{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TODO\n", "- time-varying graphs\n", "- table of results\n", "- show combinatorics. why not NP hard. enumerate paths.\n", "- remove $\\mathcal{P}$. just describe a path with $x$ from the start?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Topic references\n", "- [Convex Optimization book](http://web.stanford.edu/~boyd/cvxbook/)\n", "- [Additional Exercise 15.4: Allocation of interdiction effort](http://web.stanford.edu/~boyd/cvxbook/bv_cvxbook_extra_exercises.pdf)\n", "- [Shortest path problem in graph theory](http://en.wikipedia.org/wiki/Shortest_path_problem)\n", "- [Dijkstra's_algorithm](http://en.wikipedia.org/wiki/Dijkstra%27s_algorithm)\n", "- [Iterated weighted $\\ell_1$ heuristic](http://stanford.edu/class/ee364b/lectures/l1_ext_slides.pdf)\n", "\n", "# Allocating interdiction effort to catch a smuggler\n", "\n", "We'll explore a game between a smuggler moving through a graph and a security team trying to catch him.\n", "\n", "The smuggler moves along a directed graph (cycles are allowed) with $n$ nodes and $m$ edges from node $0$ (the source) to node $n-1$ (the destination).\n", "Edge $j$ has evasion probability $p_j$, which is the probability that the smuggler moves along that edge undetected.\n", "The detection events on the edges are independent, so the probability that the smuggler makes it to the destination undetected is $\\prod_{j \\in \\mathcal{P}} p_j$, where $\\mathcal{P} \\subset \\lbrace 0,\\ldots, m-1\\rbrace$ is the set of edges on the smuggler's path.\n", "We assume that the smuggler knows the evasion probabilities and will take a path that maximizes the probability of making it to the destination node undetected.\n", "\n", "The security team is trying to catch the smuggler as he moves through the graph.\n", "They can control the evasion probabilities on the graph edges through, say, allocation of resources to the edges, assigning guards, etc.\n", "We'll keep this abstract for now, and just consider that security can modify the evasion probabilities subject to some constraints.\n", "Their goal is to choose evasion probabilities to minimize the chance that the smuggler gets through undetected.\n", "\n", "# Transformations and mathematical formulation\n", "\n", "We'll take the logarithm of all probabilities to make the problem amenable to convex optimization and simplify the remaining discussion.\n", "This transforms products of variables (generally not convex) into sums of variables (convex!).\n", "\n", "Let $c_j = \\log(p_j)$.\n", "As this is a one-to-one correspondence, we may refer to the 'edge detection probabilities' when we really mean to refer to their logarithm, $c$.\n", "This should be clear from context and hopefully won't cause any confusion.\n", "\n", "Given $c$ and a path $\\mathcal{P}$, let $P(c, \\mathcal{P})$ be the logarithm of the evasion probability of that path. That is, \n", "\n", "$$\n", "P(c, \\mathcal{P}) = \\log \\left( \\prod_{j \\in \\mathcal{P}} p_j \\right) = \\sum_{j \\in \\mathcal{P}} \\log(p_j) = \\sum_{j \\in \\mathcal{P}} c_j.\n", "$$\n", "\n", "Define $P(c, \\mathcal{P}) = -\\infty$ if $\\mathcal{P}$ is not a valid path from source to sink. We do this to implicitly encode the constraint that the smuggler's path must be valid.\n", "\n", "# Min/max game\n", "\n", "We can now interpret this problem as a min/max game. The smuggler is trying to maximize his chance of getting through undetected by choosing $\\mathcal{P}$, and security is trying to minimize the smuggler's chance by choosing $c$. That is, the smuggler is trying to maximize $P(c, \\mathcal{P})$ while the security team is trying to minimize it.\n", "\n", "We end up with a game with two 'moves'.\n", "Security 'moves' first by choosing the edge evasion probabilities via $c$.\n", "The smuggler 'moves' second (after $c$ is fixed) by choosing his path $\\mathcal{P}$.\n", "\n", "For security to make an optimal choice of edge evasion probabilities, they'll need to model what the smuggler will do when faced with any set of evasion probabilities. Thus, we'll let $P^\\mathrm{opt}(c)$ be the optimal value of the problem\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{maximize} & P(c, \\mathcal{P}) \\\\\n", " \\mbox{subject to} & \\mathcal{P} \\mbox{ is a valid path}.\n", "\\end{array}\n", "\\\\]\n", "\n", "$P^\\mathrm{opt}(c)$ is the (logarithm of the) evasion probability of the smuggler if he picks an optimal path, knowing the values of $c$.\n", "\n", "The security team's goal is then to minimize this quantity, subject to some constraints on $c$, which we'll denote by the set $\\mathcal{C}$. Let $P^{\\star}$ be the optimal value of \n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{minimize} & P^{\\mathrm{opt}}(c) \\\\\n", " \\mbox{subject to} & c \\in \\mathcal{C}.\n", "\\end{array}\n", "\\\\]\n", "\n", "In the remainder, we'll first consider the smuggler's objective so as to obtain a convex formulation of \n", "$P^\\mathrm{opt}(c)$, which we can then use to analyze and optimize the security team's objective." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Helper functions\n", "\n", "The next cell contains some helper functions for generating the examples and plotting the results. This is the majority of the code. The actual CVXPY optimization code is only a few lines. We'll go over the optimization code later in the notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#%config InlineBackend.figure_format = 'pdf'\n", "#%config InlineBackend.figure_format = 'svg'\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import networkx as nx\n", "import cvxpy as cp\n", "\n", "from matplotlib import rcParams\n", "rcParams.update({'font.size': 16})\n", "\n", "def formGraph(N,mu,eta,buildings=None,seed=None,dummyNodes=False):\n", " ''' Form N by N grid of nodes, perturb by mu and connect nodes within eta.\n", " mu and eta are relative to 1/(N-1)\n", " \n", " buildings is a list of tuples (x,y,w,h)\n", " '''\n", " if seed is not None:\n", " np.random.seed(seed)\n", " \n", " mu = mu/(N-1)\n", " eta = eta/(N-1)\n", " \n", " # generate perterbed grid positions for the nodes\n", " pos = [(i + mu*np.random.randn(), j + mu*np.random.randn())\\\n", " for i in np.linspace(0,1,N) for j in np.linspace(1,0,N)]\n", " \n", " #select out nodes that end up inside buildings\n", " if buildings is not None and buildings != []:\n", " pos2 = []\n", " for p in pos:\n", " inside = False\n", " for x,y,w,h in buildings:\n", " if x <= p[0] and p[0] <= x + w and y <= p[1] and p[1] <= y + h:\n", " inside = True\n", " break\n", " if not inside:\n", " pos2.append(p)\n", " pos = pos2\n", " \n", " # add dummy nodes for multiple entry/exit example\n", " if dummyNodes:\n", " pos = [(-.5,.5)] + pos + [(1.5,.5)]\n", " \n", " pos = dict(enumerate(pos))\n", " n = len(pos)\n", " \n", " # connect nodes with edges\n", " G = nx.random_geometric_graph(n,eta,pos=pos)\n", " \n", " # remove edges that cross buildings\n", " if buildings is not None and buildings != []:\n", " for e in list(G.edges()):\n", " blocked = False\n", " for x,y,w,h in buildings:\n", " if intersect(pos[e[0]],pos[e[1]],x,x+w,y,y+h):\n", " blocked = True\n", " if blocked:\n", " G.remove_edge(*e)\n", " \n", " G = nx.DiGraph(G)\n", " \n", " # add edges connecting dummy nodes to nodes on left and right edges of grid\n", " if dummyNodes:\n", " for i in range(N):\n", " G.add_edge(0,i+1)\n", " G.add_edge(n-i-2,n-1)\n", " \n", " return G, pos\n", "\n", "def showPaths(G,pos,edgeProbs=1.0,path=None,visibleNodes=None,Gnodes=None,Rnodes=None,guards=None):\n", " ''' Takes directed graph G, node positions pos, and edge probabilities.\n", " Optionally uses path (a list of edge indices) to plot the smuggler's path.\n", " \n", " edgeProbd gives the probabilities for all the edges, including hidden ones.\n", " \n", " path includes all the edges, including the hidden ones\n", " \n", " Gnodes and Rnodes denote the source and destination nodes, to be plotted green\n", " and red respectively.\n", " \n", " guards is a list of node indices for denoting guards with a black dot on the plot\n", " '''\n", " fig = plt.figure(figsize=(8,6))\n", " ax = fig.add_subplot(111, aspect='equal')\n", " \n", " n = G.number_of_nodes()\n", " if visibleNodes is None:\n", " visibleNodes = G.nodes()\n", " \n", " # draw the regular interior nodes in the graph\n", " nx.draw_networkx_nodes(G,pos,nodelist=visibleNodes, edgecolors='k',\n", " node_color='w',node_size=100,ax=ax)\n", "\n", " # draw the origin and destination nodes\n", " for nodes, color in zip([Gnodes,Rnodes],['g','r']):\n", " for color2, alpha in zip(['w',color],[1,.2]):\n", " nx.draw_networkx_nodes(G,pos,\n", " nodelist=nodes,\n", " node_color=color2,\n", " edgecolors='k',\n", " node_size=200,\n", " ax=ax,alpha=alpha)\n", "\n", " # draw guard nodes\n", " if guards is not None:\n", " nx.draw_networkx_nodes(G,pos,nodelist=guards,node_color='k',\n", " node_size=100,ax=ax)\n", " \n", " \n", " if path is None:\n", " alpha = 1\n", " else:\n", " alpha = .15\n", " \n", " # start messing with edges\n", " edge2ind = {e:i for i,e in enumerate(G.edges())}\n", " ind2edge = {i:e for i,e in enumerate(G.edges())}\n", " \n", " # only display edges between non-dummy nodes\n", " visibleEdges = [i for i in range(len(edge2ind)) if ind2edge[i][0] in visibleNodes and ind2edge[i][1] in visibleNodes]\n", " \n", " edgelist = [ind2edge[i] for i in visibleEdges]\n", " \n", " if isinstance(edgeProbs,float):\n", " edgeProbs = [edgeProbs]*G.number_of_edges()\n", " \n", " p = [edgeProbs[i] for i in visibleEdges]\n", "\n", " # draw edges of graph, make transparent if we're drawing a path over them\n", " edges = nx.draw_networkx_edges(G,pos,edge_color=p,width=4,\n", " edge_cmap=plt.cm.RdYlGn,arrows=False,edgelist=edgelist,edge_vmin=0.0,\n", " edge_vmax=1.0,ax=ax,alpha=alpha)\n", "\n", " # draw the path, only between visible nodes\n", " if path is not None:\n", " visiblePath = [i for i in path if ind2edge[i][0] in visibleNodes and ind2edge[i][1] in visibleNodes]\n", " path_pairs = [ind2edge[i] for i in visiblePath]\n", " path_colors = [edgeProbs[i] for i in visiblePath]\n", " edges = nx.draw_networkx_edges(G,pos,edge_color=path_colors,width=8,\n", " edge_cmap=plt.cm.RdYlGn,edgelist=path_pairs,arrows=False,edge_vmin=0.0,\n", " edge_vmax=1.0)\n", " \n", " fig.colorbar(edges,label='Evasion probability')\n", "\n", " ax.axis([-0.05,1.05,-0.05,1.05])\n", " #ax.axis('tight')\n", " #ax.axis('equal')\n", " ax.axis('off')\n", " \n", " return fig, ax\n", " \n", "def optPath(G,p):\n", " ''' Find the optimal smuggler's path in directed graph G\n", " with edge evasion probabilities p and dictionary\n", " edge2ind bringing node pairs to edge indices\n", " '''\n", " edge2ind = {e:i for i,e in enumerate(G.edges())}\n", " H = G.copy()\n", " p = np.minimum(p,1)\n", " w = -np.log(p)\n", " n = H.number_of_nodes()\n", " \n", " for i in H:\n", " for j in H[i]:\n", " H[i][j]['w'] = w[edge2ind[(i,j)]]\n", " \n", " path = nx.shortest_path(H,0,n-1,'w')\n", " #path = nx.astar_path(H,0,n-1,weight='w')\n", " \n", " foo = [edge2ind[(i,j)] for i,j in zip(path[:-1],path[1:])]\n", " x = np.zeros_like(p)\n", " x[foo] = 1\n", " return x\n", "\n", "def intersect(p1,p2,xmin,xmax,ymin,ymax):\n", " '''determine if a rectangle given by xy limits blocks the line of sight between p1 and p2'''\n", "\n", " block = False\n", " \n", " # if either point inside block\n", " for p in [p1,p1]:\n", " if xmin <= p[0] and p[0] <= xmax and ymin <= p[1] and p[1] <= ymax:\n", " return True\n", " \n", " # if the two points are equal at this stage, then they are outside the block\n", " if p1[0] == p2[0] and p1[1] == p2[1]:\n", " return False\n", " \n", " \n", " if p2[0] != p1[0]:\n", " for x in [xmin,xmax]:\n", " alpha = (x-p1[0])/(p2[0] - p1[0])\n", " y = p1[1] + alpha*(p2[1] - p1[1])\n", "\n", " if 0 <= alpha and alpha <= 1 and ymin <= y and y <= ymax:\n", " return True\n", " \n", " if p2[1] != p1[1]:\n", " for y in [ymin,ymax]:\n", " alpha = (y-p1[1])/(p2[1] - p1[1])\n", " x = p1[0] + alpha*(p2[0] - p1[0])\n", "\n", " if 0 <= alpha and alpha <= 1 and xmin <= x and x <= xmax:\n", " return True\n", " \n", " return False\n", "\n", "def getGuardEffects(G,pos,guardIdxs,buildings=None,dummyNodes=None):\n", " ''' for n guards and m edges, return an m by n matrix giving the\n", " effect of each guard on the evasion probabilities of each edge\n", " in the graph.\n", " \n", " Ignore dummy nodes, if any. Guards cannot see through buildings.\n", " \n", " guardIdxs is a list of the node indices where we would consider placing\n", " guards\n", " \n", " Return the log of the detection probabilities for each guard.\n", " \n", " '''\n", " def evadeProb(x,radius=.2):\n", " r = np.linalg.norm(x)/radius\n", " return min(r+.1,1)\n", " \n", " m = G.number_of_edges()\n", " if buildings is None:\n", " buildings = []\n", " if dummyNodes is None:\n", " dummyNodes = []\n", " \n", " \n", " ind2edge = {i:e for i,e in enumerate(G.edges())}\n", " edgeCenters = []\n", " for e in G.edges():\n", " edgeCenters.append((np.array(pos[e[0]]) + np.array(pos[e[1]]))/2)\n", " \n", " edgeCenters = np.array(edgeCenters)\n", " numGuards = len(guardIdxs)\n", " edgeVals = np.zeros((m,numGuards))\n", " \n", " for i,gid in enumerate(guardIdxs):\n", " for j in range(m):\n", " blocked = False\n", " for x,y,w,h in buildings:\n", " if intersect(edgeCenters[j,:],pos[gid],x,x+w,y,y+h):\n", " blocked = True\n", " break\n", " e = ind2edge[j]\n", " if e[0] in dummyNodes or e[1] in dummyNodes:\n", " blocked = True\n", " if not blocked:\n", " edgeVals[j,i] += np.log(evadeProb(pos[gid]-edgeCenters[j,:],.3))\n", " return edgeVals\n", "\n", "def get_a(G,seed=None):\n", " '''\n", " Generate a random value in [0,1] for each edge in the graph.\n", " For directed graphs, directed edges between the same nodes should have the same value\n", " '''\n", " if seed is not None:\n", " np.random.seed(seed)\n", " m = G.number_of_edges()\n", " a = np.zeros((m))\n", " edge2ind = {e:i for i,e in enumerate(G.edges())}\n", " for e in G.edges():\n", " a[edge2ind[e]] = np.random.rand()\n", " e2 = (e[1],e[0])\n", " if e2 in edge2ind:\n", " a[edge2ind[e2]] = a[edge2ind[e]]\n", " return a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Smuggler's objective\n", "\n", "The smuggler chooses a path $\\mathcal{P}$ only after $c$ is fixed.\n", "His goal is to find a valid path in the graph which maximizes $\\sum_{j \\in \\mathcal{P}} c_j$.\n", "Note that this problem can be cast and solved exactly as a [shortest path problem in graph theory](http://en.wikipedia.org/wiki/Shortest_path_problem).\n", "We formulate it here as a convex problem so that the security team can use the model to thwart the smuggler.\n", "\n", "We'll denote possible paths with a Boolean decision variable $x \\in \\lbrace 0,1 \\rbrace^m$, where $x_j = 1$ denotes $j \\in \\mathcal{P}$. Note that this allows us to write the smuggler's objective as\n", "\n", "$$\n", "\\sum_{j \\in \\mathcal{P}} c_j = \\sum_{j=0}^{n-1} c_j x_j = c^T x.\n", "$$\n", "\n", "The $x$ variable needs to satisfy certain constraints to represent a valid path. Firstly, the number of times the path exits the source node must be exactly one more than the number of times it enters the source node. Similarly, the number of times the path enters the destination node must be exactly one more than the number of times it exits destination node. For all other nodes in the graph, the number of times the path enters and exits the node must be equal. These constraints can be represented as $Ax = b$, where\n", "\n", "\\\\[\n", "b_i = \\begin{cases} \n", "-1 & i = 0 \\\\\n", "+1 & i = n-1\\\\\n", "0 & \\mbox{otherwise,}\n", "\\end{cases}\n", "\\\\]\n", "\n", "\\\\[\n", "A_{ij} = \n", "\\begin{cases} \n", "+1 & \\mbox{if edge $j$ enters node $i$} \\\\\n", "-1 & \\mbox{if edge $j$ exits node $i$} \\\\\n", "0 & \\mbox{otherwise.}\n", "\\end{cases}\n", "\\\\]\n", "\n", "The smuggler's problem can then be written so that $P^\\mathrm{opt}(c)$ is the optimum value of the problem\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{maximize} & c^T x \\\\\n", " \\mbox{subject to} & A x = b\\\\\n", " & x \\in \\lbrace 0,1 \\rbrace^m.\n", "\\end{array}\n", "\\\\]\n", "\n", "This is a linear problem with Boolean variables, which is not convex, but we can transform it into a convex problem by relaxing the Boolean constraints to get the linear program\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{maximize} & c^T x \\\\\n", " \\mbox{subject to} & A x = b\\\\\n", " & x \\geq 0,\n", "\\end{array}\n", "\\\\]\n", "with optimum value $P^{\\mathrm{opt}}_\\mathrm{R}(c)$.\n", "\n", "It turns out that this relaxed convex problem solves the original Boolean problem *exactly*.\n", "That is, $P^{\\mathrm{opt}}(c) = P^{\\mathrm{opt}}_\\mathrm{R}(c)$, so we will only write $P^{\\mathrm{opt}}$ in the remainder.\n", "In addition, the solution to the LP, $x^\\star$, will be Boolean when there is a unique optimal path.\n", "In the presence of multiple optimal paths, the $x^\\star$ may have fractional entries, but an optimal path can still be recovered.\n", "\n", "For the purposes of the security team, we'll only need that the Boolean and LP optimal values are equal.\n", "Before continuing on to security's perspective, we'll look at an example of the smuggler choosing an optimal path in a given graph.\n", "\n", "# Smuggler's path example\n", "We'll solve the smuggler's problem on an example network to see an example of an optimal path.\n", "\n", "We'll create an $N \\times N$ grid of points with small perturbations to make the graph irregular, connecting two nodes with two directed edges (one going each way) if the nodes are within distance $\\eta$ of each other. Pairs of edges $(i,j)$ and $(j,i)$ will have identical evasion probabilities, i.e., the evasion probability is the same in either direction between two connected nodes. The evasion probability will be distributed like $p_j = e^{-a_j}$, where $a_j$ is a uniform random variable over the interval $\\left[0,1\\right]$.\n", "\n", "The smuggler will find an optimal path from node $0$ in the upper-left corner of the graph plot to node $n-1$ in the lower-right corner of the graph plot.\n", "\n", "We show the graph with the edge evasion probabilities below." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/envs/cvxpy/lib/python3.6/site-packages/networkx/drawing/nx_pylab.py:611: MatplotlibDeprecationWarning: isinstance(..., numbers.Number)\n", " if cb.is_numlike(alpha):\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 10\n", "G, pos = formGraph(N,.12,1.2,seed=5)\n", "n = G.number_of_nodes()\n", "\n", "a = get_a(G,seed=2)\n", "p = np.exp(-a) \n", "\n", "fig, ax = showPaths(G,pos,p,Gnodes=[0],Rnodes=[n-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We form the smuggler's relaxed convex problem and solve it to find his optimal path. We plot the path below." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------\n", " OSQP v0.4.1 - Operator Splitting QP Solver\n", " (c) Bartolomeo Stellato, Goran Banjac\n", " University of Oxford - Stanford University 2018\n", "-----------------------------------------------------------------\n", "problem: variables n = 354, constraints m = 808\n", " nnz(P) + nnz(A) = 1416\n", "settings: linear system solver = qdldl,\n", " eps_abs = 1.0e-03, eps_rel = 1.0e-03,\n", " eps_prim_inf = 1.0e-04, eps_dual_inf = 1.0e-04,\n", " rho = 1.00e-01 (adaptive),\n", " sigma = 1.00e-06, alpha = 1.60, max_iter = 4000\n", " check_termination: on (interval 25),\n", " scaling: on, scaled_termination: off\n", " warm start: on, polish: on\n", "\n", "iter objective pri res dua res rho time\n", " 1 -8.9458e+02 8.00e+00 9.97e+01 1.00e-01 2.10e-03s\n", " 75 5.0606e+00 1.47e-03 5.64e-05 1.00e-01 8.35e-03s\n", "\n", "status: solved\n", "solution polish: unsuccessful\n", "number of iterations: 75\n", "optimal objective: 5.0606\n", "run time: 1.15e-02s\n", "optimal rho estimate: 5.09e-01\n", "\n" ] } ], "source": [ "A = nx.incidence_matrix(G,oriented=True).toarray()\n", "n,m = A.shape\n", "\n", "b = np.zeros(n)\n", "b[0] = -1\n", "b[n-1] = 1\n", "\n", "c = np.log(p)\n", "\n", "edge2ind = {e: i for i,e in enumerate(G.edges())}\n", "\n", "B = np.zeros((int(m/2),m))\n", "count = 0\n", "for i in G:\n", " for j in G[i]:\n", " if i < j:\n", " B[count,edge2ind[(i,j)]] = 1\n", " B[count,edge2ind[(j,i)]] = -1\n", " count += 1\n", "\n", "\n", "x = cp.Variable(shape=m)\n", "constr = [A*x == b,x>=0, x <= 1]\n", "cp.Problem(cp.Maximize(x.T*c),constr).solve(verbose=True)\n", "x = np.array(x.value).flatten()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The evasion probability of the smuggler's optimal path is 6.341943e-03, or 0.634%.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "path = list(np.flatnonzero(x > .1))\n", "showPaths(G,pos,p,path,Gnodes=[0],Rnodes=[n-1])\n", "print(\"The evasion probability of the smuggler's \"\n", " \"optimal path is %e, or %.3f%%.\"%(np.exp(x.dot(c)), np.exp(x.dot(c))*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We run a discrete graph-theoretic shortest path algorithm on the same graph to check that we get the same optimal path.\n", "The function `optPath` is using the NetworkX Python package and [Dijkstra's_algorithm](http://en.wikipedia.org/wiki/Dijkstra%27s_algorithm) to compute the optimal path." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The evasion probability of the smuggler's optimal path is 6.343747e-03, or 0.634%.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y = optPath(G,p)\n", "path = list(np.flatnonzero(y > .1))\n", "showPaths(G,pos,p,path,Gnodes=[0],Rnodes=[n-1])\n", "print(\"The evasion probability of the smuggler's \"\n", " \"optimal path is %e, or %.3f%%.\"%(np.exp(y.dot(c)), np.exp(y.dot(c))*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Security's objective\n", "\n", "The security team's goal is to minimize $P^\\mathrm{opt}(c)$, subject to some constraints (say, limits on budget or personnel), which we'll denote by $c \\in \\mathcal{C}$:\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{minimize} & P^{\\mathrm{opt}}(c) \\\\\n", " \\mbox{subject to} & c \\in \\mathcal{C}.\n", "\\end{array}\n", "\\\\]\n", "\n", "But note that $P^{\\mathrm{opt}}(c)$ is the optimal value of the problem\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{maximize} & c^T x \\\\\n", " \\mbox{subject to} & A x = b\\\\\n", " & x \\geq 0.\n", "\\end{array}\n", "\\\\]\n", "\n", "We'd like to combine these two optimization problems into a single problem for the security team to solve, but this is problematic as the variables of one problem, $x$, are multiplied with the variables of the other, $c$, which is not a convex objective in general. To get around this, we'll take the dual (Chapter 5 of the [Convex Optimization book](http://web.stanford.edu/~boyd/cvxbook/)) of the smuggler's problem.\n", "\n", "Let $D^\\mathrm{opt}(c)$ denote the optimal value of the dual of the smuggler's problem, which is\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{minimize} & b^T \\lambda \\\\\n", " \\mbox{subject to} & A^T \\lambda \\geq c,\n", "\\end{array}\n", "\\\\]\n", "with dual variable $\\lambda$.\n", "\n", "Duality theory guarantees that $D^\\mathrm{opt}(c) = P^{\\mathrm{opt}}(c)$, which allows us to write the security team's problem as\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{minimize} & D^{\\mathrm{opt}}(c) \\\\\n", " \\mbox{subject to} & c \\in \\mathcal{C},\n", "\\end{array}\n", "\\\\]\n", "which we can rewrite as the single optimization problem\n", "\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{minimize} & b^T \\lambda \\\\\n", " \\mbox{subject to} & A^T \\lambda \\geq c\\\\\n", " &c \\in \\mathcal{C},\n", "\\end{array}\n", "\\\\]\n", "where $c$ and $\\lambda$ are the optimization variables.\n", "\n", "We will denote the optimal value of this problem as $P^\\star$. By solving to find $c^\\star$, the security team will have optimally allocated resources to make detection of the smuggler as likely as possible.\n", "\n", "# Security example\n", "\n", "We'll consider security's problem on the same network as the last example with the edge evasion probabilities modeled as $p_j = e^{-a_j r_j}$, where $r_j \\in \\mathbf{R}_+$ denotes the effort (say, yearly budget) allocated to edge $j$. We'll assume $a_j \\in \\mathbf{R}_{++}$ are given and represent the cost involved in securing an edge. As in the last example, $a_j$ is a uniform random variable over the interval $\\left[0,1\\right]$.\n", "\n", "We'll use the same random seed as the last example, so the last example corresponds to the specific allocation $r_j = 1$ for all $j$ in the current model. We'll use this to compare the detection probability of a naive, uniform effort allocation against the optimal allocation.\n", "\n", "For this example, we'll impose a maximum budget constraint $\\sum_{j=0}^{m-1} r_j = m$, and a uniform spending limit on each edge, $r_j \\leq R$.\n", "\n", "We'll also constrain that the evasion probability is equal in both directions. That is, edge $(i,j)$ and edge $(j,i)$ have equal evasion probabilities. We'll enforce that constraint with $Br = 0$, for some matrix $B$.\n", "\n", "The final model is\n", "\\\\[\n", "\\begin{array}{ll}\n", " \\mbox{minimize} & b^T \\lambda \\\\\n", " \\mbox{subject to} & A^T \\lambda \\geq c \\\\\n", " & c_j = -a_j r_j \\\\\n", " & Br = 0 \\\\\n", " & 0 \\leq r \\leq R\\\\\n", " &\\mathbf{1}^T r = m\n", "\\end{array}\n", "\\\\]\n", "\n", "We solve the model below with $R=5$ and report the evasion probability of the smuggler's optimal path." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------\n", " OSQP v0.4.1 - Operator Splitting QP Solver\n", " (c) Bartolomeo Stellato, Goran Banjac\n", " University of Oxford - Stanford University 2018\n", "-----------------------------------------------------------------\n", "problem: variables n = 454, constraints m = 1240\n", " nnz(P) + nnz(A) = 2478\n", "settings: linear system solver = qdldl,\n", " eps_abs = 1.0e-03, eps_rel = 1.0e-03,\n", " eps_prim_inf = 1.0e-04, eps_dual_inf = 1.0e-04,\n", " rho = 1.00e-01 (adaptive),\n", " sigma = 1.00e-06, alpha = 1.60, max_iter = 4000\n", " check_termination: on (interval 25),\n", " scaling: on, scaled_termination: off\n", " warm start: on, polish: on\n", "\n", "iter objective pri res dua res rho time\n", " 1 -3.3084e+01 3.54e+02 3.54e+04 1.00e-01 2.59e-03s\n", " 100 -2.2269e+01 3.28e-01 1.58e-03 5.35e-03 9.06e-03s\n", "\n", "status: solved\n", "solution polish: unsuccessful\n", "number of iterations: 100\n", "optimal objective: -22.2692\n", "run time: 1.05e-02s\n", "optimal rho estimate: 4.10e-03\n", "\n" ] } ], "source": [ "nu = cp.Variable(shape=n)\n", "r = cp.Variable(shape=m)\n", "constr = [A.T*nu >= -cp.multiply(a,r), cp.sum(r) == m, r >= 0, B*r == 0, r <= 5]\n", "cp.Problem(cp.Minimize(nu.T*b),constr).solve(verbose=True)\n", "nu = np.array(nu.value).flatten()\n", "r = np.array(r.value).flatten()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The evasion probability of the smuggler's optimal path is 2.131035e-10.\n", "The smuggler's chance of evasion is 29759913.87 times smaller than with the uniform resource allocation.\n" ] } ], "source": [ "print(\"The evasion probability of the smuggler's optimal path is %e.\"%(np.exp(nu.dot(b)),))\n", "print(\"The smuggler's chance of evasion is %.2f times smaller than with the uniform resource allocation.\"%(np.exp(x.dot(c))/np.exp(nu.dot(b))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we plot the resulting edge evasion probabilities from the optimal allocation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "p = np.exp(-a*r)\n", "showPaths(G,pos,p,Gnodes=[0],Rnodes=[n-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now solve the smuggler's problem with these optimal resource allocations, but we won't recover a Boolean solution for $x^{\\star}$ because the optimal path is not unique. Note, however, that the optimal evasion probability is the same." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------\n", " OSQP v0.4.1 - Operator Splitting QP Solver\n", " (c) Bartolomeo Stellato, Goran Banjac\n", " University of Oxford - Stanford University 2018\n", "-----------------------------------------------------------------\n", "problem: variables n = 354, constraints m = 808\n", " nnz(P) + nnz(A) = 1416\n", "settings: linear system solver = qdldl,\n", " eps_abs = 1.0e-03, eps_rel = 1.0e-03,\n", " eps_prim_inf = 1.0e-04, eps_dual_inf = 1.0e-04,\n", " rho = 1.00e-01 (adaptive),\n", " sigma = 1.00e-06, alpha = 1.60, max_iter = 4000\n", " check_termination: on (interval 25),\n", " scaling: on, scaled_termination: off\n", " warm start: on, polish: on\n", "\n", "iter objective pri res dua res rho time\n", " 1 -8.8977e+02 8.00e+00 4.71e+02 1.00e-01 9.14e-04s\n", " 200 2.0447e+01 7.16e-03 6.89e-03 1.00e-01 6.66e-03s\n", " 325 2.0607e+01 9.79e-04 2.46e-03 1.00e-01 9.95e-03s\n", "\n", "status: solved\n", "solution polish: unsuccessful\n", "number of iterations: 325\n", "optimal objective: 20.6072\n", "run time: 1.08e-02s\n", "optimal rho estimate: 1.37e-01\n", "\n", "The evasion probability of the smuggler's optimal path is 1.123036e-09.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAusAAAH0CAYAAACEkWPuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAIABJREFUeJzsvXncZUdZLvrU93VnIhPIJOIVmQQEUeAKiiP5iTlezzkcBa8/jyiI9zqAIspxlkmZZDyM6mUyQMIsgUCQISPpzGOTpDN00ukk3UnP89ffsHfdP/ZUw1tVb61Va61au+v5/bq/vdeuVVWrVg1vPfXUW0JKiYKCgoKCgoKCgoKC/LDQdQYKCgoKCgoKCgoKCmgUY72goKCgoKCgoKAgUxRjvaCgoKCgoKCgoCBTFGO9oKCgoKCgoKCgIFMUY72goKCgoKCgoKAgUxRjvaCgoKCgoKCgoCBTFGO9oKCgoKCgoKCgIFMUY72goKCgoKCgoKAgUxRjvaCgoKCgoKCgoCBTFGO9oKCgoKCgoKCgIFMUY72goKCgoKCgoKAgUxRjvaCgoKCgoKCgoCBTFGO9oKCgoKCgoKCgIFMUY72goKCgoKCgoKAgUxRjvaCgoKCgoKCgoCBTFGO9oKCgoKCgoKCgIFOs6zoDbUIIcTeAUwFs6TgrBQUFBQUFBQUF843HATggpfzhOpEcU8Y6gFNPPPHEhz31qU99WNcZKSgoKCgoKCgomF/ceuutWFpaqh3PsWasb3nqU5/6sGuvvbbrfBQUFBQUFBQUFMwxnv3sZ+O6667bUjeeolkvKCgoKCgoKCgoyBTFWC8oKCgoKCgoKCjIFMVYLygoKCgoKCgoKMgUxVgvKCgoKCgoKCgoyBTFWC8oKCgoKCgoKCjIFMVYLygoKCgoKCgoKMgUxVgvKCgoKCgoKCgoyBTFWC8oKCgoKCgoKCjIFMVYLygoKCgoKCgoKMgUxVgvKCgoKCgoKCgoyBTFWC8oKCgoKCgoKCjIFEmMdSHEi4UQ7xdCXCqEOCCEkEKIT1WM67FCiI8JIbYJIZaFEFuEEO8VQjw0RV4LCgoKCgoKCgoK+oJ1ieL5ewDPBHAIwH0AnlIlEiHEEwBsAPBIAOcC2ATgJwG8GsCZQojnSyl3J8lxQUFBQUFBQUFBQeZIJYN5DYAnAzgVwB/ViOdDGBnqfyqlfJGU8q+llC8A8B4APwLgzbVzWlBQUFBQUFBQUNATJDHWpZQXSinvkFLKqnEIIR4P4IUAtgD4oPHz6wEcBvBSIcRDKme0oKCgoKCgoKCgoEfIaYPpC8Z/vymlHKo/SCkPArgMwEkAntd2xgoKCgoAoAYfUVBQUFBQUAk5Ges/Mv57u+P3O8Z/n9xCXpLiXd+8DS/5lw148Yc3YMPmXTjnqq14zWdvwJ07DnWdtSg8eOAo/uoLN+EDF9zBMlr2Hl7B3395I1784Q34zX+7HF+67j4rzNVb9uA1n70Bl9y+Mzo/y2sDvPGrN+OvvnAT9h1ZwZV37cZffO5GXL55Nw4eXcUbv3oz3v6NTVheG0TH3TQ2PXAAf/Oljbhg04PTa1t3H8GffeZ6fPiizaw4dhw4ir/8wo1497dux3BIv49L79iJV3/memzYvMv67Ss3bsMrP30dbrh3X7WHqIFzb7gfv/eJq8l8qbh712G86uzr8K8Xj8rkwxdtxp+ccz227DrMTmtpZYC3fP1W/ON5t+Dw8hoZZuN9+/Gqs6/DuTfcT/4upcQrP30dfvptF1Sqq03gsjt34c8/dwOu3rJneu2Ge/fhDz55DT53zb0YDCU+cMEd+MfzbsH+I6sd5jQ/3LN7VK/e/x1eX9Yldh9axl994Sa87fxNWBsMwzdE4Ks3bsNff/Gm7Maic67aiv/1+Rtxz266nW/fv4Q//vS1eP2530teJvOEo6sDvOErN+NvvrQR+5dmfcDnr7kXb/7aLdhx8GiHuasHKSXe9c3b8IpPXI07dxycXj/vpm141dndjGtNItUG0xQ4bfx3v+P3yfXTQxEJIa51/FRp42td3LnjEK7eshcAcPP9B/CW82+FlKOG9OHffnYXWaqEj1x6Fz57zb0AgOc9/vvwnMc9zBv+7Ku24lNXbJ1+v27rPpzxlEfhtJPWT6+95F8uBwD8x/X34/Z/+i84bh1//vjR796Nj1+2Zfp9krcvXncfXverT5v+9tTvPxX/7ZmPYcfbBn7z367AviOrOOeqrbjxdS/EaSetx4cvvhNfvmEbgG34uSc/HD/6mNO8cXzssi343DWjCdDzHv8w/PQTHq79PhhKvPSjVwEAzr1hG7a87f+a/rb70DL+9JzrAQBf27hd+61pHF0d4G+/tBGHVwa4f+8S/vM1P+cM+/4L7sB5N23HeTdtx6NPOwFv/8YmAMAJ6xbwjpc8k5XeeTdtw79dchcA4AmPOBm/9dz/wwrzPz50GdaGEufdtB0/9YTvwyNPOUH7/Xv3H8DXNm4HAHzssrvxc09+BCvtpjAcSvzZZ2/AzoPLuH7rPlz42l8AALzl67fiqrv34MJNO3Hw6Bre+c0R93FkZYC3/tozOsxxXvijT12HW7YfwHnYjh/7wdPx8x2/Tx/e+NVb8JUbtwEAfvBhJ+J/PveHksR7394j+JNxH3Dl3XumdahrbN19BH/zpY0AgJXBEP/7N3/CCvOXX7gJl94xmug/8ZEn46U/9bg2s9gb/MvFm/GJDVsAAOsXBd7035+OO3ccxP/6wk0AgNWBxBv+2492mMPquHnbAbz/gjsBAKedtB7v/o0fx57DK3jV2aM6/fWN23HXW9sb15pGTsx6CGL8N28ahMCCENPP2/cfxYTI2bZvqaMcVcO2fbNZ+P2MvJvPt7I2xJ4jK87wLtbThbM23DP9PDHUJ9i658j08/178yvnfQrTefuYFVDL94H9YcZj+/7Zc23fZ4df9TBOXTJph5bXcHhltNrxYIDZUcvhxntn8/gHDvAZIbWuutrcmrIycfsDdtkcUupmbD1tAiuDIXYeXAYwMrommJTXymCId/znpun1c67airrYfWi5d32WC7dsPzD9/K1bHugwJ2FMDHUAOPvK+u9xgivumq3I3B2xUtU01PZ6n6PvnhjqgF4+BTo+eund089nXT4aL7fsmvUXWxwrF33ApP9TP6vjmmOxubfIiVmfjMQuOvFUI5wTUkqSrh4z7s+Kz1pNzGx1DJUl177VJRmZYyq0b8lZmdOwMPTEpRqqg2Hey6STx5DENc59AF0WZnlKKSHGF7use2pWQ88ZekYO1E6bU4cXCApDrbc5DAKuMlSfL6W6466dh3Dmey/F2nCIT/3+c61VnD5jIbbj6RAp8+qbzHeJgdLA1hiNTaA/769tUH1m7DiTK6i+PNc6nQI5Meu3jf+6NOlPGv91adqzhdqVqIN+3xpKjJHlCuPre2M7XV9ca4PZj7m330mdkJETudDEzyz/YeT7awq6QenPiCtsVP4jDe1FwiDSy677hquVi3q9oaxddNtOrAyGGErg27fsaCaRjtAvYz1dXLkaNmvDSKKlP6+vdVD9Xew4kysoeyTXOp0CORnrF47/vlAIoeVLCHEKgOcDWAJwRdsZqwuhDAaxLF9OcDF4njuIOLzWemyOnL+sqh1+BsaVD7ErELMwceFVxqrTuifJj3RQjVlXP/PzHztJWSAsomGkwd80XO++qaquGlBVVzhyRZ+MdZEwrytreRo2GrM+CNe1/ry99hFm1vvblil7hFNf+orWjXUhxHohxFPGp5VOIaXcDOCbAB4H4JXGbW8E8BAAZ0kpeyeyUjuTYQsDa1OIXWKnwqR8ZJ/RtKox63kOShNMZTARRuwojP99mB11LnVPOr/4ww4q5l9/boYMhjCIpONzV3Dlp6nBt+pEqQ9IyVY3jZR55UhMuoBqrA84Mpgevb+2QY7Beb72aFArivPMrCfRrAshXgTgReOvjx7//SkhxCfGn3dJKV87/vwDAG4FcA9GhrmKPwawAcD7hBBnjMM9F8AvYiR/+bsU+W0bQtOszz73rdGkkcHEGU4++IyGNU2zXiuZxjExumMnQ+ochF7uNMJnUuGiJiWqkVhxZWAYkx5ogyhlvU0BF5ve1KRCNZpyqUep0CdjLyWzvtoDZp1lrBdu3Qm6reZB2tQF1QeuZjoBTYFUG0x/HMDvGtceP/4HjAzz1yIAKeVmIcRzALwJwJkAfgXAdgDvA/BGKeUe3/25QmPWezzoqbnl5J1cgnPIGqwEGHD5Fgd0Zr0v5awa3ywZjKZb9i93AvlMFHVJiT8jrrAxfbJaNr46MwHJrGeyKjHNg/l9vHk4VhrFTk+JK/fJbyz6JIM5NjTrSl3LobH1GKSpTshH+ghqtW+efe4nMdallG8A8AZm2C3wyMyklPcCeHmKfOUClQ3pc+cTuzGFCuMz1GKNal9odSDKXsc2kcE4Ng26oHdWRLRGeebCjlLLl5yw2jPGGOuRzPoipVnXVjG6r0/SGJOkHDHETeVtEDmR7BNSstVNI6k3mExZSLUOszTr/Xl9rYPqD7Rxo9e2rT1eZj/W10BOG0znFroMJi+GLgYy0lgK6eXMjiS2OHzl16cNcZPc1ZEZUQaUxawP7c6tC+iTPn9OpGNyFyWDGca1OWrwj5lgtAHz+aXxNzViVkP6hn5p1udfBqN78irGeh3Q+8aq9aO5gbJHVvs9+/CiGOstQNXU9XkJSm8bcTKN6TWPQRrL2Hn9rK/FdfhdYrrBVL3GKd/AxM+nWe+SHY2ZlLiM5JhXGtocaUpjKIMoN2PV1XZiJ3xc5OYNJyV6JYNJOGL3YYNp8bOeDpNq3lQf0Tao8bIw6wW1MD/MemTeA7P6usy611jvletG21pnMevKZ3p/gCGDiZQxtYFQPlwrMTGTjZBxbdYPeuKTS4mNYOam6Teb22QlJY5VZn0lU32v2h45nrx6NNfqFIvEgXh9bsnUpCPXfRgpUIz1FqC7bpx97ltDiW3kVBifzjrWBvCF104wzXy2PWPW40yu0MTPZl/VL/z8pUZMPtSfBwlkPJShaa68UKsaubkuNCcPk69NkaW6Zr2ZNLoC5Vc/VxwL3mC0DaYsGUx/3l+XmEz0tL6jx22ZGi9XMx/r66AY6y3Azaz3q2LFa6opo8fHrMeVh1ezruoeMy/nSe5iPXmEDEjzSi6HIkVpJh0TkphXGprUWMZ6YOKTQ3WymfWJDKaZzLn2DswDeiWDOQa8wQw0t7scGUwBB/RenP62ZWq8nGdvMMVYbwG6Zj0/KQIXlEaMG356zWf0RBaIVwajNFqOu74uMdUbV7yP+/sgcqNlU6iqWdfzX00GQ9UZji52mFm7da2aNLV4onsSShhxBugRsZ52g2mmLKSaLZZmvUKRbLhzF97wlZtx+4MH42/uKWbM+uxan+fdVF+X6wQ0BVL5WS/wQO1MBj3WwcRq1kPuBK2l/Nj8eH5TB6JcN1JNMGPW48rX51lHjZcK36mxrnwOsbROzXpEeqEmZ07mqCzlptl2TZZjV2e4yE0GlBJ9klGkzGmuho2qU2/COcDh5TX81keuBACcd9M2XPP3v5Q8jRwx3WDa+A6XdkCNl7mP9XVQmPUWoBvrs899G/RiDYGQO0GzXcWWB/sE056Uc6xBpG/WpeIzmPVM2OEYo9vlhSTmlYbqrdnBhw7zymGEM7M4yXNTKwB9lu+F0CNbPa1mPVNjXW2PPG8wcbhr5+Hp512HViLv7i8oZr1vNogKUgZTjPWCOlA72H7LYOLyHmIxLc16ZIH4wq+oJ5jm3oApCQNn5SK06c8zGeqN60aHoR0zyIRWLDheiXxejLqAc/NwQ1nTJk152niVcaxq1nM1bMz+OtR/x05gevS6k2Ly3LmcZF0XlD2ykumm6RQoxnoL0L3BxEkdckK0jIKSwSif67pu9EE9FCnXQWmCmevG2MmQ34A0r+RyKFJM6q76knKDqVk/yI3R6sSIn3Rj4ByKlLJ/UeUIfVmp4uJY1aznatiY7THUf8eWyLFqrFPeYPrckil7ZG3emAQFxVhvAbo3mNnnvu3EjpbBkC7w3IZTSrZ3rU/M+hi6oRXOc+ixzCgGLZV9CDFpq78NtLbDR0heZLr2JFeEctOsO8qwqfc4jGz7fUKvmPWEI3auMhhTpx7Srce+vmP1EKXFBdvPeu8YQwWaPVIORSpIAbVz6DWzHiuDCUgz6spgfFjpkWZ96skj1hhVy5IY0MzJ0tCzX6LNIjKT4qbt25zsv8+dNsA9FMn/e9uwynD8t6l5qS5BaiaNrtCrDaYJ85rriqPNrIcmFUUGw8F0Baki6ZEbqFXEXD0cpUAx1luA2jnkNujHIDbvtD6Y/pwaa5G+ervE1FiP7EVDmwldmxAB6iCg9mCxwsywVSe6Ia27fUqif+KTQ7t1HYrU1GrdwLPXpO9Y7JHxdizIYEziITmz3qP3nRKTiV5ufVlVUHuRcl0tSoFirLcAl2a9b5COz+7wIRlMc+yu2r9nb6xP/kZKpNQQVL0yr/mkHG3WS0tv7ZPBKGGrHuo01AvWgq1Zp+JQf+++PllZIFZnUqKtSXYX6NMJpsfCoUhmewwa65HxH6symEndiR1ncgVljxTNekEtqEuXVQ92yQKRBgvpZ139bDGszbOCOWKmN1avhe9zuTV0xeFjR1uVwVRm1unPIQQ164xVhlBZd43pCaYNxZ+LJ6Em0CfTLa2f9TzfY+Oa9T698ISYTFJ8Y3CfQMkic63TKVCM9ZbhMj76gNjls5CbvLYMxr6sZsQahMPIXleXwbh/axoxrL7LSIzSrDs+T2AaA5T+P7eN4a6209wG0/mVwfRJs55SBpPr0exme0ytre/RQkpSkMx6j5sylfdc63QKFGO9BWiHImk64361lHiDxU+t1z0UiYtcN1JNQOWOVb6RzLqPYe6UWfekrUt96OshhLTuLP1+Zsy6az9CU+9RW5Xp+XjYF+9QFJIeipRpOcTLYOKFMMciJnVnXibeFFeV+1hfB8VYbwEqG9JrbzCReY9m1ivnzI/cB2fSG0wks04Z9+Y13eAyyz7TMlKyNahorYc3mIYnLrkdJGJmQTquJ0svICXqEyzvPx3lowqOBc26ueE76Ge9pgxm3mRdLkzcfs7L01J9krlpep7ebTHWW4C+wXT2uW/VKCQn8IWfXtOMnnbY3dxcN9odyJgVjXWNqR2KZP/uW7kwy6TN+UxVZr3qCaahA42sDaaRG6O7gNMbTEN50/faNJJEa7CY2h49UEoZzGqm3mDMOYTtrUlH3SLp0euvhUVh62D6/OzUeGlOQPv8fCaKsd4CdNeN/W0oscwveRKkV07QkAwms00nLnmKlJ5ABDQjlJTBGAa55mfdzEN7ZWSfvulO2+XfOya3+l4Lok5axhuVj2ppNwV7uje60tSka16WzoH2VvSaQNpDkfJ8ctM4Dy0AxMpgrH6x5/WZi+kJpsq1bFdUGaCIP7NO9/fpbBRjvQUIhwymb1UptpGTzLry+VjdYGrmZqo39oQJxUMZoeYVlU23ZDA9YNarSshCEhabWafiyMtYdSzONAbfqkzfwHHVmSvSatbzZNajD0WKLBLfXp55BkGs96rum6DGyyKDKagFtS8ZBNjQrJFAs64xpUYf3FRx5Oa60WZ27OuxKxeUAenahAhQOu02mXX/d+035ceqB/Ok0KznN8DZE4wm3+E8+Vm3J6r9eaCUmnX1sRczcpFittHUftZdZMm8Y8qsq+NMV5lJAWK505LBtJidplGM9TbgksF0kJU6iM0vfVCPGl9bzHoz8VaFZaxSzDqjMMIGpDEpyMbPOt9YcrkLTcms295gqHqbN7MuZbPvsNfnQxjo8vTeukilWTff4bqMjHVTthjeYBorg9G/59Ce2wApg+nxs5PMetGsF9SBqqnLbaNaDHybQ6vFYfzWlGY9s+Ve12ARq4tOeShSu5p1Hb6xWH11VeUXLt37BBxZhHR+6Qb26oRs9B3mNlmpA8sbTI8eJ5VJbWp7c3I1H3soUizMcSY3MqcpkDKYbrKSBEOCQLBkML1+Qh3FWG8BakfY5+Xk2EN7qEHQe+R9QzZ1Zra687lDRqUvHpoNdn+3D0UKp5cK1kSPmXZVg1F/Nj9r7oo7N2PVznOzA6/2/Jm1p1iY+c/hfXKRSrOes9cMczKVXAbjITHmGYJk1rvJSwpQzHrO9bouirHeAtQVRmo22BfEyhBo398z2E44mimP3DtjcoMpRwajhad+dxuhtkeMFpn1iPfu0vHHyWDoOCbgbDDNjY2yZTCy0YFJ9ySUQwlUR582yJr9QCoZjL0RL0m0SRDLrMcWiS0BzOjhG8TsBNP+2iAqqPHA8gbT38ezUIz1FuCUwXSRmRrQZ7IMY5KUZngMxoYKJLdTzSi9MXU9Jp7YDaadeoMxv3vS1id3/pUEZxyBcrL8OFMrQhU3tzYFUrPeYI+inbzc/ePXQpd1PxZNdV2Wtjej0Shasx4Zv90vRkbQU0w2EedGPFQFNTYUGUxBLbhkMH2rRylOME2he49FDsaVChfj7dpM6Ywn8D58y732oUhdMuu8sFVdN4YOmzIlQaEVoRyqE5nHBvNV9UCqHMHZUJwLmsprv5j10KFI9VYbcl95TYWZDGY+Jt7m+CelLBtMC+pBP8G0v8y6Ck7ew141jPANFUhunbGL2dEZj3Ce9f0PlIHpNsi7PMSxqjcY36FOPoTuM42B0F6LHGoTyaw3mLGqbjNzRJ82mDa1+rhsMZD5wHw/oUPt6jLrfZaCxGCB3GA6P89OrcDMz9MVY70dqIcizYlmnTNqhNheazn6GNGsm7khvcFwmPUAY2xNClSj1SiTLr3BVGHWY7rhkAcmjjcY3f1jXvUJGNWFJgfekPvLPqFPrhub6rvsjXj5lILZHoN9U+yhSMeoNxjadWM3eUkBc5XeXC2aXJ8XFGO9BejM+uxz36pRyDi0wkcylMcOsx5mljk5HmoHbIVlESpj1SW76NLsk2GVz7qv72rpkXWStcE0r6Xjtpn1uZbBZPw4djtNk1lb25sPzJWusGa9np/1Pm04rgOSWe/xo5v2iDkBnVyfFxRjvQXomvW8Bv0Y1GF+Z9dmsD2SNIPcOmObWR9fr1E3yFUMuAf6Tg9FMvPl9QYz+xyS/XDSo9KymXX/xCcHY9Uuw2bz5Zvo9Q190qxzJpJVkLO217S5UpMttuvcjB6+QVCa9T7DXO0z6/Tk+rygGOstQPcGA+Vzv2qSz9Amw1MGpMcgbWrJKrfOWDr8PMfWjZDvb3uDqXJvlzKYGGbdIWGJya1WrsReNdMYoKpLbpp1e89Bs0OwLqFqMKEW0OVENRZNrQLkLBmwmPWQZj1aBmN8z+OxG8ekmHIjHqrC1N6bbhtHYfr7fCaKsd4CVD/rVQ2OHBBrsFBhfAZpUzZ1dq4bHZrJWHPLxTrP0tGhsaNhb4WNoaoMpuqqVMjlo83c2WFy02ybg9BQNpuvPp+8bMI2gPN9nqa8NtHGepKoa8Psrxs/FCmXB28YU816j1f3VZhebXKu0ylQjPUWoM78B/p0sF+INFjCcgJPAomRE7vuWlEwN8yEEDJefdp4zqmdTSFOBqPmGcpnfn5DhjZng2mMB5s2QLSsRvMUe3pxzugTs844AqASSMlAorjrwuyrQ8Z0vOfG7vq+LkH7We/vs5umVNGsF9SGcHmD6VlVktrncN5pZt1tMDbZZ+bEnpg5oU8wDccT8lBiGlU+93utatYTMOtRTScwqWFtMDXv6bg6UWXYaPuZJ9eNHa4qxaKpjeA5y2DMyXPTG0xzee7UMJ9rYobEjjN9QPEGU5AcuS2nx0BGGkv0pkdHfLwoKyMnjzCUhGF0XQnDiykQnk4H6FYKYKbkS1lbiRmGnpeG7oHJvpPlujE76YTddprMUUhy1Sf0yRuMvSKYJrOkYZMk5vqwDkUiGFMVC5FWjPmcgeh7C1c97/PivgpTzpPzalEKFGO9BTi9wXSQlzqQjs+c8NNrKrNuMlwtMYNdw8Wsa8Z3JLPO2WA69LCjbRZP1KFIqs6+om46JOHgeAcx7+u6OtHMenOZqlr2OcL2QpXv8zS2wTRjzxnmM4f3HMUx611urm8T1qrMuJ7PzwmmymcAq0WzXlAXujeY/g56sZrqkGbd4oxaMja6hksGEqslDG0Ushgk30SpRYPFfu+8sPrkhJ9eSC7EkRrkZuDZfKtsdAIR8jzUJ3BWUnJBqzKYTCYtFrMeksHU9AbT9/rsgosM0x+3v8+ukYfS4Q2mx89nohjrLUBn1mef+1aNYmfkIaOnLT/rADAIuP9qE5Y3mOGE8VDCNMGsO1jqUR7C6SVDzKtwGNoxnbBrk+oEVU607Hp8J5n1RjdoK5/zaUqV0JTv8ibQ1CnP5Ga8TAoipFmvS+rYK461ossWrole7DiTK0zib2UwIAK1lp3GUYz1FqBO/PvsNilWt0oeiuRhOWPKI9a7S07Mulksk0eJdo0Z2jhpGeSS/EyFbRK260p32i4JS0x2QxpNjn4/Nw8iZH4Ks86CxdRm/DxNMevLBLOeC6y+KbASElsmMf1Pn+GU9/VYiqvC9Ia2skb1223mqFkUY70FuJh1oF9SmHiZhn3Npx+OKYtY4zsn1422/nnMrHsmMhRC78Nm1u00u0DMXgX1pyR+1ikZDGeDqaXx77Y+Uasmja5MDauVfY6wfZd3lBEGOAd2VUHOPqlDzLrd9qKt9UB88wFX3XH1qX2DvkIgHa4b+/t8Joqx3gIWBK1ZB/LpIDmIXRUgddQegzGmKGI3jObErFt+xqfGemT5Kp+ppVwzHbXMTFVQu8y6/7v2m4NNj+mEQ0b+mlF4nA2mXdcmOo/N5crnSahvaEpa0gSa2ltCbTDNxXALadbrLoyYwXN57tSwV5BGf6qSHtnBWCHIeQKaAsVYbxnWEl432aiE2LxS4dXBpk6nG9vBho6sbhMuxltjChilHTqZ08cghZaWm0SUNxhHOUTJYALxWX63A5NMIIMBnmg7TWZprmQwPSJMLJIhUV5Jzxlpoq4Nc/IcYtZj31+XnrDahGtTfOwKbq6QxpdyKFJBbQjPdvU+NZZ4mYafobT9rPPLIpbdy8nAcDI7DhbZhZBLQh82yTIxAAAgAElEQVSD1O0Jpv7v2m+OH2Pyq63mECsQA5NZJ431vAw8uwyb5Yfnho1DtQ3FXaGpvNKuG7svCSltr0ah9hlb862J95xa604/6+q19rKTHOYqPb1pus9PqKMY6y3A51mqT1VJ8wZTNQ6jgbl+CyF2B39OS/fOQ5HUMKx46M+ua2pf1pQWloOYDWKun2KyG9q4a3mbCMQBdD8IUGXYqOvTOTrBtE9SxKbqXa6HIlH9tGmD1X1/ZvCcJJIp4ZroaY/b40c37RFq0/Q8vdpirLcAnx/YPlWmkHFoghrUdSmGEX9EXmI72LyMdfO71P5SYULx8DyY+AyuNssnIm3HT1UlU2Q5sbzBVE+/CVj7HtBsnnyT7L7Bkj1lbLE0xqxnathQByCZzHpdl7+5rZI1BVf/n4J0ywGmPUL5WZ8nFGO9BfiZ9f5UMH1CHs53qBO0TLaIXrPPG0xNTL3BKNdY5avp/+3wFoOksaNmHoLJJUMcs+7+kVtf1LGe3mAaHvxz06xTE772NOvNpdMGTOMvpy54/9Iqzrp8C67buhdAc3tLlgnJQA7lQLUrW7Ou/16XWe+6LTcF50QvQPL0BeZ4mfPZASmwrusMHAvwa9ZbzEhNxDLrpJzAs5weUxSxHWzOzDrlZ51TGKEDtsyOWJ2wNHWMOQcxnL7XkJfxpxeGVntcGbL3V3QLqgybnPhTvuh9/VrOsJn1fPDP39iET1+5FYsLAlf+7RnEkfFpQG8w7b4kaGbdv/IVbXAawXMaG1LCJRfSjdz+wvaznmedToXCrLeAeZHBqE2bdShSgO21fo8oi2hmPaMO2bW5M1ZqEDqZ0165COehDcSk7fuNm+OgZt1YPuW4Rey63VL5aUsGM0q/ubSahn16bz4P8+krtwIY9Vefvfpe1oFdVUBvMNW/f+y7d+O1n78R9+45kiRNDqiTpoPMemQaubXlpuBaMfTLIXsEg6yimPWMmnZtFGa9BXiZ9R7N/PSKzzAmyTjcBmZMx9FnY91lREvimg8+zzpUQr5Ngq16gzEHWx977o1Hwi8yGyHkdpCz2Ta7w8yI/DT5Du2DhCQWGWWfI2w/63liOLTfaapXHNpgevuDB/Gm824BACwI4J9f/Mw0CQdAyRVDpy3HtsXcJG1NwTXRq3oSdG4wzZFcPRylQmHWW4BXs96juhS7AZIaBX2naFbdNNhE+CZhe4OxrfVQbjmbpHwGuevAjDbgY/ytsJ7fuPMvLRxxD8fvtpVnXtKNgdxg2mB6uZ3gWgddSsBiMJTNbYaljHX1nd6/d2n2ed+SFbYpUKRK0M96ZBpm+JyInJRwnRQdqbbMFpo9Apmth6NUKMZ6C/DKYNrLRm3EMr9kEA+zHlMW8cx6VPBGYeZ8tsGUPxmyFUT2DT4GyezI291gag621RLn3hcanOyNWAS7l5mxSq1OhOtMxXImNq/Guk7NCa7DYnLDQMrGJhYhGYxqILd5oBxPsw7v9xBcrnPnDfZ+B3ucybTqs2DuoZv3DabFWG8BwsOt92mZRjd6wvmOPhQpoiyiTzDNyLpw6X9jytcyHhnOHXKRwZhwJR2qD9wshzSaHIMoN3dvtsES5tarGiW0LKg//ZaJ3jDrwwaN9cBmPDVdyoBuCtT+AbPvTs2s92kMjoHzUKTIcbxN7Dq0jNsfPMgKq+Z8dCgS9Sx5PV8dFGO9BcwNsx4pg6E3ParsbvVON5Ypz8hWh/mkVTTrLnZej9fNIDXlZYIDvpGdJp7Q6ZusQ5ECB7O0DcvgQNgYr5pnahWr6+evg5zduKoYSOlkR+uCYtbVqNX326axzmHW6+4fMYP3pT7EgiMzzenRdxw4iue/7QK88D2X4Nwb7g+GN1dMOZum+4xirLeAudGsOz67wweYdTN8RFn02c86zYrWW1ngcAqa28yADrRJWHprF7MeGY8Lvn0SAKXfJyY+zDy3BYrpD+Wp6jum3V1WiioLcA7BygFDKRvzsx7S96pGs+WXvkFQaVnGeu0Nwn7jf17gPsFUWtdywNvO3zQ9hfTVn7khGN6UjRbNekFteN0R96k2qYY2I9+hmbzdSVY3VkNoc8AJwcWK68y6//lcBr8vjPdgmxbrIUdvPwoXVwbucH5mnXNKZH4nmJrfZXDyUjXPnFWbPoGzkpIDSBlMorhD+l7VIG5Ts04R/tb7qsmsZ+fZqSG4JqUx40yb2Le0GhXezHrRrBfUhk+z3qfl5NhGHtL+1tEB93qDqWVE29eDrDLDeLQPRVI+d8msO57fROgVc3Osb0QKM+sszXrHJh51RkEq2ZAJjivLPqEptjo1BkOep6KqcZvIQbNO7S0K9VWxZWLJYPpcmT1wrSb7CbPusBB5yJrZB4Y8HPUdxVhvAfOiWQ8dLsOBep+9yZEfT6ysJacOmdrc6XTn6IBpLJLsp5mud4OpN7mk4PpJjt1kywlH3RFyDTe65v/eNqgJT6g8imZ9BMpnfI6gZTCp8upfiVPfeZt9ZyXXjbHG+jEig3GVW9dEgwuLkdao+RSkDCbPR62EYqy3AO+hSD2qTSGG0g5PDPKawWiEj5HB9PlQJIIV5zDlKjjGo18G05QREIaZkivlVExxSLPOYVprH3GeGHYZ2u4VTVQ1SmmvTvm0p1jYvsvzxFBSG0xTxU2nN4GaLiUvaAqVNphGloqvX5wnuPq1XGVA8cy6/n054OGo7yjGeguYH8l6HLNOhfEx643KYDLpkACaFecasNPfGYO4GauPLWt1LhM5MeHG4w6m1FviHnPpnYo2d2adtYekYlpUW8uoOUWjL8fND4bNMeuhPS5rHTHrtOtGfxnEM+vhNOcB7g2merjJ94tu24G///JGtuvE1FhYiDTWjTc578z6uq4zcCzAK4PpUWXSmfW48BP43OjFFEWs8Z1Th0xJGGIHIA474tOG19ncWxfcqUkqptjngcj8fZQuh0numlm3B+LgSkRFgnTe/ax3/S5dGMrmNpiG4tE2mHbsutH2XKX/Hpu7Y+VQJPfqqV2njqys4VVnX49Dy2u448FD+Owf/FQ7mVSwWJNZJ92RzhEKs94C/Jr1/vQU0vHZBdqLhPJ7DdYo1rlLmwNOLChmPVjCDGbVd/BRl5p1Lisc9G7CTk+SnyeocmBW19XJLkPZmGZ93lw39udQJH1TOJAurxR54dKsr7VoBLWiWbdIjEwrQE245F5U37H70AoOLa8BALbuOdJ85ghEEutW/0/14/P0aoux3gJ83mB6ZKtreWVp1qlrgc1+XMwTs04d5x7LKnMGHL8Mpk1m3f99ej00X6nCrBO3DAbhwT836QRVhkG2NKWxnlF7ikVu79KFAbXBNFHcZN+cgTcYylg33e7WXeXibM6fB1hj5PhraEW7q+KIlsGYk66Ah6O+I5mxLoR4rBDiY0KIbUKIZSHEFiHEe4UQD42M52eEEOeO7z8qhNgqhPi6EOLMVHltG/PiDSZas04aPern6oNmtJ/1jDpka7AYErKGSGOd3hTpvqdL93V8Zt0Prg2hGvXkoUiW/p8yTs20u61PtOvGNCsRJubOG4xlAOf5LMMhscE0VbkH+gs13dy8wVTZr+EL3+eJpw+uiR411mgS147aQ6wMxqzEoZX8viOJsS6EeAKAawG8HMBVAN4D4C4ArwZwuRDi+5jx/BGASwGcMf77HgAXA/h5AOcLIf4uRX5zQp8qk5ZXVr6JxqNcK95gRhhSzHqkBIR23ejuzLp0X8dltmLdV7oQ0qxzZBFtsrE7Dh7FHYFNXlR9aYpZD026+4ZcZTBmn7ZGHIqULC2yv5hBl8G0V0A8bzD1+i7fXp55gl3P5fivHk5Cl9B1VR6x3mA4BMo8vdpUG0w/BOCRAP5USvn+yUUhxLsBvAbAmwH8oS8CIcR6AG8FcBTAs6WUtym/vQXA9QD+TgjxTinlcqJ8twJfJewTQ6XmlJPv0CDf7qFI+ZQzpRePHUAqMetK52ZvqvSnlxLctIN5YuTZ2kzGYe4YSTXVbrftW8IvvOMirAyG+MBv/QR+9cceQ4aj2bHA5KZilmnNej7tKRZNbdqsC7MerqwNG1sBI+u4g02vsqejKmgZjPR+jy2Sttpy13B6gzHCSalf640MxvJ2ZoeZp3dbm1kXQjwewAsBbAHwQePn1wM4DOClQoiHBKJ6GIDTANyuGuoAIKW8FcDtAE4EcHLdPLeNeZHB+Dy5UKAHBDq+0fdqeeEgJ2Pd7ixtXjTWUCW3qBqXVDbdXiJtsXwYspPxD/5oGElxPEdw9Ptt+SK+7M5dU68GF9220xmOmtzFSqe4oF035tOeYpHroUhmOa8Oho3llZzcO/IylO1JRTjGel2iIfYAur7CVXcookcf27spj+hDkax6EB4D+4wUMpgXjP9+U0rdOZiU8iCAywCcBOB5gXh2ANgJ4MlCiCepPwghngzgSQBukFLuTpDnVuHbYNqnQS9W10Y3HvdyW0xZxDooyKlDTiGD4fj9tiZD6gZT6zdvcklhZdVpq4fKoEIdJG7hyWDi064C374CFdRAFZzfVWbWedeaxi3bDuBX338pXnX2dbUm31a5ZtI1mG1yZdAcsx6akJq/t7Xnh2Lxg37WI9M4dmUwkw96OPNAta6KI/pQJOM73SfPz8tNYaz/yPjv7Y7f7xj/fbIvEjlqga8c5+laIcS/CyHeKoQ4CyM9/M0AXpIgv61jXvysq2iCWY8pitjBIy/XjTZTxDVgZz/7BzAqCu8GU39yScGwn8lwsb8DPCObY/i1pVn3tQ8tHPG9KWY9FxnM733ianzv/gM476btOOeqrZXjsdwh1sxXKpheiVbWbGY91QpYqG82+8u2dOuc9lmH5AHsMpykee4N9+MF77oIH75oc1R8ucLVZ1l9h9SvdkUg1j3BdN4ObzORQrN+2vjvfsfvk+unhyKSUn5eCLENwDkAfkf56UEAH8do02oQQohrHT89hXN/asTucc4RVdgMihn0SmkiGtb8bTCNK1/WUrDZmWmGoJ2HtsDdqxBkihlpcSaEro1Y+jV/vKmgxuqrslQZBjfkVmbWiXbcwfkjDxw4Ov18+V278dvP+6FK8TR1KmhdmKzy6mBo+8pOlVUiHq3uWZtdhwAWEyXuBjUpMP281217VlseP+urP3MDAODt39iE33jOY/F9Jx9fK52u4RrzqLHGf2BeO1isqVkPSbv6jjb8rE/eQLDchBC/DeDbGHmCeSpG8pmnAvgOgA8A+ExDeWwU88Cs28vujHuIa1qnUEM3HWt85+Sei2I27GshwytshNouImffOQZqU7DnaLxBxQTnnXKM7JBrOCovTZWW7+Aqf/q2lMoXdwxydN1Yp77musGUlME0VO9Cbu5CmzqbAl3XzO+8yb4LZnDq0fYcXomLNEM4vcEY4cxzPqq0rbXBEN/43nZcdfee6HsniD0UySajCrMewoQ5P83x+6lGOBJjXfrHANwE4KWK/n2TEOKlGMltXiKE+AUp5UW+uKSUz3akcS2AZ/nubQYezXo2Q4UflHFQ4SbteenlOB76LIPhadbj44gJ0+XBMNyJX4oshdgX8iRHIp62vOewtaNEfoLuPivmmZ68VIsrFeqkb/sur5mZRLA2mK4RrhsT5TU0uTf7y9WWZDBUv26uONh9ZVzeqkzg+wjXRI8aa2LPUDHxxevuw199cSMA4Lw/+Rk8/Qdc5qAb8d5gdMzbRngTKZj1iecWlyZ9slnUpWmf4IUA1gO4mNioOgRwyfgraYjnjPlg1uMHOHJAUJn1GqxRLFPeNROogvJGEFu+HF/DZhHpHh7M+/3ppYTNrDvCBfJURbNu3kMNylS89uSmmQLTTvj1MutE2zmGmPU66Xe5X8MHUwKyMhg2doBTSOplbTDNyhuM8T1SkuVbcfTlo29wSagokkwtwypNa2KoA8Df/sdGT0g3Yg9FYrkvrpSTPJHCWL9w/PeFQggtPiHEKQCeD2AJwBWBeCYCsUc4fp9c7936lK8Kdj3ocWHmspInDpjGiPkbPz+xzHpOnS/lyaUus053VO7OrMtTHLmu04IyGEYdsCeEYSOE4wazqdJS4/UZIdQkJOybv1qeOKe+to06zTnkXaQrmHVxZY2QwSTKKlV+vv6hLV/rpGY9tME0sjVyPGnlNF5UxcBckRiXk00M6a6D67aHqrfX3mBKElb9f48T1DbWpZSbAXwTwOMw8uai4o0AHgLgLCnl4clFIcRThBDmZs9Lx39fLIT4MfUHIcSPA3gxRmPZBXXz3DZ8lbAvVakKC06F0Tey8Iw2Mj+xG0wzarSUJ5fYyVCVQ5E0P+uMAaspWHl1pB2csHDSsk6507/THbwdj88NZkr42E1XuEnYsAymWp679DvvQp30u5SA+WDWxVWCWW/S+FDrj2WstyWDcax0qe2t9vtjjDs5jRdVYTLrkyKkmHW2/K5B1JXBkG2j/69xilQnmP4xgA0A3ieEOAPArQCeC+AXMZK//J0R/tbx3+nbkVJeJYT4OICXA7haCPEfAO7BaBLwIgDHAXivlPLmRHluDfMhg/F/59wDGMxhDRlM9AmmLR6ZHQTJrMdRt3aHSzHERjrjMiN12i1WRFvC4WLWA/FwVneIiZEKsl4EJAKjeJsB99hvSgYTLK/KeeJdaxN10u9yVckHi1lvaIOpq934mfWWjHVH3gZSYmFsLtT2s85Icy6Ydcekhio/LknAQSRBPkWsDIYjHe3/W5whibEupdwshHgOgDcBOBPArwDYDuB9AN4opeRuEX4FRtr0lwH4ZQCnADgA4LsA/j8p5dx5g+lrdeIx6/5lKas/jOgkYm3vnJgSihGwyeY4lpQcWxwMUte75rkTv2AZMNIK7c8jy4KMpx2GU2O4Iph1zqFISTXrHRszSb3BZNI1mOz16hqhWU+QV9er04z1jDTrk+vrx54jLUVOZNY4/c88GOt2Gx19p/sOqXxvOGMOxHqDYdkg/X+NU6Ri1iGlvBcjVpwTlnwt44ORPjH+Nzfwn2DaYkZqgGrgIdAGpDuOmKKI3mCaUedrSxjiVy5spjdsdE4G4K4PueHO0VIw66Elc0qLy2JoGiou6fjMST4onaooO+ZsXm4bddLPVQZj5muF8rOeIB0ns+6RwazGHhldES65jcrsh/ahhGARHUN7g39bsp8m4WbW9XASenuq2x6qnitjkprDofRLYxj5zGXVLAXa8LNeUK++ZQFupd9433687fxNuO2Bg+TD6adoGmlEFEavXTeSmvU4A4KjOTcnKJPypoy2LjXrrqRDWeJUgZDemrvBtC3vOb4j342A9tdgnamWaaq+dK1ZrzO5zFUGQ7lLNDcJpphZONubyqx35WfdJYMZqO1C/y22SCgSw4xztYtTvxLD5fWIGms0xw9120NFHYxNpPjzwclnLhPxFEjGrBe44au6falMHOZ3OJT4w09di/v3LeGi23YEjZ6QntiH6EORMipom1mX1ggSloCEy8684pfBtMms89578GAoXmIWhhJYHDdK7hHVnJWMFNC1o55w1vfwBtOqyJFZr1NdTdI0l67BMswBLK+ZHj3qw+l9yROmNc26w0hWV8DqatYpY9/2cd9/Y915KBLRl0ktXMMZc8DnapgCJ5+ZNO0kKMx6CxBebzD9qE6UcWBieW2I+/ctAQDu2nk4aPTUOe8j2htM19aFAsuIHvKlIeo9ofDmtUkZcA5QahJsZj0BU0y7qAsx6+G0mqpO2mQ2SrOeprwo5OgS7Vjwsw4AS6sD7XuKYnfLzmY/mHlZa0sG49GsT2Ab23GFQrmONetTW4dANQlLBmP8VX9gr+gxUFUGY9oUIXehVd1H9xXFWG8BXj/rPZnA2zo/Ioy6ScUxDfG5bjxmZDCMwSKUW+tgDxazPv7LlH60BY53iiq/A2FWmHsokm0cN8SsK599gxHVdprys049a9fGei1mPdMNplSftrRiGOsNtlNf3WuL7HCRMAOPMVk3a4MhZaz3ZGD2wFXP7ZVd/VpXzcFFLnHDk2Fq5Cc3FGO9Bfj9rPejOnGYdXOTCm3QSC2MLw0f5mmDKcWKxhqqZEkTkwLAdSKlP72UsJhNF9MX9IjDSIucxCgDf0XNelMGnrby5LEXqPef4hAp8j5Ss14pqmRIqVnPZUin2uVRUwaTIKvuQ8jceWmL7HCls6Zp1uutjFDGKuU2s+9wyWDMEkstg6nqutHa5BvUrMfH2WcUY70FzIWfdZbsQu9Q45l1fmFEn2CaUTlTrLhlPkQaXpzJyOQezqE/TYJrKqWQdYRY8srMegv6cF8a5i+u9qbdUzHLOcpg6mnW0zKzqUDVxaMGs54ir+6ym/1g5qWtE0x9rhsnsPIfK4Mh9sxYG0znwFh3EQyUZt8mUKpXtOoyGB1JmPVM2nYKFGO9BVStvDmBOoTFDqN/Dhv05m/8/MT2pTkz60Npuw6LNbzoiZF+NVvNupNZT5+WeY3eYBo2TtuwXbwbTIkKEF6NqVai1H1d7wFJqlnPZESn+qija6ZmvX5eXWXnI1K6PMEUCLlujAMltzDLfi43mE7+EuVXc/6TBGaa4dWcamRNX1GM9TYwD8w6gw5V2XfXc3mZ9YhuN3awbosZ4oAng4lj1jls8GRA4hqoTYF/gml9ZiUkg6nuDaYZDDUGkZ+KhD3hs+Kuyqx37OqTQi0ZTE1jrylQxompWadweHktioxwhdRWnAzjPIdDkSZI7bpxKO36NBcbTK3V8NEz2Ya5TNq/+Rxq+GCRS4F3UDTrBcnhPRSpJ9XJttX9RhAnHs5xwS7EDh45rWragwVVlunjmG4wnRNmnVPfKm0wZcTT2AmmWhqecNSELxR3Vc06WV+67bfqpJ7tBlOKWQ94g/nOrQ/iOf/0bfzyey+xwrrgbG+GjFHFasea9YGXWY/LGyW/NCdw86BZd61A0GRRO/2bD2aKIYKNk8Ou+6mUKMZ6C5gLzTrDsOb059rhCzVm8/32s252jHwD1hUHhw2enmDa9aFIge/T64E8seobGa974HelW5fN40KN11dnKVlaivKi7/NPeLpAnfSzdd1IGuumn3U9zOevuQ9LqwPcseMQLr9r9/T64eU1HFlZI9Nxn2A6g30oUjvGq9MbjGfFKZpZJ/pF89o8aNad3mCIsDbbXj3dypp1I83gBlNGJnNp2ylQjPUW4D0UqbVc1APHwGI1Ho8xEtNBxM6Ys3LdaHwfbQ6MMyAo3budjs0gARlsGCSYLUfAQDSc+hZg1omlVnLViJ3netBO+I1m1uuXVyhPvmttok7528ew59E3UIaqyfCaWVX9sC+PP9+6/QB+8s3fxvPe8h3ctfOQFaebWZ99trzBtCQLcXqDUSYLqSfOlDeYuTDWHSsQ1GSn7mqFimTeYEIyGFac1fKSI4qx3gK8hyL1pDZxNNUce9hnjMR0ELHeYHLeYDrqLM1r/vxyDpSyGCTfBlNvamnBTSu4usCIg3ztHqPElS53NaAu1Hh9dYBqO035Wac1610b69XvzdUO4xAKZgi1/k6e6//95DU4vDLAgaNr+OsvbQzGMbuuxGUaTllp1vUwsXXxmDkUyXgGVzENKc16LWa9mrXuq9sUeFWy/+9xgmKst4AFT93NyIb0wnY3GA5DwXdCY5xmnR92FD6fgqYGi7qn8FH303Ib2/OB6/6mwFkVGF0PxRNX36hr3ElfW5p1aO3DE8xaNQmXR1W2rOs9DhRqeYOpKaNoChypie2Lemh9vnfP0vTa5h02s+4sO20Sq//UtbGue4Opl4bV/wylJQ1cmQdvMBZbPv5LED0WGdFBm/DVbU54ChkN+7VRjPUW4F8W6kdt4ujLOQ1cl8GYv/HLIpYpz8pYN75TPrJDxoj5OOTkyXGtaxkM11hKcigSedLuDJSBRBr4LW1K9HlL8qXf5MBFtbWumfU6zXnNsES7fpYJOASEbWgqn4nnOGH9YjCO6XUtL3pmBi0tR7gmBT4vSbGvj+pr5/EEU5eLUtrPfEtkhAfmq08xZmfStJOgGOutwCeDaTEbNWDlsyLbJj3GSBSzHllwseGbhM0s09IYfxwMZp24byAlW/rRFLgsTgoZTOg0UmpMdk1yYtOuAu101YhEJMLlVfkEU+K2rue+dVaC2tosHAsWs25815h1Qrpx/Dp7iHe7SlXzYrKc9j3b9y/hLz53I97zrduTrcy5ykBj1q0NwnFp24apPT7Mg7Fu780Y/TWLWE7/M65VRWXNuv49vMGUEWdPyFAO1nWdgWMBXm8w7WWjFjgbIFknSnqMkZiy6DezThnacRMXmx0iwpBGlq1PdN3fFLiGb9D45Gh8A+VCGQe0W1IzjmYKTH0kXxqcTWKhe7joeiUGsN91nfZsHxaTR9/A0qxLdzlQ7+T4CGbdt5+IytvffmkjLrxtJwDgSY86Gb/6Y49x5psLNZ0FMctHUj/rJlkytGWIbW2obRLOQ5EoCZ3DGUEVVD/BNK6Ns1xF9/81TlGY9Rbg9QbTk8rEYX45j+IzRppk1nNZ6gaYzHqgNDm+r0lWeejYVNmiwcIdGIIyGEZaIS85pJ91xyQnFCYFfCtPvvSpg01C9/DzFK5rTWH3oWV865YHccTwIV5HQ+1iHLsGZwJiM+v+unzCeoJZdySjXjb1wlTeJoY6AHzpuvvpSCOh1vnjlFWBpCeYEmmaRPpc+lmfyGCsArM1+3XIm+reYPTvaZj1+UFh1lvAXHiDsb5XG8B9Pq6jvMFE9iY5MSXUYGEzt4E4HIyxWtWoIhpI+wAQTnpJkYhZZ2nWg8x6mEUfxSO931OBK4Ox22N4YKruDca+sQ1bZjCU+O8fvAz37V3Crzzj0dpvdWQKufpZZxnrRhDdGwxhrK8jmHWnDEape+YG00D/mUo2oqZz/LrFqZ95dQWMmqhGgZLBzKPrRiezrmPErJsXG8qUB/aqUWiDaXycfUZh1lvAXPhZZ7BRscZTrE5bj6fPzLoxWAzjj3tmuV90yBdIt5st6jgOsNgAACAASURBVGBSDQy8ZVD/xISr329L5yy19hHDrIcHprSa9ebry/Vb9+K+vSPPJl/f+ID2W53JtzVZzaRr4LluNA0av7F+PMGsu5JRL9uadb/hlIoMUdNVmfWBZyNtCmZ9Hl03Wtp0h7UuwVuVbRpmimE/6/1/RzEoxnoLmI8TTP3fXdesMMrnOp1uLLOek2bdhARh/IRYZeIapzyHQ3vJl5FcUnAHhqaYdbWcaAOJqtzuOFLCd8Kvnh37XYfLq6Kx3pGrT1+TDRmPLlByoVwG/SaY9RNJzXrYWjfbRWgikYqJVidSxy2qMph0hyLZMsT59AbjaiOUZp3jXYyLqn7WzXeQws96X+wrDoqx3gJ8lbevyzRVTzXUZTDWj+z0++1n3f4ea0DQh1KFVz+oJV/q3iZBafYphDdMctLyr0DQhmg4L02VFtd1I+X2NIWrSzotqr5UiysGvvMpqvrB7toTkg9VjPW1gLEe57pR7ZvjDKfVRBVCTUddFfBtpI0dQy1J29Cuzzn5Wd+2bwn/vmEL7tt7JOo+ipimJquj8qhXpira0qxzOuGcVtTrohjrLWAuvMFEsuYueA9FishPbCPMyXUjpX+m2I7ZZ/sgI87KBmW8DQjPB674mgJ3jhbKEu8QLuJaYFMey1hvjFlX02QGdF/SUFmzXnFiXhe+frPqBlNyv0almNKjCqEwCNRl0nWjq70p12M13Kbv+qowNevT617XjXEww1PubHNi1v/wU9fi9V+5Gb//79dE9TsuIoLqf+t4ZjNR2Vg3vhdvMDqKsd4C5kEGw2Nt4xqPvfQWw6xHGusZM+uUO8VJWdyz+zB+5u0X4pfeczEe2H9U+Z0Trx1mKF0bTNsrH+7G4rAGO5xWFR03Zz9AY5p1D7vpyw+1SdlEVQPbtULTPNwdZ1WNdNerSj5wJiA+xpsyzkhmnSE7M8sp1H+m0Kxv27eEIytr0++6Zl1tF/p9dWUwI7bZNNbzqBMAsPH+/QCATQ8cjMqXq65T/a9r/GkT9gmmAWM9EYHYFxRjvQV4ZTA9qU6WsUJ6gwnH41vmj+kfopn1nIx14ztpeI//vuzjV+P+fUvYvPMwPr7h7tnvpEHJm1DRnXgo1+lAyYDIcMF4KjLryn2UkWEb5tRgFky6EvQVFV64yffwqbfVMt2VZt0ng1mtqFnPWwbDOBTJyKvputFkuNcv2oXoel79sLA4w6kuE33uDffj+W+/AFt2z6Qex7NdN8a9QDN87t5gdIIrgll3kA6kDJProqtBmPkKeoNhxZlJ406AYqy3gHlg1nneYDjMuochichPv5l1syyJTW/j73fvOjy9duO9+6afaSPUiMMpgyHy1OGk0ZVyqDpV7ax9DCKVbpvlpW8w9THrpsHSXF/SlQxmwevytlqbpsb/XHoGjn1oe4NRN15KHDW01jEroOpV852HZC5VJ08T/PUXN1p5VY11dcJY53yO0Q3618FQ2pr1TIx13yFYIbj6NiqGpDKYihtMfRNROjzD3qiUkzxRjPUWMBea9cB31zUrjMYcVu90YwfqXJa6AZpZp4yv5TX9IJhn/MBps985UhZyQuVaHvVmOSnsfDrN9bh4CPhWLQCXhtlk3torLzVaXxo0O+ZHWteNlaKKQkj7WoX9JPeuZNI3VGHWTc360oreZ4TqvyvuWGa9rgxmyTj0CvAx63q4aBmM+Z2QhuTCrFvvO0Yq6urbiHHXcifcQZuI3dTMymEeTTsJirHeAubBGwyl8wuFIeNRWo9tW/LLos8yGMoNoPU4UuLW7Qe1S6eduN4VxTgebzIARuXQtWadM/EDGMx6ZH2bwLfcT2WITKah8tKPfPcx6+Z3exC24q5of1AyGF/e1gZD3PHgwdp1KuiBpIqxTrGN0bE0A56fdR2mZv2oYfTGyRXd7SL8LuqVIuViUtes6ysIdWDW56G041xdy6NW2J5rIsZI7gbTipJWF1JtMA36Wa/Y//cVxVhvAfPArJs5pY3FOKYz1re4iugTTDMy1mk/t3b5qrIXIOzWj5LXmBjIDLzBMJmxUJY4eQ5txOUYb60y69o75oWbfA/lqTqzzq8vUkr83/92BX7pPZfgdefeXCk9X7oqqrC5Mc/SNmI36AO2Zv2IwazHyBUnlykjL1TWVf3eT/CjjznVuub0BsMgjnygJjy5atZ9k7MQXGMe3Xd0z6z7Vo3o8PHtpc8oxnoL8E40e1KZbOaXEYaMx9PpRuQndpxu84TOEDg6UikpY11qv4fipQ1V+lCkVv2sM2QmAINZZ6QVmtTQrhvtdxEKkwpqdvwnmIbzbf1OXFtaGeDcG+7HXTsPOe+jVmJcA+kDB47i2nv2AgC+cfMDZBguQk22ik6anpzl0TfwJh9uxnswlJacJHTOAHWdahMhY3y1pl9yymuNJoMZqH2fzYzHwO4n7ZXNXDTrljQkot9xM+t2/8tWJjIgKlLr0d5gOHFWykmeWNd1Bo4F+CpvTlpqH3hsY9xMl8MEuxBrfOflZ92+Zo4NEhI33qcb6zrrGi5/6pEHQ4eWMUNmPYV3k5CxQumEu2TW1dSjZDAybHJSZfH2b2zCJzZswcnHr8MVf3sGTj7eHhI4k8sJDh6dud6rKz1rwl1g3t5g6jHrA65m3ZHMlFmPmJxNUPdQJCrNhyh1UZX3pPYGI2W+3mCsiUVEtlyadWpBO4c2YK8iBLzBMPLcF/uKg8Kst4B58AaT6gRHnyY3pr/vtTcYh5cWFfuXVrF552HtWixz6tJr06efeqNOCu6KSpBZZ+Q5ZGjSqwzhOJoqLm0y6w1nt52wDMa+dv3WEQt+aHkNtz940A6AuA3JqrFed/UhNCFPJYPJpWuI9bNuls9A8jTrbm8wo+vU+w5p0useikSlqU4cVXlP7Q2mRviBpDaY5lEpqLxyQb0SKXOWwcQy6/GT2z6jGOstwLco1Je6xGFDWUynFj4cpwt93mDKKbt79yzZ93nCU9doZp32s97uRmczn37jgRsPhbBmnWDWGQNXczIYtzGmp29/r3YAlDtO332utA4tz4z1uk0uZJhUkcFwZE9dgWOIqSHMZxkMbM16FWadKiOqz1BJqLrvmsrTKSdwmfV6oA4KcvWTbcOSrMRsMHWMEfZ1u6etJYOpeJ/NrAeMdQ5ZUzEvOaIY6y3AJ4PJZaAIwV46owa9cDw+Zj1mOTPedWM+ZU3lgvM8Ic06p/hchyK1aqpzE6vAFNth/PWUNN4Y6TRVlXSZmCec9b0ay6TXKTqOGG8wh1Iy64Hbq0gVctq7YmLAYHP1iabNrNuadSIOR12ZvFNygykxMVq/kM58oOrT6ScdN/2sTkK4MjpuWiMZjB0uBymM+SpiHCVw+3kp7R/qtJKq3mBin5X13jMZ81OgGOstYC6YdULnZyJes+7+LYQqGvQcmBIA5IOyWDUlCMf3tYtJrfruUoH73oO8OodZCaxAkMablT++sVoXIY8/E9DMuj/ukBcgV/Pg1LUJDh5ddeYxFk3IYLrer+EDy3WjklnTgGZvMA0kQ24wJcp6HXE6alWo70UI4J0veabGrOsyGHuqGgNLWjKk2Ga3sS6lxFV378GmBw5EpVsFsb7HtXtdG0wJwzylDKYysx75rCxbvWJeckQx1lvAPGjWOQZW7ES3TodQhSHLZZMplQvO84QMObYMpmODxT4Aik48aHwm0CzSzHq4HJsqLjVtr+tGwpVqeEMudW120TU4xpxgqstg6pVSe37W8+gXomWExuMPhhJHWa4bHXFLdz6odrJuIZ2xrkb/pT/6abz42Y/FScfNPMR4ZTCRr4/yhkIb63TEX9u4Hb/xr5fjzPdeilu2NWuwm9mKaVP0AWB0/2ZNfzpoEmaSYT/r9fv/PqEY6y3Af/wuXZvu23sEew+vNJOhhhDLdNoTgAjWoEIjrOkKOBlcRnTwPrWuMAxIWqpEy2DyZNbjjU9OGPVZqQGBM0A2Vl4VmXXIsMkZyrPb/zZ/cqdtMA3kJ4Sgn/UKnQDVB+QyoLOeRwnCYdZJGZhrcuzZYEpdUw8tqgu1ji2M2S31oKQjK+69ELGvj+p/Ypj1V519/fTzaz9/Y2TqcYhlm1W4iAhq3K27WpEC9rPWH7Bzkb6mQDHWW0Ass37hbTvws/98IZ731u/gvr1HmstYBDiGtathLCoMjI8dpu4eDCX+4cvfw8s+fhW27DqsXY9FNsw6JYOJdNtGGpBGHK5JQeeHIgW+T6+HmHVGpitp1i1jPT5vVaFpyD3hLLenjDyF5E+uKkhO7hyBUzLrofsrMeuk8ZoHOMaJmlfzvawNh/ahSEQcrvc8KRraG4ydt3UJNetqmlNjXWHWl1Zn6XM2gPtghh7t47HDrTB8xx9QZF9NgJLscME9wZSSRtZRjFb3s65/D01eY1ei+o5irLcAX92l6uPLP341pASW14b4hy9/r7mMRcBeOqTC0FBXS9V4OAzrV2/chk9ecQ8uum0n/vBT1yrpVzDWM3HHRZUdZyKhdr6cJyEnPw5mvU0pAHdpNwV7HWLFqY1z9jJxi2XDTJcg1hkrEVRZ+H83w/iuAWk16yFbPJ2f9dm12x446D0gqklwnsd3oNdgCMt1Y4wnH5+xTl1LqVlXo5/MAVRmfUll1s0zKSKrAWUAxzDrKqrUwRjU0ZK7Jqb2RD8TbzCRExNOHnPZppYCxVhvAV5vMIEBdueh5dTZqQTLsKb89zpaxoLgMuv2/Rds2jH9vOmBmR/oXjPrxDWeDGaGqpp1KenTX9uUCHE04aNwgXgqvk71No4MhmQnPe/r4tt34iX/sgFnXb4lPm9a++CFA+jl7dA9o2sqs+4w1mO8wSyr3mD8+Qkh6LqxijcYD7P+3Tt24Zffewle8K6LrdOD20AsU2h5gxkOrUOROHI58zr3xNr1iwm9wRDM+knH8TaYxk6myTMKyNWEcLyhk13rwswBd9yTku4PyMPTZP3VChXVvcHoaSY5wTSTMT8FirHeAryK9UBdWqha8xODZQg67lWfwWccUG3zIcfbx1BT93KQizeYqt5FQq4bOVKlwVBGGV9NgJ1UIFxsmc3S9zPrHK86vpR/92NX4eote/G6c2/G7sjJts+1qZ6+3XY4fta3719y7htx3R6j2Vc163XrVOh5qhxc4zvB9Pc+cfX02qvOuS467rqIPRTJdt0InmbdyaxLMl5X3tYnZdZtY11j1lc9hyJFpkX1k1TRcyaDHKlMHVRl1l1j3VDCKjAJ3ip304idmMyTIc5BMdZbgFezHrw3D2PdzCfJNjoaj6pZ9zGH1O0nrrePPwcqMuuZGOsUOCShblhVY9ap0/qAdrV91jKsy3gI5Iq1DBrYUEgvY4cnkdxBc49jk/jHvns3Xvv5G3HvHn1Pihqr9Bjg1OAaytJbz9+En3rrBXjl2TNDVL0lTgZDh9WYdX92ggi11yqspk8Gs6I0wr2Hm9UiU4jdt2LLYHiadedKlnTngzqhdNHQrNcxntT6NCHsNc265me9nrVu9isDSXvIWuHIYJoeU4zouYtJrlUpCbv/p/qZLjwkmVlOw6xXz09uoC2hgqTweYMJdXAJvWPVAmvm7XgU9Rn8h7DYEajuu1RwDe8FMTM2spHBUMZPpI9lerJkhHd5g4lg25qA9dYDxgM3HgqhickqZ4MpI8wEJtN2wnq7/t503z686bxbAAB3PHgQ577qZ5R47YGUmq/bLYc/vH594wPYv7SK005cz9tgSk4M6bCHEjLrQWM9FbNeIe0moKYpRHj10pbBSEKz7o9Dvy7JeAGeUboyGOL4dXR/HYIa/YSgWr8osLggMBhKrA0lVgdDrF9cYDkm8IFq31T/x6lfzWvW9e/ceumcx0q67+AQZ+600pRBtDcYRrK5uGVNgcKst4A65HguMhgOt+5qswsqs+4JTzLrDmOd2z+ouspcTi+kOpDYo8bpZ7ENPSudYZzx2QS4xFgoT1W9AajPTzGGPMaGDsXxDvHtW2f7MG68b78Rrx7W9YzUPDdq89m4DDiymxjPT5rrxpp1qjVvMNTkuYOJvWqIPfrUE+hAEjjr8i146UevxBV37bbu5xyK5OoHfcx6aGMuUE8SojHr4zFPCIGTNPeNg3FYfz5CoMgCrgccK0zjmnU9X2wZjJNZd6zKmeFijHVLqsO/V0vT+B70s86JM48hPwkKs94C6mjWszHVGYa1axa7qG4wVT2aMGQbdZn14xYXsDweRBpfsmSCNqLDeQu59eNoOYcOfWarmnXzuyPpYI44zEqAWaddN4YHSFfSB5Z0Y52696EnrXfczZ/IWBMz4l4fJvPnkLQKcLlupONVZTCTOKtK+UJNopqfdepddjt5nUB9nkeeegK27z9qhVkZDPG6c28GAFx6xy7ttxGzrr+YEDtPXacMPcpwNYNV2UMwAaVZB0ZkzcFxnTq6OrBWg4D6zPrA0Se6ZDDqam3T9cTMF7fOuzyfjQxzqu8wr/EfrO7kyXVfCs16HiN+GhRmvQ14Nev+6pQLs04QeXYYx6OwmXUiVlNGMGnAXEmLenBHLpp1Khfxftb9v4/C0KwafShSMPlk4A4Moc6YM6CEJiYcZj1mcrPfMNapsn7oScfp6XnYbS6zTnp5YCBUp1zXXXXLNtYrZGqM1k4w7XjyOoGat0edcnyl+00ZDOm1K1CnqAkNx91rLWZduVUd8tSV1QmzzpJkekCeYEox647nWcfwgnPJ7Tvxik9cja9v3B6XOQNmvrirwz7NOtl3WGMHO4vJmPXYiQknncKsF0TBZ3CHVtESnjtRCyxD0NEyFoVrg6lhtI2/XnvPXrzt/FvxU4//Pnz/6SdqYQ6vrEFKfqel+gLOxlgnssFj1tU4GOVPpSMz2GBqfI8xEmN+H4XxU4u8Q5H4zOuBo7qxSuXxhPV6oz68MsDJx68zs+ZNh2w7ESPTjBl0TxSm15mTu8Mra0Q4iYWK64NhGUx8reW+y66N9Uef5pDB+O6X0tpgSo4vjkebGLFUm6CumZeSyWAUcoc6xbSO73GAat90HK76ddziQvBZf+djVwEAvrNpBzb945nk3pUq4I5hrnBSumQwZn/CL1P+amAgHuN7kFlnpFQ06wVR8MpggvfyB7qllQG+cuM27aTP/UureMd/bsK/b9hSaxMhR7Liil07FEmVcjga+a9/eAOu3rIX77vgTsvf8dvP34Qff9M32cuBp504kxx8+9YHWfc0jarH1/vKjoqDitE1MLXqBotrkSbwBkOX0+wzNSBzsueqfiazTrvP1L/vOTTzGMP1d0y1nSpsmHqPe9LEqy8Hj1LGOj9PJsIbTKsw67xwXczrNWbdpVn3YG1AaNYpiY/jfh+zzpGLrQwGVhguqBNMAZ1Zn6wa1JfBGG1sSG+6d63cxB4GZU6gYmA+K3dF2dlvkNeIDaasVOg8pZLBhLw9Ve3/+4pirLcA76FIgdoUw6y/9fxb8afnXI//+oHv4vB4Ofrt39iED164Ga//ys347p27AjG4wdGluZ5FlcHoxkHYMLnJ2ID36Su3RjXAFz/7sdPP77/gDty/b2n6/eDRVZx30zbsOGBrQ9tGvAwmzBC6NpdRY1CbnRp3sA3licWskKsIs2uUxwGOa0lX2rZm3Q5jDm67Ds98sXOXo83LQxnjD2b2DvQThen7yUO0iLCmBMaMPxZNaNZpzzaja10rDlXjpIqxPpS2sR4j4ZpcdR2KFCJslmsx67PPKrlzEiGDsZ4pshpQbYeaoLg06+sCg7IZ12KNimX1B7WZdfo9csYOF+qudKj5UJHiBNN58sVejPUWUIdZj9Gsn3X5PQBGDNdXbtwGADj7yq3T3z9y6d3suExQm1KsMI6H0Q5FUu7kyDYWa/qu/O3n/RCe8uhTAABHV4d453/eNv3t1Z+5Aa86+3r85r9d0apEhmRbGZ1KaIMpZzly6JDBdHkokivpUI44WaaNldlnzgmmnP0BE5jMukvbrWK3yqxbeXUNuvb3mFc4ZVEDE8BRWKq+2OEoZr1OtQoZJpVOMPXInrreH6Q+zqNOjdesrw6kJc8gV0ADs2PXJMjsI81QdTaYqnVswSGDWZpq1s18xKVLy2DscK76FToMyjTy67gMrsqs+2QwNvFGyWD4eZRGMVV9XDMPKRxCzJGtXoz1NuAdAwKVqaonBaqSnnxCjS0KDDbD1bYWncx6MMrafubXLy7gdf/1adPvlymrCxPXZ3ftOoxtCuN+ZGWt0Rk5KavgMOtqeAbbS6WTxQmm1sSPZ5Dav8dNcKj7KNdrHHdpXNeNHDd4exRmnXOwFZXH0TU+psy6koBr1Zl8Bi6zXqNahQyTKj6uSTnHuOS6PtNCXeVxum70gJ4s8evJpGhcfZFZdmZdraNZV9+1LoOZjVlLqy7XjXFpUcGpeuHeYOqvKOYKQx0iyLyT7WfdM8mnvcH4041Jqz1mPW7M7DuKsd4CvIciBb3BVEyTuO+U46sb6wxb3S2DcWrWTcPEvr/uCa6LQuBJjzxl+n3SAawO9NP+dhwcSWG+euM2/PibvoUXffCySppYDqhS4iSlHyhF/e4Or17j+ppuCnxmPdBZV0jLvI/DrHPKegJTBkNOmEwZjKZZN9N2Fo4VLmaQpFzPuU8w5U1WDpGa9XSsool5Y9ZVg/HhJ8cz64eWbR//VAmGVlBcRpJp0JrR1PMGM4tMlY2cqGzGnslgbGPTh7XBEDsPqlIz+w6qr3etFKwPyGCW10wpUg1jvaIh7GTWnd5gjHQiJhhcgiE2nuJnXUcx1tuAz3VjoDJVHUCou06pwaxzjAhX+15weIPhzObrymAWFoQ2cZmkYbJQDx4YdeZ/cs71WFkb4sb79uO8m+q53XKBY8DRN6pxhA0oeqD2GyxtgDPxAzjMejitkKGZ3BvMkukNhmgnUTIYOh2yDCPe4SQPoQngKCzv2kHiQKg61Sosg4mPnZyojv92rVlXDaz16+KHZtPHOuAw7gJ1ymXomb67LWa9xgZTNSqhPPpJKrNe4VCko6sDnPHui/Hct3wbX7ruPiutCah+wKlZD8lgUjLrFtvMu8/rDca8RqQTk2PuSsf+pVV89uqt+Mild+H8jduDkq0kmvU54taL68YW4BsEQlUpJbN+8vHuw1hC4GjWXVd1GYwkPwN046tjq0/uVScLkzRNBvRBYpPphG1PDdL3Mct1o9+w4my8GgwzOBSJ2bmHcsTzoOO/RvtZD9dLrp91KpxpMO457Gb9uDpyahD2YbbBNJwWd48DJYOpU69ChknIWwQdp3vi1TWzruZtXSJNDm2ruw05wE0cmJIxm1mv8a6dMhhFsz6RwQS08yo+feVW3LP7CADgzz93I37tWY8ln59apXF6gwkw6ymNdWu1lLvB1NVvgO5/OauyLnBlMH/wyWtwxV17pt9f9YtPxGt/+Ue0vKkw2/do9XBmT/AcDASD9AaFWW8BtU4wrcysC6thP+T46r5e60gD9A2m7vDU7XUG0EmjVse9SZmY2uIdyjLpBKpeMiW4zI51n/KZ3vRoDmI0q+xjF9tBOJ9AWJNYlVmP32DKLx2zXrGY9cNuGYzbgNa/j5a3YwZYOy+uKkh7ULHDkZrpGkqy0GpTKj/rk/pYx2tHCpjuC1Nkh65/dNhJSCezbslg9O8uJpoDzc+6JoOxN5jGyC4owoXsf4m65DLWzdVesz2b5VBLBlNx06XPG4zV/0rCk1RElrmypKu37NW+X7Vlj/bdd4LpjoNHcca7L8bPv+NC3LXz0DjdcN7myFYvxnob8B6KFGjIlQkWYQ+edfTfZi5jpAFq5zYJw3X9WEcGMyl3QUwWTAaUYtZPSnSQhQnWgUYEQp47zCuk3CaHDaaMiZ/v+vR3TlpkvLOr9AbTcBx8Zt0OYw6kqmadv8HU+E6wYz7MNpja1+ywRPpMZr3OMnRo8lHNz7q73+paBqMaYusWhHXSbSq4SjVas2783sQJprTrRt7YAdATMC5Z4poM2vIf/bmTMutGkXK9wfj6DUryklIGw16hC4wD6jt53Zdvxl07D+O+vUv4k3OuJ8NTKK4bC6JQTwZTXbNusnxJD0WiwjiexnyEyXKWfb+dTh1mfWasq2mP/pra4h0Hlq201SXYlKBKiXeC6SwMaUAGvDUAI5/ZMROtJmAbmg4WKLTBlDXB8bPCZLkzBh9X0pafddKTiv59j8fPunsiY7fHmHc4uV8S10xwJ3eUZr2O97XgoUgVIve97oUO3cGoZSzEKC8PPam6bHEab4RhO4HTWA8wxqlOMFX7fPXkT5c3GMBd96nxg+pXqImf63nM8lle9RvrddqAJTFJ4g2GuMaUspBpBTYej67ZG1tDjLxazlfevXv6+eZtBxx3UOkGg/QGxVhvAd5TSIPMerUBZEEIln6WC+tWIipXPyKgG8xDp8EoLTajTp5nMhhCs37UZtZNl1updKMmXIx3+EY1DqL8GOlI6ToUqb1ejc0eB7LEY1bIq+Pf7PpG549nrEopceCoucHUTp3aYDoznnn1n5rwxB2KZMfvqoKhCc8EtOvG6vUqLIOJNw5977JLGYzJqgPAwx5Sn1mnitC5aZmoEyrC3mDSnNSprqaqzPrSyto43XDfNwHVhfOZdbp+meVjen8xx5GUq5Z81430dfJQJKLniJv422mEwozy6O/r1HdCZYfV/8+REKYY6y2gDrPuFbwH0jSN9TqeCDm+sZ0DsxCGRxjazZyUdgdZZwlxtsF0ds21wXTHweXpqa9m2NQgN5hGssSczo+KcbTBlGd8NQXukmtYBsMoM5IVHv11uzejw/vCAMDhlYEVJ2eD6dpQTld62Bu9rAEyboCd5JMjg6HKiWbWqQ2m/DxZ9wa9wVQx1t3X6rqJrQNTrw4giQzGp9F3heUeimQGq3ookrnSqvbXqmbdeYIp3GMP9U6p+2M2mFrM+lqDMpiKjLd7tZLY7yL5unMKZn/GdWAQmiCo5Ua2W0beCrNekAyhylRH1vyQEAAAIABJREFUBmIffV695nKW5522OkyD2X2/2UGmYNbVlY2pDMZg1vcvrWraYaDe5MaHqsx60LBivCPnqkaLDASXxQnlqOoGo0l6LqMkdKy665o5OQYcxjqR7u6JFIbxDkfB7DxWOSKcw6xznz81sx56v1UORfLJQro8FEk1eCbM+l+e+ZTaOvqYfnpy2TVJso1XPVzVDaZqfoTQDWzSG0wUs04VoB2a3mDqmtTo34+u+pn1tK4beXH52jJHQlfHGwxNRoXzaAZRpUncPW5WmGCI/qAY6y3Ay6wHKlzVAYSSwdTTrBvfqTAezbpqMA9dzDqkfVRzLWadr1kHMN1lPk27MWbdRjSzTv4eTmkoJc2UNjQxocA9LryKN5gjK2v45OVbcOFtOwD4JyZOY934ztX97j/C02xTxtDEIwyXSbPbY9x0a3K/Go9Ts+6YcGzeeUi7hzoUqU4LCrX91dSa9S6ZdcUwnJAMT3zkyfj0K56LN/+Pp1eOt4oMpiqzbhqpXLj06gDPzzrgnoDwZTCEZr0qs56QcDLv5W8wdfVtlOSF6DsismwfqGSH4fShPm8wtL3ByRsjUE9QjPUW4D/B1I/KG0yTy2CM75SUwhE/5YbMzay7G2wsFiI06wBw167D2veYU9xiUJlZVz5zfF+70olhptpAVWadMk8/fNFm/MO5N+PlH78at2w74GV0XN5EOCwTlWeqTnFkMACw+9CIWbcnCmQWyZWumIFp5mddWtdMUPm9/K7dOONdF+OPP33d9Botg0lnqJio4g3GtyLVJbOuGouqZvunn/hw/M/n/hAeUnGzOylXdE2Ox9f5J5jq36tuMNV9rOu/nUhsMKU163SeqU3DVEhSs87dYGpo1pMeimR8528wdcQniUjBY8e5aXHJqNB4FdpAzulaima9IAp+Zr36vSFwfD5zwfMGQ8PeYOo2GM0OsorHhwkmG8bU/noSmykRAoDNOwxmvSljnSgpjt2hvQMPQziBq4OkJlVtbjBlJxUIR8Xz/gvunH7+39+53bt86lrmtiemdhiqbCkZDD2pJYz1MbMeYptc6Y/G4PgBVncHSof1va/zv/fA1GimZTDsLFkIeoOpqJE2MYmlS28w6rMuEofuVNXTx7DQclonHMa6tflf/73KHgIzPyY5pclgvK4b6bipYqPaVIyfdWuDadAbTLpxl1vETmZdOsYJk6CIeJW8Dfl0XrTvMJ/VP96xynV+bPVirLeBen7WqzLrib3BmN8jGo8QxsFI0t14uRtMH/+Ih3jzC8yMdEEy67Zhsdlk1psyYCt2PGoQFlNBxDEc0ocitepnnenxJJQnjkzGN7A7T8BkrFBQKVMTQGpwpcp/srnZ3mDqyKL53dGmXJj5WZfWNRNBOcpg5Lufc4LpgaOruG7rXtbkMPQ8lI/8YJxEpDPNeofGulIelBeqqjmrcqaDiyChTpRUUZlZJzbXTnAi5WedJBvouEk/60Q4eoMprz2YMhiTaa+1om1kgSuDcfcbhDcYwoCPGQ3sw7Ko/IQNePO9rg1neSXzw8hkm+Na0yjGeguoMwRwyR5SQ7uUzrsJLVuxpsYkhCEEGkrXaYu2Zp3K8+KCwLde8/O44m/OwBlPeaQzzzMZjJrn0V/KsDI16001dO6mQ999juLTv5KdpstgCSafDJSEgwwXGY8J50bmiWadyaxzJkZAzAZTIk1Jp+1jyLTvsP0Y+zCJVyOvHPeH2sHqcIjDK7ahbsa5sjbEC999CX7tQxvwjv+8LZjHJrzB+DXr0dElwxqhWddQMW8xE7hpnWBq1s1qUdVY1zXr+m8nkX7Wif7Ls1/KTs++Rk1QXJr1kOvGtN5gjO/MuGKYdUmMCTErrWZQ8v0wVnOpFGdeq6h3Hp+3PiOZsS6EeKwQ4mNCiG1CiGUhxBYhxHuFEA+tENczhBBnCSHuHce1QwhxsRDid1Llt03UkcFw2R7qKGjbGwwrKhIc36nOZXiTWXfkZShtNoPqRE85YR0WFwQefdoJ3rKdeoMxAkkpScPK1Ny26g2Gw6wrnznuscjOT7pcN7bXq3H1kaEscUqM3uA5+utiEFmbPIlL1GoNl9mcZsVKm8yinQHpyJQDg6GdN5chEDSa14akXh3QH+frG7fjgfFJwR+6aHM4jyEGOJE3mMm1fGQwCZl16pprciwneaF/N8vbjKaqNxjNbeOCm1mfyGBo4oiOmzwUiZTBNOe6MaUMhisL9QWjODaboGAlMw4b7i850iXyvXgycqx5g1kXDhKGEOIJADYAeCSAcwFsAvCTAF4N4EwhxPOllLs9UahxvQzARwAcAXAegC0ATgfwdAC/AuCsFHluEz69YUhnytUqmpV6SBikdTZMkp2+8d0VvZj+N75v6N4dbp2SR0S6flGdY7rLR+2ohVA1mfRmQBOteoNhMevq52qd30gGQ+SpxV6Nz6z7MxUaBEfMupuR4W4wJd8XES+1WkO9Vp/fclsGw5vIjFaryKAkqPCuKhh0oeiQwEzSmeCgI4wLQUa/ip916tr4YtYymIp5i5HBTK4OHPIiaoxRUZlZ98hgjl+3MO27VwZDrA2GURvkue+UkrywjXVTs57UG4z5nReXq++k9otRp4vGmLlNbTAFFGadiJOTw3li1pMY6wA+hJGh/qdSyvdPLgoh3g3gNQDeDOAPQ5EIIZ6HkaH+PQBnSikfMH6vf/5yZggZWNw+2nLxNKzmZ/3w8hr+9ZK7cOL6Rfw/P/vDWDc2jN0yGNuHuQlLsw73BlPLdSMRbv2CboS7oI55C0JM41peG+Doanhgyc4bTNA4DXd+ow2m/MGuCZhpudIOMuvB3/2rCM4NpoxJD3UnZbBS75W6VvsEU09YCtSgHeMNRsWKj1lX44k0rkPtr8rmc9+77NTPeohZr5i3GBZ68v5d79s04i1jvTKz7n52IQROXL841asvrQ6cRA+FOq4b3eWkf2/UG4w1rvPi8m0W5/QddZh17soxZ4V10sZj6nEozr6itgxGCPF4AC/EiAH/oPHz6wEcBvBSIUR4RyDwzwAWAfy2aagDgJQyTIdmCldna1YlzmYNCtTJibY3mHA8X7zuPrzvO3fg7d/YhG/fukPJZ9hgcW4whTC8wbgbn+W6kTCo1inMum+AVTt+NZy64kCxWNO0W/QGk2aDaTidwZB/ImVjsIxhVrBKv5Nxj6+p5aD54jeC036DiWvMcvWtiphpuSULdj8R8wrJQdvJ4oeNZg6zHqtaCYVPJYOZFESXzHpIs141ZzEsdFAG05hmffaZ6o5PMg5G8rxCC7TrRsIoJOqSq/sPbzBNKIMJpO2Cd5LPYEuiVukYeneOse1n1ql6HDdm9h0pNOsvGP/9ppT6NgIp5UEAlwE4CcDzfJEIIR4L4GcBXAPgZiHELwohXiuE+AshxBlCiF5vhnV1tmZlCvmydcEy1oe2DIbT0O9WPKJs3TP7zGpsjjhNZt21ZC9hu26kZuTrFhVmnSuDUcLtUw6veczpJ2L9Ih1HUwZsVWY9uMEUZt2h44hxfdYEiGM5HAH9mQqvNLg2FI4uqt5EVGmVpeVmMnnccqUnS5O8he8nwxHXfKCZdTps2IXikDwQCTAmmJGT3/Y2mI4uVpWapECYWa8qg7GvVZbBmJr1ZMa6Omm2n9PUrce5bqQ063Y4yrOQq38xx6SQsV5n7xN39cuEb+JtnX5MeYipIYPh7KcapREO4/TYhfkyxDlIYQD/yPjv7Y7f7xj/fXIgnv9TCX/B+N87ALwTwLcB3CCEeGKNfHYKV2cbWvbmNk5zQD28MrBYataGDHVwVT5Td9pHntPxLwhheWRxGUC260Y7vvWKH2K/DIaWy6jG+uknrccjTzmBvL8pZp1Mi5FUNLMeYay36rqRkU+AwZwHArhkMAePruGCTQ9qBuZxi+6ukKz7ZNlS13hlTblSdIWl0qd1p25Qq1tuF5r+uFYGQxx07AFRnydWttKIZt1DOjQhg9lw5y686IOX4QMX3OENF9KsV80bd3P06ProBzazbkSURAZDGevrdfeNZDVyPBMVH+mhiWTWHe3ByMDR1SZlMPp3bly+PpXqfzkGtwu8Dabh+6gkZ95g7N9YMpg5suhTaNZPG//d7/h9cv30QDwTH3y/AWAXgF8D8B0Aj8BITvNSAF8TQjxDSrnii0gIca3jp6cE8tAYFgQwIK6HmXVe/OZsf98Ru4g4DVDtDLTjfhlshpvdAHRtO21EAbzNOevX8TTrugxm9nn/0qxsTj1hPRaEwP37lqz7G9tgSg0WDJ/RGrNOxmt8J2Uw0qGZDiafDGZSbqlHKB5/gJE0xA7zT1+7FcBo89oE6moNZQhz0ua65PRq1tkGtD3QxQxMw2HEBtMgs+6Wwah3cuq4iiYORfJp1kmXiTXxWx+5EgBww737cObTvx9PfOTJZLiB4wTTGdLlzX2C6Qhuf/tm36z/XvVQJN3Puv37CYqxftShWY9hnGlmnWdgAmFmPe0GU97k3b6Pvi4lxWjziTc6rbDNwpIIEvdN2jg9PwvncX5M9Xb8rE+aX6jcFpW/vy+l/A8p5QEp5WYAv4uRPObJAH69mWw2C5dcI+Q+ze+CSeLPP3cDXvDOi7DhTt3Zzl7CWOcYn2oYzqEzel7d4c1TRF0zZct1IzEAnLR+Nsf0LQ8vMDTrp564Do869Xjy/qY2mHI9hJhQQ3BkGC72l5QCtMqs8wag0MDEMeZ9QdRBVpPBQGLHgaNTv/s+94+h/FDXKJtmJoPht389ofoyGO5pqSZWB+4Npuq9yZn1KociOVb0gOZlMJuNcxxUBDXrCZl1nyEHuKUHoZXaGBmMuilTjYZ6B+pKw4CYZAKexQLjl8GQ7hOoccZVV8zLyxazbh6KVL1vNe+sq1mHQ/JSZ6hjkRuMPtRLdjD7ViuNwqxrmDDnpzl+P9UI58Le8d9lAF9Xf5BSSiHEuQCeg5FLyHN8EUkpn01dHzPuzwrkoxm4NpgadSm01Kji5m0H8KXr7gcA/MvFut/ivUd4R5/7wmgyGLKDDBuHwKgD1jeYurzB2DIYqhP5h1992ixuOkkAuoGuDgKqDObUE9bjuHX0nLUxP+sUK8tIS303nAHLxXDEDOBNwMqnK1wgT6E8j5Z3eQ+mymC27DqCn37bBVgbSnz0d5/jrKsmuBt3ffHZUiY6/9QqShwbRjFs9P2hSf6qh1lX63Ws0dIEs05r1kdo2hsMJcmYQC3jpH7WI4ycSR1U+73FBTF9D7YTA/1+rrH+ySvuwT+edwt+6WmPwgd/61m6DIZ4dtWhwOrAtefGNdHUv69RFR+OusQkVdr0s84dk3yrldQ4EUO8meDIWVgOFIhrXj/rwRjbXTFuGimY9clRdC5N+pPGf12adjOeg+ZG1TEmxvyJEXnLBs4Npsb3GG8wKkO8+7DOpFMyGDXuLbsO47YHDnrDqA2Ms6nHlVUBw3WjdLOVtmZ9FvCZP3g6PvWK5+IZj53NC31s2KJLs64x6+vxqFMdmvXGZDDV0lKDcAYsl1SDlGG0uGDI0dYD4c6Y44edax+qE7aVwXA6SLzi36+pqU+3w3k3mFqrDnR+LQZ+WJ9Zd8pgAhGv+jaYKrmKZ9b9v6vHkXPhM159xnQKLHhGW7VOrCMCpmTWQ4eQqSuKx2mG8lAJGzZaXfiHL38PK2tDfO2m7fje/fuDMhiTWY/xcGO+8BGzboemVmlIppfx3Jb74YSa9bobTKm9KlL535WuD5QnOitMxZVgrzeYihOAviKFsX7h+O8LTY8tQohTADwfwBKAKwLx3ISRVv3hQohHEb8/ffx3S/Wsdgen60ajNnEqPhXWXIqjlqUnwW/eth+/8M6L8MvvvQQX3baDDGN+5jG5dF6F0CcrPmbdtznn137iB/AzT3q4HjeZ4ggLDs26zqyvwyNOoWUwTUlDqFhjvcGwNuw4JgX0vcHk04ExqRgFC2Qq9LPkv0OfC0+u9wnSMI8cuLhtimLWY94htZzP3VBnYm04xMFl1wbT2edYo4VjmKSS1kgprT46tQzORyyoz0G5G/R5vfKBegL3BNDOy8knzBbfJyeIAnT9XxkMsToY4hOX3Y2PfvduFtO+69Cylh/q2TVmfTh0yPjo+ClmnQrLdd1IrYA26WfdvLW+n3W68LguY+k4w2lzZJs+bzAx0idf3vqM2sb6WFP+TQCPA/BK4+c3AngIgLOklFM/gEKIpwghtM2eUso1AP86/vrPquEvhHgGgJcBWAPwhbp57gJOzTqhqdN+91Q2Naw5m6c6ykljuOzOXdNrl96xSw+jMuvqBlMifcrXMwUBfaByGVFSEn7WlXDUWOdbutZlMLPP2gZTH7PekAVLG3ocY90fh9R+p03g4dBxKFKLvZqVUsWkOZp27mOt93mDYQ4+3Gt0+dNphfTF6vdoGQyz/YbKeWVNug9FUm6Nla1w2l/spkbf5MciThK3CZ+5rXojoU8wrZYm+QhO1lVqfwHgtBNn5xCqUicqhtXBEF+89j684au34B/PuwVnX3lPOH/Q3wnl615j1gf0aorvxE4VTs06U8JGMuvGAXtJ/awT+ecgxrOTBLFSF9WXhPsRDkHkZ9Zt8LI4P9Z6qhNM/xjABgDvE0KcAeBWAM8F8IsYyV/+zgh/6/iv2TLfAuAMAL8D4BlCiIsw8gbz6wBOAPAXUso7E+W5VTTOrBsdBNn5jK+pv5npqZ2R7teb6iCN+J3Muq5ZdxlREn4ZDMVMeWUwDmZdNSxOPt69wbQpGQzVgaTZYArsPrSM3/34VVhZG5L7FoaSfq42GQh6GTYcLvp3uL0OmVjv2LcAuKQEvHCUYU7KYCaDkjXwOYxLc9nakScXRnICIw8RA7yKteGQdyhS5IZQzrtznULrjpO+Lon0BkMJxRFJbfgOXWpOs86ru+oPav08XTHWDyrvmHo3K2tDvO7cm6ff3/DVW/Cy5/9wIIP6s4dkMGsOZt31UGY2R/fz6ozPeFQR1qyzkptidTDEe799Ow4vD/C07z9V+43tutF13dH3c/tkCpx9NlXP9qhySnFsGn1BEmNdSrlZCPEcAG8CcCaAXwGwHcD7ALxRSrmHGc+RsbH/lwB+EyOm/ihGE4F3SSnPT5HfLsDVrMe4btQ9txjxkLvb7bC+TUMak0ukz23gC8ahSM4le+lnymIdmv3skx6h5WECNY3FBeH0s96UNxjuIGDfp7xvx++vO/dmfO/+A844BpLWrLfqZ93SR/IMUvv3QDqSP1Cu9yzRcFdCuPIin/FvT4B5eZKR1vpQ2gwld7JhYm0gNc36CesXcHTMNtbyBsOw7aOZdY/kqqrkgAuvsa5p1tMdikRLOVztzc7L6ScpzLryjkkZzNow+hRYCV2CQTLri6qxHqdZJ5l15mvltofUMphPX3EPPnjhyGGESSRxCSTuhttJWOt6ZF8SupX2nhXuf2Z+1nljhp0GK1gvkIpZh5TyXgAvZ4Z1tmgp5REAbxj/mxs4O9tAhfUZLL6BlGKcJnFrvtTN9FXpi6arIBJhMnOAfijSULo3PvkO1iAHAuLSWb/3kzjpuEU8+4ceOgum3KtvaBJ46EnrsX5R2BKcprzBVDbWZ59dTMW3b30wEIe9L2AUXzD5ZEjFrAdlMIwwE/hkMHzNOm8S5Jsscf0q25f5qwiT+21m3Q7HiXPFcN146gnrcXR1eZwrjPXgInpCyDFMYk/N9DHrIeKkLnwbTIOa9aoyGGpjnissMT6c6pDB0PpiieMcp0E782eMBbQMZlZwawNaxsdtJy4ZDOdegLfBNCSDWRsMcceOQ3jKo08h7YJ/veSu6ecHDyzrcdWWwdAkQy0ZDEMNwLlGJenys85tmm06TmgayYz1Aj9cna21AcYwGH3skm8wo3zlksa6ZaBKKzxAV3pOYwPGG0yVAnBuMJXA6pr7mSjyk+rcH37y8XjaY/TlQzWUaawLMWLXzYORmmKbuVpI330uYzF0iuBgKC0maBRfe52amZSr4w11yCxjnvlYPhkM1zDnhiO9xEk6DqcRQnhviHmFQ0kcO16xXpqHIp1ywjrsODgyMjbetx9/9pkb8JjTT3DuDXGhfc26uy+sAsuw8kSnhk2pWeeeB6BeV9/56SceN/3sOqVWRazve8tYJ5qhLoNx+Fl39iHEO2U2FC6zbp1gGvAG8zsfuwobNu/Grz/rsXjXbzzTis8n7eIy667X4FyV4FdVIk7jXub7MS/53OHaK4ncd8gK1gsUY70luGUw/lmpb2boG0zI3e3jBqxWdItZV39TGjyrsTka0GiDqR6XKz6vDIZHrDs2oirMulSvj/4+6tTjLWO9sQ2mxDUOYxJk1hEehwZDe0OUGXfT4NabuqyIaQj44GMEuXGwpTEeZrDqqoNEXHlRNkuMYadieW1gGOszNvb1XxlpmLfuOcLO2yxtOnF1FSzWWHcZMdT+BtfhQFyYhqufXJn9RmvW07mVdE8AR3DJYNTVE/6KDyc/s8+U+0xNBjOgNefOdmJ8X4tg1qm2y3Ld6JHBHFpew4bNowMMv3nzAwBsY91X7+pr1qlrlBvXmL4kfC/pAcsjwZ3AVRbc3LU5rjWNNk4wLYBbBmNWJnPp1dc2fQ2XGsQmDUZtOL4NrTqzboPtDcZw3Uh1DpPrfmOdxzhRbLs6/qkb3SZxUrr13Pysh94H6+AJKUl/yG32abY/eFe4uHio39madZ83GDJu+1rV5V/1Gn+DqZkfvhZ3kh5rkP3/2XvzYGuSqz7wZNW99733bb23QC1krUhgIUstDSBWSXgIDzCDwgNmbA8EMJoxI0+ImbDDHgY7HDPGFg4MyIzBxmZkFoMwmC1mQMBoEGKVhDbQ1to3JHeruyV1f0t/b7mV80fdqso8+TsnT1bVu93fi3s6or93q7Iys6qyMk/+8nd+aXiA4X4P51c1LQupEKhM7734TYTbz1u1vTvTNMZ5cVMn6xww0fIL+yTksM6psy5Zj6wH9RTVYGbqMDwrD/XxdUiDAYHRbX1whaZw1uFKE+KsJ2owMdIeAWBBm5DaN1/tlvLSTEontcG0PzEVA8sauxIJx0WpvtZ3uKPB7KzURMo6+51KN2odvA2p4XmF/rAWYBrvZppHM6TaOHIswFQOxivlrCPECSLwLkRnhsJDZD2pz6kh6whlKMzDSMPgdrRu4DPeaoCpteFkLEuTodPjrOMlclAH4wDUpeNnRCQ4cbTLlnyxznqazvL8PhNsyHZhfzEJBX7ffZfp21/1Jjq3t6CrgsLMwbLuUd7Z1GDA8xuzQ6p2vfYow/56ASY7c+5gGnPEh/sedtEdzkcBphnO+rj6xYHOaFUhnPyJmyIp7zW0E2EHVGTWbzwfYIrzlOqhUYnMyLrkrAvProCxBa/PlW1TiEnTSHEjZif87PjqO2d9WybSYDJojtavaJ2OtslDTHWR0Z/YcU/LSAd7XJ+Wsx6nk5x/bfBFzxBxHHPUGM5ZJyJ64m3nk2vCdB9+4CqdX9V0ZyHvFloBghBajrNu4fE9LOhhP6pqMIpCR0k+6fX2vlp31nHeaTobEqfRZcwBpvC3/R2uG4SIjZtEhhKhF/YWo1FgIqLv+pm30Ccfuq6mOVgNyHoxDUZ8nqk6zmRkndNglPxCYADSYEarweiObV05arogvs3xcOwIA0wvXz/pg4Xn7C3Cx4LiksLncbxuylBfML7ZUdnUcjSYlqbD6iA46FJz0CaJVlBHnpSicTdt+yUxTBrgpx1LgImCcVGrnnMy+HEj244GsyUTaTCsOfEOXnXINRoM+Kq7hh92YJNoMCDIDZnj0o1e6Ay8p2NlWRurKZRTYyJd302e3/z8J9BXf/4d0TVdute991P0on/+u/Rl3/879KH7r2yq6uk//MnH6F/97gdFBFAy6yDALXxVJbzN0B4OKAt7QVDlHL5603j6uTd+jH789R+MdjvkZln+tNQpdx7JE0q2WmjSjVaH23YMI+uxwzRcL9Upvb506doy2Q6PSbu8fuZaiKwvJznrH3rgajbN/iJw1ktpMMrzTFDYyc46cxSNffkCdHSjkfXMsbhfbs+E9dxf1LTa9BPrxveSnH4mpSxPeRpMOJFeN5geJb5X9nvtCzjr4P3ndNbRqqUMgOGaaO3OLt2Ij0vAQzL5L+xLomvhynG+b0TPAz2LXP+C2vRZsJ2zviWTtSrjn9zH1sYLjaahIX/hB59y5LGzbokwFQNM2deFHIUuOw0pgzSYDOVluHb4Gw0Ol/aX9FPf+cX0Q0F0fvd8v+Pf/QkRtc/q7/3HPyMiojd86NP093/pHfTPfvMeevWbPibWGZl1V0vtOmvgIrfQWQ+5v3P0aX/wgQfof/uVd9ArXnMP/cKbPy6msw4MuSpZ1GKsSBRykMJ8kmPG+uAgNZTOw/RWzrp0TDIrDSbsKxA9g4jo0wEN5tL+olhru9T2l8O7OpxLDYYwv3mK8b5M+z7Ral9o43cw1Z0kTk/kdVnUji7uDQvwlw+PN2nncYISGgzkrFt01nF90nfamB24ktWzbl8TJCUaPs9cH56zXJv8xGcfocvXj0WQTxYmyDvOkln6EcsxVKK0kZpWvXCsPzuu+s5Z35pZOescWdcaW+lg0jXwcNDQBqiwKhbnQKqNoxRZl2b4OelBbgjswzQYibMepw5/ozred7ldov/ABmEnIvpg8LfF0HOyoHi5uZOlOYTBgAeBsz4HDeYDn7I9kzTAVHCgslXSE0h0K2TlOuvjj2GUqb8ivl6oEwruLlNwSJ97HlnHz+izM9JgLBZOMkuRdY0eMLezngSYKu+HO8jcxtJghAXM3iLHxqd1qZyji/uDs95tjDRXOI/3eKUztKWBBiPVZ0ocQknAdYeuI2ddctDH9Llam/ytd91LX/HPfoe+7BW/Q/dfPoRppLgU64oezjPv6Fv6UNQvovdVZfZs4L7GWbGds74lkzrb3IYCaoBpYUPsaTA+PTbUB9fFgjLInHXS2Bm4AAAgAElEQVQXdcKSY+FJV4OxB5jqyFRYNk8ZbkiCBtcuUr8RJjUWg8/S4qxHeWCEJGfhpCDk/s7Rp1mCp1BZ8kCr18rSEVvva6nQYDTO+s+84aP0jT/6h/Sb77zXzLlUA0yTQdM2kWl5pzAptHYio+dJFLdtC7J+Ye/0kfWYs17WcrUYAH5mbs66ll1eunGc5b6hsL9DAaZ15ehC6KxvKH9z0gtizrquBiOND2J9wATMWvUSDnXnrCN1orXQL7bUq7LnqDrr77yXvCe6fHhCv/f++2EaSZgg7U/sZupHhHJzZaJjTjjeGVotOgu2CzDdksk667ElmyIpH3OpWgmiweic9aCelo9NqI6j2KkWA0x9JsAUUl7SY7nNk6LdAlkG4TIsnOn3Ex6bY4rMqkOrXQc7tsJ6hJz1OZD1MAu1aRrbTa5GFmfezFnXpBsFpOj68Zr+ya+/m64fN/T9r3kPnd9Lu1MJyZLKSCfAQp1AvEjpAGuZbFs4648Em8Jc3F/SfQKqx60LViy1kLN+tJZjI2CZYl3SdjhZZz3Z4E4BXkJnfU4aDDjWCP1fd//hGLSoHF0IaTBzI+sk03L6OgSTRGl8kKqTIOsCjQZfq38PoXWKMNBZFwCwrn4lSqfWGDZpBcFKjykZS2z9iKEuEBSRwAq5fuFkd5vCCadtO2R9SybSYDJImtbWSgOgel6sEmAaOo3hB2GZ9UrVaQNM4+uk5dlyZB2Uh9D24O94mTdOF/psmpKHFDRkMZTcguLFznB+8pSzCFmfoU9rhLbDDdRcSJh3xnP1sb4bVWcdtVUiuna07gPuHrx6JCDwYGKmtCt+Rttxk/8uGmABwphb9td4/Z210o3GOoxscxGyrux4jExGYNNz29RZP61NkdAEITxSVykKyZ3nC3vpxkjzcdb55CFNE04SEc2kywcZojZZa17ST1/bBNSj+mkr1KXOpKooFOQl+QZYXjZ9JqWrdNG1hjTtsfI0RBu1F6U+kZtwdnz1nbO+LZM621QNJj9LtZzD6dPrNNmlePkuzc/KPXZE0RckIeuN92JnTCTw00dslKSpD1ROn5V37yc8VbwkbEEZgJXSknIWIpRtntN6toiPqYCS1glprjaW86fFWefItOQsW1dRumdnHcxRutIBFmm1a+UgJ5Lb+VUNv1OpDmMs5KyXxrho27AjFHaKJdKNxlVStIIxJ7IeViPHWa8rR5cgDWZcfZA1mTYWHpPft+CcgndqDzC1fc9EAxUsrwZjH9+RaW0oPCUFZkpKOinIXTbxT/Pjx6R+LOhDUd7gOkdObX81oHadBds561syK7JeorNeivwMqHCQB+88BMTYtAmPUB3nXDIoSFXXdZPHD2KyznqcLvzQNb6xxEO0GOpAZkHWi2pBtLesGJe/MANmZs56MjDY0pWeL3FgtV034XNhE85144X2AvJTkPVkMJc2RQK/iwZYb0PxLWowoR2sajO1ZYyzXrmYvjWfzjpGYadYArxYkfWJO8CGlpvUVwCG5M56xFm/fizmO6p+FH9HOenGUmSdfxMlyDrmrOO0D2yoXzk1GAu/W63TZGQdjxuWibtcbnosARPEzd3ka8R6ZEjrNaB2nQXbcda3ZNbu91SddcC3TrSAFRQgm7+Q3lF8/0h5oT2uc9ax8guQaQQJY856I6aNA0zT8tbgGRbTYKydUnKdnkhblUC2t6iocq53yNr8xzsKVlmylG8tOVD6/WYRMm9vw6tFObLOJ09WjitEt5I/5OuJwL37soEJ1bd7Z+vG0+vu+RTddmEVbYpTbybd2rtt25StDmMG0rpy0cSqtM3LE8N0YjcVWU+kG9W+fEiLOev277KuXN9P5QLRI37vpgph+6wZZ71D1seuisCddzM0GL4pEsxXLC/+vUazVMFK1GAeuCI76xqIMSeyHpUjOeuCY51O3O11sgBHGle+2ow5FsWYIX+5gm7nrO9siombIrHWVEKDKUfW0+s0NZpoicowexar6kCENspvjBqMWbpx+Duc5SfIujHANIdyaza2A2kyZV5TNiJCtreoo2c1HVkf/lY566mfaUqXnM/Uxxvy6MzCx47z9uxbkb4R4MALvFEiG/9Tqo/3dofOew/2dGhL+4U3f5y+55ffQUREP/LXn9ufryqXlU3bX542su6iiVUpsq7prKec9WkBpmXSjcPfU9VgVnVFjzRtXyCtCnUW98t+U5fAWXcxsj5w1sdZwlNuPDVBHdC9WyZn0qPlffhJ09i/KU9JELTUZu+/0tJgukDT0CSd9TY/Y2W69Cq9cPhbRNahY51O3EtW6aTVm5ryzy0aM9B5cB9OKLOzOD7u7HjrOxrMo2zJDJQj68q11t3M+ryBQ6CqwUQ66/gjj6/F5VbOMWdZQ9bl3siq/JLjrIfIOncscjSY7v3EHbBYZWhjO5DwOtRpP3JUtpNqh6xPrVdfp7E0GCFp1hnPPHhpBQeZSoOB7SBu72sRWU/zw+2q/TdFuATnEjzDEue3BRjx99s56kREL3/12/q/LbKMe4vqVANMF5WLaBGXD0/ola99H73yte+j68f5yapUZvv84mOF84DEEulG5YbDiQHirJfMJcPJDNxNMjgUvs6u+UTOerIp0gZZHzmzT53VeEdSNNEzSTcaOetrYeyRDCLzwKzIOq/+nAGmXhnXUZrhWAHwhuok5Bma+N2F7w06/ekx5/TnFnHWz46vvkPWt2VSZ5tbelUDTAs7TEThSNRggt+xMkyaX4qQ4vo4YktTJCzHkb6sjZF1m3JCOP6FZWubIqFOaA7pxjmQdfSsNWR9UbmkbXHO+tSOLUb+7ddJSXP1yZXBqSqa6TSY9JgnYvEdWHnGHmDaHrMOcgiBL3l9iM+fm/xcOlhmY0T2lrVZZ30Uss6c9R9//Yf6vy/sLeilX/mUUWX6zX+hTUXWOaVvW2owq0iSNT0f3idSg+HI+sX9gQrVbYo01pDzXFfDQdR2wok0kkYkUjjRQMChpNnxpBJA1nPWCwNMfWET02kwuEwpTV8Hj9RgSib+cn+mpWnLKcuHaBNgqtTnrOqs75D1LZnU2eYatc5zHOckSg55mKb9O3DWQX5WVQ/niNEtJGTdl+usg3SQMys4EFqAaeeMoUu1XWBzNpZuEnds6flrCrIY7lba2d6iFjeLGmMxZ92GAKHfueP9+Vx9wPKuZGN2MI2/FV2SMToG0+H0WkAkr0/JyGSVbgztpoOlDVk3+pUfe/Aafc8v/xm9+k0fs11A7aRT0sT//tfck71evEWfflNTOevaqqWWtgbITokaTPR8MiAL0lkP6zk3Zx2176i80Zz1vDNI1AWYjndEw283fC4PXu1oMAhZV/IrHTuMAaaysw76MkJ9sr1OlrQW0AElEVddlTJjAOrsuOs7ZH1LJqrBsN/JZgZKYysdTDrHXJuBS3KNEFnnv4W6OnLJoCAFPuk0GCtBPT0kBb0lmyKFOuubOi4ql25wknGcdRvXgUTPDGRxXUHW91d1v4TdWUKDmdiv5aQl+3P8t9QhZ8rLdcRNY78nVWcdlp0OfBq9JUoHK+VhWTJtgw2uVEZjakD9c0DyTQeLbPDofgGy/j/93FvpIw9eo1e/6eP0RXfdRM+666bsNXXlxFUQbXWkM23yM7fOehpganPWoXRjQbm5zc5EGsym/XCUP+asT1ODSZ3nmBoCN0WqxqvBoG+0pO7aN37npT26cn/bp6o0GIUyWeqsa2O+jbOeHkM0mJKmr6lbDWXk62OVymx11uUKnlUazA5Z35JJnW3u49U+mrFqLdqmSBK9A3LWjR+4czENyAMUq6uX1hnldibty4M0GPwG+OE4mEi+Vto8ymKjB7rg79IAUxFZz+RZYrkAWOmcjIrp9bEhOrZ70jjr0iDC80Zt16oo0R0yrzokdSwcYEH9u9+Sr21F1q2e5UcevNb//Vvvutd0TeWcOLHSJlydaUgdPyftAmm1dFMkOS2XS0ysAFqPOeupRTSY2FtP6+KkHUzHPZscso6UvBYRsj6tr7U465qzF9b1cRf3+79V6UZlxbE8wFS+wMJZx9KN6WpD6cQ/d8yiamXJh2jTvSjV29FgdjbJZIUEfcCfUw2my2qtfNQhupZD1nndRc66ix1oiQaTk2HL7UwalsdNQgR5nkgNBiFdk6Qby5LDMlEe15QAU+isL2NkfSKQaObx81NjljqJ8gMK4mJKJlEriOSl45R/qy+B98cUp976bPiNtbScsgEWOfxERBdWeMH1poNl9nmWIOtxfWx1XzDpxtCmIOuoT5qus25H1vOcdbutMsh6+BKRYxO2z7p2dCnkrB9OVYNJx7ew3cIdTKeowRgm1Ny07erDCdfN55Z9v3H1aE2PHK0hDUbXWefjr14/q3Sj1HalYFDedZXMxXCetolqPu4oTeBcjrMu1+NGtp2zviWzIuslOutjI8kjzroSYBov3+GPPK6PVLIjDuCgtEcZ1GSM8ktQA5wn+wKQGgxCe6Zw1sd2IOFlqMxHFM76/goh64xfPLFfi+unpFOu09Jp5bW/U9TKjKwXBphyJ4MII7H2ANP2X37GzFkHxzRDzn1X1vk92VnPSSWW6KzHZdvSVRoNZgqyDupgpRmerBv6vffdT5/47CPR8ZIAU65tzm0sZx3dr4Rkd8ejiQOTbhx2MB3XWaAA0xIazHQ1mCbbJ9QKgMGf3e0XVv3vB64cjtBZj9PmduTV2lDocBdz1jnwVvB+8cpjvtzw2tK4Ja16KGj6LNjOWd+WSZz1jLM+J7KO0DsNyc9xkK1Ol3OcXoJRwCOgURvnY3PCC+JLVTWY7v4xso7/ttgcqBR61joNJv3U2wBTGUUqrl9mcjecY7+NwWHZfPi35LFCCzL0jtV6+NTpPobIOhjICnTWzZx1X4aGITWYruzQOQvtpoNlts/ZX9ZFKDAvO2dagOneFM466JOsajD/8nUfoG971ZvoL//g6+mha8f98RPmeKnOeuDYT+Ws88mMFjxYV+nx2CElOr83TPSvXD9JgqtLLDehhjQYgxqMvDrHJtQZGkzlOA1GHh9r5+j2i3v97/uvHNLRulRnPf6dc9at9EK+qjOUj4+lfbLdcqs3bRn6ZEoOQE2POdJXVeeMw3os2c5Z35LJJBg7+sKtNMC0a7ialJTMWZfzIzVV2wFWDMFFH1Guo5pLZ127HiHrSJ0hdpzHvYdSC69DZT5SzFmPUdCp/Zp9AiM7D3EqvUbJEnXibNmpIWqAKUSO0k2FMLKe5qfpEudWC/rjye8yGsy6SevW/b4gIOuXDpbZPocHLVvNWnUu3Rja3Jx1a1/8yte+n4jala1//8aP9sdLKI1h2twOzDlb1Loka/gT0WDiYNeK9hZ1PwE4aTxdP25GU+aSNtcwzjqiwcy5g+laV4NJ9gRR2kRdObr9wuCsP3AZI+trgVra/mbOeoYKquusy+X0xyXOegb40Exaecylacvx0b+5fIiIyOn123HWdzbJpM52CrI+Vmdd46xL/Do8eWZ1FfoZx/DvsZx1+Ayt2usSZ92gBoN8gEk0mKLUwXUev5vOVGQd0WASzvq0rm00Z92YLjmvlE9Upvyg66yjAc7Gh7UHmGJnW+NYR/Xx5WiYpNiwD1ZhiFpkPWf7y7oMBt6Y1TGunUyDWS7yBavtkv0eI90Y9gtl8Uf6pkhlNJi0v5XqEW/N3rbBsNpdVeKNkY6LAhBDS1YvvI+eGaTBBB2wBOhYv5N1ZlWg26VXrC+r623nQxrMUZ4Gk6G55sbAxhc6tuB6bm3fYW+rlnK1NofqI5UmIeta/WIxi7Pjru+c9S2Z1NnmeJLaeFEqVjDQYGRnPXbQhx9wJzwelKIEmPKlKWvkd2gQRRfKS6+VkHWFBtMHmCJkPfi7cGOLOfie6FmrnPWt66wr6ZTrLMeH8/rvkt0KdWQdH7NkzQdnaYKNaCntcVudrPUZ0iMaTFdHfE3OWa9c62ieZoBprSDrJs66dNzjyV6p7QUTnZQGI18X9uVTN0Va1lWyCV1o4W2GsbrtBHT4XQX0xYsBNeqH/9/30fXjcRtGIaQ6LjOjBlMcYJqWp71VvgqsIeF1RREN5oErh4ZNkeT8iHTpYikPKS9rGtQXFE38IVrPy8XXSvQ/fj49LtfnrNJgdjrrWzKps83NaDWHpRRZ75JrAaaSrKMJWReq44gSp3CMY2gPJrVd214f/45oMD2ynl6syXHlbDQNJnjepROEc2KA6Xw8GGmix826AUeuOjn+J3cENNM469Iy75jBUVJzaLyVaoaPe1CWXi/5+Ul815yzvr9sYyDGcNatVW911udXg0EbaI1B1sMJQ7o3g5xfjKyD+yh4qIu6pbd1U3cVhWTff0xJGc7d/cRbeqnNV7/p4/TWj37WXqHAkDSpVGZnIWddlm60OXs5znrtnBrHE/rSCQ3myqGwKVI4jupjZg5Zb+vg4Zhkaa6SUIQVCUdmocHk6HzyZCs9ISvrtRbTYM6Ot75z1rdkRuXGhPeqfTPSoCpZ1/DDInSddbGasG5SXV3SAY5Dl630FpRuHLLe/os6xmjVofBWxnYgufeh2f5CcNaF/MeYmQaT+d0fz9Qnh96UcNY1Rw8FGqIBDpnGeY3zw86/ddBsZSrtHl3j01bYT+ZBkZUjOi9IOnbWBXiOQdatKHYbYJq2ZSKiFWjj3LSVCrQyU2p7wQoW75+1/MJ+f6KvTsu6Ix62eaYrKNg55hOW8Nw/fsmz6Ljx9H//6SeJiOi9910uqFFYdvy7jZ0Iy0yvCSfSEg3GOuHP9QmVc0z6j13Png9Xg0FjjzSm8nNEcgCtds1Q1/L+iIiwklRB07cEmJao08Tn02Muy1kPqnF2fPUdDebRtnTALEFjysqCNBgF+fPC35LpnWCUcpRjCBHzbFmbdCJnPf6NA0wBsj6Fsz62Awmd9cJMMGe9nhWFsFKDUt6mjHZqlkPWTwwybZ1pFAqEsHJu79g6Dukkuo1tYPa+lLMuo19ocnLpYAkDH0PrqFbI2czXx1b7qnIiN32lbGzVmcb35afGIOuhIk26KZKcX3j/CFkvmf8sq0yAafA72awuePVhHuf3FvQPv+EL7JUQDK00hY8F9bVwpYGZ9GSTPmGdocFULuHxR/mxANM7ogDTIxjkrwo6sDaRE1kgKtudNKmLiKyzY/msoutzdZGpO92/dmc+pwZzVncw3SHrWzJp6SZdpos/Vq2tlTqJks66976vX8mmSGgpHlm6KdI4fjSkvEAe+3hkHdFg8tKN23HWc9KNmiHO+v6yUvmZpRZz1uXM+BkpZe4ekwEBxF9Y70nTWUcqL57GIVkawgTjQoyIIVJ0UOsF6AA9DQbcryW4dHBUx3DWbelqZQdTCw1GQ2BTyoPBcWLOVdh/cKdKay/5TZEKOOsLvq8Fq0fwO40lwufQ7zGGJojhN4HGSbijKzOZRhH/XjdNFlTS+kQeYMo564fA2Y7H1LSPCk3i5Et1iPMy9EeQX54iBSUUWxyAb2v7XTnid1l4nGhHg9nZRDOyYBK0XEfWxzmJKKi0A6Vk6cb8BynV1ZFLEZwR3xB21m0OvNTfWwJMUbna0mbORispCOVbDEs3Mp31id66eTKhIH1Ksux5VH3uTEmmcdZR0FdjRNa1HYLj/CSECheC0NKSt4c49xrKZVaCIflb08y6UlQrOuuWAFN1ZYMdsyDr11hQd/i+kwBTY18+dVOkRaXvTCwh2bxN8HrM4awjqpGPykyvsUly2hzYk0yAac0CpLWVbs5Zv//KIdxrYa30i4l0oyXAdAKyjgNM7QCKNc8c3Sepg5S3QFvSctsFmO5skkn9XNp5sS2qNQWB4gBTH/3b2UnTUF21A60k62hC1oXqVAmyLngmGTMqN0pXm/KMUZW2jguwvG7dAAjZLMh64bVygOm4uiCzrjZYB4bcc7JQTOSAtNg0h+AY0mCsnPU4jeSwSRvNyMg6Q67AMb1esuOAnNQSZH1MmypRg5EQ9IXJWZfOpJOXtaHtcNpD2GfydqP5YSe5TZEKnumKxaJoAd1ckzqsstY3jjX0PeR2MDUh68YTkupSZ87pzjqfVN18sKS6crRuPF2+fgI559Z9TYiMAaZKH5Izq5JMyRiF2jVa5dTK1aQdEUVHXR2p4rRnxXac9S2Z6Kyz3yU89FJnvUuf0gc2dWEdWfQ3yM/qdLU7mMbpRnHWJ1BepP7ewlnn6H3DVEbKkfVx5qMyy3KBnHXmrE+VbjQHmFpneYVPCpVpDcLWHAJEh7BSuRCSiEzMTxnE4mRlNBgPaDfd9Qi5u2Rx1ntkfTwNJnepJt1ouX9NCi55V4YM+d4G4TvkyLq2cqUh2kSFmyJxrfAkxXCEB+OFz4eXmVPhsBiiroX3jspYmmIRpPIYMLXWA0xrVr7WJirnqKpirfWsznqm6zNJN06hwUAUXKbEWcw2SdD7Me398T4ztzLPFY7Oiu2c9S2ZvCkSn7mzDl5bOh2J6PKPvctHW7rCfoSOEnTG1WAk5YucmTnrkAZj46xX0bLw5g9W1+OmmSTdOKUD6Z95YR5QZ50FmE7nrA9/a3lZJ3m5x2pBgxD/utQwOm9zjq0B49K+ipp6SXz9CBqMQLmbiqxP0VnPXds667a+FKeRyk+PWcCQa0cn0e/w2SUBpkr9wus0SpbFlnUVLSR6/p5FJBtviNSZBeHOGZIujGgwoznrNgc2p7NeVyllM8ovQtbbf0MqDLISZN2iBqPJv+ZMwgOm4DQWFavsZErs5xBdT+/tzipnfeesb8lEznoyc9fPh1aus+43ZbAObFOoJuNoCn4TquMoRXDmQtanbJTUXs8CTIPf0koER2dK72UKgp2LnpcMc9Yrxu+b1rHFkzs5LyuKk+U58m8HvAgLB7QzqY1gzrrtHWg7BEf5NfiZyWWk3npJm2g84vxv2vtIZx1NCK3WVT3nlmk7mI5FFonwe7Fw1jkNJnx2nAZjjT9CqjslqPay5sg6c5wIl+V9GkAZ2jw0mPj3uvEMrU6vMXHWpeO87waB1aE5RxkazPB3N1bcFsg3IovppOlkJTSrzjqyse0f7TFQMhag6lhXFHsAUZmAIMdfq96cogmPJds569syCVkn3hmcHrI+IOgY8VFnw7Ao42DkiOl52/WvQ8MbINkGNhlZj38jNRh+X8frRu2Aczal/xh2fCu7jjtS3W6T8XuZUDF2vY6s21CX3GO1OP2WZeXOJF8EqsF4q3Rj/FsbaNGpEmS9VBs5lZFr/300kPWBcqanqytHS0HKz7KIEqud4ON9foYMOQ1GCzDVwJXwOshZz9ZksHYH06BcBQCKQBSK+zLej84TYJqOGRGaD+59XjWYDA0mE2AaTSw29boDIOsh2q7RYMYFmOLj0m3xIGLLdSVjgQVZlwO72+NScahfbJWzZIulG8+Ot75z1rdkVmSdOwbaRzNGDcaD5e+O16t1TKikxGEQfXWG9BSigJ1Z9dPLdNblAakbXBP0Y90wx7T0PYzvQHqOX6HLz5H1Tgkmvv1pHZtVujHH27TWZm4ajOSMIN67FVm3D1oEbzi381+YruTtoQnzoLM+1llv29iUANOcRGFLU3CCnGr+CYRJck6MSQ2GOesRDSahG8r5zKoGU+srZjHVhdMTh3Mc0J4jGB05z/EEKi3EQguSWj+SRtbeasX6RMSx76xD1kP5xs7uDI5pNBheP5N0Y+FKZLxanJ5vJ2n8mL03QZPQ1MEWru3GMwVZR5x1HVnX4jVuXNs561syqxpM+sHZ0Birocbf+SLqbqagLH5E5qzHTrGEIubNNlrMjawnHf7aR89jWwGm7bWbCUThhlg8wHRvmaKg2+KsAwZHNj9DNqMdrs6kb1RC1scEVpXrrNucEM79zdarQX3Ppo4gHxsNpmtT5mr05pWyQ+u+T0SFMXHWg7+ryIlJr103DR2vG/run38b/bV//cf0ofuvJGkeOY4562MDTMMJIdZZt9uq1lfMRBoM8ZWH+ZH1dPIaPxcMtLgsui4j6/z7y1MoIha/AVm/HdBgQgdeW3FEQFDOSmkw4UIUHMcB8FCCJ+Hq6JOS4Vqv5IH7Wamv7Oysboq0c9a3ZCKyzhoddy7mRNbb/HwyIA7IOksb9BuoJLgUD8wRU4MBnYPFUH9tHUCsnHWkjoBoMFblE2RTOpCx1ybOOpDZm1MNRuWsGzvyLLpjRG+sJqG6iErjvW3CxP18OcAU118cxJLfZRNgaXmZCNM/Lu2XIOvjA0xzfVo3ECMes+V9SKor0kTv59/0Mfq1t3+S3vSRT9PLfvatSZoiZN1Ig8HIeglnvYoD+pXZccmmSCj4M2c/+8aP0tf9i9+nX33bJ4gIOOtNfgdT7Xhn4oSf/V43jdqvVIl0Y3ye72BKhANM7xBoMNqOqEQ2zrrI7xYurZ3ezlFPO50Gk09DNIxn0juR1GB2yPrOTs3kHUzj3xK6fbxu6Pv+n3fT3/uPf0qfvnoUnSsxtPzdfeTaNvCoKGkZnVsbtBOkMypppPnkl4etTrl0vNXZHX6vm9SpOWY0mNJ7mdKBdGVNDTDtHKs5N5CwTmDM5WTSWVFrs4kBpgCNAuUjS9Wehr+5swg3/xARp/R3sc56EnOyqeNEZH0sDcYSMN85HtBZL1zpyNED1o2n333v/f3ve+69nKRRA0w5sq7UL+asp/dW8kgXjLOurd6GwjptGwzKNPatmn3vr7yT3v2fHqb/+T+8HdZl7fM7mBIRLbPIuuTsxb9zAaacs57GlKXtBzrrRhpMiqzn27BE7ZOeAVQ4i64rW9FH1+eOyTSY3lsXzmPHX3uHscDR2XHXd5sibclkZD02NIskIvq5N36MfuIPPkxE7cf6Q9/ynKIl/s6aJi2jQ9b5IB05pKpab1xXbpVzbFOkcbxti/KL5JTLnPX0WF05ajqFHIise7NjCm1CB9KVVZpF50h1tgdoBNORdfw3N2u7ydUmzWda/aVvFE0CrFQubQK4PfcAACAASURBVEKx2GymQtQNmPnrO9M2urEYCpDtykL9ys3n7Mj6WJ11S8B8T4NBG5VZ3kcoW5hB1teN7+likqUBpsPfafyRXMHwmU9H1l2yQhha+JMHdGpqMF2My5TPDMVwxNru+LrRyDr4/nRHz0W5cbQa02B0znpEmWT58fpNQtaV8Vcqrz1G6SplAc3SFGAqVG4An+S8E4qOUGZnNaN2nRXbIetbMllnPf4tIes/84aP9sd+uVtSHEuDEcpQA0wNs2epNo4o0a4dA4JinXU2oIh1sCHr/Bji9k6mwRSlxteWlrmoqkifGnHWp4IQ1gDTxNE0Boflzk8G1iVkHYxc3jjhlLTMieLAOYmHqW3iYzkm1gutsG1+8/7h7ifeTE+45SCbZ4+s26sxlN2k/RKybjfhsZz10CI1GMhZ9/0ERLLUWR9eeLqDqVy/OQNMl3WV7hgdWPhTp8GkeU/lrSNaiYUGk5NvtOqsnzQ5vrMu3RgHmLb/3n4x5axHyLrSLybI+ilIN+boXkhdpWSVTgIzLHXrypHHAHtenc05pj2WbIesb8vEAFO9Q+9OI75gqXQjEV5CWvc0GL1u3KybIrUjDQ8wnecr4n27TIOxH+dBpghZXytoSc6m3HuPrBde5xzR/qKm43UbENejoMoGIOV1s+XFT+WUAuz5TLuBEs76LMh6XRHRekgH8jNz1gvvfe3BUnXTOvBhHV/3d19IT7z1nAnZnbopkuSE3Hlxjz5z7YiO155e/MzHEdFMNBgQTB7aSeNplXESH2GbIoX5cBleqxrMHNKNXJIxNMkh53EPSEaxcl2LHWdpwGb8zKR2NjbAFIFhWjOpnCOqZJBqDdrPredWyYpDTIOR64PioXJWuilSTkTAg3qUTfxBnsl96tdK5Y3hrM8Zh/VYsp2zviUz02CSj6b9jfqwUiexu0YOMJVn/XD5jP+WfHVK9XxHIesGTUaps5fpMRlkHTrrnLNedjNT+o9uN8LSMh21aPrlw/Z3H2CqIHClNpazbpUnTMuTyx9jRWowxvK01apwpUNabTLTYLI1Sa9HA3RYB+eInnz7eXOenZb/OM667IQ88dZz9Osv/0q6fP2YnnLHBSKSnHVLOaGjqjsxs9NgtoSsL+p4x+gkFin4mytneOH5DPWIaSIlBqlXjY0Gk0fW8XE0WdZqXzkX5YXUZPq0m8ou6opuObfqY8mIYmdd6xf5bxMNRqSU4OPho0P9CXJ+S8ZnS6yNTN3xmfP43ao0mDOKrO9oMFsyWbpRRt6Iho8GdZyj1WB4GQbpRlSS9YNspRvD68ZuigTyzvzurxVaOl7qHf5umlSX/njdTJNunOKsd9KNhXk456Il/QEFDfOeZhZk3TLp09KyBNrPYpN11tFgZFsd0tQkwkDCFlhP87Mj62NoMOmxHMKr2V4fYDoOWZeckKpydMfFvd5RJ8I0mNL3EdEDQNknTZNF1q8dKzQYY4Cp9z7mrCMnuQBbX7EAU1Ren29CgxnSwVXHCTQYPhkg6t57Pv+xnHX+WnObIlVO3ywL6awTxfKNi8rRLeeG32tlrOBVORXpxozz6imlBpUFq6M+3dY395siKZMtKKuqvsMdZ31nE0zqbHljSpZ8NilQZzUmwHQNBmkRWVei2MO65WyuTZHQM0yDoOSr4VFwQbQ8Djr3k4kBplM6kGHZsCwXR3GQae+4Z2W97GbhrMPDRoc0d36qGozUdLheNpHdOdZpMHwFB+Vge44S512sV4NX0rQAw5ztd9KNRVe1tlY468iBQ0605X2EacL7Q33puvHJpIA79VwNJkLWjZx1vpqBVhCLkPWKb+wjO04pDUZ//2M09Dtbgza+bmIpYanNLUBAcWhif5iMdfndL53i7KEAU6I4yPSW8ytxIjgHsl5Kg+HjWWIerNIXTfzzx4rGg+g8BkW0Vapo74AzBK3vnPUtmXVTJBlZT68d41w1PtVZH5aieFq5nuiYhqyn1BJ7nTuz7EwqB5LajhEhznp8/mjdRPzTcmR9fAfihXeVM+cGmgJRGGA6T73aOg3XG8dO8Zh+Ii0P/S42oT1Mk26Mf4ffXhJgCgclId8ECStrEyiojPcNY5H1MZz1k3XaL3WGgIrlIj1mex8BMmrQWed14kh6It0YpLeqwVhWM4oCTBd8B9P4fPibUwZyMopTAkwRpZAfg1RHyrdF6c2nk+Umw3fmSjoygBUj64Ozfhtz1mOhBjy+d2ZB1qU+wRJgir4xdFVJX4qpNba2392/eB6ACuF1yDKLYTesndHbeuyZ6Kyz3xyN6Ro96sTGIIm8QyYaBpViGgzIGxmveeNHIutweTg2OZDUPvBwNRjEWfdKB3yaNhpZdy521kEw4NTbCAcRK9daOkaUX7lJJ4t6/XImuQNTAkwlyhkRdxbLuJnIASt5f4iS4H28IRLqc17+4qcRUcu3f9Ez7ojO7ffSjfZ6dHbcNKITgj5ThKxb+kMpwFRSgzk+iY9fuR4HlHLn/UShwUj1y/HVicpoMMuqYjuYyv16jELKqHtfjwnIOlpRbXz87KW2g7Tned7IEjWYjI55ndkUKUbWh+Ohs37r+RXT8B+uySHOU5B16RnEEzLc/06JgbE409IcpBdMUN6fFE8i2VlVg9k561sykQajzNzb8+2/aCnYKt0YBrLB5d4erVWcdVCUdfZc8Y0mvB/FBUEDRbpxhx2Zkpz1HLI+mQYzoQPppa4K8uhuE9Fg4kF9fL3a6/PPxDLp649n6pM6rNNuQGo7aGBAjgcyPcCUcdahs47zxfhYGRqGHIfQ2URo5ste9DR65bc8h37lZV9OT7jlXHRub8KmSOsmLjs0iKyPpMFInGzkAK0bnzjcVw5jZz1Rg2nCv/m7x3UK71vibEvP9GBZ06u+/fnRseWCb+wTW/ibbwAkTWb69BN4MEiJhW86N5YGI7V93saRDGtofFMkPsZKNLFQvvG2C3viplQa1ZRoWoCptrI9pEnPe3C8pCtFj9S6YWJO3YxT8/h1yLRNrW5k26nBbMmsAxh3prtGiToxK2d9UVV0vG4RIMS/7T4GTQ1Gcg+i30p1eOc1BlmforOOr82n5WoFRBsaTIQiC4UKNqUD6apSkkN3N/swwNTO7/Pe030PH9Ln3LSv1o1IcTLhpM+eNjS9vdqsckQ/8tefS0SKGow0OEoBkS5cAZGvWdTxsy/TWceTequh2BVOg6kBmrm/rOklz72LiIh+6a1/Hp3rJ4AjvPXjdRrI3dcD5LccGWAqqZ1I6B2fQFzdOOsfvP8Kvf1jn6X7O3mlLp8goyTAVGxHw98isg6ewY/9zbvpK55+e9LnLaoq6gi1tsLVYMJnCON5HqM0GOukNlw56m4lrBJTGVaR8PDZ/aUn3Nz//UV3XRKpJxrVlMgo3VjorOd11tMxaTINxli3LqG2EitR1CQ7q8j6zlnfkkkDGEIaQut+osutOuuL2hEdt38j/m1XZqpn6oO/03ytS2ctZz1MN46zjp5gckzo00cj6w2WbrRuAIRsErKe6dyQdW0PcdZzqEtof/vn3kq/8Y576dte8Bfo//jGZyXn45UYofOFiif2tJqV0sL+zbc+j57zeTfTnZfayUepGyJ9f4uq6rmnaoBp4AwjdRZ0fWfJqgKVrSwgKhpHsXLcT05F2Z+ErDfi80R9595InXXJUcVqMJ6OGA3m6uEJXT08oZf8yz+kywxl765Bf2v1i1YzhIeOHun+sqJL+0u6xtD9VZ3jrKcOK1GKsGIazBRnHdEjeFArvnYsDYZ/E+FGVY7aCeYjAZWpRdaD60n+fsOJy5c99Tb6gW96Nn3m2hF965c+SaTB5FajLZx1ETwQnkFWZx2sspX0pLDfEvyYJJ0Aagzn8SReR9aDuompbjzb0WC2ZFIXpw3mnXnvIeJipcGEgypaapZ4Y3Enk+ZrpSE4Yrq/wFGwmAVZt/DQh2O4HAsNJvdsNJsSCJnj+CHr7mZvAWgwCgIX2sPXj+k33nEvERH99B9/VK1b+zfOpwRZzzXvqTSYg1XdO+pE5Y6INDkIEfOUChE66/lvQrojfrxF5u0mpQ85vTkHiVMT+o22xgaYCs8T+a/z66xjEIMjnZcPT+gNH3oQOuo8H86PtnDW5f0g0LH2IB8bFrVT6W3hT76yltNZn6IGg1YpuTM2Wg1GpMHEx8OV5cq5iBrYHdMmOkhnnah9F9/8/M+j/+GrnkoHqzpZIejGai0ujMhIgzGutnUWr57gPmZKXzoFWR+OyxOQUjWY3ErCjWo7Z31LZlaDQQ3fCzrrJcj6xlCAjRxgGtQBLtHrvztzLqXBjPmGHGit/KlIzxkdlh374e9GQNYfPelGX1xmd597uQBTJQ9eHBpUwvYyRyeZyyJdui3Lny/pFyPrkrPOnPDQwkGQSzei3ORJT3wCDbiaSeozoXOa8dUThxkpDFntuGnENmNVg7E4GOHzzEnanTQNpMGc35MXpEPUk/OjZWQdT+BC01YVeTtecmQ90bzG6LAnPnFIy5yqBsMfAQ/gt6x2IhMn/MkeGUNCrpDVla9N4hrh2SFDVJgcN9wUYDoJWUdoSf8/sV5qfSC1xpafpEQXnpfiSSSLQJez46vvaDDbMumz1pbZOmu8T5zQBgTrSBYiZJKyBZE0UfDknINlWWfPLQ0w7jBGqcGAY9yhkJ5ziXYx72R5VY/XfppjWupUVq5vF11RRVlsbucpwW6UT9r8rekxh8YdoauHJ7RarMQ08i57+byDM2J9iHQ+qcV4m5gPWQ8DR/n3PfwdObsePwdroK4XrpesafA7Oi5A1rmz3u9gOkJpfa0g68iBG4ush/1tlUHg1mtMg9FQvRBB1VYqpeMlnPXuufBrljXTWWddvkR18T4+h8uE1TMZQknX3kaDye5gajwejn+OHHDWdWqg5V31552jNQ3tYVnrzj+RUboxi1KzemQmpYiWWjbxT495334Lv/iWj9Pl6yd9rEdatl5el09aplxB1q2eGds561uysZx1orbB8Y7BiqoTxWowiLN+0juC6KMgqp3MdeP1RMY5622+5Z8RpMGQzeGCnHWhsw3LkTjrFsqHZKV3Hnb6vbNe8Py6u/lvvvjz6IErh3Rhb0Ff88w7icgejMPb5ZXDE7rlfOysRysxGSQlNHGgzdyiVY1IMv5NlYKGMm1DdgJ1nfU0LznANP7deF/UsCQkP0LWM8+Do8Ddas0Y8PW4KXPWZ9nBNMgW+UgnIMD0yuGaDhWHqrsHDIro1xDJdA9tZTChAiYb+8j9NN8ASELdw7zHGlIg4mowkgOcR9al7yQ+HvG9XUwN7MqxIuu5Z1FVRLSOr8vqrI9E1r3QfxDx2Iz0PJrol/SlWA6S6A8+8AD9/V96h+lajcaEvhttzM1JVd6otnPWt2Qysh6bVaYopxcbWoj0aWowaAxqvKeaHKbBJGlx+S1nPUjXjN0UKY+OS/0nQvtEFJ45sMhZ14KGclaavq5c3+l376Hk+XW3c3F/Sd/zdV/Aztn4fbw8LmHHry+SbpRQFbE2+Hwxsj6RBiMFei0UJCtWgwkDTPH9ZpTmBivz1cVBMHQyc8g6d6C62JgxQYgn7JvSygnLCs2ErIfOaGazGMRZv3p4ojpUJ31fakcDw3YkUisgJQUn3VvEOusPXTum1777PvqKp99O+8tafAbE2gR6/XNviuS9Z9QbnP8yK90olxlatOkTYRqMFscjBZgiQ0GmudVAC7IuScla6gHBEtB3lPYl6Nj7P3Ulf20T/4vyQfdrpcGcHVd9x1nfmonfNWtNKADU+7RxPsI249AsdB6OlYavfhQQ9csdaK1F1mMe75gJr22ckNBydCyP4nDkh6hdnQjrf+rIOuBAlyHr8oMLz2hZ8g4ZLWs27Jn85B9+mL7kn76W/vXrPxiUgSZ9NlQsPc/Ktzq2G5uKrEt0CC6HF5q0W6VEDcODK544l6rBoPSR45iVy4uv7wbJMeAr2i20MysNppSzHk1UUd/nwaZIGWe9eyYITLFI7hVtihQceuW3PIf+4uMv0Sv+6hfR3qKOHO2/8RNvpJf+9Jvpu3/+bUQUt0net+T441NpMInzy9q9TE0cqwYjX9Ny1lmAabInSPevp48+eDWeWGS8pwog2miyEtrxyABTDajIUR09eXF/F4tBtJ7k/pGn6+oA8xb6KV0NxrZafKPZDlnfmgk0GB4kJyxT8c6fy3WJpbq4Q9aQdWk5q60nMlZ34cNwLl2WHbM8ZZFflDp7i5JMnzbhrLMOdWqAaeGto+2vxyDr2byVaQS/R4SscznLH37t++mhR47pla99H730K55Mi7qaF1mfSoNJkPUyT0RC1pcRYp46J50tDJsioRIkSlopGobKC52FnLMugYBj/LmTdeowDPVIj42lwUg0D4mzzoNEc856T4NBqlvC/YV9u/TMc2DDS557V69/T4Tb8hs+9Gkiir9zx77/2HFGzvoEZB0AH+tGnjyEtszRYIxqMKFVztEB4KxHAgOby1/2s2+l17zz3ijtHAGmCQ3GhKynx1RaiBLw3h1LcbeSiT92pi37wOTUzbzHk3iNWRBz1s+Ot75D1rdkUl/D26EkrciPXzci63z7ZFVnXZnBao58/1v4MBylO2XOJ93I00jX2o4RxVxWNMCkNJiyzq20A0m3pS+7XhtgY3RRzgNx1rmF79R7osvXW3H/68dNEBeR5i3dTe42+enSFY4kOLkUWRcqqA2OocO2NCDr0vbgyTGlPsgQvYsoXnkrRdY7G8NrPmlkGsycAaYSPxqrwWAazKHBWYfIuvC8bAGm6THtu0bZIMeoZihkLthzgq8+iQaDnkvoaEt9l4qsU0qDqR2XGfZ0/XidOOpSnUJD3HcNYGgaD8dnbhb1Fame4jiejOV2k/otUXACgE9S9VtfwVbmkP/ZRNZ3zvqWTOrkYgcH80g9pU72tSObs16xTR7QZECa9Yf1syB80ofBaTCcG2k19AiTANOCXZHGb4o0MXp+El3DrgLUmTakxCiSnDE/laPBcH36Pm8BFUaWcz5zS8o5S2gwRVcbOesqsh5zK1H1pf4gOeYL26CAxJch69JgPMZZV2gwkLOeHsstu/P2kaMHrBuJBiP3vVqAqQSaRpsiFdBg1McMTnbPR6K6eB/3Tah/zLUJzZDjxftX6Z7QZlGhhKb05nNOHXfWnXPJSqa0q2g2wBTQrNKA1eFvC6oe5hWa9u3nNkUiwpMoq+GVPhn9rkF91ADTgvgPorNLg9k561syyYkM25LGaeRO9iNWZ93FnQr6gPqOBH4Um3pCp0HueEJzlMphnRayLtNgbMd4OVi6MdWEHnM/Vkv4/qUZKGOKNRiHt83L13VkPdkMqEPWDXr9VuPXlU4AExpMoZMpOYeRE87biRhgap+wSN9iKRoGkfX1DM56QT068x6v+hFhugFy3vKTu+Fv53hwdZr+pGkwDUZTg9nUAU3kLJPSMmRdrAY819XNs+fQ14/VBXPWxzvrrZxlOnmVkP7Q0CTm/N7gaMs7JsvWIutcDYbLDJe1S55XZ7LO+nBAmhRwKwleJsoDMh6MKSV9KabByCtJKKZHR9bRRFquT0SDOUPe+s5Z35JJ33XYlqTG7RvAWR9Ng0lbuapg0DtZoF5KxxNaglaMQIfbfNJjvA+Xus8SznpueRw760LBwKYgwJKTpZkKwBnrlQaYpu1Pq5Y+6cOWpcFwlK7wuaQ660WXK8h6rPISmhRgKtFSMLIuOPAlA2yDn++xUD9kJbQVIqInBzr/yA6FPg05sNZViPia2BENs8UOUCqll1ODGYL15RVMbpZdY9Ej1SaX6AzSCuAUifAxYBrMeGcdyQs2bEVFQqtRGzi3moast9KNYFOk4BU03sM4L6lO0XmoBiNP3i2yjWFe0TEjDUZaqUvGclNNNmlRnt7Db4AIx/SI6mFeUIOxIutiqhvPds76lkx01oO/pcHPU7oUZ0bWKxd1GsjBkDqS8JhFH1ujwXAUawwSjQcKGzqKjkrR/HVmJQJtjV6Ca5beOUciimkwKrfVtmSYBpgeZ9NE55Q2JqNiZTdaPAkyBidLZtvBlCOJw99cJk7ST06PpWVKzr5kbYApmIgW0GAsnNTOHndpj173d19I3/nlTxbzk7jgKL9S3m57fvi7cnGfIL3L68fcWV/bAkwL1GBsCiMAbBBrgSdMPfCioOfaufaYUmjGUL/Pj5VIN14IkHWpq9Aohy2yzpx1rlHvZXpKbpUBqcFoq4FWGgzcvFBFmlM6TnQtAIBK+lJpoivdDtqHQppAShKzWv12NJidTTKRS61QBzprfOpk22kwsUOgqcGoyJ7hg1EDTCMeYDllQdRPt9JgQAZSZ5tbiThaN2BVAZeLrLQDmYqsq8vlEYokp+PnrgBkXddpTzvlzqSrcrc5lYqUctbLPBERWU4mV0O6cLDMbcDSXW+xcTSY9HhIt8s56y/ebKxFRPSMx13s/9aUS7QsJScY0Q2sk5jQIm40pYGEyHgg/5XDE3VTJE26UaJNxRtl2ZF1PXBcrlt4q5XSL8+ts45kcNdNzEkWg/5BZWJkXUZmJXNADYavRLfIOs4ji6wjNZhG7rN4fIRkpTSY3H4CnuzAGzJctoys52gwfBMnKZ5Esij/M4Stz+asO+ee4Jx7lXPuk865Q+fcR5xzr3TO3TIhz69yzq2dc945931z1fVRsQnIOuowrDrr3CGAiM/mY0BjUG6HsbiewgnnIkfIC6ieZqLMohEdLRnsImQdqUSADVyKlDhK1WAcd/6KLs8sl+cdFiKjGoymJgMchc6kYktpMKWBu1NpMCInk02QeeBtn67iVIw0LzNn3euOSZovzucolBHMPJDnP+lW+p7/4pn0Dc/+XPpX/+3d/XE06emddcXBkZB15BSVOixEKVc7zFVypLmzfvXwhA4Z2v6suy71f3f9NJJuFGkwbAKHDK4MGlWeOms2bSSsRcWAgLCOULpxUoBpCjTwSWMJsh5z1nGZWouoHNBZd+kERuKSI0nR6DykwbD6Rci6bUwvDbjMTUpR31G0UgySWpH1rhxNUrXUWefv76zYLDrrzrmnEtEfEdGdRPRrRHQPEX0xEX03Ef0V59yXe+8fLMzzIhH9FBFdI6ILc9Tz0TSpiwsbk0iDAR1GCbIefhxQpWCdR9YtTpbkLCQdoJCfZiKynvy2OfVENk129LxaNRg+6OC8kBXfO0dqC519bXjlAWaSpZx1XWc9ub5bBoZ8a6HdZ+4zDXAuey7WeAfJ1gLiVlXtgHPih++q3uTOZera9uqTc51h+pkNHdNMklYrocEQEf2tr35qcgzzq+VznR0KKiuS45kes7cXvuIofb98sn7S+Ci4+h9/41+k5/2FW+nrfuT3ozpAZF0oY23SWbf3X0RyW+a0kwgIoNOlwSCnkDtj0v2j4+cnctaRGgzfFKnxfh4aTNAXSPWz6JITSRQwOT0He7ih8bgE+JDosxKyvmDIeVeHzjjyXhxQW8Vt+qzYXMj6j1HrqL/ce/8S7/3/6r1/MRH9MBE9g4j+yYg8/wUR3UREr5ipjo+qSR92OIDIznrKkbZKN9ZV3KlDzrrQkYTn8EfOZuPCl+GIdYDNiCBJiYvODludeukYUYyYoEEX0WDKkPUyiwfUctlLdVCPOvK8s93ZFagGI5ejSjcK1+RpDUIZRpuqBqPtuCnRW2IaTPxuJO6n5RgK3tNMUhUqocFIpqmIaA6OjKynx/Cuhnq90uBJnR4g2WeuHfV/rxZVpP4z6KwXbIpkQdaVCRAy6Tk3rJ1U7PuPHXl7vhbjcq5ELfoatnspe66rz5+7rKYk18cRQtZjuKfxigThiADTdLJCSZqcSbxzsR5KDE13LT9aAghJaL1FDQZRs/h5lI1G799x1gVzzj2FiL6WiD5CRD/KTv8jIrpKRN/qnNOlAOI8v5GIvoOIXk5En5xax8eCSZ1Q6ARJM2tPAFk30mC446Btgw1nyL0aDDqX1hNZG2AaXOfLHSupW0w563ZkysJZR7r0J+sm6Yi0AB9uxZsaTdwUScOMrUuGaYCpLt3IbZBuTG02GkzhY0loMGWXqzrjPEajv4ahmlwmlFvJpkglJgaYGlDenGHKWfwvMk4v6esBMvyvnvP45Fjuu4j1vBmyXtB4Pn01dtYr4JRpoIhWL1lnPbVSznpXv7AWHIXM6axPCzDFNBhp8hAab4vnVzVRRK3EZWpNwjmwKVKVxjKIOusFyLpEg9HkbiUrRdbjsRc71qh//7/+4MP02nffR0REf/TBB+hHX/cBevDKoansFlnH9VkA5FtaXWkAUCndR2dxUzk73vocNJgXb/79be9jl8V7f9k594fUOvNfSkT/Xy4z59ydRPRviehXvff/3jn37TPU8VE3kQYT/K3rrMfnHjlKnSVkJhpMLzcG6ufjf6NzoJ7IHHE973J0WOoYuXNudeq1PCNdelBRTIMpQNYL753rxs6JrOcCHDvjAwR21uVy1HY0kgbDW+BUZL3UW5elCwk6cESxU8g3LNP2OQitZMIjWat5nR4P+4ecdKNk45F1DEAgnvSdF/fp1f/9l9Lv3HMf/dvf/zAR5Sdr4f0mnPWCBxg663uLGgbwoUl+RwPhfZYNWS+jwYgruWyyHxXn0wmNtR6Wx4f6Lr4pknT/vC2eWy1MFD59AucS6Ubn0mci0WDyO5iG9Wj/1aQbzTQYY2xLZxEHHI3xQEr5nZ94mN75iXcTEdHPvfRL6G/8xBuJiOhdn3yIfuxvPi8uW1Q5sgSYpsh6slEXWvFXOesxuHVWbA4azDM2/75POP/+zb+fb8zv31Bbr++aUqnHmkmIb9iZqGowkwJMh98qDUaZwWIHgaHLwofBB0bvy5CsLg94PHugu94+2EVSl4gGc/Lo0WAaX56BNqbwJV/J+Lsu5az3dCqBb43LlOtDhFAqPT23yci6QoORlp5VZN3KWZ9hAJIGwdBZHxtMqHPWxuZmSQAAIABJREFU5TwlNRjJ8XzBU2+jl73waf3vfIBp6KRy2Uz10sg+EyLrdRU5kn2AqUCdgJrRI6lHo5B1hmTXDOWMnab0erhBlbHO64aSxsuDWqWseBkHqzr+Xg2rFtyca/MJ7dTVYJQ+y0yDgci64qwD5zi0XH/yz3/7vf3fv/GOe831kZH1dB+KcFzg0rdTnPWztCnSHMj6TZt/HxLOd8dvzmXknPtOIvpGIvoW7/19YyvknHuLcOqZY/OcapbuTNwUyftEXcDOWec0mNIA03Tm29cr+S0h6+kWzsUb2BiRdZnaYs8ztxKBkJayANPCe2dQTzmFSBvUbR0bv+XLhTQYtR0Jl2Vx9WSyWIisV7a2I5kYYOpS2ld/TUgzYGLfmAYDCphh/BGlG9d40CwxqCLSI+vydSVqMDxfojwAwDnr1lUlbmHbXy0qGEgoOXioimGbmGsHU2lS1PhY5JN//7HjDN6jKOeYf36ozTWNjQbDd6w9v6pNyLrWJCpHtL9IOetcznY0DcbEWQ+QdaHNcMP7MSj1yEg35tp+LpYH0mAaG7Ke56zLMTqS8QnoWbFt6Kx3T059bs65JxHRK4noF733v3DKddq+Ce09bHPSbPFknS5TWdVgHBuUIA1mk7n2IcOPI+l4pUpw+ahyFNSKrEvdinXg4WnRSgSXcyMqcxSnIuul1+sBpsPf2i3wDv3opEmQUDXAVImLGKOR3F6Hy7Da5E2RFGRdQnf4kn8OWcf89OlDEHfaOgsnouMDTNGx9qAmBynSYDQE2bhPQHs+dlJjZH3cM10tKhhIiGgwvA7DNXnqEZ5wK89FON40nvHSh789q59VZ906qUMo6drHnGTRWYfIekyXQKbqrBNWg7Fy1kuQdUkNxrKyzq1YZz1qn+n5XLG514v79HgDuKg+GZ11voNs8Q6mIP+zYHMg6x1yfpNw/hJLJ9mriOgRInrZ1Ap575+Hjm8Q97vRudM2Cd20qMGgzsJMg2FIwTFq+J0jpXBmMcBn+xIc8UHBl9NghONWnfUyZH34G61EIASwDFm3p01QWoOSTl25WGEhk3+ft4aMgxu8enhCq8XKdP0onXUxN3ydEZjqjTsjlk2RQn6uzFmXt7IP/66VdJ1hVClbzay1gcrp8eMZnHX0HLs2PE5nXS6rBB3nFI+wnqUrfZ2tFlVMd9i8sBIazFg1GO31SOd4gCmX9YtXH9B7RKCH0VlvAA2EbXpjRdYTzrq4Ki3XBwWYssWudlVbosFkZvcWnfXwtzTB42btJ/p6ZGgwpWMxN/SMNelGyFmPaDBVcB7XWVeDCet2drz1OZz1jtAkcdKfvvlX4rR3dje1Dv/9wrLL9zrnvpeIfs17/5LiWj7KJn3XFmQdDWKz0mCEjqQ9JiPr/JA0WFYu9jgbX45kSQMCf64iCmcceIg4DSat5yGYKJUFmNrTtghgvKyXu3x/UdHVoH1oy5gVy1sy9LquHJ7QLecHZ11F5pXOVbosd58aSmWxMch6qJ8u72AqBznFW8vndzCVUKupJm1MdlKwKZJk2sRYy1JSg9GQdb6Bimbh/ToWSDPWYVnVFeQmS45KOCn4pbf8Of3o6z5gWs0oARuINBoM4+4nMnm644zqUYKsIxqIhKpqZZxjnHXp7amcdUqlGzln3ZNCg8nwEiKEWFhZnE8NRkGaM99IbqKaAzFgvZUxPuakx/8SpQBSuRqMbUy70WwOZ/11m3+/1jlXhYowm42NvpxaxPwNmXx+mojOgeNPJ6KvIqK3E9FbiOhtk2v8KJjUn4WNSWrciCNtp8HYpRvhRwE2LeiMH5O+Hx5h7305kiVy1s3X247xshDagZH1AmfdnDJFeiTJvdD2lzVz1uW0jnWMkqH3xRVhxnLWpQeSfU7GySIRVqwYgxxXletHFk26sRLQLK5jHTpVdp316UMQ2vqdiNNgxrEkIQq8yUpzMMdsPiPFBiDjDgH/rsbY/rIMWQ8nBX/nF/80Ob8Qnnm5Ggw+ruusx/WzBpha28kkGgwTfT+3qhnfXipTro+8KVJwfTMPDUZaWYyRdVsbLNdZx+Vp+UU2ggYjOdltfdLJQ7SDaRJgmuZhDTA9S976ZGfde/9B59xvUyvP+LeJ6P8MTv/vRHSeiH7ce3+1O+ice+bm2nuCfF6O8t9IN34VEf269/4fTK3vo2UiDSZopNLHegycQ7saTNzpqjQYlbOe5m1F1jlvXkL1NBP7C3ZiDp31sLNAkxv0nopupyAtn2y18mr6NXwA0p31/IBHhN8tV4QxOetQDUby1jNIaVKGnLZyjm2lDmQ/DUjyonLUaYFYaTASst5qOuNznY1Rb7BYGzeiI+vcQbLa+ABT3KdZA0yLdNbJsYmSeqloq7qGzjpawQzPSybSYMAxPcBRQtbjWAVOMQqrZ5Vu1GhKvGx++xy4sXLWOQ1G6ntyVM2UBsM56/LEa0yA6elx1m31wGO8qVjRMA1GQdbrdMwJU9ZMLaZcDSaom5jqxrM5kHWilmf+R0T0I865ryGi9xDRlxDRi6ilv3wvS/+ezb/jRoMb0Cw0GKnDQYiTmQbDUD6dBqM46yDvpOMR6uCI7wonz7olszrhUoPCgx1OGwfkGtGOAg+qJK2jFD3MDUB7TOFAW8a08vsQ+sIVYbRXOqghgLxHoGLtea/+Do3z+BFCaOmMEA+Vm6Y0Egfwcafe5pjPEWAq5R1JN46kwaCrXO+sy3nKNBi5LGlShCw8PReyLgeYCsh6phhxYgIOj0HWub4+V4PJ8ccxDcaIrDd5x0umwXDOek3XhfYSlak5sRXawTT9ducNMOX1y4N13IppMJmAy6waTKY+kmiAdD+xM46Q9SAfsBojlTlcr09OblSbRQ3Ge/9BIno+Ef0ktU763yGipxLRjxDRC7z3D85Rzo1sorMe/C1JN6HOAimSIOO8WOR8DjzL9Po+wNTAnZWcvRRZHxEMaBzDLAovQ70MyLox6KcowNSeNFUWMWwoteLOuoasU9ixyenQOY6sq86+MukbuylSsrKj3AB3zlEMhMU3zcmgEaXvTA8wDduacVCaafxBbft4BulGzcnTVi+kAFMtgLEkwDRsH8kOplOcdeAciDQY4JyEJiPr9v6rPYePe4ZUcn5vfC69vkRVixun4HRmmSDWkAYz/JZeX04NZgWWBThlU3TWiwJM239TgCH4ewINRhumcnEdOeCM36YmPzkck7+pBZg8hEm5+hl6/HaddTHZDWdzIevkvf84EX2HMa15FPDe/yS1k4Ab3PAtW5bBjk7S41YaTOVcvMkP+KotyDq0ZElPqQhDwGbbFClB1oXBDiFTQlm5AFNkZQGmcb20S1u6RliOPgAta5cM+NrHZkXWUdtMaTByOSWTvqE+cn7tdfLAx40/EzTQWpDkeCKnTE4jdGj4m+us53TCTyvAlNelszk2RULOW5fTKBqM0Sn1m29D3oAurmNONtNi3Fnv2kSOBiO1HVG6ETrOcr2ktlyiBoMmDujdmpF1gf4YKRAJ9V4myPqCPnvtuP8ty7/K9UFUuON1k0zipHeV+z6iiX2/sig7unZkPT1mRdatq3dR3qwprxvfU1nEHbWV1XM0wfZCu0NxDu1xub4xa/TseOvb0FnfGdmQdQmpQzQY6+DCpRu1AFMtcMXiNEg14rxrP2JjH3lTJP13WIcxeUqDLrcynXU7esk5lF5Apzpb1RWQs9ScHRuyju7v8nU7Z11THJJRMbk+KC9dISD+jRwRC7IeDSQqZx0PkHGAqYWznuY/F1qEFEtCx2n0pkhgejhw1udF1jlCrj2bhLMunCux9nuLy283scP5DZz2vCMTGjo6dgfTsKNOJHXDZ2TsM63NpPH4+w+fhSWOiMiOrOfUYLgdrb1JDcYSnI6AEP7JxRN54ypuYcxUhFTD1XO97XP/IwSw5OduU4PxffqgX2R9LF5JkOuMdNzPgu2c9S2Z9GlbPlYUYGq1qoo7XbgpUqduocxgLU6DGGBKXLu2HMmSnh/vM63piOTlWwsvmVsRDSYaLPVOv6UQxdfG18fpl4sqfSZKETEKIRumwQxIaG4SMbSNkklNWQLtHXCdZtQeLD5HvEqFC0RblnemBpgaEbO50CJU/0i6cayzDlHgzlmXr+ObbPFrJbNSYcIzFeuUxiLry7qdTPMgU6kv7+on0etKkHXtqcirC7JDnutb2mPpQWs7kVDSsB06oU9eMhrMAVeDEcuU64Oe0dFJY9oUySJritRgtDgbM7Jupcv19QiuRTSYjEfL7z/8TsXAXgVZDylNiB6ZUmbL6lwb2sWNaLPRYHamm4yshwM5TiNJmlmM02A0Z12TSMLOume/cR1SWkA5si6jwzYUeawajISQcRsr3bioHB0qaflEhw94deWoCRysVV0BapBsVjUNLN0YLEPnUPBGT4foC/kdTHn705D1OG/oYBQOwCKyXsmSmJHyhYkGk+Y/H7KeZjTHDqaazOAYznpObaRyRN20UadixQhutClSpou96WBJDz1yHB3bWwzfWu0cralzxL2InHf1k85zbnZnxZx14fi6ifsfvjV7LN1oQ9GtgciSXGhokhPM2+L51SIBgLjl+g+IrJ80UdCp9/hdWZg/WA0mTnPPvZfpP/+h19NtF1b0wmfcmc+UpgWYQkpJ5qXw+w/7CE0cQHLWlxnO+oI58ygbrc7Rd3GGvPWds74lkzo0C7IuIU4Wq5niBJq997N+ZcaOJfdwWm58YNQ+ZMmkztFOg0HH8o69lQZjXMFsLbj1nEPEHTq2ir05NxxZsk1aiOyDuopKQme9dZGuH6+zlAktwLTN30ZD4deEprUp7vBBGoyhzIhSJrx0xybIUhCZJcAUfXdzKRxAZL2ZToPRHDqtvaPNxsJrJXPBN2BtwzwWJOfYXTpYJM56GMhdVdTPGFo0FufX67AXIuv4mcr1lZ5ZOtkfznH+sdUxt0p8dhQhzaR6L5MdTDmyDr6dzGeCijpar+ncapBzbBoPwbJSZF0KLH7Thz9NRETv/xTR2z722WyeRCN2MGXjR8m1RGlbPV7nkfXGezkAH+xBIW3GJcW3qch6pbeLG9V2zvqWTPq0Y2cdp5Gi0S3GOc9QDUYJMEUzX35uOIDr4CilW5SuOouBo5nf/fECruWpB5hGOscZR4RSlDYsiyPze4gGo+Sfk/XqDA0QVw5P6N/94Yfpn/7Ge+jFz9RRIWlTkL5sdCyH1idLynLaRA1GQX81k5zwOG+ZmhHTYGQEvj8GPv25kHU0CB4HwezjpRvBt9ZviiRfJyPrmQlt5hkO54I6uriWOSrApf0ltXv7DRZKpLZBlm39TTSYUu1u2F6VSbhwSpduJLYXga1M6063Eg0mzh8f523gwMBZz5eVFnZ84hM5UDT+WoKvLWowoUntn5t1P4bOct9xDjjTaDDaI5baONrBVFrtkdqMWWf97PjqO876tkzjEHYmDRjWjxhZXcV8Sk1nXVteQzWz6ly3KFb+A9TMoonellWCTOWXXK3SjSW3Eysu6J9gEmBKDIVgN7ZENBilr46RdTkdOnd4vKaf+eOP0vHa02+96z75YhocQwnpKFYiIhDgbFwKJpqCrOfbRsWCHsNknIqRUyQp3TysxBCyHgWYjtwUSfvWNAdTVN0o4qzL6TgfO4oXyDgsNx0sk2Oh7F/F8pL6cm23aCKFsw6OjUXWw6pxfq+0k6RWppUuZaLBCHlxzvr5PU6DKUObiaQA0yZqGI3HlCZTgCmgzI0MjYisVB0lN7HI9THHTI0u7COkdq6N8VhnfTjPpR1LaT/c1zgrtnPWH2ULm5LEw5pCg2lRvuE3pMEoajD9IUObVz6fJDK+mAYjDD78sNWpt6aV0AFuZdKNMbqqGUcAeSAnHzRWAFnXVSNsHZtEkbJKiGqBytLx3BPl12j1D5e2iSRkPT8AR6iQ8FlqajBJgGlwnXV5+1SR9eCmRiPryrMdk2fumpyONDrHqXm5Zwqd9QBZTwNMcT49DUbS7hY6hBIaH5E88Wy8TDlIN0UC9QMHrc669/l+UgZQ4udysJwDWU+PHa0bppCDY8ZMMq/hRLyjms7w8RYHmGaqmltV4qDEkYEG471NnrRLImn/S9r8OuUxnoCeFds561sy6duOaTC4aU2lwYQz69IAUw0RtTpLzvFBIXYUTNxYaXWYB5ga6TJtvaSBYfjb+uzHB5jqnyB8dgIyRtQiUCUOkV12DU/yShUMZBrMOFQ5TKNV5fYLe9Hvsch66DTInPWY2x4HmA7HkwBTI4J0mmowIYo2WroRIuvxvyWWpYqFzpXyuXIVFAlZP2Bb0BN1NJjYYmd9+HstyM0RDe1fUxJChgNMYdLNOXyS66xr9EQzDcaKrAuOV2hSVrwtnlvV8WTLVIPY0DM9OmmSCQyiQloU2pDO+qPirGfjifTy+P1HNBjhMUhc86Q+YOWe02BKOfo7GszOJpnkREZqMELLmuKs18whgDrrm3K1TgAjn/FB6cNwlAYyhvdq06y1IeuiUz8WWTerwZiSERGpyHhaF85rjp87X+JskXU2gTFyW7UIeyyflVcS6KwPJCrYvMSSc3idNmDdZnDWLTKaIU9Z2/TDGmAaFol3ME3zLx2Annz7eSIiuri/iKgbqP7hBGSsGoymvDQGWc+qwWTULjqLuNoUfxdh+z6/lzrrB6sarmKhOq69QoPxOrJetimS7bsOTVuZ48i3dTWySLpRVfGQ+ypOyTq/t5gNWX/51zy9P/a//OXPT2IgEHXUotBWgwl7kRCBYKUbG+VWDLM0GEVnfUyAaeyMp3Xg50sVbMauCD7WbRdguiWzIOtSA7QGOSJrl+SH3+U7mJJ4jh+Saok2LglvNSdfSCQ71nYaDDomIevh5Gb+TZFCy6GXjsCGUkGVUmQ99Wy0EvgGIJJJqy65JdTOcgGm0AxpwyRaB377hVX0Gz72TB9/sKyzlLIub4lexGkweY1whKyX2X9991309c9+PN1+YUVf84Ovp09dPtzUHzghJ9OddQ1ZHzOO5pwNs856tKohT1QPVqmzvlpUdG5Z0+Vg1969xZCO780gtcUcZ1165uiozlnHx1veOHbIuSNv7TNzcTedtUCDbOrkgz2BvUUV0wOhapJen65dfddXP4XuuLCix998QF/4+Ev0uvd+KsoDTaxMzjqIR3k0kPXcGFMaYGpRgyEiWksBpkhnPWp3cX1R/bRxh1+v7Wp8I9nOWd+SSU0lbHKnEWBaVVxnHTR81VlPl6k648ckh7VFscI8GcJocApkeoszpStR/xinBmNKljyj7JbVGWSdP7u9RZXU2bpcXspZb7m5Rmc9R4MZiaw33lO9eeenTYNpnfV0AObW0luCOgbp1sxRiugyZmS9bMB3zvXoOudWczsp/C6RocumcNZzaiNcvUOylLM+WISsr9JhcVk7OljFznq4ShHqo2sBpl0dpH5FCuqFnHWlxUrnuMMcSTdS3CbMyLrxlTaNLiygvWd+yrm4Y4T9Rw5Z3/x7brWgb33Bk2BZjfd0BN6V5RNEu0PPQcvAm6fJ6XNjTN5Zj8+HE3qxnSvfAFp1DMe0lvo5nNPi7JDxuaP340CCx5rtaDBbsinI+iSddYbyqWowUCZOdrISZF34fqqKd/zxh8x3l0QmPb+0E7dfb9JZt24BbeyFebKcI9KuSijoF3t0y7pwB9Pgb6uj09k6s6wdmgedcnR+NGddr2NnKbJun7x1ts+C2sRNkRxHzPE1bYBp2NZsiFnpeB/WOTfZCFGzOTdFGjjrI5z1LGc9/j4k0zjr4XvhwchEbWwJPx7RYNhzlZyJ7ri0YifT/craqwR284C9NB4mcNYRVQwGmFqRdZ2zrt3P4y7t05c+5VYiIvprz39CW5cgPco2j6zj4/yZWFdXuaEN1OZA1rX9UGA9sjSYsvLDVQURfCGb4lHX7/M2mdvrRFWDIbaSL6a8sWyHrG/J5EEqQN1OI8CULbWjHTkH1BOd47UcjDtYYoApOXJB2sandICcWXcmtXTA2jF+fG41mDAVA4egdShDf71nnHeWwWpRJe1Fc5Cic9qSJhogSmgwp4Sse9auJLvtvAVZ118G34hFo8FIPOo4VoOhwsIz5laMrAf3Fb5u7KwHk+ixzjo4NnDWR+SXucaOrAd5UvxcwnPn99JhcbWo6IAh7pIajCZb1+usGxyZ0Eo569I6UauzjtHz8TQYpRqBSfxjLe/QfvalX0of+NQV+vzHXSCi+P2hbyKLrItjRZzH2PE3WsXqOOunRIPRZWsz+RXWKQQPVc66SPWKd4ht0w/nHXVtQf5WNGTduTaPLkX7bG58aH2HrG/LDMi65BdOk250WXUTjUfZf4wTOOvk4g4jCXICvSYftOyc9ZLBDucZPi9rgKm1v4t2USRLgKlj6LdX0S+os67kzyk2kqH7O2m8OWAqu4OpsUwtjTZg3X7R4Kxn+vODVZ28C2Q8TiRMx7dzzzn/lhWtnEnIeq5tWxFTbmqA6QhvvUxnXbun8NnLExeErC9rRwfL+HlIzvqJgqx334uoBiNy1guRdeFc42OIhcesjAkwzSla9WXnaDCZtlFXjp7xORf7byaHM2SRdQNlsvEEaTAWQ6tYJUIEklk3T0P1sOanWcxZl/JUJqQhZx0BhezbRICZfr9stU1OekPZzlnfkskcQjyQh2YJZpGsTmgUaZpeDaaUs87SS988QrFyyDo/JjrhuMg03WhkfV4aTIQguLzMYousx+8vLIlPapDOujaqx0vJCrIutA0rKiNtt83P545xiya7ykh42/l5aDAWZ5e/13hCHrf7HCo8Cw0m+DssL8dVtSKmSXngOXbHxtBgcs3A6qyHt4smwZ2dA5z1lgYTH9+LNkWKHTNRZ71D1iWd9VNWg2mpKOFkfziX0GCMZVonYC3QIJ8vbRph8jE0OpkyGben8TSY4W/olI40K11uqEfOWS8rP3LWpYsViiRUgwnOWzaL08cd+du+kW3nrG/JRM568PdpSDdWlct+rBpFQQHWzahmwg/1nLOed9btnHXJAc9fi8pGtCFk5gDTMJCGLAGmLhqVEmSd02BqIN2o5I+CoJBJOuvWAFPUKYc2FkE202AYZ30MDcayEQvRhgYjDDbhp5xw280Bpmo1E3tMIesjVqNLnC4NcdNWNcL2vaqrpH0sF1WiEhMi6zFaqNADNnWQAkznU4MRwKEmnbR05sknYEJSD8MqqGSN199laYzEdGQdG6cdjqbBhH1AT4MZlVVk1n6is1y/Zo076sxGg7FRvQbOOhsXgyqj56/vYJpvGzei7Zz1LZn0uViQwSlqMJwXi8xCg4HIRZROzr/9+OJKaGow3Nkhkp1wK+WjhLM+RrpxTIAp56MjS5B1ijs2vIOpbaLDz41Rg7FajrM+dq3SMmG8tL9IJC0R9SpLg2HIumR8IzJp9ayu8jrr+Lsre1jhYI22QJcsF5hWYlMCTHPNbAyyzjuKSAWlcnSObYy0ql1Cj9kTAkxPmoapqqTlSIHrEqUEr1YoyLpwfM2RdbYCxCc03NBqi/Wdtjrr8vnStpGjOuQnefmJUePxpkgWQ9/aLJz1An4+p3shK63TUaSzjtO0Ez+pTumqYzou6sh6Tmc9N0G5EW3nrG/JRGTdQoOZyFnPdYK9sy6gp23d0uvsyHrqFIYfcspPd8nzEjnr7LeV266lHRNgOmZ50zmXV4MhttzL+f4JZx09O7mMOMBUrgdqmiX0rBwNZqwaTOQIC+lvu7CXPAPkE+W0eA9WdXbgI+omm8NvjQaTk86cH1kf/s4j6+MGPG1iPMb/z01OpPgALR8OCDTMWdhnjnlODYZPzqL+LdyIqqMcTuSs556j1JabhnHWmXRjE7XP9Hr0bs3IeoazPrK5EdFIZF3q/0Pk9zGIrJfs6MnjZ5BNosEUIuvOpcHYRCkNJnw3UBRD8zfobCLrOzWYLZm8g+lgp0KDKXDWcUT95l9wXdjta98Dl1LSlmKJ2s6S11i6gwRZF9GSccj6sVW60fiKWByNiQaTyqvF50NbFtJgrI5OTuYvZz1nUzgPaTCGfD0RvfuTD9Pvvf9++uRD12GaW8+vkmcwRme9lW7MexScsy4HmOadZ+2bHGMWnfjORjvrCAI6TWQdcGCRefbdhFXhSPgBQ9aXi4r2Odoe0mAi/fo4v1Vd9YBL9z6LaTAFE3CUvrOWiiLk4/mkBa0+gX60hAajnC9H1oe/x6xAWcaUFlkfN/5WrE0QzcNZL5FubJ/pvChzCB5qMUjoFP/uujSxrCp/dkgUQ65fQoM5IyGmO2d9Syb2Q0E7kncw1TuLunIqUpOlwShoj4aIhodKEJM1/zC5s+7SAcAaYCrdKuas49SnK93I711P33ZcYTkWGkyah5i/IF+X1Bvc3/GJvRPsHqP0mOBk0JD94XFD3/aqN9IDV47ENLeeX5mcHQsNxjLs8W8u4qwzCkKOwgGR9cLBJywjbPOn5axrE+NxznoOWQ8ns3JadVMkRv9InPUqpcGs6jq6pjNOg1lGGyZt0hQHmKZ9pGbSc+Y0mBD95dQFqxqMNRB57XPIeqGzHr7BUci61P/HeYylwSAE+bRoMGK+Lt+vlZpFDUYaN7lSC9rBlNiu3ej5l9BgzgqyvqPBbMmkjsGGrOutbaX0lsjx5dZtC4zVKOTrwlPqB8E+0HCgqiHlJV0NsCi3ENmWNodrcVouw2Yxc4BphKzng385MsIVFRKd9bpK7lXd6dC4XIjaZgniNGyuhQuBk0GDU3rfw9dVR52oVYKxrMDkxrSDFVDaAaZRLLgKUj7AdDqyPpYGM1ZnHauIyOdylkMjc4o66FyCvrEANx5MuqxTNRhRZ50FmC4BDUYKXBd11pPfGWRdOO49p8HE7TRG3dPrIY/d6A1yCl+atykbmB5lm4vJkIGdePI3GlkP22XPWS+/lhvevFDOZ2ZfPaI/ShN+aTLqHFbAitokA7HK1WA4sn7HrparAAAgAElEQVQ2bOesb8m0zrMzqU/IcdZvObcUz/FNkZD1fDoVWQcXBge1b4fTYHgwF69ejXh2wi3way1BQ33ZIg0Gl6WZdXkzTIVWFbjxzs0T497CHUz5Q9Hz78wcnLexkliKnmolnB+LrFsmU7cy2UaispWWzg6MNJiUujTUMVUkGa47NZ11VrfO0PJyaON3ME2PDZz18jxzqjTWANPIIXdxvMCanUM0GH5M1lnnyPqQrnv/64nSjbnHKAE064aj58M57/PIOpbZte9gqiLrE9RgShVN+PVRPSJncoqzPmT08PVjeuiRYzOyzgPiQyuRueWqR3OYRQ1GmoxyIAOBOE4B9/pylfft2ARlDurRY8F2NJgtmcYh7EwaPHNqMN/0vCfQb7/7PlrWFT3+5n36rXfd15+rDZz1zknQddb1JXoNBeVO6UkTDxY4eIoj62L28bViHQCSKnbW5Z2bdayIuHmGshylCCBH50Nb1OlERyvB+lxR53hYMIittUkf2Skg3CwDKXbWy5H1Vmc9XyfnXEJdQn8nAabCDXvvmfJF2eATXltV+DtENt5ZR99ae8ya5TM/5yLdc+9luuvmA/ryp95mLk931oe/OeLIJTUTZL1Kj2k7mIaLoTENpj1RvilSbJZ+A5nGWfcUAymoCHTMTINp9G96Cg0GIutZ9FV61vFqg5UKyS18l7/w5j+nX/+z/0RXj9ama1d1JY77pQGmcyPrYZ8rPWKR5sXq08fEsTEttwKoIeupLKuY9IaynbO+JZMDTPPIevhxOJd+IE+49Ry95ru/kpxz9A9/9Z3Rubpy2c5UW6IbNnPQ656TbpSQdUSDQTx76flZESfrkm5XfqmNk27MxxNUFUci2GDLkfUqRdatajA6sp6eK6PBbP6VHE14OP9Mjw3o/k0H6coTeiJZzvqqFq6MjfMyw4FF2xRJGoAaTxRuRTAXDeb0OOupdVlZ8/y+lzyLrh839EV33RSpqSCTlHe4JagxmwR35hwOMLVKN66beOIVIeuZAFORBmOk+0np+/KZGkz4Pnjfgt4VRttt3jpH7tN8xiPrKNssZ92Qb9N4MxWSG78fq6NO1LY3OsTnSgJM+dg7h1mQdZmzjuN0YjnRfNxYVmc9PLBz1ndWYtIHYwnSDD+OW8+t6MGrMUc33KU0DS7ML4PpNJhNPTN1z22KFNYrdPKQ8gvkrAvjQap8gu+1JKDwNILgeosQhPwAxRVjc5siLer0fWu3Ew1Myj2U8CTx9UpDEg5b8rdsWnXzuRRZx9+E/i4OjMh6CQ3Gos7SeE91BkXULKzyVtRgwLMtpcGsFhU9/0m3FpdnpXI5ivuKNXMWuPLLsk5pMHsCsr7WaDCbciTkUaKC8Mc2Vg2GB5jydKcZYMp3T+U2xanEK785ZB0fD++7ZPVQy6fUtHiREp31llIyuhrQjg0665KsL69Pdz1XIYoCTAHjIKvXH07kzoi3vuOsb8mk7yVsRtLgGTb8W8CSfjhQ8M7eQoPxvnUiitVgonRy/gkHjQXZoeA/6+CUpBNaNLrcGrRqMbuvHg+UubI4Suu9Pggt6kI1GJa3ZFNVDJCebmh45SZvlk2rILIO24Oez7kCnfU6GpBsyLqsWRwfL+ZghjSYEmR95CivOXlW/7/kG7QGmHLOuvQsKpcqvywqlwaY1pKzzgJMA6e+V4OZGmCaeTzSc+aSevw5S5s5SemJ7Mh6u+Ign5+0KRLqP7LIutD/B7fD43K69/zdX/P0bP3GTnaJdM46ajsiDaaaf4Ogo/UEZJ2N914YF6SVeO1Yfy2lq9FnwXbI+pZM7IeChiQtg4cNEwWTRs46K6iubMiHJKuFOGX8XPtDzttRPNiEHzLaAKmu7B13wncvQNYtajBWG0+DySFkTKPeMzUHjqyDgGJVDSb4m/d/n3r4Ov13P/Vm8uTprpsP1HrmLLeD39hNkSyyajeDbwYHmOr57Bt3ME101oPxnlPAwjcgDXD8MUxB1iV6DrI5A0yHlT9bniVljwmSrjjCx2B3xE/XOOuRLrSPqROrOn3m0g6m4n0n37Ru0jfPaTA8VcMmNNymqMHkAkxLJ4e51PkdTPHxCFkPnPVL+wv6ye/8YvrQ/VfpG579udn6TdkBOGxb3B5TNBhJDUZo33yTpu5qvqtujgaj9l3s2z4jvvrOWd+WydKNeIlcslvAkn7srKflWgZIrhLQH1cQ0Zizri9vSsvvKAAGOfAyCs4Lk+uQXosTj1GDMUs3sjplaTAAfdeWsReI768UoWlU/+rbP0Hv+MRDRET0zk88rNYzZ7kA07HIeo43f9fNB/SU288nx5Ezk0OgWjWYfJ14gFM4sEQ0mCpVnkCWIuv5OoQW1tnK7yZqKVVjTPvWTsNZRxJ5yLhDINNgXISGE7XflaYGE2+K1ET1WARQbXdcmpgtBJQ66SMzz0dG1lOH3LmhLfC+2ZKvtZ1w2UhupU5l5JCNCFCXygu/3cPjgWe+WlR09xNvobufeIupfqXqNqEtlWeKhSCEOrg8DbbULDrrEojC+ehIba4d84bfyPHP66wPtlOD2VmRSd9L2I5yy9JEeWWLhAYDaCbIWmc9Pa5uE+/hn4lxdDimwaQTGeysS5nzdDghdM5mpMHYkfVgoCTLcnbKWdeWsZd1BWlFkoUTE97+Ll8/0StXYBnK+njOuuCs/8A3PZseeuSYXviMO2GAIvKJcu/iYGWVbuROsUaDwZPY0BJkvXDwifqHgrY9FhnEiGx3zpZHGQ0mHPzldJrOOuezJwGmQBI1osFE7zF+z6HjnwswtcbmZJ+PcH7d8P6jzWtA/DM0GGPQKSw7w1kv7Xe5kg23ks20QguPhpQPjZqCbAzo05k0aSPqAoGZQpTIWT9dNRiRBqMg6+i7i+ihlA8w1ZD1dlzV28aNaDtnfUsmq8EMlluWJjJw1jkNxjnToHsicNa94mRFLJjMxxNLN7JNkVh6roBCJDucKQ0GG+r75qTBjNNZz2+K5IiSjUu4YxHaok7z1EoI+aa8/Y1VQUA2qApJDuk4GoyEUN518wF98/M/T7wOT970sqw7mFZV/A4i6UYmERi2S4nRkyDrhjqEFta5pG2PDzAFx6oyZL1kQyazznq4PwGfBGc466tFlbx7eVOkuC9dAelGSaZXRNb5ahlMNZjGWY/zVXZyBZmgftj6rnjfxW2KGswcm4d1FrankPJRutI0JcCUr+xwWzc+qo+ENHO61xxm0llX1GByO5jyvVegdKOqs47lIW902wWYbsmkDyZs7OEHJ6W/FdJghr95f1cBWgSsh0CD0aQbw/rqAaZxBdZrH51DlJcUSZLy1n+HeVqOacc1G6uznptIcSSiQ1X6PNj1i6oswDRevo9vwrLSY7VRAaaG4mXVgRzyiA7p11g569KARJQi65Gms6gGE/+eQoMpWRKfUw2mO2SMRSyjwUSa9vLD4ch6+GC4GgxH1hdAZ31vMfzmux5npRsn6qzn3qPUltE3HWY1hgZjpXvkpBtLm1vOIRursx7WI+SslyLrU5z1FZgYREHM7N6krtq5fL9WakfB+C09YlHtyLH3vLmeA1Axsl5Kg+Gc9bPhre+c9S2Z9LlENJjg76UwqmFkHS/HEm0+DkMveCI562CZqrMIWdc2RSKOrMsOCxFG262UFRFZR4PMjMj6KOlGZxh0WWfbBmnF50Nb1ijAVDZtk5w5nfW+vxWynFsNJvcO4UCaQ9YL1GCQQon3PgkwzSFI3XXa75yF7aekac+rs16GrJfwfa3KDylnPTwX/HCO9vmmSJkdTHmAaehMrZAazMQdTHOPRzqPaC68f9HyQOCCFVmXqJZ9ecXeevDewem8GoyULUbWV8U0mAnIOigrfM58YUbfwXR0NaCFe1tIY4TUlyXB9z2IE3vruX5R39fFUfh2d8j6zorM8sE0zIlFdut5oAYTZM6dP86LFcv2Hmppa4GB4TE1OJt9fGt+nwAJti778uPyvSK0D6cd56zb0rFF6Cyv0XEkguXCzy0KOevxALANZF1wSGdWg8m9QnQ699YPCpD1WA2mrSOfZFUVTsctQdazNWAWVLkE7dN4s2pxCiJr/bRK+PJ2nfV45VJehUuR9VVdgdiHIT/+HYV9aRRg2nHDSzdF4nS/XPsWzsc7lPbeOjxvXY20OtmN17/pYunG4G882c8h61I9hr8PT4YA063SYMDAoCHr0mNFAg5TzSLdqMVkoKB6HoclgXudFanB7Jz1nZWY9sl0HVjYUUodA9rgpYpoMBxZt9Fg2sAj2WHKdYb6tyNvcpAsi1H6sXbHYN4JBI/rgJF1G1rfmYYgmTnr3GErpME0DJ3i7QqqwWTy7+w0kXXUKYc2FlkfS4MpaQ+d7Rs5686l288Tse+753AP18k7mNoGZrE+wd8l89CRvvosajAlZcfcZTkddwg0mVeks64Z/47Cd7ZapBMyCXmUpRvl8mBy4XxYrmP/EsWru3DxCRyzc9ZnpsFE6cvQVyIbsj6FBjMnsu4cD2LmNBgJyaY8ClFoYYBpOQ0Go96p8IJ8r0QGGkzwe0eD2VmRaX1rL5sVKggIHcMe2PY6/Ij5ZW0QW/5rXQsBpuqmSD5Nh4yjWGFSSIMBqwHS85uisy7lKXWyWmdtkd0k4kFueVSKO/SeeDBOnP6W8ytzcC6RzlmfM8B0DdDl0MYsYxNp21rr16FnkvMjrcpKkuJBsqJEDBW2qsEUDj5hnUs462ORdfytlTnrp4Osh/VR4mAo1bnu3tfXb/S1n3bnBXrqHReS80RpgGnYb2R11iVQgv3OO+v4+DoCSlySlgfacpuks974eTdFylAdxqrBhO3iaJKzXpQ8snCC19YpHsd5X6Fx1qcg/Mg+9ulr9IrXvId+8533KmowMi0HUwSHY9q3OVyn+Rt8B2k9rxvFdmowjwHr2pKFBrOsK7q4v6BrR3h5LqXB2D7WdeNV/dZce8+dlz4+xKlr78En6ZA51iGKTj1E+3BaafBZ1o4eOcbXmGkwDBXPc09T6Uauk/wPvv4L6Ad+6730V+9+At1180FRgGkNlCqG3+O32uYW8raR4R1y8w9VkwjTDKKG2dJsdDa+MuSBg9a3MQOynjybCch6mRNcVg4qj+dlV4OxezphPbUVrpiPLXN5q8olaHHXr/7gN/8l+qbnPYHufuItUV8bTXq9EmC6OS7TBIR+rtDhkp5z5ET1TdDB82gMQq/FiiC3ajAz0mAEAGg4NpYGM5yInfV53oHFEmSd0iDm0FTO+uhaYPOe6Mdf/yGqK0f/6L/8QphGktStOPgEhAfQyjo3nbPOA0zPhu2c9S2Z1tm2DdbFyLrQAS4qRxf3l3Tfw4f9MU1H2UqDOWH6u51p9IWwM8xuUqBQTvipyhE1Ro5mijjJdUiutVJrNrZa1ESEtcfNOuusnJzz5Niz82zAc0T00q98Cn3bC57Uo4EJZ13JX1tazew3VGS9qpBwfiyyLtFgss56QQxDnG++TpzaNcj16ci6RDuaylmPaHIFaixjN1PREFlrliWgfrw6IafTltpDc06eLOwva3rRM+5M68BWqKRV0h5ZL/y4UpUvPb30mCMlLpB3jKyjeqQHrVxuvvtyknchEh2WimNehr8XlQNob77/PxEmXRabQoPh7a9yXA6WU+MUZ31mZL2zdePpvfdehufkFU8H1Zv4mDbh0SUTlLOyKdKOBrMl0xpf15Rizjp+NYuqRdZDCz9iflld2XTWGy/QYHonCyGfNnNOHjxkGgzPw4Y4STgCRtZxWqmTRXJanZnFYHinlKPBEEeQ8IqDpPlMpDtIunTjnMi6POmTjlse6fGJhFDq16HHrk5qNhdYcCrHl6wBDab7vpFTz40PzGbloa4+QZ2tA/eUrdL5aldbh9aswYgljo4kk8mNc9bF/MjR3rLQMWOTrpgGE55r/y2lmKWARm6Sj4/HajDdBCpEbIdvHgcK244hazd0mw9Zj+lPqLzhbzShsCDroZU661NifjiKz4GdlLOO83HOPkEeYw9eOYLH1U2RQvpS9y9DsaZMMNp7jgGus2A7Z31LpjW9rjGFA40UtLOoW2Q9tByybmn4J2uJsx7XEdVbOt+ZxpvjGyC06e07mPLDJR1wqXSjtlGFfQfT4W/OrUOWLBuysiz0Hs3BrBVnfVbOel/nAmzdUPxYGkypdGMn22ZB/3jMBQowLUPWOYqWr0No4a2aOeMToC105bApki2PEscNcWCRheeqSusriJ52xwV6yh3niYjoa7/wcdk6JDrrArLeU6KkHbAEs27+1pn0/GI1mDSv6BkZHXMzDabR308xbSQCMUB5mRgwqTTZWS+rn+TIWgwGmCp9tRhgSrPHl0b255+91v8d+iwSzYtPHhDNdiqyfpqTk0fTdjSYLZnmMEO1CKFjaJ11GVnn5Zg3RRJQD20zm2hDJy3gg+SdOvFSK5EHkw58vQ1FLkHWxyArYzjrRPmBzjkekBPTldDVaRuQ84+djNjxLUVwNdM212rLQsfy5Ws75WmGfXX5mmHlIv8xcRrMwFkPnHWAakr3O5GyntTNYiU7iKZlyCjmaUwWxkg3tm9b/v6rytEv/q0X0J985NP0VZ9/R1F91QDTXg2mbNWqFFmXDKnByNKN6fVjVJQ6y6nBFO9gGvyNVn6zznrBWCHlodmlg1Rm2Wq8LIk+MvzG+WixGXPYh++/2v9924VVT8/V1GAgZ53Fk0zh+zviAf5nA1rfIetbMkvbC/vvWvCwllVFl5izHg6s3MevXX5Le6K2E0cBboO0UnqNF/7mxlEBXr8kKBYck+4AofLI5lCD0TbFsHPWY2Qr1y4qxx06HgSW1imZwFiRdXYLpeifZrlA5dE0GCWQSbNSNZjOWbdx1uPBpqsiQtbDMu3IeimFYijELp04YbBUHDp0Dn1XRYGwxh1MY4cg76zddmGP/sqzPpfOrfKYVoqsD+ciGsymDtIk02r5fkNC1oEaTHQ+pcnE5abHyqQb5fPl0o3hjBgkCI7BYFnhGc3lrL/4mXfSc594c9E1Q1np+KfRYDTO+mli61cDoYvbzu/1f0s79FYVnlynajDT+p+oaZwNX33nrG/LtKaHpRs1ZJ3RYIKOiA+ydWXjqUq7yw2Dn+zIx+lScyR36FWVupIogt3KYbM69V05yEQ1GIUGM1Zn3RZgGl8fOqhc4osIDHpKEWEgE+eoz4lIaJtrEUkBYvnyJQTHsjNsckxJ3zmUlmbIOZPaypmFsz4VWQ+rbB0D50bWNTUYjkA6VzZZ4JNZycJTmkrGGL5s5KyvQ953iroTjUHWnfo7TY+PQzUYwQm0UgdL1GC0b7r0ucfIOi6vMyTYINOghP6/kAZTV45++X/8MvrJ7/jPiq6rALiVSDca41gsgNBcdvvFwVnXkHXkSEcgFk2rs8SLv9Ft56xvy5TW1zVUtGkKt2Vd0cU9RoMJ8kadumUL64bJjXXW1Qn3BcPBHGddQ9aR0oFVfjBF1oV0YGgWlWOEr0ILMDXTYKLy88t9LS4SdDzeR4g3Uq1IkXXZwss5kj4nZ32Q6LI5pG3avEkIZc6BKF3OH5D1/ChSuTioG9JgJnDWi6UbgypbEespyDrMz6X329lNB3J/ZjH0rJFxpRMRWS0qPa1DOJnmK5uDGkzh6gj7nXs90r2Fz6BLEa3uhKsPRplGu7OeocGUOuuR06fTYJBgQ8meHETlyDpRO/5ycC1ni6pK6+A4sh6flgNM55dulOz288OGjVZaDtzBtJpKg8E0xBvdds76lsyCrMcBppIajM5Z5x0ecoY7C5efT9a6zjrqZOMAU5UII95PBZB/5MRaJRktG10MZQsTCIkGM0uAaTxY5pwiLr3pKXYGLCoH+qZI6Vbonc25g2l2UyTkrBuKl6Ub9euwdKOcvkfW81VK3hncFAk4r/IOpvHv4k2Rglrbdc7nRdaHTZHS9DcdyCuFtvKGv+2bIik66yNuPaxz2CbbAPrUyXq01GBCekJX5zDpqE2RjA9sndsUqVS6kfWL3LKCDYXvf4yzLpatGFJD49KN1gBTbVI6t912Id1dnRuvz+BfsHQTPFO+snk2XPWds741076XrjFZAkzrKp2phx8x/8jRbqCdRZt1CMg62rRgOBf8DUsY6lQL94OWo7H2ug0Fkx5zic76qQaYsvLzNBi2AtL4rPZvCbIeXs4diDmd9eymSCO7VH1ba9ng2K0564KGvZQ3WrKONkUCnHXJkeHPrBQoCu/VOghOGeC1wETkiHNnvRRhteqs51SU+vxGeOuhQ3YUyInW0ipLsc56KeqM0yOd9WgywXj9ab7pMauz7n1+58kSy+1gGh6CoEZhPax68txKA2cXFYjZSpxcW59w2gGmod12YS+bRtJA57Fc0zjrvIzRWT2mbOesb8m0xtc12JzO+rJ2m2U1GVlH6ihS2fuBlvDhyVrlrOPO0CfpkDmX7ggY1j1xzIXOSspb+61dL70RjYIk2SjOOtmWs7l0YzjQo7qmfEc5/zBAlU/W5qTBaJtmEQFetvF5SnXM9fW4ncgXDc56vk4cte0coNCR7Ab+cFixIuulr+X/Z+9No2U5qjPRL6rOcOdB92qerqYrhJAEVwJJiEESRmAGm0nGA5jB2NCAAYO8uhftbuy28QgGA6bH5+Z5aNPY77nb/RoDr21o22DMQxgwWCAEiEmAQAINdzznVLwfWVkZw947dmRm1al7bnxrnXWqMiMjIqMiI3d88e0dbl20BlFbw4QrQ5LB7NriM3LZUUEEI4aDFNK2zZ27Br4ngxkYb0Jcj/G5DqYUoZGTflK+N2Gpf5O4fu75VLk5MhgJnWQwxHl3DKGjwejfFYAcYEBCbn+mZCBJZp1z6DS83Kdv7NmqYdZ97T3lEqcNN01hcpl3+caw1ouxPiNIXa/uSqllu1qyIMZZjxxMDcum7XDyefDoWiLOekoGQ5cBVPcuadbD1qmWyoI8MuQtZB2ULx5gujIYb+Aw8e8VIqziyFrvRU9N6rRtB/j9bJrMesrBNIQ2nbsduItWoRuFSxYnDqE6Zt1nU6v/PrPeflOkfA2mO5nXXdElzrrIrBPnIhlMZtG+PpVP57ZjZcTQaGMo+My6G3GFljrlPlsxoSGn18RZb6pMG4FaGczA6CaxayNZs94lGgyVrz85To+TzfF8skZCrgxmgZTB+O+KcKxmu9OMmPWBiSfdTHVI2VpfO5hStnph1guyIMpgiNButLFeHZOZdf+aoeFlMDu3OMb6kVVmwONlMCOtsW541oTeAEmvWaf07hQkA4LKkzJW5NCN7Ck2XTUopYzKMC6tb/TRUQ78Y1IJ4TbpLqYig2FYjra7dHKhG9MOpkS7CemXFobJNG7ZvjQjNtBq4lojuegcDcYpQh3nvOMyNHdMEw2G272Zgz7Oul8f7hbbLMGzDqaDYJv4ltFgwp6XYku5W/CNPBOlpfYCcEFPEnQOgZUMhj+fKz9KkaeeDIYaJ7l6MCdmJYOpCLbwGn91WjtedphzZ2H3liXVpCRkzalNF7vIYJoQsXEZxzuKsT4jSINrbcD4sXnjn6YeLHaImvXAeBU06y6j9eDRFdpYb2IrsfX20hEwMOzmTMMBvcQbVlm7lJfzApYGBGqAlUJ3td3BNGWXhKsMNmDWqXCSVCQBDguzMtYTmyK1NUhby2Ayr2l2ME33w9AQrKu46k3G9bKazjuYOp+nsSkRWSYxAaeOAxSznle2H2edTxcaBDyznlX8uA4Osy4Y6/Wjmy2DIZhWsT7MeT/O+jhv57wXLYYkOGhmXdNdUtFg8nX5zefUpkiksc4SO/TxWclgqLqGq3U5cdZnwazv3rqkKmc4CPTkwX+gJuva1cMQfbqtP9S8oRjrs4LErI/7ErVpiouacRKZ9UivzHd8TwZzZJXRrI/rSFaczjdE/QBREWFIzToxs5YeXk+Tq0gjHatBMdayZp3Py0sXxJNVhW4MWIKVhGY9ksFoN0VSGuttBn/J9wGIu5K2PdvuYEoZ3VI7LdeadUWdwv47WepNhG7kELdFrqHHT+Y5dDXWueeXDt0Ykg95ZWk1674MhtfFtrl1XgYTMoljZj3TwTTiWZPjBn3eDRk5MWycpH7oRh3BYZQa4zVrxec6WwaTcjBNada5fJkTbWUw2cz6MCbYjAkmpUoZzKw06ydtXVL1gZA1r3+j8LltrVknVouKDKYgC1LXq/tSKhpMbUBuC4x1dyyIZDADfrBwX5L3H1llNOu1kRWfs0Q6CdwucpQzTc4mIO7102TWRc26koXOXe6LQzf6cdY10WBEB1MnrVazvtgirtYkXj9zPop4ojRI+R1M05Og+Bo+fV40mED6QMRZbxxM0+iXWddd0yV0Y1hmVS4/OekeDab5LOn59TuY5t+76GBKSKLcvnDKeDOZX3jqJWz+Wof71HnPgbQ2bBijVysd1DPr8nsi37G4+Uxl6w5fpIQl413B5qEAF7ZYSh9r1ul4/TXYTZEwG2Z9z9YlVR8I3/f0DqZ9MOvyRO54RHof5YJeIL0AqNklqVkfG2b1xkgPHF3FtuUFbBrraQHKUNPJYO4/ssLUDeO68fV201FomHXaYB4Z/+JwqczNg8w/yE+qg1e2MIZSutk+NOv+y5DfsKqGMb5VUe0CmBtnnc/fDakZR4OhDeHFoYGzy7QKlCORi/bMess46wxDyOE5V541TpOuUxxnvboZynlPw3RHxnq6Ch7cIrS64H6Y9ZjFpbLdtaVrnHXHiBEeRN9fpN9oMK5B7sVZN3Q0GNdY/9DPX4/vPHAU5+7ZyubPTX7Y9Mz5Va8P1mnpPLThbo1asy7LYLrtYEqQSa6xnrGStu7MOiFdNZD7Ob8pUruV0Fzs3rqkYvDDSTL1iqFW1rWgVos2igymGOszQj6zzmvWAeA9L7sWf/YP38DTLj/de7nRLDVdrmesH14l0zSMaHtmvR6EqVjrw4HB2ihmjShmgc/f/cKkITFv5FIAACAASURBVE7ka9Z72BQpaMe0URkyh770g2K544FeuE+BWedeAFXfzLPWJ3lxMpiW4ym3E2Tb7dhdPPnS07Bn2xIuPGUbrrtwb3Wdok7VC9KfYAGhZr021tP5RZsi5TLrhv4soauxHjYU5fhVI/TBydasE21NIWSNuVJaOZi6zLobZz10NrYW1lpvrN+8OBQNdaBPzbo7gaqZdV2ZAN0vNCuEddmSX61LOmmQZtYTMphMZr2tZr1NNJiYcKFX62pImvUuMcu1yGHWfUO6QhwNpl2dqXGmMOsFWZBY3Ia9do0wgll3jl1y+g5ccvqOuJzgstDByYVvrNPMuhhn3TkmPQ918RyzHr4tOGaBQ2WMWuczXwfvOmFAoNpfksG0irNuKK9/H6Hm0Frrx1knJkBhXxOZdWFplWfWu8hgWCGM/005wHI7mKajwcTHwnY6becm/OIPXZqVb5W3IhrMgDdeY+iWvDmsj2Y9+D7wz7lGdfhcceE4OXhMnVKzLkaDaWGTeca65GA68h3EK58dXZ9y0XYySjlkc3mR0WCY50bTrapVQf73CeVQKaR2qXR/b1qCSefLHW8rg8ldKSLffyZ0MPWvYaPBEAEcpoHdW7Sa9TC6GS2DaTu/MMH/jYSiWZ8RNNFg/Jc5wawr3iI5Mhg3ZNp9rLFe1zGGe0wahOt7pwZMbTQYacDTMIdcFAMO1CpAHzuYutAwCNUSc/PdWn/LcDp+cDzQc5CiwXAsmBQVhwM1KPvng+/KpUt+B1P5Oup5DI9Rv43qGRz45VMymIWMuO0Rs568wodbglYP3jkajNCWYd5hnQ4do1f5OFAx7Sn4mnXDyyBavOrdx/CoEGd9ZNMheplKSV8jcP3KlbrVXTlvzKSPqfrxSH6qQzlUCm6JqX1AqEALvAyGPj6rOOuVse4fGwTEjloGMyvN+jZdNBjO+d7tGd1kMDUJ0hzbKMx6MdZnBLHvjTuT+wBSBpHGSIpehMSSWo0dm5uFFV6zzlvr+Zp1LhpMbFzmOFS557hxkbpeGhCouvYfujFtPA0GMXO4sirHWY/viy8jZP3c37RXZn0yKNNoq1nnZDBpx934mEZqoGHXwhdrI4PxtcxUmRRCX4LcTZF8Zl13DUUW5CAyjJw6pJ7tQ5kOEX5bKzXrAhvcxk5w2ytk1sP6rbj7JCifJYrQaAO3bCpyRqoMKm0o1eOQCt3YiVmn3k+BARi+G3NlMG1ICqCfOOvhu0IbZ726ZPrW+u4tS6o+GU5E6mfSD//fg4Opa6xvEM16MdbnAFSHpYwCzUNPGRycQbhTxawLmnWlDKYundY7xvzGMIMFCc/lsCUis56tWefz8tO5S/HpJdIwLJqFv5TdNRpM6Hnv3gfnrNdmObi2X7h3dRyKTNegnAwm9d6gHeV8UL+NduMPij2iGNU2mvVcuEVonfha2iUTSDI2Sqon7aSbgmH6b4jQeONusU00GG5TpIExUXzsVW8HYl1Z0eZvPexgOjFsuDGTKKMTs26t+Pvs7MKsU+U5QwNVR3ayxpQ3yx1Mqc3+pDC73HA5qzjrJynjrEeadUoGgw7M+uR/TJYc7yjG+owgRoPRymAUg0VkqBH6txqusc6xWfV7JcVciKELJ8w6MQGhJC/EwCobnPTnEHEeErNOvJQCo8KFWrPulZ5mEMKBa2StH2ed0qxHrKZchruK4LK/nLHextHKCpO+6rj8nUPr0I0KZp1Ko3sGAxkMqVnXh4KMwlpmvnz8lSelsd6RWeccTKk6DIzB5qU850Iu7352MG1RB6e5XM19xZI25ypjXd4ngUKYqu0OplREohyGmSRchDxc9K9Zbz5T+Y4CCzCuO11pNnRjy2eiXTQY/1hI7MQyGG6FcTb67ZOUDqbhqnlT7UCi1qsMZmNY68VYnxGkrlf3JdfBb4kwwjQDO6UH5djb7ZsWk4NsY2RR55zPQh6yZj1+7YTSD0A2Mvw467p01Xc2KWsEcwOvXgbjM1tpR8hgxzeLZJz1SGaQGK5DY6IGx3C2Y9YzNevqlQr6eFJeRC7xx0ZkiHbMevWfZtY1jKT/PXdZ1/39tXZD1zjr0rMWEwrAlk7GevNZejFHmyJlGmsSFjwZjDspM5F8gdrJNgXNRNKFilkP/sd56I5pN0VKMutdjHXivHssXOEIr9ccbyuDyY0bXsVZD8fwhH8Rp1nvYPjmQLspErfq6K6CaGVVdP7jPJxjG8NUL8b6zCD147ozuew0Hbox/XPRLDWddmFgsG1JDggkbopk43RSnbptisTX0TCfuXq45XCgmMWB4Zl1dZx1rz7pgbRiVJzrrfXYb9UOphnMuvsSYDdFasGsj4RJX3U8skg7ISmDUVzTn2a9uhkvxnWGDCZsm07MuvItSDlYty2z+m7YcwNjsDUxDkloE7qxYvjodG3u3H0kwjjrof9CKxmMwvnZT0/Dm4DXhg2TlzrOutK4SmnWd+Ua64mNb8JNsMI+zUaDYU5o3r8cclh51sHUaXvtpkjTYtafdOmpkyhOe7ctYdPiUFVOWB87+e9PIrs6mLoP9wYh1kvoxllBjAZTa1qdXkVuiqRk9bzvA77jDwcG2zZVmytxqO1CclMk14hIq2B4yUZiYAIScgHjphOSGeNVVNwUiTGCuRjjrRxMoWOAQ/3divey18RZl+HeqspYb7EcPIkqxFLr4df2I2y41EqBeiHrosGkn8HQeJmsnBHMulY+4CLbWA/qpkFqEp9CDrM+7CiD8WPa840T72BKN0YrzTrzTIRh+NZGLR1MMyfg3D2QMhgmj/6jwchyyR2ZxrpbcVKz7hwkmfWMML9At9Wm4cCot6agNOvVKmzzXet0HoZK7IrrLtyDgTH4tWddjj//5Dfwxx/7Gl52/fkAdAY2x6xHkXtazovqnP2famNY68VYnxFEZt2Ow1oFHTZEKxnMgI+zPjAG25Z1zDoFn1nn86jvhXqhVTKY+MUe1ljUrHuf+YRShAqqXlE5ArOuN6B8GUxSsx4wgBa+Tptamo3jrMuFuAa/ylhfyB/8pXj9QPtoMBS4l8ZlZ+7EP37jPgDAD1xyanReYoNr6EI3ph1M6/6ldcxzkds07n1oQzduTYwLyTKD775mPT7XjVlvPkvjUGi88UZqfh24dh2aeDOb1bW4H6SQsypIpa/h6uVN9CEsQ3dMy4RWG0LR57YtL2Sv2HkMbUKzXq1QxgYwBT4aTHtmPUe3TkpDg34UMetMmN2BSU/scvCHP3X1ZDx54XXn4YXXnTc5pylnMPB9RUgyUEG2cKA2+irMekEWUs+q+/BRy2CAdgne/045cLppt21KG+vcrN16n9MyGM5pM3oRUQ42khHuJJbamZLbcCCNYMNPfNoy68loMDARc+gto2t2ME10Gy7KQPhCqNFpUySuL/WoguGa9J0/cQDv/NAXceCcXbj4tO3R+fAyKhvtM0itVtDMejq/sM3yN0Vy66Z7CabGhXSZwbPmbYoUn9uy3I+DqVazLjmYtjEUuDncYBBuZpOWsZF1IggNsT4KZr1OwqXNYdZ1K0S8DCZXr87VxUW40U7MrNPgjnfZeyDn2oUhzYZ7BIDSwbTNngEcUiuWOmbdf+dRgQcM2mvWGxWMU0a7rOYOxVifGfjeZ23AuhnaKVTD6sXLZ/wy2HCgYdZ1ToFyMBgzKS+qA8FwZUeDcT8r06XypDXrvKHaVrOelsEE9bR+rOQlguWOZTByGW4dak1ruNLjopVmfbKDKY1Yl91+iOX6+9knbcGvPesy9joNe6ndmIzSUa+SzHoyu5g1m4EMZntHZl1axaIceftyMOVWg4B4oiyRGLng+gUdDaapSFsZTErcxp1dzZDBUO1DyseMzlBbG/FdN1sCA79+lLEaadYjZp2uM78pUnvDN0dCQ8lAUqEbuW5PBWtoiz7kNFHAhOiDXlZF51/934jMem8OpsaYs4wxv2eMucsYc9QYc6cx5q3GmN3K67caY37CGPNfjDGfM8YcNMY8YIz5uDHmdcaYpb7quh6Q+l7IOHBbBKtkMEFBYTQCtz7GGOzYJA+SIytsEO/UWTSuJGbdxG0zJHQwohEuGAJ+WXpmnaqrIQb8Glq202VEKmZdTm+Mb2zPilmXYl23eWk1mnX5PPc9B+1j9KYniBpmPTReJj4pIz+kX1VGOr9YBpPLrDdlaNumswxGmPiE9ulwYLClgwzGX3ni00Wa9R6jwXA29zCI7GGtHx5V72DqI8msM/WhJjPU7XIsKh0NRjfBsQKznutcCvi/H5Wt70ur10GzmvUZyWAWBpTPlt8vw73gJM16X9Fg2kTYoupDRoMJJUsdx/DURO54RC/GujHmAgC3AngRgI8BeAuALwF4NYC/M8bsUWTzWAB/COBJAD4D4O0A/hjAmQDeBOCDxphNfdR3PSB1PYuYWSf1sspIFC44GUz94OmYdY0MhkddPhkNhtCsUw+rbIQLhRP14L674CLX9BpnXTEohdF8qtCNmXHWE3Vy86j7oTTATWUH044GqYuuS6iTfDo4ebuGQaNZj/PRvJO66vl9GYzumq4ymBwHU2OAVz/hoskz96obL2xdliyDca4h5HdNhbKKj+rgYhhM8Nes9R3E1Zp1PdEA8BORVU8GY9i0nGHGRYjRTjq5yVQbGYxbJG2sB8y6sg1ZzXoHGUwOsz4cDMjf2/N9UMtgWnVnEsmNuBSvhXCleELiOGkMQeBpMZHBJCZyxyP6ksG8E8ApAF5lrX17fdAY89sAfg7AGwG8LJHHtwA8D8CfWGuPOXlsB/AhAI8G8AoAb+6pzjOFuCmStf5ua8TMGtBtVBIbHPVgGjtYAemXsu2BWa+rlLcpUnyMh445zHnh0cy6oFlnHHxC+Evx6ZdcyIxU25XLy+g5YS+BQFNLhBkM0WZzkGanuvTEjz6gR3tWJvhOZKNh18LJdm2b+cx6h02Rklf4cEvQhm7sKoOJmWD+GR0ag7NP2oL3vPRafPE7D+Lpl5+RVdaQmBhRCDXrHNr0H1EG4z6/Ixv4LkwrGkw6z4lkgEjLtQGdVlfe2oj3f9qVuXspEEgdEjtsU2M3V2fu3rsw69rnDqiZ9bBO8aTPBSuDYci6Nkgx6xp9fBiWmdrBtJsMZmKtN2VsENV6Z2bdGHM+gJsA3Angd4PTbwBwEMDzjTFbpXystZ+01v6Ra6iPjz+AxkC/vmt91wtJZj1wMKX6qkZ+EA5IdeelnLqANLO+JmiXPWZdUsGMyyZ14IN4FaHSsesNTveclC5nAkCHROQHbLWDKTxrPbk8GrIMo5BZZ6RF/ne5DEoGsxauszqgdPIpSFpiAEToxvZoz8qkJ3Madi0ME2eJCVC9mqHSrEdL3ulrXPjMuq5xustg+OeXmpwDwJXn7saPXHV2dhhHyj+AQhhinI8vnlV8dQ3nYGriKB6pHYgpSJMfMr1KkpB/jpRUKkgHYBz1rEdm3TPIksw6Yaxz2bKSphkx65SDqYlDgLqQ46z3Y62nJhyaWwwndnW1w/p3aGoAwW+7MWz1XmQwN47/f8Ba6/GLY0P7wwC2ALimQxkr4/98QPA5hzSWkQ6mRHrNYBGxVow2th50tyejwfADgd7BtAJtWFLMevzyUzuY8smynFa5unbdFMl3pEkbltWyoc8hJeOsZ+pg3H5V6+G5SDBAO2Y9Ja/puvGPixwWywXVD0NonkEzCA3IWgbjGw/ufwldNevalScXqUl8CpSDHFeHtr9XDW2cdW+PBWaMBdoZN1y/CH2G+nIw1YwbyTwn+l56rKPzpckBvQyG/n12tmLWnQkxcd5n1vW+PNyddHEwzdes+8cGRt7BlOv2fTLrbcOFenmEK02EPLJLbPj6Mk8a1yqn+UMfxvrF4/+3M+e/MP6/v0MZLx7/f1+HPNYVct8LHUxpzbpmYOdYVe7lSb2U/Zkv39V9Zp1PV5dF7Yo4JJxpKacY6eF1z8lskW6wrupFv5S4QbeVZh3paDDhGkO1KVIiznpkq8tlhHGgAd8JLkQbzXrdPJrIQkC3pUttLPEQqk2RVM+g/7Ktm5IK3ci9w6UIJ7kTGV8vrrsmNYlPQWrLNvWREPp0cPCkhgLj2KZO7F4WwSrpKAjdqDfiwrErPW6kQEXOCM/Fx4kTCtIBqAgA7vfpqlmnhgvrTc700WBYGUzbnXoyrx0S738Df1KrZda1v422XhI0qznR2FhXOyKx2lV6EuFIOSYcT+hDs75z/P8+5nx9fFebzI0xrwTwZACfBPB7ymtuZU49pE0d+oCsWSccTIl0KmY9ksHU/2k2azsRDWZxMJhsmS1tZOEaqCKzPi5ay6xzceZT+df5adJV3/m0nGadY1daxVkXjP8a4SqDtdaTU1CGc240GPdem9CNQvoWDFPawVT+7sIYnewqF5r+oXMw9a+l/ADq350zqhaGAxxbbZ5BF7lhLdcjGgzFDFJ16CItoPLTatZFxrGNsc5kNjQGywvNM3psbRQ8v7rCpPbUpCdBGDbN9XQGlEREqzGWpHBd46xTk/toB1OlDIZ1MO3ArOdr1uPJ7lDo57wMJpaUtoUmGEI6D3olzPMnQd7730WdtWesbxBuvbfQjQLqZstuMWPMswC8FZXz6bOttSuJS+YWUt+ziHc37KKXdcHKYMbHKQdT1xgbWW1nT6ch46wPuB1M0yxnDe1znaPl5qLB8KEbdXXwNn9QMAgmGGzXLM3QhvX08kjUyWdsKgORY9a1S94hsncwFfJKvzT09XIRXkZlo43I5LO9sQymzoe7lWVnErayGspg8uAWof3ptnbYpKgqh2cx3VN9hJXzmTrJWHcrlG+sSZBkMFucic+hY2vJ0KsUcqPBaAbFOgkpbeFWCoi0BvHKLQXJaX3X5vzIzN6KRUKzTkkr+Djr8TGK7c5BbjSYaHXU+I7U6jjrpk9mXT6vKSaaJBMrrpRkSQsz+e9M5DaGrd4Ls14z5zuZ8zuCdCoYY54B4N0A7gZwg7X2S9prrbVXMnneCuBATj36gvSgk3HWyQEjTwbjGoMcM0PJYMIQUXxs7Okw68bQmj0+f0N+psrS5kkz1vzLVR1n3XNy443/SZpgsF1Z9Z1LNXrT1MDnayHr//T9DAcmOWhTqG1/buIXRTwRZVXAmlBWV72jW04I3cZkobSo+k9tSMPVdWlhABytPq8EE6dpO5guLQywvNDVWPe/s8x6D5aEOs56oFnniu7TWB8Yg82LTVseOrY2WbUE2juYJifgSpYT4Jh1+hrq99Iy61K/bSWD8fKOM0+tYub8/l1XgHKuHw7iOhjjb5QY+hRx4+WAWaVvgz6YdS7OeihZatvcpAymXVZzhz6Y9c+P/3Oa9IvG/zlNewRjzM0A/gTAtwE83lr7+cQlcw+p79EOpvEVuXHW3YE1lsdU3ylt6pJjjcmbItGfQzQ7mDLRYIJjpGZPKW8Rjfqw7BbMOvcbaA0o67E9muVsvy00kSTiyY9chudgOjYMOWNds+sqhRSznhPxZGrMejjJITLSPoPkUi+lWWdG4EWPWQ+N9UwZjOtgqhjxu4ZtrMr0wTmY9qNZd1k0wccm0MVyo3Kb+QPPrFfnXIP9/sPNArE+znr4PTHJV+Vp2LQ5oRs1K4QptArdmDDIkjuYMvlSP0mXGOtAPrMeVs7Af5/HcdbpvPr4bWr04mAavPPqevv177CKQVxWNkVq8MHx/5uM8RVt4xjp1wE4DOCjmsyMMT+OajOku1AZ6l9IXHJcQOp7VUgrl1mnWR+VXtZJIzFYExkM8WIOZTBHVmge048Gwz8QErNObQBFLd3JzLrzmU+W5WDK7WDKR4NRataD78kBEP69u6zcImN55cpg/JWU6j/LrAcMjxZSdJkKeifKPsLWaUA6eatWt0IHU16zzt3L8mJTTigfyJbBeJPZdNt01atT5XgG+oD+3L6s5rPka6HVrLepEteu9e+8xQlHef+RJqiZNna3Zndd77ziJiYpKGkLcz+kDIZYCc3FjjahGxNSh0izrhz/6Q0Ju5lKXXcwjUKABv2c3RSpR2ZdswqcQqihr6nA3mUwG5Ba72ysW2u/COADAPah2rTIxS8B2Arg9621B+uDxpiHGGMiZ09jzAsA/AGArwJ4XI70Zd4hPTIW1nv4+B1M82Qwrl3BaR4pZt1d6v/qvYdw1a/8L7bezWcedcm0Zj1OTy6rSsy607aiDEYIJxfXKz4na9bVovUJpE2WJmUGmv6jK2lmPbInEwOfu+IxYdaFuL1tmHVrxxtsKcKAArKfRKrN2jIpmgkiFdEoRKjrr42GtYxt5t3VrWNr3WQwft3S9e8atpEqh1v9avtS5sqSJoWjwCDgSm4z2eMm8XXdtizTzLqWsc1dLdPkOpEMkOe4a4iyOhhXNdqs5qTssVCzHjPr3G8WH+viXArkymDiyU/YxrGDKZ1Xv5r1xLtKUVAUHWlSb38iTRW1tKAjSoBAIrVBrPW+djB9OYCPAHibMeYJAG4DcDWAG1DJX/5lkP628X9ncm9uQBXtZYCKrX8RMWh+31r71p7qPFOkmPXYwTROp2HWXUPK/XzqjmV898Gjk++1fbZ1aQHblxfwwNGG7dE+3L4MRmLWqww5zTrFIuRp1unPVFnSdxf0pkhG0Kzz5bqItXlptsK9d18G0xOz7iSo++EqsynSYNCOWQfGzspaB1ORWZfLSW7AxOab7h8p46pedqbDYeo1664MJvwtps2sp3Y1zi1TqkMf0WD8l78kg5EdDifnWtSh3sguLL6+v61LTZt6MpiWjG0vq0umTqvPn3RG7YG9bTOmeFcQv3u4CVZYRg6zPkvNuo5Zz9Gs92OtJyeIimLCd15d79RvBQDLC02ErFQdvIncxrDV+zHWrbVfNMZcBeDfoAqz+BQA3wTwNgC/ZK29V5HNuWiY/hczab6CKjrMcYdUPw6XaNtq1rkwbT90xRn47F33T77XhvxgYPCy6y/Ab72/cQs4mnggarjPgKxZH5dJxgSnN0VqH2edTxeekcZPbmdQXrOulMEEg1Law95fZXF/myXWWA/ySHQbl1mf7GDKGLzS6kIKayPLTmpiZp1H6sXe1ljX9A8tu0SxR+4zXk/6RAfTMVYiZr2DZl3x0/XBrEvPr8+sdy4qePnz6ULNOi+DaWE4GoPFYWxMTJh1RwZz3yw063pbPStMMJWvQT8rJLnwtq2nEgTv1HDoloMR+AZklxjr1fX69qF2MDcGooMpK4MB2B1Zc5FaUdU5NdNx1kNfLiqr5YUhHkjsi0mRIBvFWO8tdKO19mvW2hdZa0+31i5Za8+11r6aMtSttcZaG0yM7bvq48Lfvr7qO2tkxVknnC4BJbPupHGN42cdOMtLd+c9hyafX379BXjuVWdPvu8/dVuyHADeCCktNdW3TmrWWQfTIA+hGob5HEIbuquuQ1SOKIMRCnbga/PSjjShUaFzMNVPdAB6ZzxOThDuyJiDylmZkcFEmnW+QVP305cMpo0UrW5Kij1yGfJGs07ns7TQnwxGksNR6MVYD+vATKj7MPKoVQwKes16uzpRk+cJs+606f1HXGZdV5YkK9Kkl9JQfUJineNVz/xdMndsWsDPP+liXH7WTrzrRY/Mu7iui/M5rVnXO5hW6f2z3WUwelOLYtZDx/61YLWN89WYqWZdkYdBMMki9t/gyMplhQyGqssGsdV7k8EUJCDKYGA944jbwVQzu9+9ZRGXnbkT//iN+/C4i06eHD95+zLOP3krvvSdg9E1xhj82rMuw0WnbsMXvv0gfvzqc/DDd3w4WZZrYEmOXfW9sNFgCCMpK/ygc0pMFr1k+LQss96jg6lBmq2oZDBNGi/sG1OXyJEqUSc/GkyKWW+3ZA2kNtgKvgv5TEsGE77W2kyYKclXPcGi4uNzxrP7YoplMPL9hXKMbGa9BxlM7B/Cfe5uSlCrGBT8jVd4zXLbKlEGXf1s+dFgHAdTdZx1/3vqd1QZTpOJZXwutZI5CpjQ3N9xMDB4xQ0X4hU3XJh1HVdHavxN1THnXdHdwTQj7XBAvP8CUiVnU6SeVj36kF5Z+P2NjAZj6D6p0axPIhw51+euRM4rirE+I0jd2Fo/FNOQ6axaGcyfvOxafPrr9+HAOf6msS+//kLc8iefAgBcesYO79xgYPCSx54PAJ62XYKnWWfr03zWR4OJX6NKW13U5+WEgyQdTAeGHbT1zHreSy5krdwwflQs+PoaF2kZTPzSYzXrxmQt6bpYGwlhQMPvomY9xaxnVWuC2CCimPXU71X9p5hxcgdTjlkfSjIYsQoYGoPVoJ+F5Uroh1nnn7W+Nespo61GuKrFDRXtjXV+N2GXWXdlMFrGNmeTOM15wNH3Eg0h/SxV3sE4lmnL9mE++gZZfN6z/0wcdjf9rogn122RI6NZoBxM4ZMkYehGrtsP+G6ejdQtaJ4ba+P3bhh4wIDuvxpmvWmi5vqNYar3KIMpkJHaFCmSwbRk1gFg0+IQjzrvpMiwfNYjzsRzrjwLp2xfFhkNLUvib4rEa+Zq0BFW4sGE2xSCgzZuc47TKr8pEn2RdvYexpNND4D+wK3ZUEUj53Dh3lNtpEtMTRcHU+6tkrcpklw+t/tqLqjfJhW6sa6bZ6yPJ1hum6ZCN/qa9TwHU8nBeHbRYPjvviSmc1Gk5IhCKIvgim7L9lNjRn2I06xr5RHRM52ZnsKgsdb5c4q8OdmCquyeQP3qKT8wqQph/9XKlThkRYNhCCxvB1OtZt3084zV9ZKg+U1ruoZi1918qHeWjln3/wOFWS/IhCyD8R8+LnRR1wFjMDB4081XpNMpi7HslwbuQ0dKS4i3Zv4OpvTnqKwMaU2+Zl07IPiMlE4H2KRZUWxVnmtMU45L3NbgnTTrErOeIYNJhm5saatrtP61bItnssbG+jA21v1t5mtjnc5HdjBlbmBSR3hbvGqfjxrTdjDNZfpT8F78wm9vgzE2Z7t5DShjon5WXGb9sLNvhZ5ZD74nAS0cTAAAIABJREFUJQmqbMm8U9dTk8FcqUUf0oyUQRY6FHfRrM/awZQKEuCFKI02RRJkMD1x66n3iuYW62oaZxC11hKSpfhaLqCCCxO9MYuDaUEmpH5cyWCa75SDJdB9KU4L7UCq2RQpxawPicGEepHKMhhDfo7SZeTJhZlkNetKAzGMBpNezuYHQe5FTzmASaAcTMNl1hrVBEPMjoWoWc/ZFClRfnoDJhpag0hi1+tLXMOtjuATrp4BArPuhW4MjPUEtx7naYRzMfox1vk6cZ/bl9XkoXUwFVQwHZh1hoyAr1l30TYaTFI/rDDQKH1vDWkSFZ7jyCUJfbzKUvfojmHGEL48GROSWcZZXxgyDqaCIzXX7asgBvp6Skj6Vyn6XD2pCpn10MeGlMEs6mUw3kQuedXxgWKszwhyP/cdTFkZTEcnFy20A4tlPrtwb4OLBhMeHg7yXk7eKdGo1+fJSXZ4zXoLB1OjeOkKDGBfmnWXMakZdYlZb2vMrEnRYCJmvb0Mpm00GO1qjsaQoWQwrjwnqVmXZDAKzboL9+us4qxLfdBtvz6MNmlJ3YV7Sopg0rZKpAxmwqwzxrp6TM99ptM5TgwbUrOuHG+hG8dy8tfCZ9bj8+HvHcdZ199jV2Y9f1OkoK7wn2s9s66vYwopZl0TIrKudjjBDldB2jLr9Q/n7ZK6Qaz1YqzPDHxHDx1M2TjrM2LW1cU4TwE7s3fue0g8bJSmjtYXSgOrjqnL2cGUkhxJzLp2QPAHpTQjJTHr3Is+epkm6uTe02gSDYZeKugSZ3004o2pyFjv4GDadnDWhryU5GiUDGZ1ZDEaWbg2d2Os03lJMpgUpN9fFQ1mGqEbnYJzJw8ptNGsSwZmW4kG6ecyvu8tS3SbtmfWE+k1zDqTd3VMGG+JtGF9nvmIM7EwMHjIaduxd9tSlEcvzLrHnsa/e7SDadZqrY9ZatYXiJX1cLIRDgncuEq9X9si3efSoDTr1gaTDUP3v+UFesJL1cF912+UHUyLsT4jSB3dor84631A+wJ1HwHJwaUGH2c9NpIob3gOhvkcggqHxYFiUioJCH2RnlnP1KwzEzeA302zSzSYJnQjnZbSfmohy2CC70Jz9vXySeXLTpKE+2+WYY2vW18beROgZlMkOp8umyKFDBgX47xG+Htu7cXBlH/Weo8G4zyq2h1MqYhTzbl29ZDjrHdj1rNC2UJ3D5IMJrcNwn5185Vn4eO/8AN476seS05ietGsJ9jTiK2NNOsSseOf6x4NRn/9cDCIx6KBz6yH/VwMCNDTgKndEE7ChFn3orX45jQng9E4mFKrRYVZL8hCclOkhOc60H12r4X22c4N3chq1gkWIWdjH/dUDlsi/SacZp2TnqiN9UCb18VRjOsPcZx1uQx/eTWWbLjoMvhXoRs5GUwY8YRvz7YOrilo+4dkYLnXhLp1elMkuozlIS+DSYWm1EpQuGPbe5DBUM9089lN14PR5vZfoW1CzTofurFdnRYX6PEN4Jn1tg6mKRpTcwvtZTBU+jARsGvLEgaMbK6jqiQqk/rZw7j64ZgutVHkYNo5znrHTZHgr2iGMhhRs66vpog+woXW9YykaxoZTEacdST6xvGIYqzPCFI3ttb6cdYHdGftqpvTQs+suzIYzsG0yYuLBhMeHZi8ZV+tw1o8AeDzpDXrvARELYPxKqRjK3g5Rk9x1ofuS6D6z00+hoP2MhgbDMreOSotg77Dvk1A6EQpcCsagN+nQt065WDK3UqnaDDCZI2a4IWTn2k4mHLSlz7ccLQymFCCxpkxbUlUWQZDM+sqHS7yfHiq9Jqb4Pug1AZ0ep5coV5bfWvWqfHK+72JcUuqQXj/3R1Mc9LSYSa9OOtqZr2fCXFdLwmaYhoZjH8voWSJdDDVGOvBf2DjhG4sxvqMIHXkUcCsDweGHEn6WDLWQMtcuuQrP7N38mUM4LBxKDZGZMyNLl3sQMgnpjXrPexgGrA9aQ97/p44ozF09MmJsz5h1hmKUpLlpFA5mNKI46zz+bSN855CPGmkyxkqNOuA/3I5tjaKn3GhDNFYT0aD8b+7RVDGYdinpyODab5rfUz0ZTWfs6LBMEX3Gmd9nBXHrO/ZtqzKO5YKptIr8qxJSJL5FkgP4phorBP59/MEy/RpygCU3yn+ye4Opvrr6dCNvuY+HJ/5aGyzY9ZVj01dTfens3HgBSovjWa9rqP7+20QW70Y67OC9MhY+JsicWwqJ8HoG2oZjPNZE7qRGvCGA9pICo/lODyx6TKkNbRmXQjd2MLBVBNWqxdmPVEnXwZT/+eY9a6a9e7RYKb1GETsJVOOFLrRbXuJWa/7EdeSoYOqi2Q0GOH3odip8L6nH7qRPt4WnpZX8MX1N0Xqz4ip0UazTjlfUohWKhK117RrI4Npd71Xn+j3lvPqPRoMcd5zKEY8bojBCIJTs9WsUzJQ/7mON0Wi86JWqduij3ChtZ0Qrob5/iR0WRoZDIg+XRxMC7Ig9vPAG5oLjzcrZl0bm9V9wCTNXA2OWacG+iyHKoa1i8sKLhN6P61ZpyPaAC0dTKFbWmSZdWWc9aQMxjE+a2adi1VeSYHk/DiMRv04mE5LBhO+bLi+JP1mHIt9jNOsM3ktEqEfa6R6msQgUi+88D772aiIZ4I5w70ttHHWw1Ut7vdtu3IjxVnfyjDre7frmPUo3xSzrriFyQYyRFpZBpM2vk3iN+7jEfYMMvJ3DwiwjN81HAtmHQ2GCrDgxVmPJvDMeE0Y/m2RGvc1t8hp1jU7e2c5mAbM/UZAMdbnAFU0mOY75XQJdNfN5SDXINIx6/QEJFriHcT3L9XGNwT4dNGmSEKe3MSiz9CNhmEQXFBh0Wqo46wn6uS+iJpoMP1HF5BlMMF3IZ++Xj5xvv733BWN8BqNZp37bd0l3yjmfTIajP+dc3qtsWfbEh63/2QAwI896hwx77bwjDenCn3vYCo1Tahh5mUw7eohxVnfTGjWlxYG2K5cxYjGw8QzoHlGJzIY8pwwISXL479Pj1l32FnivLvKMjDU/gN6Yqe7g6n+fimyLiRJtMx6n0Nln9FgQs16KINpr1kfT0CdYxvFWO++3lmggtSPwzjrlGatPj4rDIy3YzkJ1UPgVJnS+lJhGimDUJL8Ge+zfgBuE2e9c+jGYCk+9ZNW5xmjkWmULi/2+iXAadbD5dgcjEZ8n4l3MOXbc1qPgWRwuNCEbgQCY31tzXvBTmQwzG8ja9ZlSJM1SvdpALzrhY/EV+49hH17tiRy10Fi1t177mPiJTneuXDPiZP6lgKZRcKYkJj1k7ctq+8/R8KnBaXvbc5JdeHzor5PzVh3PlM/u/975zmYhm0iOZVrkMesD+L2CQzYkFmXNOtA9Zt1NVrbRC4bGH8iUY/zEfMdhlVta6zXE9DERO54RGHWZ4SkZj1yPovTz0qzDsTh4ij40WDoNO4Aw4VDpGQwORpN/+XP15eK586Bcggyhl/daLWDKXQDIM+s0ydyo8F4Dqbj312MBtPyRRt6/bvIYdY5SUFXaPuHuCmS05auDOYoy6wzxrqrWc/cwVQynChmvZYInLd3a2+rFpSDHFWfPsJw6h1Mw/pwz0+7epCa9fH9bVqMY2dr9epAXNNUs6kkH8b751+f+btIkwmqLr3IYFyDj9wUyU2cNy6Gw39XZj1fsx7UJ5hsRMw6uxLaXN8VyWAIxPlwklJX23cAtZF/AdVcOhlMMzlx898IKMb6jCAxw9b6soPBHDDrGrjPgGZTJC7Gc6SZJZh12QinP4eI5QF8Wi7MJDfo6R1Mg1EpAdnBlD6es9wL+C/TWnIRSS+cvNpqekU9cfhdaM8+4oCTiAxMOllbB9PVtXhTJK4lw0gyLlITw9xoMNNQFUlhUt1u20c0Wl+zzqeLNevp/HLAyfzqPMNJ5l5lJBhAXqmgoLmDOg11u/K7Jm18u9+prPpcGQCYTZECzXoUZ12ZN9DdwTSLWR/GY6wJ6hRuWpciy/p4xDX3EP6ssbFeO5g2x0Y23iywtQxmMgF1+kbyquMDxVifEWRmPXAwZQw0yUhYD1jmswv3LrhoMNE1jDSGAxcWTkqXypML3chdo529+2SPZvDjtbVqGUyiDPdFVPdDXrPeftK4NuKjwcRvG3/wdjEtYz28KzZ0o1IGsyxo1uufjivDXUXrUwZDOkFOwVqXnt+URCK/LJ+l4+CekaLBtK2SJIMB4ljrOcZ6bAwnJuCKm5BkMLkTFu3vPTnW86uszQ6mEukQGesd/cVymXWqPSUH0xRZ1scjntOnaoTEkSXShTtbc/JQVTSYMbxiN4i1Pl/W3waG1M+ttdESOcl2zNDBVAP3xcgPFk2dtdFghoQORhwnnHM5g5I0fnKSna7MujtwaOoaMiouOBlM+KJNVc39XVIOplykIg1CRyIXErMelrdj02Kr8lPQOiCLMhiOWV8beasVE2adycq9tqsMxn8+TPTSm47DLv/8TjfOOp8u1DCz0WBa1omSKS5Ixvr26clgVGPLhIWM0VmzPnA/T2eCmJI6dNKsB9+7x1nPYNYpB9MgZK7ewbRm1vt9zjiEScL7rn+T0JYO6089m0vDjDjrXv4bw1ovxvqMIPXzSAbDGIVdl+L6hjtesKEbnc+sZp3Y8COHWTfMZ6osbZ6cZp27RKtZD7fATkFm/5WPb6JuFGPDyWAkJ9sURpavSswUuWX6aXdsnpKxHnznmDfpOfQirwShG8PwrICgWRdkMKmXT2yr+weWg34zjVFFZlqb432HiRQ1604zGsPfd9saLSVWLcKNkXKY9bBS6ShS+iw1xrdQlXEeoSFM/95SHrlIRoMJiJFIcy3dY3Cq+w6melOLXvXxbQItsz5p+x4aXPOsRsy6QrM+ClZce5HBKCfwxxOKsT4jSFouCxu8yOlxZB6Mdb/eDbjlZ/c+eM16eE2XHUwl1pO/LgTPrNPpOQefEJ4MRsl+sbG4lcZ6G2add1jiw1emsDaynqHJ9SXA709hX5iaDCYyiOh0cujG5nOkWSc2ReLe4b6DaShQbT5yz5SL8L6WF/1Cp6Gui9vSMJ/7LYtbEQLWaQdT5wbDjZGyZDAEoZGTnkLDQlJjnZA3adzz36n27GM1x2NPSRmM+3vTOnAOsQxmug6mF52yDQBw2o5NOG3nJtLnQ2LW22jWcyfKGl+l2M7x220SutE5HNY9Vwbj3kczN3HeLRvEWC+hG2eG+OGrQyNWzLpzbkBvEjwPDqZ+vZungH8gmjqTOvBBfKdD4pgcklH38ve17fILgwvdyF3TKs666oXKv1T6irvvRYNJMuvtjZlYm+g/Ay7cr2G/n54MJvxO36ccurE5575cDq+sRXG+Ab4PLA7NJNzaaLzyVreDr72OQ6ymlvtDJ9P+9/KkVrGcz07xvYRudBlW5XM4MAbcZqfSZmkSaGO9+dyFWU+tloRQvSoIFrIpL9OQi8iV5jsVRaTvSRq12hSONeFwKd3irB1M33TzFfj8tx7ANefvweJwQBJLbjuG0jhuEzuKaa5BjR0SNJGbYmMdeOUNF+IdH7wDAwO88sYLx2U3CcMoYbnMunsfZDSYDSKDKcb6jEAbAlUnql7IgYNpGDpq0N9OZF3g1ds5rtmUgYyWQLDolEGoZXq0DHzK4KT19fx1rXYwVfyc1CpDDa2OMlW1IWGsrzH7tg8HHWQwo3Blge5LgKxZnxazrpVJqZl1R2N5eKV5LbrPAdeUxlTGX7176craCMNBlV/IGIatF0kSgu8hQzUNDkAy3lKGXJey9HHWDYxhDJyW9SAdTD0ZjM+snzxVzbrCsHJicIeQfhcNE+9+z5XZaJFiT33JIaVZF+4xODVtY/2krUv4kUeePflOjUWuz1rYz1M+Y6Swhhg7JLSRwSwMBnjFDRfi7JM244KTt+HMXZvH9WlgEZNYVPfgmHX3PqjJSWHWC7IQ9j2331sg2oq8b2/0vjBgHgJu9urWmtLtEb6kpNOptATnDkTaeOypcYcyhKXdRPWhG+n6cDDgX8zaPpGKVEMb60x9jL+TXg4oZp2rozSp2T4lZj0E91tLG6Rwu4UePtYY696yLfPjGmOwODA4Nv6+sjbCpsXaWJfrGDGIwfmZOJh6E2P/FMeyt4XbH/Vx1vuXwVCadfe37sas6yaSzfl0nnUa0viWNqEj8hbjrJPMeg/GevAODREx6wP9JLVvGUxy98+B/Psa+BMoV+5lg3HVz2d8PTlhEqsUQUUuhWUMqt17n/tIf2fkKBpMUC+qf3DGun8f9QTUmcilq31coGjWZwSJtbPW3xSJcjDp6o3eF7x697EpEud0SgxWHLyk4gDsJpNHnukx604dVC9UPnSjVgaTmkh4y6tjRp1l1gWmP4U16zsSifmsA7OuNYikF697zn25HDqWyazDZ2rdyfxIaBvqWPg9NtbpOnSBZKz1HbrR32CFTxfuYMqNAb1q1t1VhOD0zgxH6Rx/G0AnbZrkoTC+/bxjSL8x9bz00ec8djbFrBMkg3YVFuguOUwx81EM+Kiu/mq7e29Sn69/hz4mTJpVMIpZp+Az31oZDB0NhpLBeldvEGp9PizAEwAUe1zDwnfoozYKmh9mnX4xtnYwJQzzwYB6OfH3f8VZuwBUA96lp+9g03kMfKI5uXjU3HXq8SAzGgw3cAEZMpjEeZ9ZH//nogsMdMuhFCqvfycvwcgKmRYXywsDbFrk7333lnbMe3hX/IqGTgazzBjrA89Y5w1G9/d1Y62Hm71Q13oIvoaa9T4M5hBujtM21rUyGD9sKv8st60SZay7v7XbB+o6aJGz+zKg091PZDDEudzfRZpMTE0G4+UR/+5hRKmYrebrEEc1mTKznphgG8Mz61KfF+Zj+cZ6CwfTWvYSpwvGfu8W6BVsXrMev9dTqy7HI4oMZkYIBwZ/ZukbR1SElHlh1sN6Tz5z6Z3PHLMeHqVCV0rjyitvvBDn7d2Ki07dhlN2bGLTebF/EwMVHxOevm6qzDpzTsv2pGQw7kRwbcKscw6mXeKs8/KWUEYladaNAbYtL+LIytHJsZc+/nx86HPfwb2HjuE//eRVreonTahdtAndeITRrEsGoyurcMM3+lIq+lrpe8hQTYMGkDTLKda1S1lut/3avYfwL/7vT+Okrct4082XE5p1Or8+jXX3/g4fy3HnCxC1YVZyEtLGXLKPED2Oc9/J/HvZubb5TA1XoW9H1NeEewyTdmbWE9eHdYulY4aUKwLyyumk7RXjRAq6aDB+mv2nbmfq1Xyu3gv+OaqPcca6m5SKcLRBiPVirM8KIrNurcesUwbRPIRtBOJ612i/KZJSsy6MLJsWh3j2lWdJ1Y7q0k6zzl+njrPu/M7apWru3rWhG1Nw86/VFmG0ATdttx1M6XLDF064hO3DYPumBXz3wcZY37V5Ce97zWOxNrKt9aXShNqFvClS89kNkXjo2Orks8vScb+tgfHuQ/o9QiSjwUQOpv2PLbIMpvncR9Ecs/4HH/0KPnzHPQCAJ196mq9ZR/8ymKUFeoJfI2TWcxA/AnlMLZMrm1VuG8TjdfOZIz66ws2BIiRCAzBrUySlnEOLXHKIDLowcPs5nM8Cs87b6p1XTzRp9p+6jUnnP7PheE+VxWvWY/LDn8htDGt9PujaExBhjGl/B9O408+LDIaPs56+lhrwqDCN1My6j7lKzvI7VZ7EKqsdTJ3PmrFSWq7v6vQ0ycf5XSbMOvODdokGYwNHIq8vCTIYSmu6bdnnGepoSV3apC2z7rJu7jUus85p1iV2183Xk8EQmyu5qB1Rm7z8NLPQrIsOps6BPqLBcKt9377/iPc5lA+xbd+yHilm/cpzd08+c/IADtQYKabPMKz6MeR4Y3NaPFN6UySZAMvZk6Pr+zdl7Kf2RjDGCA6mfL4TplkxqU9BF7rRT7P/NJpZ9zZFChxkDWgWn9Os+3HWzSSPGhvEVi/G+qwgM+sgHEzDmf18GOuczlgTunGojF1eRcMJ8ulhsd7NITXuGBNv/jMwwHl7t7LXpOQmVRq6Phy4JUFAjkrClUnB2xRprY4Gw/sgdHMwbb570WAiGYxjkIYvWcROpn1MZrUGUTghcNvPM9YV0WBYZt34xt+Kw6z7jGF8fRgiMEyx3g6m1LJ1X2W5Bprb5odX1tQ7mE7LwfSljz8fDztzB87ctRn/4SevzMo7PxqMxrCi866uT18npTfeOXrc74qUQRbtYJqQmnh5B/XrvoOpfH04xpGadVcGo1jVrq9z//tl5NVTI4MJN3CrN3uK6uV8toE8csAw69xvQDPr8kTueESRwcwIElNsYQkHU//6vljUruAMLDZ0o5OejLNO3GuuZl0Lt3jNwLMwNN7mQANjcMauzfjXT3so3veZb+HVP3ARnv9//P3kpTCycdi8ED6zrnihMjFnq/ppHUzl4codoOuBnzPWh11lMIxzpMSsU3HDKWa9Kyg2i0I4SVocDHBkvMWOe0m4KVINP3QjVxcTGOu0Zp267a1BiMCwjOUZO5hKRIXmOUyBNdadNj+ysuZHIiLGnRptm4N2MG0+b9+0iP/xysfA2vz7DlP38Yu1dTDVyGZ8yWHeZEALf0WFkMEkNOvS7xzWr6uDaYpMCLOnnGG9fq50MG003Pw5/xi/UZKGWb//SCP3WxoO2DC74Q6m0USamCzxzvjutXEaDYl2PKAY6zNCzNr5hkroYBoO5rNm1i89Ywc+e9f90XE+Gkzz2Zjmu8uIa502KdarbwZOk1/E6I6/vvgx5+HFjzlvkk89WI6sxTDxGvVfIJo6C3IMtYOpfN5j1keysT4IlmNzEHr9i7+Bmy6UwQDYFjDrXV+mgJ69DMsaKmQwh9nQjfwLyGWSVkf6aDCbI2bdTzNzZl1gNPuRtzWf3W7rOvUeOrYWadY5k7dt3Pkwyg5AyRv4SYIEacJDQTO+TapGGd+Zj5NERlF59cOsy+xpvINpbACzeYfGYseOmrrfUCYTv/8kZp3PV1494Y4xY39mG1zIsOph2dRkI6zb4nDAPjces17/n625NBPMB117AkBysqo0637asK/NWrP+jh8/gOdfcy5+/OpwM4Pms69Zp2ULnqMRM5MPj1KhK3t5+DKNhHBwSg14uY4sOgdTIRrMVEI3VqlXOWN9EO+uq8XayCKMdT2po7ApEqWH3REwNr0w68F3XgbDT6Tda7g46ypmPXAwPbZKa1RJZn051Kz758OoClNh1r1njZ8E9RENxtO/Ov32UCCD0Sy1d6nOIuFg2ocmH5ClRBQ0xaZ3t2SuozZREiYTVP/qZSMuNwtSBuP/3l2Y9a4r25SkUvoer/KF42XT1yXmuG57bV8XZTCZv9lFjHMpQGnW/VWvqP3HNkFKzlN/llZtj1cUY31GkJbYw2gw1A6mfTCHOThv71b88jMehqddfrp3nNuAxDMgPGOEZ9jq87QMJj7WFb62TcM8aYzp5rNmUEiF3aPynzazvkAY6yOWWe8QZz1wMJU2s0mHbgyZ9X6NPqrcGuGL12XF+E2RVsk0ErPuMrUus+5rcePrw50ywySz2MFUiryUkkjkwmfWGRlMwKxzviBd2iIVZ71PpOqZ064pA0gD2cE0bdy3AUcc1fAijCDvt4iisfWsWU85u4bvxXoFmmLXNcw6tXxC9n8+q+ydqzm9eliOBaJVr7B96jErNfFrJqBu/hvDWi/G+owQsXZBy68FzHQ4rnRdhmuLaAMV7yu9FOeySZpaUyHzphMNJi8/jQGYy6x7ccbTVYAUtUIbujFHs55i1qmJpBah17+nWwzSpiY1oQxmGg6m3G1KDqZuv3UZ7CMrIzI925bGv6cVz3HLZaHiSzeH0WBSMhi6Bp3gPzr8s9y/g2lz/MgxXwYTapipkruMM6QMpqeJUExoJNIr8pT0zFK9qVPRs+PtacGX3QUhOxvCBpPaWNbI1yGSYfSsWdfcPiXvoCLCqDTr1G+QKU/K/c0uPXOnkFfzuYoS5stDw6Lqdx35zDr3UZ/PJdGOBxRjfVaIBlt/oPHirBPakD6YwzYIDULuxeg+bF5dI1YtLiM8Rk1W+njn5WrWVVIZj9VLpw8jFKRADVw19JsiyecpY13UrLdm1vlIJvIOpvGLLooG04tm3f/eLnRjc3xp2BjN7qZGXuhGri7wHUw5GQxlVKVkMG69wjr3BZ8V9M/1HdbPjz/tyGBWgmgwwbNHj0XtK5QK3dgF2TuYKscWLi9ZBhMj9ksw7LnqWLp+KXjsKTFchXKx2IlTyLvn928bmR7lOOneg+srlcojd0JG55VO/9OPPQ8AcNmZO/G4i05W5TWy8Uoqt7KRiiw0Ydbdd0uy1scHioPpjCANtrGDKTGzX6doMGG5Q6/eaR1txLggfnjCNHQ0mD6YGL5MOr3GoJfZnRAh25POX5LB9NMnso31lr9FtSkS7dsQtt2ISQeAjAbTjwxG/l4jZMk0oRs16V2IDqYJJ93NoQwmOD8LGYw0MXbvv+8dTN22CUM3erpYE4fHBbqtMlCT575kMNq+2ZxPl0uxkDXkaDCUcR9eL+fV93hOrR56mvWBAfyognkOph1X7qjoLikzsqqDHX+ujlHMuvTaaYzXdJ1S0Dyrr3/KJXjuI8/BuXu2qPXv1qZlMBNmncjSW8knJicbZVOkYqzPCNJga61vHFEOpuvFrIe78vkDpPOZ2aiF0uKFowvJaIbtpa8yC0rbJkHT5F57jPh0kzSZMhjZwVTXKqnQVS7rk44G094AiTXrTh2DtJwPBAA6znovDqb8hNpFuCS+wOxIqjHWDTPfEkM3BkvGIbZkboo0FWZdyH/XlsY5ePfWpc5lURPm0cji6GrTZkdWKM26nFcuFonfuzcZTPi9h3zr54puh8y8DP/sUHn1Mp670WASDqYGeVKU/h1MiZBWCVATHm8Vady9xTjrk//pCVayPopOYYwRo8BEFUNdf99aD4uqJWb0xI/IlpnAH88oxvpyLNfnAAAgAElEQVSMEBnfwTLNKDB245nl+hjrkgyG2xSJ0tpx36tjwUBPrCz07YimWYZVSWWYJXgOXhLNZECoR1/Mupv/hFkXdjAFKuOY07VzGAU6GO++ovLcyat/ppLB+NFgqA23sqFkL8OJsxsq0TWEuzLr7gve2xTJlcFEzq4mqUkPo8H0YzoFOQoT46ddfgY+9Pnv4NjqCM8+cFbnsihj3XUuBerQjb5mnc6rfT0ozXpfcQGm4cPDj9KyYUadkWSLXMjerpAm++Exagt7qQaRDKNjg7cZn6gJT66DqahZJw5KI3pfE8+q7OZz5Mtk4mhw9USLZNaJ8bSPTRTnDcVYnxGoXTprWGs9JnNIyEDmRbMe1nvy2XN6c1/Ufn5kHFcizTSiwbgPsE6znpdmGqEbJQfT3qLBOPmkHEwb7aTRifQdrFnet0Fk1omJWyiD6eoAxpVDIWz3x+8/GfccPIrvPnAMzzpw5uQ4ZbwBIRNP18XAeKtaPrPO13Hz4jApmZgJsy5MjHduXsR//MmrplJW3SVDY/3wsbXIaZn6eXvXrE+LWe/DGBlnQbdDRmUgPzu5O6S2Asms++V1C93YrcKhsa/JjWpD0sFUGIfrZ48qL9em6FOJG8tg/FWQKMCGwKz77eT/r/LfGNR6MdZnhGiwDZh1L8464WC6XjuYSvpW9xHgosFED5dioKdWFvp45+VGodCx781nje3q62bT6Sujgk7YW5x19wUw2cGU1vTU3bCNEWIDBkUM3eh8phixqWjWg++8g6nf7ts3LeBDt9yAwytrXr1UMhjutW1842+VYdbDvrF5aUhEV/K/zyLOeq4zd19l1c+Xq1cHiB1MCUIE6DbOVONWMBZOSbPeT3SsmoWMIUaDoY6F47VXDl92F/jMejzKpX9v4R4jZr3b+7fN+8yTd4w/Uyu5Os061deJY2J9+nuOw0XVeBXEL0vSrFOreJwfy/GMEg1mRoiZB+eLjR3qopn9nDDrYb0nH5UvKHKgD7/Hc5VejHX/oU6n17xQwnj5KeTGWZeWMbXSqBTjTzuYyvVpY4SImyIFL1vREdcg3hSpj9CNSoMoLKuOkBNOIGK5SQXNpkixDMZ1MOUnfJuXhuRL3kXI+E/Dls6dGPdVFseshzuYTkOzDhDjZW/Gev/kRZ1FH+0grYRShn8vmnthsg8EbK3JY9bDU11lqO2iwcST+tzQjfJvHB+bnQzGn3REkXsiY91E17npa0yYddefoYf6zgOKsT4rCIOZRSCDIZjlPkLTtUEUZ51h1v0dyJrjmpcMJZXRblCTg/zQjZo0zWcVs+581u1gytdFazCnN0VyGdzKKOSY9Ymjk1A0d26N0CZydbSSZh0mCk/Yt0wK4A2K1G6ENTgZjEazbozxdsT0NOte2f71mxeH3l1QuccymP6N6dyJcReQmvWAWT+8sub5YbDRYDrWNfzN+zRwfPQ3OdXsSJqCxBxPSwbjZpGKs15PqP068JWIQwd2e/+GmnWdBDL+TBErHAFSfefJnmlEg9EijJHvy2Bi6afErFM+ciFzvxFQjPUZQWLtQs3WYBB31vVj1oMBjtOsMzKYsNaapedpxVk3xOAnQZcmNhQkZO9gOm5Biunpa1nSj91b/ZdCNwLywM1NLMPlTp9Zj9OGZdYwJn55HltVhOJJQM+s69jTwcCQz+2CZ6zTZQyML3NimXXK2TVhKC0v+BOdafhi+c/adMeuaEnd2ohZB+I+MhVmPZgIrZevkQbSxFuMs65gN1O71PYjg5HZ0zCufhw+kUc4hHV9/0aadc3YT0x4aWPdLYeeiJMTMuKe5Dbpry9HMpUg8EJYlqhZJx1Mnfw3CLdejPUZIexi/swSSQfTPpb52yB62TiGArcpkuRgSt2FbgfT7vefrVnPTKMx1kNHmmT+A7ouOSstqVp5zPqoZtbpqyaadWHg5s5Vcdab71IknShGsgMq9yOEcZYLzcQSiENmSoYNpVtXMeuQQje6dfSvq5h1frJM1WkqzLrnzN179n5Zxic3RjZm1kNQ4XGr493qEpEbU5qo9CuDyTOmyTFcMM4pUno2myL5bG2OwRxr1rs1eJt+QL2vqGgwXNhkNw+tDEZbn64IjelwTAvLakI3yvUyJvyQHQdhblGM9RlBCr0VymAGg/jhWi9mPay3u5TsPmJs6MbQWCdGjXDmS4bZ6uH2UxEKpPQccpfbvCSa/GtmPewPOZO3Fpr1ZDQYoe5cXw3j6fqhG4X6Rcx6nH8f8brbhm6UHk1Kt67RrFerB81JLnRjKhoMlf8sosHMUrMeljFimHU/PZjZcre6StGz+kQvuYoykLzLqDCD1Lkmj+53kMrCJwbyNOsh+t7BVJNbagVjRDLrNDtGT0zz7mlqmvVR6F/Ak5WpiaUJ/gPYMDqYYqzPCBJrF8pghibWU65XNJgQXFQKXgaTHqQoeXQcXaBHKgk6A0UzNmWHbsxl1hlmhNNDk0UmzpNLqyyzHjM8URpmIjEKmXXBVg9ftC7q637rOZdjy9IQT7nsNDz87F1sfbTQbooUPovSSyzFrHNGizH+b6xm1pdCzXqcf+RgStagG3Inxt3Laz6PrFUy67Ix1AaiQ/6cQWRdMyvus5vpyXUfzRLmGzr4+1puQ6zQ8bUIx7+ufTieKGjIIvdzPO42cdYd24FZ2dH6DUjvij5lMKFm3ZOHIu6TE806VS+i7yl5oOMKJXTjjBDpYV3tN0A4mPrp14tZD+HWk3cw5ZlDaoyiHiatfjgHc+dgqpowGLIuOzYvUsnpMhP1Cu/BWssy63XaNsz6WrSDqTthDaLBcAw8mpfszVedjWc+4szeJrKavgpQDqZ5xjrloBo2t4HxmPVVNhqMn9fmxaH/UiWqNhsHUzf/3rOPUN1DLQsADiWY9UpqRx/vVo8wv+ncfC/M9MQfRmYrueu49GEbkDKYKbSLtf7vFzpeRpNqoQqcDLAtohVqRf5Um7rHKAdTbmyibjW3D01vU6R4vOdCN6rjrLvRYDaItT4fdO0JgHCA8zq+tXAI67GDqZ9+vTTrIbydLemP3uAc1pqUwRBPU+xU2P3+SW2bAM3SZxcH0xyZTZhyZ46xnuAWjDERu97FwZQ7V08EJukMP6CmQjfW6HPFKQ6vSt9Hzrbl1ArIkHEC84/5LO0xbTSYiFmPEUlzpjC0pBwM+0b4HB5JMOvGcJr1fhnUaaGPUiZjC5FZ7m34k7P0c9RXM0kMqj+mGGKFjq9E38Z6m/yp1Sm3f9Ur0lLY5MlX4lZzje8+A9L5RdukM3ATupGoF7GS7/eLjWGtF2N9RoiZ9eazhb/stkAw6+ELfr3gM+uuZp02wjShG6lHKdY95tWTQr5mPZ2nP+dSGOvO3U7GUaGcJmKDn2j3FtlYf+njzwdQGYsvuu68ZL3cQX51ZP1JGVEfbTQY11gdjfxBOXwGXHByGaAf/wUK8WoOY6wrjO0aS2HkFcRMI6fpdduOZdaDvELNOpX3LDZFcnOcDbPefB7ZOM46lXYaUUpmMTHpCxMZDHlOYNYTBpOGaOlrxcHNJV6da0Ax61INcnejzoUmf2p1KiWDCccmjuwB8o3vPvu2P7lG9AIIx4wmdCPxzDr30TzbzbGNwqwXGcyMIBkC1vpGMBVnfF5kMBrNem40GMpanwaznmtA5Dqh6nYwdfNv6sVdaqIPFXZtkR0qX/OE/bjw5G245PQd2LttOVmvhYHBsfHntZHF2hpdo/plIbWf+0JZGBrUJOfIhl7/ArPOpAOmo7Gm8uXuMdoUSXjp0TKYNLNtEDqYusa6W8eYWXczpLrwbBxM8ybGfZaXcjCVYk/3WY95B6Xvbc7l5TUQVlMpBrevdhoY0+zkGZwLNes5DqbM8NcbODLEhddGBGlDhW7ktPF9TEz7XDUKn9dQBhOOGeo46/U71X239FHhOUAx1mcEacMVG2wKQD0U8xKv162nZY5LcdapF3cuy9AWuUvzmibPlsEQ9XFfOFz+YX13JZj1zUtD3HzV2cn61PB2xrMSsz5Or5TBuJPMtRGvt453MPX1pi5mYfxJ5SxmMOvLpAwmMPYZY8kL3eiuaEnGehgNhqhTaKz34rwdgGIFpwlvhWskh25sJskyS9cGM5PB9FhMdujGRPqYmIrzmIYMRgz/ShnrGQ6mfUPD9g6IZ8iTwZDMeji28BOy9YwG469IUzHx/fTyDqYyMbBRmPX50FacAJAGsCjOOjGSzQtj4zoecoa7z6ynDRNaBkMPOl0gOUGl0nPwXhaKfXkoo1wqpmEK/OO7E8x6LtwoAmtrgoPpgB80a7inXIMzvHdpqVLcFIktuRu0Y3q0G6Eog9E4mMbXG2O8mN0rq240GH4iE2nWibyjaDBTYZjdzzNg1gMjRjbWJ9Z6nE9XGcxxZKzLhlxufZyxNezf1Pusp3aSHAnd8diYvNCN09asa0BpsT1SZVQ7VPO2QyN1omyKvPr0SZLE0WB8eSjvYBrnRfmieZOBDcKtF2N9Rgj7mM8qItoKO8ScRG70NevuM+AuxQnMOnWEmvly4fq6wF9VTGeoeaHkh26M6yPvFhiXA6SZ9Vy4BuRqpoOptBGMK+UIQ3T5MphQbyq9gKZjEGkZmHBTJKmbUMZ6ZMwwE1p2U6Qksy49f7FT7jT0udTui9NEngym+k/KPzrWY07iAESQpC6UISetEFBn3GMaoqW3PqHMp2Jr9ZP+eTDWqdUp971I7mAahWWVJmR5P0K/Mpjmc7yzdYdoMESEo8KsF2RB3BTJWm/Zba6Z9TWaPuZkPGG1qdsg2eYoPnv3+6eWFbXp2TSuk2SerT65J6mcRgbjH09p1nMRaiG5l1Wdype68Bpo99zayNcmSrpCkVlf50chZ/JARYNJ7aRYt4v74l31HLvjtDVCZl3z2KxMQaCbOzHuinCl8pDArEvh7I6faDB55VA+T/UR2pBPEwgupFXLVASPLnBziZj1pGadr8O0HUw1oKRF4XgKxMEpXMirtrnGelZyEZFmPSCxwqpNCKFEX6Um4prAD8cDirE+I4R9TNoZlNKGzYtmPZRH1A8C5TgJUEZ3DE00mD7G9nzNel4aXehG11gd/xdevE32fppdGaEbNXAHeZfF5bqdx54Lxuuix6zzUV4kB9NZGefaQT1kr3KZ9Vg7C/K723bHVjlm3b9Wo1kPscJMwLsgV3LWFeGy+hGBWW+M1P4Z35mRKpnFSIxk7qQlJZuJiSl+otAVktxhFIy18U7IfL4aB9Bpg9Jiu6tyTTSY5hqOSNBuiqStT1e4OUV7TGQz6+61cf5z8FP2gmKszwhhHwtjTLv6OsrJaW6Y9chYr/6zDrIRy0LcB6nj7p9N9ZcV+zHWQyMhhXCntqqcdB3CNH1r1t2XwFHHMAwHf0sclzTcC0HoRlYGEzmY0umq/JmbmBFi9oqvkEqzzrxgFxlmHUHkBBebF4dJh6sQ0zDW3VJnoll3ilBHgyHO9b1T5byAZNYJFrJGJ816OOZPcaVY1KwHY0iOTn7aDqYaUJNud6gdEZr1eGzxr/fOraMMxntvjmICiwvdSFXBW8kn46xvDBRjfUYIXwJuB7OwaQfTOXkJrK6NyAfBfSCGwsBN2upEOWG6vh1MNdnpNOvN59wdTCXWowb3Qp2mZv2YYKzXExIu4gvgt0noYMpp0WNmXYgGMyUXU+2gHoVuzDTWU5r1+vY0mvXw96lCN7p5s1WbYHUKMhgp7vY0EIZQlWQwjUHQnW0MMa+bIkljWT87mPLXzioajCSl08ova8wDs06tBIeb1wGJ0I2CZj23r/YbZ7357BIRDYHll7WgjAYzIJ7tOfgpe0Ex1mcIX8fZfLZWIYNZbzpxjJENH4R4dj8gZrrN9xikg6liKTUXuREqciPGqDZFohxMhfSNrt1P1bex7g7cxxzDMOx3df3d45KG25VyrNl4p7pJvkF91oNZ1zuYZshgFJr1eDIyLseLs95ULlzed7F5KZDBKBrr2DSYdWasmxY8Y30ky2Dq8YlmlLtVdl5WQENQzLoUDSb3NqTJGRftqA+ITuqJoA1S9K4pPBIenvCQUyaff+CSU8g03vtqUB9zJ6XW+w9QREJ8XZPnehrr8X0ATb8IiwqDGLjw0hJ13CjRYEqc9RnCoDFKwmgw7lIQ9RCtZzSYxaHxjAW3dhNmnYsGExoi1KBJWEmcAdMF2cx6pkGvY9YpyU86/1CqsG2530fXM9YzZTCyg6lvRHlRg0Rm3ckvofHuC9pBPayPZOSHu4UC8W7EnMaXZda9vAJmfXGIg0cbQ1XTVlORwcyaWQ8cvcXQjVOsx7zKYKgdsCWyQIwGQ01yBvz56cpgGoTjr2cEEtdKzPq0ZTCPvWgvrr1gD+685yBedeNFZBoydKPHrFf/Q0daF9LGV9RPLBFO/cpgms9+/evzAbM+4DXrvgwmvn6jMOvFWJ8hjDGTnhM616WY9fVkbBYGA6ysOQZAUHegWzQY6mGKN5HS11eDvpj1Tpp1lQymOnff4RW23D7gvsyPrq45x4Ny6v7ratYFDbenWbehvIWa9vnlVOn8U1OLLtJyUJd+d41mPbyb+vY8zXrGDqauBETTVNORwdCfp4WQqTt0bDWZ9nhm1nOfATkaTN77hjojTc6mKYMhmSPiK8msr6MMxgJ4yWPPF9NQjpOUg2koi3PMDHFClq9Zz0ouwu0vqx4RSNdpsnN2wp9P8kc53lFkMDOE24HCl8takllfR2M9dCCEX3dA2BRJYXSnNOvG9GOg5UaoUMViZxgCDuHmD6m6NMx6cx1lAHYFr1n3y5ow6wx7DoSadf/lwulIwyVpOcIBcQM9oO3rWTTWVTuY0t/9CD1NGW5pkQwmiAajeW1tDAdTf0w6ssLf02SSTO0C0bGqs1oBza2m5AeVLYNJGPcRs96DBIOtivM5igYz4oiBOj2PaTDr1124Z/L5pktPS6b39yoYM+uB3AuImXVSkkRKkZQVJ+rTFex7kyliYqwn7oO63XkIw9kHCrM+Q0ha0lSc9fU01hfDN1CCHR8SD09zKTFoUjIYYmmrK6TwYhQ0fgK5jiyUoaVh1l3s7DlsI+C3t2ush4b4RLMuMOt+WMem71hrWbYrjgYT6xi5732h7Zgu2bqbFofRsdTko/7qTsqOecw6z0RtXhx6xzRNNY0469IuxtOAW8TKmhV1+M1SO3WuW13nVwZDGDmT/7LxrYHkD0SNo311CUnu4NmAxCRKknxMg1l/880Pxx989E5cee5unLlrczI9tTqVcjAdmOpvLbhOy6xLz2qffnPhvh7NcTp9/R5K3YcJ/gNFBlPQAsZRrfsyGH979/mTwQTGkvOZksGIkQcShv4kD2HwbwspvBgFasktStNFBqOoC3Xr0zDWPWZ9TdCsT2RcOmPdneitjfxtpUMpmFeOl1+6/usJ6Xc/b+/W6Fhyc5bxV29XWcb4XA2WJBaGAzLkm4TpM+u9Zx/B7XMHBQkMkJIG9FePaSK3GHIS0VIOlDSYwu48hUkRlXf4FCY160K3nwYbe9rOTfj5Jz1EnZ7SrHtGLuFgaowZjyf+OE3/BuqqAJieZn1NIB9qNKtAlG0kp9soDqa9LdoZY84yxvyeMeYuY8xRY8ydxpi3GmN2Z+Zz0vi6O8f53DXO96y+6rpuYAxQa0NjN750PY31kFn3B8j4QfAdTHlDTsrDfWj7uvfcCYCGEfSX29J1oHfw5Muh6jkNY90diHPjrEcRCJzuEm2K5KbzBlQfocPypsUq061LMVPdF9oO6tKL/eHn7IqOcbGQJ9/H7bK44DqYOjIYp7ijhNzDzV3HrG8AB1OniENHeefSKi3/4u9K+c7rDqb0rth1XjFyCQQjjK1T3RTJ+RxFg0nUQXYw7VixHkDJNt2xY42Is14z6yG0zLq02tBn+OgwelMN7vGr75v2fyD6l0AEHa/oxVg3xlwA4FYALwLwMQBvAfAlAK8G8HfGmD3C5W4+ewD83fi6L47z+dg431uNMbJHxpyDmgEC1aCylmDW1zMajKRZTzmYaqK6pJj1vkb2+djB1L22rhefnjo1FWPdqYRkrNfd1O2/cTQY15DnN0USl7Dhp/vZGy/C7i2LeNUT6MgJ6wnpd9+7bRnnnLTFO8bFQp58H391Q0T60WCa8lxn4Ob6vH4+FRmMW4cZjF0cs05N7iQntK72yLyE2A1BO5gKrKu0Okock/yB6IlCX8w6P+GXoqSE50OEK1brAUqLPSCM9WjzJ+/Z4yemufK0PuehHrPubgjJ1EnWrMfjnTeJa1/NuUJfMph3AjgFwKustW+vDxpjfhvAzwF4I4CXKfL5VQD7AbzFWvtaJ59XAfidcTlP7qnOM4f7UnaN74pZh3NueoNbG0ga27ranBEW1Zq4DdrBlB/82yI/dGNeGlWcdfeL4dmCJv/ZMOsLzNb2nAzGNUpiB9Pm+2IQvcB6kzonX0GzPjAGr7jhQrz8+gumqn+ehmYdAA6cswtfvffQ5HtKs96EbmxOuMa6a0dQ2uy5kMF4hsb0xy63jINHG2P9pG1LOHjvYbJu05BnzGrzuj5kME07dH/fSHHWp7CA0eTjfJZ2MKXKk1ZCpx1nXQP/fVV9dsdMKs567GA6vp7InyIAqZ3Dqb01uoKS8wD8eFWXTVXBvQ+qTxdmfYwx230TgDsB/G5w+g0ADgJ4vjEmFm/6+WwF8Pxx+jcEp98xzv9JxzO7zi0Vep3V0IPnejouhREt/AchHjD8hydkEWOQoRs9g6MvFqb5rHkZ5TqYasgYSrMu3R9Vhak4mDoFSQ6mNSQHU7fOC4IMxmtfYUCVjIo+0ToaTEL/9IhzfCWgNLkBmn5Rh2EDqrabLHu7zHpSBpNus9UpRL6Yhs+JtjzXWN+9ZSlKK/WnrjWdV2ZdksFQkGUwcl4a6eN0mHXJST2+VjLi5iGCiLsiVbeX278oZr2yH+LraClSfCwknLzdyPvUrDufvfGTKaJ+j5C2EUEO+snW/7fsA30sUN44/v8Ba6335rDWPgDgwwC2ALgmkc+1ADYD+PD4OjefEYAPjL/e0LnG6wS3/7gPz2Fn2ZYb7GfF2FCIZTAN7j+yivuPrHixUqmHp4Z2OTI3zKIGlHe9BJ1m3WH0jq3ivsMr4p9rCE+WNjPvb8eUHUwPO7s/hr9X/VP5UheBWXdmbt+67zC+88DRyXcv1u7I4tjqaPJHbUE9bWhWRiikXuyPCHTr8aZIIL8bYzwpzN0PHMHBo6teHHVXstRcn9di03Ew7f/5leD2uXsPNnsSbF4cYnMQkSc3zGBWPebUG5qOBsOzlbntIK2E5k4U8sptPkvRYLI163NgrHtRncb/3f712bvuxz9+/T589Z6Dk2Mhs26iD+Ovhv7dQ3j7afTJrDv5PuhMrnkZTL0pUnyOlsH4k5ojK2t48Ogqvn/oWOtxfr3Rhwzm4vH/25nzX0DFvO8H8Jcd88E4HxHGmFuZU3pX7CnAMC+J//g3X5585gb79WRsQk2y++Bf9+t/FaX3w7YFlypvY/rRYDSseTpPN82r3/3JvPpMXpZ59zdtB9O3/eUXJp9DQ7xmr9zVk9D4dNvENdZv//aDQbom4Z9/6i78+afuIus2q67fdghPhXm75PQd3vfvHTzmfed2HQQqKUxtm1/7a/GzdmSF0Kx7eYlVAzB9GcysmfW3/K/mFbJ5aYjNS0N2Amogx63PxbzGWSdXyCZkAWHIS8w6cUwar0mnwJ6sdTeXH/ydv8HmxSGGA4Mzdm3yJvzZmyJNeQdTDbxnaNyvXDvgT2/9Ov701q9714QOps2eAkHexDEK01ohc7N610fuJI+7qO87VQdK4vaej38d7/l4007/9G+ehC1Lx18gxD6Glp3j//cx5+vjcViE6eQzt6iNrKWFAU7ZvolMs4sxxM4OnNRmiRsuPmXy+ZLTdySNxXOduoYs8PVOXpedudP772LT4nAiv+mLSXbrrcnTlS9wGxF1MZzra5/40FMnx64+7yQvDfWSPUBEGOkKrj12bPKPX3ZmVfZJW5cnxx5+tl8ft03O2EX3cwA4dccye87F9k39T04onLdHVOqxCI3xEGE0pVN3+m2yfdMC+33rsvxScfvOSVuXJtfXLyuufz7p0ua6pzzsdLGMNtjlyE+mMbkMsZmJEnTK9mWcst3vZ7u2NPXZFrTvMhEXPwePODs9ZvSB03byz1WNH3xYs/HOcx95TnT+olO2AaCN6bBPunj8/pMnny8+dTsA//d22xcAti3Hv//J23TPfgru737vwWP4xvcP46v3HsJHv3Rvk2ZxSN7jheP7p/A45x4fFYzJs8IW597q/RpS48GpOzZh3zhc7K4ti9ixuUof9sWtywveGF7j2Vc2QfeuOf+kiYxseWGA5cX++vOuzbE8DQBOImRrQPMeWQ7uY/umhcm4BzT9cJNQ12k41M8Cs5he1I9J1xZS52OtvZLMoGLcD3SsR2vc8qT9ePtf3YEffeTZePaBs/C3d3wHn/paMzfZtryA193ULBz8h+dfid98/+fxlMtOJ+M1zwovu/58fOau+3D3A0fx2z9yBT7zjfvwm+/7PO4/vOKlGwwMnnb56Xj+tfvwD1/7Pu64+0G8+LrzvDSvfsJFuO2b9+P7h1bw9h97BADgsRftxQsfvQ8f/8q9+MWnXwqgGpxee9N+/Nf/72v42Rsv7OU+rr/4ZNz00FPx7QeO4nnXnJtM/9xHno3/ffvduP3bD+JNN19BpnnhdfvwT9+8H1+95xB5nqMvrj1/D55wSTVxed1N+/Gl7x7EwaOreNPNV+ATX/0efu9vv4znXXPuJJrKf/npq/Fr7/0cHrd/b6SB7gMvuHYfPvHV73n3ceqOTfiZx52Pn3viRfjl/+c2PHLfblx7QRXY6SeuPgef/vr3sXvrEl5+/QU4fGwV7//st/H6p1yCM3Ztwu3ffhD7T92GFz76PHz2rvvx17d/BwvDAay1WFmzeMIlp9eyQMIAABAESURBVOCF1+3Dx758L/7mju8CtmHtXcLrktN34FkHzuz9fins27sVr3vifrzvs9/CLU+6WEz77p+5Br/yP/8J112wFwcUv8e7f+YavO49n8Ilp2/HYy7c65172eMvwC/8t8/gnoPHqog3NzYRb/7Z9RfgLf/v7RjZapXj6MoIFhZblxbw9CvOwC03XYzvPngUX7j7QbzxGZcBAPZsW8arbrwI7/3Hb+I1P0AvRP7KMy7D9w+twBjg9U+9JFn/XDx+/8l46uWn49v3HcHzr00/a13xU485H3fc/SAePLqKxeEAi8MB9u3Zgpc89nx8/XuH8Bt/8Xl879Ax7Nm2jNc9sfltf+6J+/HmD9yOB4+uYuvSED9xdWzU5uCZjzgTH/z83fjctx7Abzz78q635eFtP/YI/Pp7b8PTrjgD55/MG5o13vjMy3DgnN04cO4uXHrGTnz0S/fgc9+6H+fv3YYffNhpk0n2VftOwnBgJmxydY7v0z/9uPPx6W807wMAOG/vVvzM487Hh+/4Ll5+vT9eX7VvN5562en4+FfuxfZNi3jMhXtx4yWnUFln40WP3odffe/n2E2wlhYGeO0T908Y5j96ydV44/+8DTc85GRcekZMEtV4w9Mfiju/exCra3Zyj7PG8645Fx/78r246NTteNS+asLwrANn4v2f/Ra+ff8R7N22PDGgDQzOP3krXnTdeXjmgTPxx3//VTzp0tOwvFAZ+c+58ix85Iv3YG1ksWlxgFc/4SI8/Yoz8Omvfx+f+vr3cfDoGn7wYafhF576UBw6toZ7HjyKX3nmZfjoF+/B737wDvzYo84hN3hri2dfeSY+8sXv4rN33Y+BqVYAdm1exOtuap7N//PFj8I7P3gHfvjhZ2LPeHL341dXbXLw2Bp2bFrAa5+4H09+2On4+Fe+h61Lw8kE9fH7T8FDT9+Bf/rm/TCmIkwWBwYLw8FcrJq0gemq3zHG/BaAWwDcYq19M3H+HQBeAeDl1tp/K+TzClSOpO+w1v4scf4WAL8F4Dettf+8ZV1vPXDgwIFbb+VUMgUFBQUFJxKstVgb2UrvO6ea82njjrsfwHceOIaHnpFeOZ03PHBkBXc/cBSHj61hx6ZFHF1dwze+fxgnbV3Cxadtnxisuahto1lEM+Kwujbywt92wZGVNRxbG2HL4rC3PNcDtbGtCbqxNrLrvqvwlVdeiU984hOf4EhkLfpg1j8//s9pyWuaiNOi951PQUFBQUGBCsaYyDfjRMOFp2zHhf2Q3TPH9k2LkVTuorE8pwvW00iv0adRvWlx2Cs7vl7IMb7X21DvE330hA+O/99kjPHyM8ZsB3AdgMMAPprI56PjdNeNr3PzGaByUnXLKygoKCgoKCgoKNjQ6GysW2u/iCqs4j5UchcXvwRgK4Dft9ZO4gsZYx5ijPEis1hrHwTwB+P0vxjk88px/u+31n6pa50LCgoKCgoKCgoKjgf05WD6cgAfAfA2Y8wTANwG4GpUMdFvB/Avg/S3jf+HaxSvB3A9gNcaYx4O4GMALgHwwwDuRjwZKCgoKCgoKCgoKNiw6EUQNWbXrwLwLlRG+usAXADgbQCutdbeo8znHlSbI70NwIXjfK4G8J8BXDkup6CgoKCgoKCgoOCEQG+hG621XwPwImVaVvVvrb0XwKvHfwUFBQUFBQUFBQUnLI7f+D0FBQUFBQUFBQUFGxzFWC8oKCgoKCgoKCiYUxRjvaCgoKCgoKCgoGBOUYz1goKCgoKCgoKCgjlFMdYLCgoKCgoKCgoK5hTFWC8oKCgoKCgoKCiYUxRjvaCgoKCgoKCgoGBOUYz1goKCgoKCgoKCgjlFMdYLCgoKCgoKCgoK5hTFWC8oKCgoKCgoKCiYUxRjvaCgoKCgoKCgoGBOYay1612HmcEYc8/mzZtPuuSSS9a7KgUFBQUFBQUFBRsYt912Gw4fPnyvtXZPl3xONGP9ywB2ALhzHYp/yPj/59ah7I2M0q7TQWnX6aG07XRQ2nU6KO06HZR2nQ7mrV33AbjfWntel0xOKGN9PWGMuRUArLVXrnddNhJKu04HpV2nh9K200Fp1+mgtOt0UNp1Otio7Vo06wUFBQUFBQUFBQVzimKsFxQUFBQUFBQUFMwpirFeUFBQUFBQUFBQMKcoxnpBQUFBQUFBQUHBnKIY6wUFBQUFBQUFBQVzihINpqCgoKCgoKCgoGBOUZj1goKCgoKCgoKCgjlFMdYLCgoKCgoKCgoK5hTFWC8oKCgoKCgoKCiYUxRjvaCgoKCgoKCgoGBOUYz1goKCgoKCgoKCgjlFMdYLCgoKCgoKCgoK5hTFWC8oKCgoKCgoKCiYUxRjfcowxpxljPk9Y8xdxpijxpg7jTFvNcbsXu+6zTvGbWWZv28x1zzaGPNeY8y9xphDxphPG2NeY4wZzrr+6wljzHOMMW83xvyNMeb+cZv9YeKa7LYzxjzNGPMhY8x9xpgHjTF/b4x5Qf93ND/IaVtjzD6hD1tjzLuFcl5gjPnYuF3vG7fz06Z3Z+sHY8weY8xLjDF/Zoy5wxhzeHzPf2uM+SljDPmuKn1WRm67lv6qhzHmN4wxf2mM+dq4Xe81xvyDMeYNxpg9zDWlvyqQ07YnSp8tmyJNEcaYCwB8BMApAP47gM8BeBSAGwB8HsB11tp71q+G8w1jzJ0AdgF4K3H6QWvtm4L0Pwzg/wJwBMB/BXAvgKcDuBjAn1prb55qhecIxphPArgCwIMAvg7gIQD+yFr7PCZ9dtsZY14J4O0A7hlfcwzAcwCcBeDN1tpber6tuUBO2xpj9gH4MoBPAfhvRHafsdb+KXHdmwC8bpz/nwJYAvCjAE4C8LPW2nf0cS/zAmPMywD8WwDfBPBBAF8FcCqAZwHYiapv3mydF1bps2nktmvpr3oYY44B+ASAfwJwN4CtAK4BcBWAuwBcY639mpO+9Fclctr2hOmz1tryN6U/AO8HYFH98O7x3x4f/3frXcd5/gNwJ4A7lWl3oHqojwK4yjm+CdWEyQL40fW+pxm23Q0ALgJgAFw/vv8/7KvtAOxD9dK5B8A+5/huAHeMr7l2vdthDtp23/j8uzLyf/T4mjsA7A7yumfc7vu63MO8/QG4EZXhMgiOn4bKwLQAnu0cL312Ou1a+qv+vjcxx984bo93OsdKf51e254QfbbIYKYEY8z5AG5CZXD+bnD6DQAOAni+MWbrjKu2UfEcACcDeLe19uP1QWvtEQC/MP76z9ajYusBa+0HrbVfsOMRKIE2bfdiAMsA3mGtvdO55nsAfnX89WUtqz/XyGzbNqjb7Y3j9qzLvRPVWLIM4EVTKntdYK39K2vt/7DWjoLj3wLw78Zfr3dOlT6rQIt2bYMTrr8Ck75G4T3j/xc5x0p/zUBm27bBcddni7E+Pdw4/v8BYqB8AMCHAWxBtbRTwGPZGPM8Y8zrjTGvNsbcwOj76vZ+H3HurwEcAvBoY8zy1Gp6/KJN20nX/EWQpgA4wxjz0nE/fqkx5nIhbWlbHyvj/6vOsdJnu4Nq1xqlv7bH08f/P+0cK/21H1BtW2ND99mF9a7ABsbF4/+3M+e/gIp53w/gL2dSo+MTpwH4g+DYl40xL7LW/m/nGNve1tpVY8yXAVwK4HwAt02lpscv2rSddM03jTEHAZxljNlirT00hTofb3ji+G8CY8yHALzAWvtV59hWAGei8sn4JpHPF8b/90+pnnMFY8wCgJ8cf3VfrKXPdoDQrjVKf1XCGHMLgG2ofACuAvAYVMbkrzvJSn9tAWXb1tjQfbYw69PDzvH/+5jz9fFdM6jL8Yr/DOAJqAz2rQAuA/DvUenK/sIYc4WTtrR3e7RpO+01O5nzJwoOAfhlAFei0pruBvB4VM5+1wP4y0AKV/qxj18H8DAA77XWvt85XvpsN3DtWvprPm5BJW19DSpj8n0AbrLWfsdJU/prO2ja9oTos8VYXz+Y8f8SjoeBtfaXxprLb1trD1lrP2OtfRkqB93NAH4xI7vS3u3Rpu1KewOw1t5trf3X1tpPWGu/P/77a1Sran8P4EIAL2mTda8VnUMYY16FKlrD5wA8P/fy8f/SZwNI7Vr6az6stadZaw0qUulZqNjxfzDGHMjIpvRXApq2PVH6bDHWp4fUrHdHkK5Aj9ox6nHOsdLe7dGm7bTX3N+hXhsW1tpVAP9p/DWnH6dYoQ0BY8wrAPwOqtBtN1hr7w2SlD7bAop2JVH6axpjUunPUBmJewD8vnO69NcOSLQtd82G6rPFWJ8ePj/+z+meam9mTtNewOPu8X93aYtt77E+8zxUjlRfmm7Vjku0aTvpmtNR/TZf36hayp5QL+VO+rG19iCAbwDYNm7HEBt+3DDGvAbAOwB8BpVBSW2AVvpsJpTtKqH0VwWstV9BNRm61Bizd3y49NcewLSthA3TZ4uxPj18cPz/JhPvErcdwHUADgP46KwrtgFw7fi/O7D91fj/k4n0j0MVeecj1tqj06zYcYo2bSdd84NBmgIadSSocAJ5wratMeafA3gLgE+iMijvZpKWPpuBjHaVUPqrHmeM/6+N/5f+2h/CtpWwcfqsJhh7+Wv3h7IpUpe2uxTAScTxc1F5a1sAr3eO70A1iy6bIsVtdj3SmyJltR0qJuiE3LAjs22vBrBEHL9x3H4WwKODc8fdhh09teW/Gt/3x6lnP0hb+ux02rX0V12bPgTAacTxAZqNez7sHC/9dXpte0L0WTOuYMEUYIy5ANWDeAqA/44qJNPVqHZAvB1VB7pn/Wo4vzDG/CKAf4FqheLLAB4AcAGAp6Ia4N4L4JnW2mPONc9AtW3wEQDvRrWd8w9hvJ0zgB+xJ0iHH7fFM8ZfTwPwJFTswt+Mj33XOltVt2k7Y8zPAngbTrytsNVtOw4ddimAD6Ha1hoALkcTw/dfWWt/hSjjzQBeC38r7Oei0mvO31bYHWGMeQGAd6Fiy/7/9u4YJZIoigLoFRdhZGLsDsTI1D1MMCtwB+aGbmAyN2BmorGJIEwmqImCgg5oXAavAwPb7gbHetjnQIVFUY9X1K3Pr/8P8/F80ethGP68O0fPzrBoXfXrfCZTig5Sa6RfpfppLbUKyUaS+yQ7wzD8fXeOfp3DorVdmp4d+2vhpx9J1lNLEN6lHrSb1A8+n45wLPuRejCPUisWPKc28HhIcpJaH3hlynlbqSD/lJpmdJlkL8nq2Pf0zfXbT40cTDuuv6J2qU0qzlIfU69JzlPr2o5egw61TfI7yXFqJ+OX1MjaberFuz3jOr8m9Xyd1Pcsye7Y9z9STYckp3r2/9ZVv85d183UTpcXSR5T883/Te5/P1Pe7/r162u7LD1rZB0AAJrygykAADQlrAMAQFPCOgAANCWsAwBAU8I6AAA0JawDAEBTwjoAADQlrAMAQFPCOgAANCWsAwBAU8I6AAA0JawDAEBTwjoAADQlrAMAQFPCOgAANCWsAwBAU8I6AAA09QYONsUl/LuLawAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 250, "width": 373 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "c = np.log(p)\n", "x = cp.Variable(shape=m)\n", "constr = [A*x == b,x>=0, x <= 1]\n", "cp.Problem(cp.Maximize(x.T*c),constr).solve(verbose=True)\n", "x = np.array(x.value).flatten()\n", "\n", "plt.plot(x)\n", "print(\"The evasion probability of the smuggler's optimal path is %e.\"%(np.exp(x.dot(c)),))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use [Dijkstra's_algorithm](http://en.wikipedia.org/wiki/Dijkstra%27s_algorithm) again to recover an optimal path for the smuggler in the case that the path is not unique and plot it below. We again check that the detection probability is what we predicted previously." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The evasion probability of the smuggler's optimal path is 9.553365e-10.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = optPath(G,p)\n", "path = list(np.flatnonzero(x > .1))\n", "showPaths(G,pos,p,path,Gnodes=[0],Rnodes=[n-1])\n", "print(\"The evasion probability of the smuggler's optimal path is %e.\"%(np.exp(x.dot(c)),))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Guard placement example\n", "\n", "We can now go through a more advanced example.\n", "\n", "In the previous example, security had direct control over the evasion probability on each edge. In this section, we'll consider an example where security can only control the edge probabilities through the placement of guards, each of whom will effect edges which are close to them.\n", "\n", "In the last example, the security team put a lot of effort on edges near the source and destination nodes. We'll make the team's job a bit harder by allowing the smuggler's path to start at any node on the left side of the graph, and end at any node on the right. This will force the team to allocate resources more evenly over the graph.\n", "\n", "To make things even more interesting, we'll add 'buildings' in the region covered by the graph. The smuggler and security will have to work around the buildings. That is, no node is located inside a building, no edge crosses through a building, and guards can't see through building walls, restricting their line-of-sight and effect on nearby edges.\n", "\n", "## Multiple sources and destinations\n", "\n", "To allow for multiple source and destination nodes without changing the convex formulation, we'll add a dummy source node and a dummy sink node. The source node will have edges going to each node in the graph\n", "on the left hand side. The sink node will have edges going to each node on the right. We'll ensure that these dummy edges always have evasion probability 1. The plot below demonstrates the idea. We won't plot the dummy nodes or edges, but we will highlight the 'new' source and sink nodes with light green and red as before." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 350, "width": 469 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# show dummy source and destination node\n", "N = 10\n", "G, pos = formGraph(N,.1,1.2,seed=1,dummyNodes=True)\n", "n = G.number_of_nodes()\n", "fig, ax = showPaths(G,pos,Gnodes=[0],Rnodes=[n-1])\n", "ax.axis([-.6,1.6,-.05,1.05]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Guards\n", "\n", "The security team will select a subset of guards to place in the graph. Each guard will have a profile, which gives his effect on the edge evasion probabilities. The guard's effect will be a function of his distance to the center of each edge. In principle, guards could be placed anywhere in the region occupied by the graph, but we'll only consider guards placed on node positions to make them easy to visualize.\n", "\n", "An example of a few guards and the resulting evasion probabilities is shown below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 10\n", "k = 5\n", "G, pos = formGraph(N,.1,1.2,seed=3,dummyNodes=True)\n", "n = G.number_of_nodes()\n", "guardIdxs = list(np.random.choice(list(range(N+1,n-N-1)),k,replace=False))\n", "\n", "visibleNodes = range(1,n-1)\n", "Gnodes = range(1,N+1)\n", "Rnodes = range(n-2,n-N-2,-1)\n", "\n", "edgeVals = getGuardEffects(G,pos,guardIdxs,dummyNodes=[0,n-1])\n", "edgeProbs = edgeVals.sum(axis=1)\n", "edgeProbs = np.exp(edgeProbs)\n", "\n", "fig, ax = showPaths(G,pos,edgeProbs,visibleNodes=visibleNodes,Gnodes=Gnodes,Rnodes=Rnodes,guards=guardIdxs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Buildings\n", "\n", "We'll also add buildings, which will modify the graph topology and also restrict the view of the guards." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 10\n", "k = 5\n", "buildings = [(.2,.8,.3,.1),\n", " (.35,.1,.3,.1),\n", " (.55,.55,.3,.1),\n", " (.15,.35,.3,.1),\n", " (.65,.25,.3,.1)]\n", "\n", "G, pos = formGraph(N,.11,1.25,buildings=buildings,seed=1,dummyNodes=True)\n", "n = G.number_of_nodes()\n", "guardIdxs = list(np.random.choice(list(range(N+1,n-N-1)),k,replace=False))\n", "\n", "visibleNodes = range(1,n-1)\n", "Gnodes = range(1,N+1)\n", "Rnodes = range(n-2,n-N-2,-1)\n", "\n", "edgeVals = getGuardEffects(G,pos,guardIdxs,buildings=buildings,dummyNodes=[0,n-1])\n", "edgeProbs = edgeVals.sum(axis=1)\n", "edgeProbs = np.exp(edgeProbs)\n", "\n", "fig, ax = showPaths(G,pos,edgeProbs,visibleNodes=visibleNodes,Gnodes=Gnodes,Rnodes=Rnodes,guards=guardIdxs)\n", "\n", "for x,y,w,h in buildings:\n", " rect = plt.Rectangle((x,y),w,h,fc='y',alpha=.3)\n", " ax.add_patch(rect)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example to solve\n", "\n", "We'll solve a larger example with buildings, guards, and multiple source and destination nodes. We'll consider a guard at every interior node of the graph, and try to find a limited number, say 10, to secure the graph as well as possible.\n", "\n", "# TODO\n", "- optimization formulation\n", "- this one turns out to be a 'true' integer program, unlike the last\n", "- use iterative reweighting to get boolean solution\n", "- use relaxation to give bounds on distance to true optimal" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "N = 17\n", "buildings = [(.2,.8,.3,.1),\n", " (.35,.1,.3,.1),\n", " (.55,.55,.3,.1),\n", " (.15,.35,.3,.1),\n", " (.65,.3,.3,.1)]\n", "\n", "G, pos = formGraph(N,.11,1.25,buildings=buildings,seed=0,dummyNodes=True)\n", "n = G.number_of_nodes()\n", "guardIdxs = list(range(N+1,n-N-1))\n", "\n", "visibleNodes = range(1,n-1)\n", "Gnodes = range(1,N+1)\n", "Rnodes = range(n-2,n-N-2,-1)\n", "\n", "edgeVals = getGuardEffects(G,pos,guardIdxs,buildings=buildings,dummyNodes=[0,n-1])\n", "edgeProbs = edgeVals.sum(axis=1)\n", "edgeProbs = np.exp(edgeProbs)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 469, "width": 575 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = showPaths(G,pos,edgeProbs,visibleNodes=visibleNodes,Gnodes=Gnodes,Rnodes=Rnodes,guards=guardIdxs)\n", "\n", "fig.set_size_inches((16,8))\n", "for x,y,w,h in buildings:\n", " rect = plt.Rectangle((x,y),w,h,fc='y',alpha=.3)\n", " ax.add_patch(rect)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------\n", " OSQP v0.4.1 - Operator Splitting QP Solver\n", " (c) Bartolomeo Stellato, Goran Banjac\n", " University of Oxford - Stanford University 2018\n", "-----------------------------------------------------------------\n", "problem: variables n = 448, constraints m = 1305\n", " nnz(P) + nnz(A) = 27688\n", "settings: linear system solver = qdldl,\n", " eps_abs = 1.0e-03, eps_rel = 1.0e-03,\n", " eps_prim_inf = 1.0e-04, eps_dual_inf = 1.0e-04,\n", " rho = 1.00e-01 (adaptive),\n", " sigma = 1.00e-06, alpha = 1.60, max_iter = 4000\n", " check_termination: on (interval 25),\n", " scaling: on, scaled_termination: off\n", " warm start: on, polish: on\n", "\n", "iter objective pri res dua res rho time\n", " 1 -1.5225e-02 1.00e+01 1.24e+03 1.00e-01 1.50e-02s\n", " 200 9.8653e+00 5.33e-03 1.96e-03 1.98e-02 1.10e-01s\n", "\n", "status: solved\n", "solution polish: unsuccessful\n", "number of iterations: 200\n", "optimal objective: 9.8653\n", "run time: 1.13e-01s\n", "optimal rho estimate: 1.08e-02\n", "\n", "-----------------------------------------------------------------\n", " OSQP v0.4.1 - Operator Splitting QP Solver\n", " (c) Bartolomeo Stellato, Goran Banjac\n", " University of Oxford - Stanford University 2018\n", "-----------------------------------------------------------------\n", "problem: variables n = 448, constraints m = 1305\n", " nnz(P) + nnz(A) = 27688\n", "settings: linear system solver = qdldl,\n", " eps_abs = 1.0e-03, eps_rel = 1.0e-03,\n", " eps_prim_inf = 1.0e-04, eps_dual_inf = 1.0e-04,\n", " rho = 1.00e-01 (adaptive),\n", " sigma = 1.00e-06, alpha = 1.60, max_iter = 4000\n", " check_termination: on (interval 25),\n", " scaling: on, scaled_termination: off\n", " warm start: on, polish: on\n", "\n", "iter objective pri res dua res rho time\n", " 1 -5.7726e+02 1.00e+01 1.23e+04 1.00e-01 1.10e-02s\n", " 200 1.8639e+01 1.36e-02 4.08e-01 1.00e-01 5.95e-02s\n", " 400 1.9265e+01 2.46e-02 7.13e-02 1.92e-02 1.13e-01s\n", " 600 1.8962e+01 1.23e-02 5.74e-02 1.92e-02 1.61e-01s\n", " 800 1.8931e+01 7.97e-03 4.31e-02 1.92e-02 2.23e-01s\n", "1000 1.8566e+01 6.39e-03 3.56e-02 1.92e-02 2.74e-01s\n", "1200 1.8689e+01 8.31e-03 1.31e-02 1.92e-02 3.23e-01s\n", "1225 1.8471e+01 7.94e-03 3.93e-03 1.92e-02 3.30e-01s\n", "\n", "status: solved\n", "solution polish: unsuccessful\n", "number of iterations: 1225\n", "optimal objective: 18.4712\n", "run time: 3.31e-01s\n", "optimal rho estimate: 2.86e-02\n", "\n" ] } ], "source": [ "A = nx.incidence_matrix(G,oriented=True).toarray()\n", "n,m = A.shape\n", "numGuards = len(guardIdxs)\n", "\n", "b = np.zeros(n)\n", "b[0] = -1\n", "b[n-1] = 1\n", "\n", "eps = 1e-1\n", "w = np.ones(numGuards)\n", "\n", "for i in range(2):\n", " nu = cp.Variable(shape=n)\n", " r = cp.Variable(shape=numGuards)\n", " constr = [A.T*nu >= edgeVals*r, cp.sum(r) == 10, r >= 0, r <= 1]\n", " cp.Problem(cp.Minimize(nu.T*b/100 + r.T*w),constr).solve(verbose=True)\n", " nu = np.array(nu.value).flatten()\n", " r = np.array(r.value).flatten()\n", " w = 1/(eps+np.abs(r))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 250, "width": 373 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(r,'o')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "c = edgeVals.dot(r)\n", "edgeProbs = np.exp(c)\n", "\n", "guards = [guardIdxs[i] for i in range(len(guardIdxs)) if r[i] > .5]\n", "\n", "fig, ax = showPaths(G,pos,edgeProbs,visibleNodes=visibleNodes,Gnodes=Gnodes,Rnodes=Rnodes,guards=guards)\n", "for x,y,w,h in buildings:\n", " rect = plt.Rectangle((x,y),w,h,fc='y',alpha=.3)\n", " ax.add_patch(rect)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The evasion probability of the smuggler's optimal path is 9.213215e-05.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 360, "width": 438 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = optPath(G,edgeProbs)\n", "path_inds = list(np.flatnonzero(x > .1))\n", "fig, ax = showPaths(G,pos,edgeProbs,path=path_inds,visibleNodes=visibleNodes,Gnodes=Gnodes,Rnodes=Rnodes,guards=guards)\n", "print(\"The evasion probability of the smuggler's optimal path is %e.\"%(np.exp(x.dot(c)),))\n", "for x,y,w,h in buildings:\n", " rect = plt.Rectangle((x,y),w,h,fc='y',alpha=.3)\n", " ax.add_patch(rect)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 1 }