7uNTU1Mjw8PAlRPSc0+n8MniuFwHckZqaWjRixIhaFVwy1zTNpQCW2my2byzLel9rHUtEUcz8UElJyeaJEyduWrduXbXyB3Xr1o2ffvrpg9nZ2ZXGjx/vOHToUHjZtquuusr//PPPl1SpUiWHmS8L5sTYHgxGalmWZVdKxSIwP6Gscy5FoBoq+Xw+1bFjRxQUFJzTz0VGRpobN27cwMxHmXmS1vqOwsLCT2JiYjzM3Hjv3r25PXv2rHb2cQDQunXrQ/PmzUsD8KzT6Vx79uTO8jwezygimrl27drUsWPHdq1gt34APgcCgUV8fPyXABoCyCEin8vl6lLR+f/KJLgQQoiLkGmabzDzESK6Xmvdq6xmRUZGRrTW+j1m/ikxMfGcZFGpqamVw8PDv7As6+FghVPyer2rf/311xM33HBDH8s6p5I4YmNjd3311VdVmDmSiBQCcwY0BQqdYeXKlc77778/+pwDATzzzDPHXn/99Wp79uw5pz+y2+3/2rx58woieg5AAwAH8/Pzm1WrVq2pz+dLBUAlJSXGggULyOPxICoqiuvVqzdv5MiRrj179lxx0003VfTo35eenr5fKRWhlNLB0YRcZq7FzDFEZJ8yZYq1bNkyW/mDDMPwP/XUU29169btBgTKsLdg5n1EtJmZdwFgIrKY+WRwFco/AOSMHz/+2Jo1a3pW0JY5AO4Ojhx9RUSxRDRTaz2JiIa5XK5NFRz3l2b7z7sIIYS40JSUlIwLDw9fbFnWh0qpBdnZ2b1btGiR73Q6C1JSUgYkJCQ84fV63zxy5MiYTp06+cuOS05Oztu2bVs/Zl7i8XjGEdFmj8czrnbt2l/XqlXrnZycnDvLX4eI9L333msyc7JhGL9orT9i5rFEVMzMscxc48cff6xw9cf69eurhAosAMDn8/VITEy8wzTNpgjMNahSqVKlwz6fzwHgi5MnT/YeOnQo7d69+3RzAAw/evQobr/99lwAIedN2O12n2EYtYhoiGVZ9YnoSQCViagIgJ+ZecaMGbsaNWoUsWLFiqqnTp2Kio+P18OGDVufnJy8D4GJoYUAViulLmfmgcG05CVE5EOgb40hIs3MDcLCwn74ja/KHkxg9iWA+oZhdPX7/YsA7LpQAwtARi6EEOKitWPHjpji4uLlzPwxEfWKjo7uU77qqdfrvYuZ+5SUlNxWvtw3AGzdurWeYRifKaVGKKV+9fv9aZZl3deyZctKdrt9VK1atZKbN29uGzBgwNft2rULZ+Z7UlNTZy1ZsuTKEydO1AgLC9syfPjwlUlJSbUHDRpUy+v1hvzl3q1bN9+KFStCVjG12+2+tLS0JVrrWkTkQiDddx0ARUQU9sorrxhvvvlmyM++cOHCkmnTptm2bdt2Tsrsm266CY899pifiL4DkBxceXIYQBUiIq11JBHZAWQgsPSzCRGVMHMpM3uUUnZmjg8WYKtERAYzHw+udqnFzLUAFCilntdaN33rrbdsL7/88thQ7YyOjr73xx9/vA1AbaVUR7/f/zAROYlomsvl+j7kh7sASHAhhBAXsbS0tEaGYXzMzO8ppboePXp0QPmRCtM0rwfwiGEYt5XNzSi3rTGAj5j5K6VUDjPfrrXuXJajITMz8x+WZU0CwAsXLjz+2GOP1UO5EfHw8HB+5plnVn766aeL165d+1qo9s2ePVtPnTqVCgsLz+mPkpOT+emnn8by5ctx9OhRatq0Kbp3715it9sdzMwjR460Nm7cGHIE/tZbb10xaNCg6ydOnGjs3Lnz9PvXXHMNZs2axVprYmZUrVrVj8BoRZFSahIztyKi27XWjmBAkblv377GJ06cqBwXF5deqVIlB4B/KqVG+P3+Z1u2bLm6/HXT09OjiGiNYRizmXkqMzcGsOL222+P37JlS/Py+7pcrpPjxo375aeffqq1ZMmSBVdccUXW888/35eZC4OF5YQQQoi/JtM0k03TXOv1eu8zTXPe2QXD0tPTXR6P50ev13vl2cdu3bq1mWmaJ7Oyspp5PJ7hpmk+UX57RkZG77S0NG+VKlX8CEysPOPVoEGDg6ZpnhgwYIB19rb+/fuXeL3eo5MnTy4Irr44/XI4HPq+++4rVUoVln//sssus1atWuUzTZM7dux4zvXKXtOmTTtmmuautLS0Ze+8845+8skn9fz5833z58+34uPjT+/XvHlzfv/997XX67VM0yw2TXNZenr6SNM0Sz///PNjDRs2PFK2r81m8915553Htm7dOtQ0zXiPx7MwxL1+yePxTDNN81vTNJd5vd7HTNN8x+v1/vzYY49t6d27d254ePjce+65Z9nQoUMLz/7crVq1Orh+/fq/ndcX/RciIxdCCHEJCBYbG6aU2srMVd1u9/jy2zMyMuowcwqA11wu18dl76enp7uUUk8ikNDpJgDvM/P4siWuADBp0qT+zzzzzDkdLQAYhsFbtmwpMQyjdPPmzWrt2rUlBQUFv/bs2TOuVatWjwO4mZlPvPHGG6uys7PvP3XqVI24uDjr1ltvLRw2bFjMiRPnlh/p0aOHfvrpp7FgwQL1+OOPn7M9LCwMKSkpnJeXx5GRkWjWrBkMw6CcnBz06dOHCgsLz9g/PDycFy9eXBgbGxuJQP4LLi0t/aVPnz6N9u/ff04/OW3atJKBAwf2I6I7tdaPJiUleYP3eDAzP0dEP/h8vkmGYXQioiQATY4ePXpTnTp16vv9/lXMfNTj8TQeMmRIjQq+rjsBvFvBtguCBBdCCHGJ8Hg8k4moenCOwFG32/1U+e179uwJP3Xq1DvMvCOYzhoej+d5wzCWWpZVRETPMvODSql/uFyu8oXRGgDYF+qaYWFhVmpq6hqlVENmPmSz2Ub7fL67AYwkogMAFhDRWGaeQkSXaa07EpF7w4YNWaNGjTpnJAUAatSogdWrV7NlWZg2bRotXbr09Lbw8HBu27ZtyXfffRdWUlKiAKBhw4aYMWOGTk1NpdmzZ4fs98aOHVs6atSoE0QUzcxhW7Zs4eHDh4ecC1K7du0dX3/9taGU+omZtdZ6imEYjzJzfwCD3G73yuC9m0lEN5WUlFydnJycl5aW1shmsz0P4LKXX365/pw5c2qHOj+A+QCGVLDtgiAZOoUQ4hIRXHoaDWA3gKamaZ4xehEXF1fsdDqHAIBpmu/88MMPEUTUNiEhYU1iYuIGZp5ORE8w8x6PxzOg3KH7K1eufMZ8jTLt27f3EVEVZq4KYIPf73+NiJoC+ISIbJ988km/4cOHV+ratesLN954Y/e1a9cqAHnR0dGtK/ocHFBqs9n4qaee4o8++khPnTqVH3/8cf773/9+8ptvvgkvCywAYO/evbj33nutX375pcIf1Hv27DlJROlEdBLAgE2bNqVUtO+RI0eYiHYBKAEwwDCM74ITPL8G0MY0zdkej2chEY0nIhUeHr7aNM1MpdRGAH0AJJ04cSJkMBZ0wf/wl+BCCCEuIUePHh0PoIfWehEzt/d6vYPLby9XhOv76Ojo7wCcThSVmJi4iplfUko1JaIH4+PjrwAwyGazdXn++efzlFJndJg1atQ4MGrUqOcAOBEokX6CiI4BSCSiG1966aUq//znP1ukpqbSoUOHHAcOHEgcP3781StXrqzWvHnz3TExMSGzYLpcrlwEJmGeYOYip9Opbr31VvTt29e3adOmyqGOKSgosOfn559TW6XM5ZdfHg6gLTMzEc2/5pprQi5jBYCrrrqqBjM3YObbAGQH65U0Z+afiSgWgdUlNwAoZmY/gJ0AViqlLGY+RESDU1JSxlV0fgDf/sa2C4IEF0IIcQnp1KmT32azDVJKTTIM41lmvtPj8XQ7ez+32/0uEeUDuH7r1q3Nyt5PTExclJeX9/H48eMbZGVlpQL42O/3fz1x4sSGzz333IFnn332aI8ePT55+eWXj33zzTe+hISEn5n5ewB5AIYBOExEn+Tl5X04b968mLOvy8x45ZVXjLCwMJ4yZcpxh+PMAqH16tXjhx9+uDIC/VclIgoL5pPQAOy5ubn+s89ZJj4+PrxatWrnBCxVqlThvn377gOQRkRRAOwtW7bs1LFjx3MmfNjtdkyYMKFKsC7JfgDVANgB5DHzjZZl/QQgSik1EsACZh5kWdY/ALQDUAjgPZfL9SmAnwDMQrnU30HLAMyr6DNcKCS4EEKIS0yLFi3yLcsapLV+OSwsbBwRPZSRkdGu/D5ZWVnVicivlOpvGMZcj8dzuopnmzZt6qxevboOyg3fnzhxovL06dOT6tWr137ZsmUDOnXqdD8R7SaiV4joE5fL1V5r/TYCFT2HHThw4Jpg+fRz7N27N4yZG/fq1avaF198wRMmTODBgwdb06dP58WLF1OdOnXUmjVr8ufOnWtbsmSJ7eTJk0REJQC4SZMmFT5SSEpKwrx58/wdOnTQ4eHhcDgc7Ha7f5k5c+ZzNWvWjCaiEq31TmbOBRD2wgsv5A4ZMsQfHn46Kzm01liwYMEuZj4GoDYz1wDwrdb6CwD3K6WeALDV6XSmEFFMMFnXPACHAOwloo/KNekBAG1vvPHGjQkJCZ8C6A2gJwKVYi9oF/xzHSGEEOfH4/G0Vkq9UFpaOtRmsy0wDONep9OZBgCmaY4joiKXy/V2VlZWdb/f/xGA99xu9wcAUgGEnBPxxBNPLOrdu3cyM0cTUQwC/QwhUGBMMzMrpWxHjhzxd+rUKeSEySpVqvD69esBAMEEYH0AOAzDOJSXl1d37NixtHnz5tP9V3R0tP/ZZ58tbdeunfHzzz8fvfXWW2Pz8/PP6N8cDseajRs3lthsthZa6wbMvI2Z6xiGkYtAsTUHADszFwGwAET6/X7VtWvX4qNHj0ae3caRI0duHTdu3HwimkJElYiItdZrlVLbATRg5r1E1ApANDPv0FqvOXLkSN/q1asPbNWq1ekREdM0awP41OVytf9PxdAuJDJyIYQQl6jExMTNzPy0zWZ7ye/3D9Jav1nuEchAn8/3CQDEx8cfCw8P7wXgeq/XOxOBSaEh7d279yCAz5h5OoBjAMZYljUOQIHW+urExMQwy7JW1qhRY2PLli2LQp2jbdu2+4kICFRXHVBWs0RrHfvqq6+ifGABAAUFBbbJkyfbi4qKvouLi/MtWLCguHfv3rp+/fq+hg0b5o4YMeLn9evXK6VUG6115WAZ9INKKZ/WusSyrJlKqeZa63sRWPXyKYCd6enpOlRgAQA//PBDCyIaqZTKZOZDwTounZh5ODNbWmuf1rpNYWHhwTFjxtRMSkp6pkuXLl1btWq1C8Bk/Lv/fUAp9czFFFgAElwIIcQlze12LyOidTabbYJhGLcZhjHXNM2/Adhb/hd206ZNS1wu1+1a69wrr7wyooLT6datW5sul+vvNpttFYCdzFyjZcuWryil7lVKrfV6vY8ppdoCSH366ad3tm7durTsYCJCz549rUceeSSdmb0IzEc4UNbxMjOtX78+ZL918uRJe0ZGRksAuQ0aNPhuxowZ+StWrLAtXbq0cOLEiaeuvPLKTgA8AH7SWn8EgJVSdwFYTEQ7tdazAfQFsIWZrwSQu3v37g0V3bcTJ05QcOlsBBEdCKYlL2Tm/UTUxjCMvxMRP/744+3WrVvXCf8OyKoBmAngH1lZWdUBXJOQkPDFf/iaLjhSuEwIIS5xbrd7lsfjecXv99+glJoAYBEzn7OagYg4Kyvr7alTp04aOnQonzp16owRhN69e+9t06bN37xe7+3MTIZh3Ke1fhHA45ZlHQ6mEJ8KoJSIiuvWrdvxzTffLPjll18KcnJy/HFxcVy3bt1IADcAOMjMJwE0IqJjubm54Tt37rROnjwZjkC9j3Pk5eXtA5AVrAuyBUB7IqrLzDVN0zxJRDYEkmS5mNluWdaTSqkGzLwVgAGgGYCqRGQQUUlSUtK2iu5Z8+bNFQL5KOoSUWMi+pyZrwpWQ40BkF9UVFRp6dKlURWcYozf73cQ0YsX26gFICMXQgghAGRnZ08gouuYuT4z5zPzhIyMjDMef2zZsiXJ7/fvaNq06Qdz5sx5qn///qeaNm2a53A4VgAYMGvWrJYIdPzpSqlKWuvnAdhN01yjlHqAmY8R0TJmdjBzBoAuDodjeVxcnK1t27Y5derUUQgEHvsBXKaUqqG1tmbPnl2tc+fOUSNGjIjJzc0NGViEhYXpq6666jJmrsnM3/v9/ju01vdorfMBFH/33Xc/ffDBB/lfffWV7eTJk8TMK4jIFgxgmmmtmwFY5fP5OhiGkUxEGc2aNTvVq1cvHeJafNddd5UA6Bd8FHIYgZLtEQDqKKV2E1HhkSNHjjJzyHklAGoWFhZ2cTqdn5/fN/bXJhM6hRBCAACys7Mr+Xy+HwFsUEot0VqPDg8P79O0adOSjIyM4cz8EoC7XS7XR16vd53WejIRLVVK3eF0OhcDgUcXGRkZJjPnILBUsw8RRWutv2Xmtw3DuJKZxwOwMfNhIvoSgcqk4Vrr6kRUnZlBRGBmzJ8/n2fOnPmbP4SJiEePHr3rnnvucQDYy8w7lVJRzHx5cXFxk0mTJkWtXr369Eh91apV+dFHH9123XXXXUZEh5m5JD8/v1WbNm1OzwEJ3ovVlmWd+Oijj65evnx5xPHjx7lZs2Yl48aNC7v88svHGYYxmYhqMHMegNlE1JuIWliWdSg7O7tVw4YN11999dVXIDBZ9AwRERGnNm3aNLJ8qvWLiQQXQgghTvN4PEuJqAECSyL/BuAmZj4KYJBhGJ2cTmea1+vtBeBvLpdrosfjWUFEDgApbrf7DY/Hcy0RvY7ACoyqWuvNSik3EZ0I/or/TGvdWykVAyASwElmjgYQdvDgQRQUFJTGxcWxw+GIBKBvvfVWNk3znLLpANCyZctTpaWl6zIzMx/xeDy3AhhIRE8Q0c3M3AqAMWvWrJK5c+fWOvtYu92ev379+szo6OgCZm7NzC8w86yyiq/BezGGiCYBsJg5zGazvWtZ1oMAMgG0ZOZvHA7HeJ/PtxpALQAztNY3Z2ZmVr/jjjv+1bVr16GLFy/OBHD92dcfMWLEgW7dujUaOHCgdb7f1V+ZzLkQQggBAMjIyKimtY5USg3XWqcUFhb2jIyMnK6Uqqm1buh0OnMBgJkfsNvttwAAEVmFhYUDIiMjZ3g8nlVE1JaI/MxcwMw/ElFTItoH4GcE5k/cpZQKA7A7OEJReefOnTR16lRr27ZtYQAioqOjMXbsWD1kyJDCvLy8kKs1AGDAgAF7evfu3YmZVyml/MG5DhOJaCUCQYx/8eLFkxHo+M/g8/kqrVu3zt+tW7eGAKYD6KSU+to0zU1a6xeTkpL2KKUuR6Dk/EilVIllWd1LS0v3+v3+byIjI6GUau7z+TZalnXMZrOlaa3/MXXq1FXLly9PYOapixcvBoD6APaHh4fXKC4ujgBw6KabbkofN27c/CuuuOKiDCwACS6EEEIEMfMtzPyx0+lMy8jIeCUyMvJAMLvmx0T0IICHTNPsycxbWrRo8UtKSooBoGpUVNRTzDwIQBQCuSw+BVCDiKoR0RZmvoqZGxMRM3NaMP+Fg5n9xcXF2aNHj048dOjQ6XYUFBRg5syZKjIyMqdRo0aN9+0LXYYjMTGxdrCY2vXM/DSAaUS0Pzj3oQBAOBFVGJwQUTMAlQA8TkQRRLSNmVsrpZaapqmYOZqZtyulNmdnZ7edOXNm7bS0NMXME4noh/nz54clJCTsJKIorfVle/bs2bVixYoufFZJewANevXqtbVLly7D2rVrt8eyrFXHjh37KESTLhoyoVMIIS5tdQHcDWDa0qVL783Ly1vo9Xo7MfPrRLTa7/fvcbvdB4YMGdI/Pj4+7cMPP5zt9/sPeb3ehQkJCVnBwGE4MxcAOK6UWgOgTXC04hSA6sycT0Qgoo1E5AdAzPwyEaVt2LChQfnAorzPPvss5u6779Y2m+2cSZVt2rTZGxcXd0Br7Qim4p7DzNWUUg8i8DimIYBVERERaaHOrZRCgwYN/gVgEQJpuQuYuToCIw01AVRBYMSjw6+//trkzjvvjEpNTTUsyyKttbIsq93IkSNrHz58uAmAhgAiP/30U6/WOuR0g8zMzIbt2rXbprUeB+DNTp06XfBZOH+LjFwIIcSlqx+AuQj8eseUKVNQs2bNnz7//PPYqlWrDnA6nd/Wr19/F4CR6enpAICsrCx88803j7z99tt+IgonolMApiqlXMzcy7IsC8ByIuqMQDKtzkT0DBFN1lpfrpSqzswWM19PRL8eOXKkwk62sLAwOikpyfrwww9LXnvttfBt27apKlWq6F69emHw4MEHmbmpUqoJgAwAx4iordb6B2bep5RqxcyD33rrrdoDBw4sLigoCC9/7uHDhxe4XK6hzLwcgeqmK4noagCpWus6RNQQQHUispYtWxabl5d3TvsKCgpo8eLF4XfffferAIrr168/tKLPYhgG+f1+u1Kqn2EYbX//V3RhCjlJRgghxEWvEoC1AM4oHlZYWFj922+//fSWW25pEhMT88aKFSvqnn3gwYMH7XXr1t0eHx+/DUBdZj7JzB2J6G0KlCKvy8wtiagLEVUDcAMzRxFRNBHtUkpVBXAUwN+Ki4v9ixYtCpkLIikpKb9Hjx7DqlevPrh79+5zhwwZUn3QoEFfJiYmumw2m4OZ/cwchcAIyV4iqgugGIFKrs2Y+bLo6OhFHTt2fDcqKqqDYRinmjVrlhsTE3PPc889dwLA8wgkzpoL4AiA2gD+YRjGKgCVAcQR0YLFixe3yMzMDA/VxiNHjqwYPHhwMwAHoqKiqixYsKBeiMci6N69+6E2bdowM29wu90bf8f3c0GTkQshhLg0XY1AB3qOnJycZADeRYsWZSDEZEgAWLhwoWP+/PnXHDx4MDwmJmbAgAEDTgwbNuykw+GIJ6KOWuuDRHSMmWOZedO+ffvWffbZZ1OzsrJaRERE5PXr18/doUOHk61atVrZuHHjLrt27WpY/vwOh4NHjx4dbVnWW8zsJ6LtRNQCwPcAWmqtpxPREwA25efnj4mOjq4L4Krg5M4xANYqpX4ion7NmjW79f7777eC9T+YiJ4EUArgRgAlRPTP4OTS/cw8T2u9joi6MPNBImobGxtbYZKrLl26XIlAbo/M4uLidgDuU0o9o7U+Pe2AiIpXrFhRPT8///5ff/016fd/RRcuWYoqhBCXphsBrKhg2zYALQC8DGDs7z3hLbfcUjR16lQbACilirTWBQBsBw8edAwePDgyLy/vjIRSQ4YMyZkyZUpWbm5uWteuXf01a9Z8ICcn58S1114bPWrUqB1JSUlriWg4An2VAeAAM+9lZtPhcDxjWVaSZVnziSidmb8koqkIzJ04HFylksHMDOAqIvIwsyYiJzOXEtFnWutEpdQyZm7GzH18Pt+Bzz//vN6mTZtO1KlTp2bHjh13Jycnx+Tk5GTcfPPNfysoKDhjnqLD4fCNHj2668iRI2sz82vMvAfAsqeffnrLtm3bRm7durWbz+c7+0f8VgQCu1JcxCS4EEKIS1MNBJJchRrufxvAXQik4f7y956QiPzr16/fV7ly5d3M/DUzp9pstl+vv/76Zw4ePNj97P2VUrx8+fK99erVqwNgDxFdDmAngIbMTMwcjsDIQi4CNTkigitO9iNQJ2QPgL5a6++UUr2ZudgwjKuLior2OhyOKwHMUEq9w8zPANhtWdZDRDSeiOoBOE5E7Zn5EZ/P9+GOHTu6TJ06dd7u3bvt5T4P+vfvv/mRRx7Jzs7O7jtjxgybaZphzIyEhITiRx55xOZ0OhcFg4o6CMzR+JGZrxo9ejStX7+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-0.8118656201396097cy), (-0.45003448943974667cx, -0.7614404967169169cy)])  …  Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.5842322719566952cx, -0.6241274570051454cy), (0.6263203775219945cx, -0.46458248859399465cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.5811602832640849cx, -0.6236146584546399cy), (0.5975298569140871cx, -0.39940063716609486cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.5638793713624922cx, -0.635289517496074cy), (0.465657179654298cx, -0.6038691968103355cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.46563571325368325cx, -0.6674963399544034cy), (0.6204840512487488cx, -0.4617520413642095cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.4386642617965679cx, -0.6801600161475925cy), (0.17079389550057697cx, -0.6673784169942933cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.4673444743557564cx, -0.6689716103516097cy), (0.5394194106675829cx, -0.5959999188147134cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.6176572890309352cx, -0.45905851034944284cy), (0.46256593450798916cx, -0.58796032363226cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.5873448414446517cx, -0.3949940145353627cy), (0.39893680485907723cx, -0.5997679714401649cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.43313008928376795cx, -0.6022996936614425cy), (0.4039979678585792cx, -0.6086057109997597cy)]), Compose.LinePrimitive{Tuple{Measure, Measure}}(Tuple{Measure, Measure}[(0.46628446885740615cx, -0.5963175493975236cy), (0.5345828752024255cx, -0.5864244324318895cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.20225995873897262mm)]), 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}((-0.7325295545516388cx, -0.8150056209883245cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7287242616139038cx, -0.6204149768440697cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.9368426056823935cx, -0.4212503562090867cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5109009074836643cx, -0.5358539459688973cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6160002665736851cx, -0.4234192614181419cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6766686647795086cx, -0.9346134140221729cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.39596358304152024cx, -0.7615686227055876cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.8462444514499535cx, -0.5695036072142738cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.24872580043935377cx, -0.3806880254602103cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.21496053705583618cx, -0.6663014402444563cy), 0.006741998624632421w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4555001035020201cx, -0.6809633486813962cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.21802128776291418cx, -0.8646187143534197cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.630619661000412cx, -0.44828503263721675cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.15395805379512484cx, -0.6665750844604896cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.41943781304660677cx, -0.6531511123114226cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.24474926998898638cx, -0.694210033732926cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5987571516998942cx, -0.3825903826588115cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.4496035625385124cx, -0.5987338013444862cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.38752449460383476cx, -0.612171603316716cy), 0.006741998624632421w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.5512637815213193cx, -0.5840081804849269cy), 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 = SIR(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": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0.0031622776601683794w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.2254175884907682cx, 0.39473466163395576cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.49873365925952295cx, 0.11568866787568677cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.303496384236992cx, -0.2822084804342969cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.234897056586291cx, 0.2584294242696179cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6028336648100043cx, -0.36597413131098344cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.31524983626783687cx, 0.8755252162436293cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5771399334758838cx, 0.006950541164735258cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, 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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 toulouse_neigh\n",
    "toulouse_neigh_state = new_state(toulouse_neigh, 50)\n",
    "state, X = SIR(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": 27,
   "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 (LightGraph): 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 = SIR(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",
    "> TODO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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 = [\"Infected\" \"Recovered\" \"Susceptible\"],\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",
    "> TODO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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": 30,
   "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": 31,
   "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": 32,
   "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": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SAIR"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"Take a contact network at a certain state and apply t time steps of an SAIR model.\n",
    "\n",
    "* PARAMS\n",
    "    - net (LightGraph): 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",
    "    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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test on Karat7\n",
    "karat7_state = new_state(karat7, 5)\n",
    "state, X = SAIR(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": 35,
   "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 = SAIR(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": 36,
   "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}((-0.3710485222052282cx, 0.33977715891681504cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.20497031698688084cx, 0.1203615113958949cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.49509800680871974cx, -0.03746966246770245cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.2561239494841814cx, -0.054939766982626925cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5313059890482292cx, -0.27495037460840477cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.07293475574284647cx, 0.3906883882671277cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.17164929758215042cx, -0.06897286046764839cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.5056510008795427cx, 0.4770453382891955cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.17053979437808753cx, 0.22492074966899867cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.225245083056264cx, 0.27899768132904823cy), 0.0031622776601683794w)  …  Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.6211458059344379cx, -0.20955240340078696cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.6179452386520297cx, -0.7051603868589942cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.3879470830873246cx, 0.30272764287291665cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4154701436107664cx, -0.07895034392341727cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((0.47353667897337615cx, 0.6534727648916674cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.7706790418548841cx, 0.15677231648365497cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, Measure}((-0.4850938551971239cx, -0.7796865033971287cy), 0.0031622776601683794w), Compose.CirclePrimitive{Tuple{Measure, Measure}, 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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 Toulouse_neigh\n",
    "toulouse_neigh_state = new_state(toulouse_neigh, 50)\n",
    "state, X = SAIR(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": 37,
   "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 (LightGraph): 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 = SAIR(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",
    "> TODO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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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",
    "> TODO"
   ]
  },
  {
   "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)` with your code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Find patient zero by mean of the jordan center method.\n",
    "\n",
    "* PARAMS\n",
    "    - g (LightGraph): 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": 259,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n"
     ]
    },
    {
     "data": {
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"Find patient zero by mean of the distance centrality method.\n",
    "\n",
    "* PARAMS\n",
    "    - g (LightGraph): 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",
    "    # println(delta_infected)\n",
    "    # println(delta_recovered)\n",
    "    # println((delta_infected + delta_recovered / alpha))\n",
    "    # println(sum(d[:,i] .* (delta_infected + delta_recovered / alpha) for i in 1:n ))\n",
    "    # println(findmax(sum(d[:,i] .* (delta_infected + delta_recovered / alpha) for i in 1:n )))\n",
    "\n",
    "    _, distance_centrality = findmax(\n",
    "        sum(\n",
    "            d[:,i] .* (delta_infected + delta_recovered / alpha)\n",
    "            for i in 1:n\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",
    "println(distance(karat7, karat7_state, 0.1))\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: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",
    "> TODO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [
    {
     "ename": "MethodError",
     "evalue": "MethodError: no method matching nv(::JLD2.ReconstructedTypes.var\"##LightGraphs.SimpleGraphs.SimpleGraph{Int64}#314\")\nClosest candidates are:\n  nv(!Matched::Graphs.SimpleGraphs.AbstractSimpleGraph{T}) where T at ~/.julia/packages/Graphs/Mih78/src/SimpleGraphs/SimpleGraphs.jl:57\n  nv(!Matched::AbstractGraph) at ~/.julia/packages/Graphs/Mih78/src/interface.jl:141",
     "output_type": "error",
     "traceback": [
      "MethodError: no method matching nv(::JLD2.ReconstructedTypes.var\"##LightGraphs.SimpleGraphs.SimpleGraph{Int64}#314\")\n",
      "Closest candidates are:\n",
      "  nv(!Matched::Graphs.SimpleGraphs.AbstractSimpleGraph{T}) where T at ~/.julia/packages/Graphs/Mih78/src/SimpleGraphs/SimpleGraphs.jl:57\n",
      "  nv(!Matched::AbstractGraph) at ~/.julia/packages/Graphs/Mih78/src/interface.jl:141\n",
      "\n",
      "Stacktrace:\n",
      "  [1] distance(g::JLD2.ReconstructedTypes.var\"##LightGraphs.SimpleGraphs.SimpleGraph{Int64}#314\", state::Vector{Int64}, alpha::Float64)\n",
      "    @ Main ~/Documents/Cours/ENSEEIHT/S7 - Graphes/projet/graph21-22.ipynb:13\n",
      "  [2] top-level scope\n",
      "    @ ~/Documents/Cours/ENSEEIHT/S7 - Graphes/projet/graph21-22.ipynb:5\n",
      "  [3] eval\n",
      "    @ ./boot.jl:368 [inlined]\n",
      "  [4] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)\n",
      "    @ Base ./loading.jl:1251\n",
      "  [5] #invokelatest#2\n",
      "    @ ./essentials.jl:731 [inlined]\n",
      "  [6] invokelatest\n",
      "    @ ./essentials.jl:729 [inlined]\n",
      "  [7] (::VSCodeServer.var\"#150#151\"{VSCodeServer.NotebookRunCellArguments, String})()\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:18\n",
      "  [8] withpath(f::VSCodeServer.var\"#150#151\"{VSCodeServer.NotebookRunCellArguments, String}, path::String)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/repl.jl:185\n",
      "  [9] notebook_runcell_request(conn::VSCodeServer.JSONRPC.JSONRPCEndpoint{Base.PipeEndpoint, Base.PipeEndpoint}, params::VSCodeServer.NotebookRunCellArguments)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:14\n",
      " [10] dispatch_msg(x::VSCodeServer.JSONRPC.JSONRPCEndpoint{Base.PipeEndpoint, Base.PipeEndpoint}, dispatcher::VSCodeServer.JSONRPC.MsgDispatcher, msg::Dict{String, Any})\n",
      "    @ VSCodeServer.JSONRPC ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/JSONRPC/src/typed.jl:67\n",
      " [11] serve_notebook(pipename::String; crashreporting_pipename::String)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:94\n",
      " [12] top-level scope\n",
      "    @ ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/notebook/notebook.jl:12\n",
      " [13] include(mod::Module, _path::String)\n",
      "    @ Base ./Base.jl:414\n",
      " [14] exec_options(opts::Base.JLOptions)\n",
      "    @ Base ./client.jl:304\n",
      " [15] _start()\n",
      "    @ Base ./client.jl:506"
     ]
    }
   ],
   "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",
    "draw(PNG(\"karat7_Q22_1.png\", 20cm, 20cm), gplot(g, loc_x, loc_y, nodefillc = colors, nodelabel = labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "ename": "MethodError",
     "evalue": "MethodError: no method matching nv(::JLD2.ReconstructedTypes.var\"##LightGraphs.SimpleGraphs.SimpleGraph{Int64}#300\")\nClosest candidates are:\n  nv(!Matched::Graphs.SimpleGraphs.AbstractSimpleGraph{T}) where T at ~/.julia/packages/Graphs/Mih78/src/SimpleGraphs/SimpleGraphs.jl:57\n  nv(!Matched::AbstractGraph) at ~/.julia/packages/Graphs/Mih78/src/interface.jl:141",
     "output_type": "error",
     "traceback": [
      "MethodError: no method matching nv(::JLD2.ReconstructedTypes.var\"##LightGraphs.SimpleGraphs.SimpleGraph{Int64}#300\")\n",
      "Closest candidates are:\n",
      "  nv(!Matched::Graphs.SimpleGraphs.AbstractSimpleGraph{T}) where T at ~/.julia/packages/Graphs/Mih78/src/SimpleGraphs/SimpleGraphs.jl:57\n",
      "  nv(!Matched::AbstractGraph) at ~/.julia/packages/Graphs/Mih78/src/interface.jl:141\n",
      "\n",
      "Stacktrace:\n",
      "  [1] top-level scope\n",
      "    @ ~/Documents/Cours/ENSEEIHT/S7 - Graphes/projet/graph21-22.ipynb:9\n",
      "  [2] eval\n",
      "    @ ./boot.jl:368 [inlined]\n",
      "  [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)\n",
      "    @ Base ./loading.jl:1251\n",
      "  [4] #invokelatest#2\n",
      "    @ ./essentials.jl:731 [inlined]\n",
      "  [5] invokelatest\n",
      "    @ ./essentials.jl:729 [inlined]\n",
      "  [6] (::VSCodeServer.var\"#150#151\"{VSCodeServer.NotebookRunCellArguments, String})()\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:18\n",
      "  [7] withpath(f::VSCodeServer.var\"#150#151\"{VSCodeServer.NotebookRunCellArguments, String}, path::String)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/repl.jl:185\n",
      "  [8] notebook_runcell_request(conn::VSCodeServer.JSONRPC.JSONRPCEndpoint{Base.PipeEndpoint, Base.PipeEndpoint}, params::VSCodeServer.NotebookRunCellArguments)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:14\n",
      "  [9] dispatch_msg(x::VSCodeServer.JSONRPC.JSONRPCEndpoint{Base.PipeEndpoint, Base.PipeEndpoint}, dispatcher::VSCodeServer.JSONRPC.MsgDispatcher, msg::Dict{String, Any})\n",
      "    @ VSCodeServer.JSONRPC ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/JSONRPC/src/typed.jl:67\n",
      " [10] serve_notebook(pipename::String; crashreporting_pipename::String)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:94\n",
      " [11] top-level scope\n",
      "    @ ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/notebook/notebook.jl:12\n",
      " [12] include(mod::Module, _path::String)\n",
      "    @ Base ./Base.jl:414\n",
      " [13] exec_options(opts::Base.JLOptions)\n",
      "    @ Base ./client.jl:304\n",
      " [14] _start()\n",
      "    @ Base ./client.jl:506"
     ]
    }
   ],
   "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",
    "draw(PNG(\"karat7_Q22_2.png\", 20cm, 20cm), gplot(g, loc_x, loc_y, nodefillc = colors, nodelabel = labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "MethodError",
     "evalue": "MethodError: no method matching nv(::JLD2.ReconstructedTypes.var\"##LightGraphs.SimpleGraphs.SimpleGraph{Int64}#301\")\nClosest candidates are:\n  nv(!Matched::Graphs.SimpleGraphs.AbstractSimpleGraph{T}) where T at ~/.julia/packages/Graphs/Mih78/src/SimpleGraphs/SimpleGraphs.jl:57\n  nv(!Matched::AbstractGraph) at ~/.julia/packages/Graphs/Mih78/src/interface.jl:141",
     "output_type": "error",
     "traceback": [
      "MethodError: no method matching nv(::JLD2.ReconstructedTypes.var\"##LightGraphs.SimpleGraphs.SimpleGraph{Int64}#301\")\n",
      "Closest candidates are:\n",
      "  nv(!Matched::Graphs.SimpleGraphs.AbstractSimpleGraph{T}) where T at ~/.julia/packages/Graphs/Mih78/src/SimpleGraphs/SimpleGraphs.jl:57\n",
      "  nv(!Matched::AbstractGraph) at ~/.julia/packages/Graphs/Mih78/src/interface.jl:141\n",
      "\n",
      "Stacktrace:\n",
      "  [1] top-level scope\n",
      "    @ ~/Documents/Cours/ENSEEIHT/S7 - Graphes/projet/graph21-22.ipynb:9\n",
      "  [2] eval\n",
      "    @ ./boot.jl:368 [inlined]\n",
      "  [3] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)\n",
      "    @ Base ./loading.jl:1251\n",
      "  [4] #invokelatest#2\n",
      "    @ ./essentials.jl:731 [inlined]\n",
      "  [5] invokelatest\n",
      "    @ ./essentials.jl:729 [inlined]\n",
      "  [6] (::VSCodeServer.var\"#150#151\"{VSCodeServer.NotebookRunCellArguments, String})()\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:18\n",
      "  [7] withpath(f::VSCodeServer.var\"#150#151\"{VSCodeServer.NotebookRunCellArguments, String}, path::String)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/repl.jl:185\n",
      "  [8] notebook_runcell_request(conn::VSCodeServer.JSONRPC.JSONRPCEndpoint{Base.PipeEndpoint, Base.PipeEndpoint}, params::VSCodeServer.NotebookRunCellArguments)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:14\n",
      "  [9] dispatch_msg(x::VSCodeServer.JSONRPC.JSONRPCEndpoint{Base.PipeEndpoint, Base.PipeEndpoint}, dispatcher::VSCodeServer.JSONRPC.MsgDispatcher, msg::Dict{String, Any})\n",
      "    @ VSCodeServer.JSONRPC ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/JSONRPC/src/typed.jl:67\n",
      " [10] serve_notebook(pipename::String; crashreporting_pipename::String)\n",
      "    @ VSCodeServer ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/packages/VSCodeServer/src/serve_notebook.jl:94\n",
      " [11] top-level scope\n",
      "    @ ~/.vscode/extensions/julialang.language-julia-1.5.8/scripts/notebook/notebook.jl:12\n",
      " [12] include(mod::Module, _path::String)\n",
      "    @ Base ./Base.jl:414\n",
      " [13] exec_options(opts::Base.JLOptions)\n",
      "    @ Base ./client.jl:304\n",
      " [14] _start()\n",
      "    @ Base ./client.jl:506"
     ]
    }
   ],
   "source": [
    "# Loading a snapshot of grid50\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",
    "draw(PNG(\"grid50_Q22.png\", 100cm, 100cm), gplot(g, loc_x, loc_y, nodefillc = colors, nodelabel = labels))"
   ]
  }
 ],
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   "mimetype": "application/julia",
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