diff --git a/.travis.yml b/.travis.yml index 6d669b94..9386c94c 100644 --- a/.travis.yml +++ b/.travis.yml @@ -5,6 +5,9 @@ os: - osx julia: - 1.0 + - 1.1 + - 1.2 + - 1.3 - nightly notifications: email: false @@ -21,7 +24,7 @@ matrix: jobs: include: - stage: "Documentation" - julia: 1.0 + julia: 1.3 os: linux script: - julia --project=docs/ -e 'using Pkg; Pkg.develop(PackageSpec(path=pwd())); Pkg.instantiate()' diff --git a/Project.toml b/Project.toml index f0cb97ad..b6bb182b 100644 --- a/Project.toml +++ b/Project.toml @@ -1,7 +1,7 @@ name = "GaussianProcesses" uuid = "891a1506-143c-57d2-908e-e1f8e92e6de9" license = "MIT" -version = "0.11.0" +version = "0.11.2" [deps] AdvancedHMC = "0bf59076-c3b1-5ca4-86bd-e02cd72cde3d" @@ -28,18 +28,18 @@ Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f" [compat] Distances = "0.7, 0.8" -Distributions = "0.16, 0.17, 0.18, 0.19, 0.20, 0.21" +Distributions = "0.16, 0.17, 0.18, 0.19, 0.20, 0.21, 0.22" Documenter = "0.24" ElasticArrays = "0.2, 0.3, 0.4, 1.0" ElasticPDMats = "0.2" FastGaussQuadrature = "0.3, 0.4" ForwardDiff = "0.10" -Optim = "0.19" +Optim = "0.19, 0.20" PDMats = "0.9" ProgressMeter = "1.2" -RecipesBase = "0.6, 0.7" +RecipesBase = "0.6, 0.7, 0.8" ScikitLearnBase = "0.4, 0.5" -SpecialFunctions = "0.7, 0.8, 0.9" +SpecialFunctions = "0.7, 0.8, 0.9, 0.10" StaticArrays = "0.6, 0.9, 0.12" StatsFuns = "0.7, 0.8, 0.9" Zygote = "0.3, 0.4" diff --git a/docs/Manifest.toml b/docs/Manifest.toml index 55982400..83a75a74 100644 --- a/docs/Manifest.toml +++ b/docs/Manifest.toml @@ -18,10 +18,10 @@ uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" version = "0.8.1" [[Documenter]] -deps = ["Base64", "DocStringExtensions", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"] -git-tree-sha1 = "d45c163c7a3ae293c15361acc52882c0f853f97c" +deps = ["Base64", "Dates", "DocStringExtensions", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"] +git-tree-sha1 = "d497bcc45bb98a1fbe19445a774cfafeabc6c6df" uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4" -version = "0.23.4" +version = "0.24.5" [[InteractiveUtils]] deps = ["Markdown"] @@ -48,9 +48,9 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804" [[Parsers]] deps = ["Dates", "Test"] -git-tree-sha1 = "0139ba59ce9bc680e2925aec5b7db79065d60556" +git-tree-sha1 = "d112c19ccca00924d5d3a38b11ae2b4b268dda39" uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" -version = "0.3.10" +version = "0.3.11" [[Pkg]] deps = ["Dates", "LibGit2", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"] diff --git a/docs/Project.toml b/docs/Project.toml index 3fcbfb7d..1b9ab1f8 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -2,4 +2,4 @@ Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" [compat] -Documenter = "~0.23" +Documenter = "0.24" diff --git a/notebooks/Regression.ipynb b/notebooks/Regression.ipynb index 5c06204b..86a38a9b 100644 --- a/notebooks/Regression.ipynb +++ b/notebooks/Regression.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -83,13 +83,13 @@ " Kernel:\n", " Type: SEIso{Float64}, Params: [0.0, 0.0]\n", " Input observations = \n", - "[4.85461 5.17653 … 1.99412 3.45676]\n", - " Output observations = [-0.967293, -1.00705, -1.0904, 0.881121, -0.333213, -0.976965, 0.915934, 0.736218, 0.950849, -0.306432]\n", + "[4.854610892030431 5.176527683588912 … 1.9941157865846477 3.4567590405289352]\n", + " Output observations = [-0.9672931901680022, -1.0070469610508248, -1.0903962829715461, 0.8811208605233783, -0.3332131916909575, -0.9769651482106089, 0.9159341732111771, 0.7362180710829012, 0.9508490881368652, -0.3064317818816142]\n", " Variance of observation noise = 0.1353352832366127\n", " Marginal Log-Likelihood = -6.335" ] }, - "execution_count": 8, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -124,20 +124,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "([0.357625, 0.384852, 0.412943, 0.441807, 0.471344, 0.501442, 0.53198, 0.562826, 0.593838, 0.624867 … -0.669223, -0.63363, -0.597926, -0.562345, -0.527104, -0.492406, -0.458434, -0.425355, -0.393315, -0.362442], [0.603651, 0.557693, 0.512299, 0.468128, 0.425831, 0.386031, 0.349295, 0.316113, 0.286872, 0.261843 … 0.434056, 0.473396, 0.514594, 0.557168, 0.600593, 0.644326, 0.68782, 0.730548, 0.772021, 0.811799])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "μ, σ² = predict_y(gp,range(0,stop=2π,length=100));" ] @@ -158,7 +147,7 @@ "outputs": [ { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 4, "metadata": {}, @@ -186,23 +175,28 @@ { "data": { "text/plain": [ - "Results of Optimization Algorithm\n", - " * Algorithm: Conjugate Gradient\n", - " * Starting Point: [-1.0,0.0,0.0]\n", - " * Minimizer: [-2.992856448832551,0.4636861230870647, ...]\n", - " * Minimum: -3.275745e+00\n", - " * Iterations: 27\n", - " * Convergence: false\n", - " * |x - x'| ≤ 0.0e+00: false \n", - " |x - x'| = 4.62e-09 \n", - " * |f(x) - f(x')| ≤ 0.0e+00 |f(x)|: false\n", - " |f(x) - f(x')| = -4.12e-14 |f(x)|\n", - " * |g(x)| ≤ 1.0e-08: false \n", - " |g(x)| = 5.69e-08 \n", - " * Stopped by an increasing objective: true\n", - " * Reached Maximum Number of Iterations: false\n", - " * Objective Calls: 66\n", - " * Gradient Calls: 41" + " * Status: failure (objective increased between iterations) (line search failed)\n", + "\n", + " * Candidate solution\n", + " Minimizer: [-2.99e+00, 4.64e-01, -2.29e-01]\n", + " Minimum: -3.275745e+00\n", + "\n", + " * Found with\n", + " Algorithm: Conjugate Gradient\n", + " Initial Point: [-1.00e+00, 0.00e+00, 0.00e+00]\n", + "\n", + " * Convergence measures\n", + " |x - x'| = 4.62e-09 ≰ 0.0e+00\n", + " |x - x'|/|x'| = 1.54e-09 ≰ 0.0e+00\n", + " |f(x) - f(x')| = 1.35e-13 ≰ 0.0e+00\n", + " |f(x) - f(x')|/|f(x')| = 4.12e-14 ≰ 0.0e+00\n", + " |g(x)| = 5.69e-08 ≰ 1.0e-08\n", + "\n", + " * Work counters\n", + " Seconds run: 0 (vs limit Inf)\n", + " Iterations: 27\n", + " f(x) calls: 66\n", + " ∇f(x) calls: 41\n" ] }, "execution_count": 5, @@ -222,7 +216,7 @@ "outputs": [ { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 6, "metadata": {}, @@ -248,23 +242,28 @@ { "data": { "text/plain": [ - "Results of Optimization Algorithm\n", - " * Algorithm: Fminbox with L-BFGS\n", - " * Starting Point: [-2.992856448832551,0.4636861230870647, ...]\n", - " * Minimizer: [-2.992856448832551,0.4636861230870647, ...]\n", - " * Minimum: -3.275745e+00\n", - " * Iterations: 1\n", - " * Convergence: true\n", - " * |x - x'| ≤ 0.0e+00: true \n", - " |x - x'| = 0.00e+00 \n", - " * |f(x) - f(x')| ≤ 0.0e+00 |f(x)|: true\n", - " |f(x) - f(x')| = 0.00e+00 |f(x)|\n", - " * |g(x)| ≤ 1.0e-08: false \n", - " |g(x)| = 6.32e-08 \n", - " * Stopped by an increasing objective: true\n", - " * Reached Maximum Number of Iterations: false\n", - " * Objective Calls: 3\n", - " * Gradient Calls: 3" + " * Status: success\n", + "\n", + " * Candidate solution\n", + " Minimizer: [-2.99e+00, 4.64e-01, -2.29e-01]\n", + " Minimum: -3.275745e+00\n", + "\n", + " * Found with\n", + " Algorithm: Fminbox with L-BFGS\n", + " Initial Point: [-2.99e+00, 4.64e-01, -2.29e-01]\n", + "\n", + " * Convergence measures\n", + " |x - x'| = 0.00e+00 ≤ 0.0e+00\n", + " |x - x'|/|x'| = 0.00e+00 ≤ 0.0e+00\n", + " |f(x) - f(x')| = 0.00e+00 ≤ 0.0e+00\n", + " |f(x) - f(x')|/|f(x')| = 0.00e+00 ≤ 0.0e+00\n", + " |g(x)| = 6.32e-08 ≰ 1.0e-08\n", + "\n", + " * Work counters\n", + " Seconds run: 1 (vs limit Inf)\n", + " Iterations: 1\n", + " f(x) calls: 3\n", + " ∇f(x) calls: 3\n" ] }, "execution_count": 7, @@ -286,34 +285,26 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Number of iterations = 1000, Thinning = 1, Burn-in = 1 \n", - "Step size = 0.100000, Average number of leapfrog steps = 9.786000 \n", - "Number of function calls: 9787\n", - "Acceptance rate: 0.959000 \n" + "Number of iterations = 5000, Thinning = 1, Burn-in = 1 \n", + "Step size = 0.100000, Average number of leapfrog steps = 10.131000 \n", + "Number of function calls: 50656\n", + "Acceptance rate: 0.975200 \n", + " 2.699465 seconds (3.62 M allocations: 218.559 MiB, 2.83% gc time)\n" ] - }, - { - "data": { - "image/png": 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" - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ "using Distributions\n", "\n", "set_priors!(kern, [Normal(), Normal()]) # Uniform(0,1) distribution assumed by default if priors not specified\n", - "chain = mcmc(gp)\n", - "plot(chain', label=[\"Noise\", \"SE log length\", \"SE log scale\"]; fmt=:png)" + "@time chain = mcmc(gp, nIter=5000);" ] }, { @@ -327,86 +318,50 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 22, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "3×1 Array{Float64,2}:\n", - " -2.444901016768212 \n", - " 0.3721835201083439 \n", - " -0.10584635335452222" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of iterations = 5000, Thinning = 1, Burn-in = 1 \n", + "Number of function calls: 28804\n", + "Acceptance rate: 0.210049 \n", + " 0.353048 seconds (1.59 M allocations: 95.275 MiB, 12.60% gc time)\n" + ] } ], "source": [ - "mhmc = mean(chain, dims=2)\n", - "mess = mean(ess_chain, dims=2)\n" + "set_priors!(gp.logNoise, [Normal()])\n", + "@time ess_chain = ess(gp, nIter=5000);" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "true" - ] + "image/png": 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ibrrpptTkHAAAAIAdbG5gymgmSEmbWoZXCTIORxx8wgQoKCgYNmxY2EX9hRPK3eLi4pdeeins1u7du8vKypTrJ0+e7NChQ2TEoqIi/RSVv6OJUo6HMqgqAAAAoA/sYPMCI4RpJyXtacaIIy52OABSCrzBbGDPnj3vv/++zWarq6ubMmXKrbfemg2iAABAn9fXvbOpaltTawFaArCD6QYOYdrhiGOpGNxD0zybEWTRI3qaWovUg26IbKC0tLRt27ZlZWVDhgzp2LHjo48+mg2iAABAH7foEWWpqbUALQHYwXSDKaNpB45ca2DtiQ3rT2/6x/8Ln6vQ3GHEUjTlGSROYWFh5PyZJhcFQCZhxNA/1eyABQGpAnYw3WCEEAAAAABZza6afQnHld2Ohq+mpVAZAABoYcAhzAQYJGwVYNcfAABIAzWuuu3VuxKOzniva8uqFOoDAAAtDEwZbTbY+cYqR3WXtuc1tSIAgBjU1NSMGzduz549ZrO5e/fugwcP7ty5c58+fcLOwF26dGng7z59+mRsT7NMpgVA8qw6/p0gCUmJQIddE4GCb7XADjYv4BA2Gzaf2T5l56yWt0qtZYBBYKBm9OjRPXv2HD58eF5e3syZM8eOHavsZ622fAAAg1Q7a/NMuU2tBQAgDmAHmxeYMpp2UtQ9xuBygMyDty4xKioq7r777nbt2uXn55eWlhYXFze1RgA0b0QmNrUK2YtH9Cw/9m1Ta6ENjEirBXaweYERQgAASDHdu3d/9dVX+/fv37Nnz8LCwhEjRhiMaLfbJ06cuHXrVo7jevToUV5eXlxc7HQ6J06cuHHjxjZt2jz66KPvvPOOeqLLN9988+GHH4qiWFpaet999zU0NLz77ru7du1q167dk08+eeutt27YsGHmzJnV1dV5eXkPPvjgQw89pES0Wq3jxo3btWtXYWHhtdde+9RTT5WUlKS+LABIGsaYyOQkZaRGlaykkXd8sG1Gnx/d3tSKhIP5oq0Z2JCLBdwAACAASURBVMHmBRzCTJCScwgVQamRA1ooh6xHGGNXllyeKoHJnKJ5yHpk3akfUqVJ9vDjTpf3vrCXfpiRI0cuXLhw7ty5b731Vu/evQcPHtypUyci6tOnjzpY5AKGiRMn5uTkzJo1i4jGjx8/adKk4cOHT548mYhmzZplMpnGjx8fFuWDDz4YO3Zsbm7uf//73/vuu2/ixIldunQZOXLkvn37XnnllV69es2YMeOuu+564IEHKisr//SnPwUM4ZgxY+66664RI0YIgjB//vyxY8e+8cYbSRQMAGlElJMaIXSaW7j1lJJ1mNNFyto/zRPYQdjB5gIcwkyAKROtAf1nLDHJK/JFuYVp1eH705u9Ep9ChzAZTBxn5sxNrUXqMXGxD0Mzm80PPvhg//796+rqpk2bNnLkyAkTJpCW5Qtj48aN06ZNy8/PJ6KysrKnn36aiDZs2DB58uSCggIievzxxxcvXqyOcv3110+bNq1Pnz5vv/02EW3atGnGjBlms/m6665T/vjggw8OHjy4fPnynTt3imKwVb1z586NGzcGfrZv3954IQCQSRixpBxCxp683LUmdfpkIa3c78paYAdhB5sLcAgzwX5LBS/xeea8plYENBk7qvfM3jtv7J1p73lKdi++UJLpy7i846WXd7w0hco0I/r16zdhwoSLLrqoc+fOzzzzTGlpqfG4nMrQSpKk/DdwMWx/NiJ67bXXtmzZsmzZskWLFo0ePVqW5UBgm82Wm5s7evTo3NzcX/7yl08++eSKFSsCEdu2bTt58uQuXboQkdvtbmxsTCivAKQdlpy70+L7ZFm25jE7tcoksIOwg80FbCqTdhixXTV7vRKflBB0/mU3jFjs7rL0w4gJyU2sAimhV69eM2fOtNlsFotlwYIFN9xwg8GIN9100/Tp03me93q906dP79WrFxH9/Oc///DDD71eL8/zM2fODIsyaNCgLl26DBo0qKKigoh69Ojx6aefSpK0f//+Z599VhTFbdu2Pfrooz//+c+3bNlCfuNKRL17954zZ47H47HZbK+88sqcOXNSln8AUo0sJzslsmU7J3JWThnliGvZqzeBDrCDzQuMEKYdjjhK2qPjDIzOg6Yl5gOWM+LVC3IqRwhBYgwbNmzcuHGDBw/2er3XX3/90KFDleu//vWv1cEid98eMmTIhAkTBg4cyHFcz549y8vLiai8vHz8+PEDBgzo2LHjgAEDVq0KOWL74YcfHjp0qNlsVubVPPvss2PGjOnfv3+bNm2GDRvWrl27J5544oUXXujYseOvfvWrn/3sZ6NHj1YilpWVTZgwobS0VJblW265RYkOQHYiU+IOT2voUM1Oh7BlO+FAH9jB5gUcwgyRjDEjjBCCpgNvXgIUFBQMGxZ+ZKj+wgnlbnFx8UsvvRR2a/fu3WVlZcr1kydPdujQQX23b9++ffv2Dfzs1KlT2Jr43//+97///e+Vv5WV9H/961+JqKioKFJJALIQRiw5r66FV2NoIYAsBHaweYEpowli8zS4RY+RkN7jB6h19FCCGGTkJUDLoOWxZ8+e999/32az1dXVTZky5dZbb21qjQDIKIwxOSmnruXXihghBC0b2MF0A4cwQd7fOmXDqU2GgvrWdKWgWkTNmgFcm1fWz5+YQMSYli8sgEf0fn96SwIJgdZGaWlp27Zty8rKhgwZ0rFjx0cffbSpNQIg0yTv8GRnX5lb9Hy055Pk5WSn68URlya1PKLn7e/fTY9skI3ADqYbTBnNEK1w3GZP7YHz25zTuajpj/jcUb17/enNf+zxRLQAdW7r+lMbf3/Fb4iISQLjDY39xkvYG2DnG8dsmjDvvg/TkRZoSRQWFkbOnwGg9cCIJbMGOzudJQWP6Jl/8OvHrn04OTFJlU9aSVPjR5Slb09s+OvNz6VDOMhCYAfTDUYIE4WxuGxMctNdmiWf7F+wz3KoqbUgImrkHacbz+gEqHbWfLz3M9+PtJnVDHQKZGuTAIAYNHw5VTh9pKm1ANlMy6zdUmUXWCubMsqISbLkrdjJnziYpiQAaFXAIcwUTd1Ut7htdW5rJlPMKuud7uI3Jj88UFYVkTbNQEXQEhhXt3Z/7YGm1gJkL1ISx0746+dsrM5YisxT9o4Qpq3YJSZ59m3yHt6dJvmaeI/srn1/eCZTBCAzwCFMHOU8icyQfIW6+MjyhYeWpECVOMgW+yQzpq8MY2kfvouUz1hWHF0IQDZw2sy7RW9TawGyFO/RvVJjRjs0Mwaj+GYbRRFCLLmdzJsdjJjMkj6bMsG0s6VtA0AKgUOYOM1uymjG11Fw2bNyMmbvafA2Y5/Lx789sT4DOqSjdFL+lLN5+Q1oObAs3SYRZANM8Mr+g6QTic4YtfSqLGuMbUaRmJTpnLfKcgatATiEGSIlrlEy9iwl3ZBxp5kdxJv3WuaxeerjTqV1GmQAUkHgC7W6bR4MFYJQWNJn+WYvKWkbxCPEvXOdUHUs+USzARb4T+aTBaBlAYcwQVgc7lnL75vMfuI9E6JJdACgVeGt2BFc3eWfP/32D+/tqtnbZDqBrIQRkZxE/ZnFvXWZtwvOTSv4Y/szlFj6MseIUrRykkmiVF+XvBwAUo5n7w91k/6embRw7ESGwPBRatlvOZRryrm846VGI8QsfvUD4rikHpcsn337/87/27T4ldCmbsqr7X9Xlnv+JUYCZ+w9mzt3bseOHTOVGmg57NixQ/mj7oORXUd/wZlzSP39oaYEWsiU+JRRBcYogwv/jRJP57K+HONCGJOTLUyDSI31Qu1pujhd8hmXAm9frD1jnfHGeS9NTiAu7CBIjIAd1IeJQsaMIhxCDUq/Kn/ztpEXF1+QQplNPjqUSYd0waFFd196J4vzZI64WHvi+7Z5bQw6hGnVJJCIKjlZtFRpqREZx5BWUkMdiUISuqWeSZMmzZ8/XyeAx+MpKCjQvHWs4WStq84puG6/+P8lrMDK49/98uL/Z+JMRHTYVnlOUcnWszvvuOTWkECy7Nqxtuint5LJnHBCarae3XlZx24d8ouVn99Xrrum5Mq8NsXrT226tP3F3TpcQkRVjmqr23bWVXvbRbfkGEi32lnbMb89k1h+fr5+yEPWw7mmXCWVjCHV14rW6vxLrw27vrly/WUdLunU8cKw66cbq47Yjv3i4pv1xfbp0yfiGmuqHSJAM4Al9XqwdJ2OngKaYDlJBpePyI4GyVqdPvkpqjTiegjBwMnYwVRx3H7S4rL1OP96nTCu7WuKut9KplROCXQJrm3Vu3tf2CuBuO7d3+f/+Kem/EL1RVmWBZdDPrKrsHvvFOmYRqpP7z/KW2/uFqMNwySRM+d4XA0baneFt0+07WCEBFHIWPMdDmH6yV5LlC5m7fn01otitAgzibIdWcwwOj9TpUbCUZtyhFkr6Xvuueeee+6JHoNVV1eff/75mndn7/1szYn1lfUnpg6YmrBSt33cd+IjH+Sb84jouRV/e/iq+1769vWpA0MEMt5z+sV+F4yawIUanoR5dtlLT/+09Ppzr1F+Dppx/8ibn+t00dX9Fzwx6LoBZdcPIKJvjq7adGbryuPfjX9ofJvcopgyS78a8o+bh3Xk2peUlOiHfHfzpA4FxY9fNyD5jBjHvXOda8vKkidfCbv+zIyHnrpuwI097wu7vrBiydQds6f2N/xkg1NGWWB2fZN3n4FsgxGjZJr+Wf1CteQlcOlzxYO1RPLGMVEJydjBVDF7z7zNVdvf6/OWTphTz//mglETubwYfY5xcbzh5HMrR069PxEjXvXKwHP+9O+czl3UF3met5884v1gxAXvJN4wyBgrF46ebt88tTSGqqdfuLfrv+bXnDn4yLq/hbVPDMJEMWMOYabXEEqSVFZWluFE4yUtez9mw5TRTOnA0pDWAUuFU3CpkkhlAmHS0tQebY7N3HTqnErJ2npGf0fqvQ2HbZWJpBPlQq3LtwSFP3nYG98B60bf5PSfjRIt4YQ6z+NOJIsHcVJNs7CDWQXjUnDwulJL8CcrGr6KnM/fZDAyVBd6K3Z4DmxNUZJ65zAJZyprx7+UmoSIuDRXW+g/il0CTAmS4vkXjEhOqo9GKy6jpPp9Moqh944x2c43VjrOJLEhpJwxw59Rh3D+/Pl//vOfT506lclEEyX2AzD4jJhv6XNSb7l727fJRM8w6djj+/2tUyrrTySoT1zK+J5rcsprnDARqUJWDUJmlCQn8UaLa1zm3tqD03Z+nLACIYkyRkSBbWlr3HWyyAeuayLZaki1hifLn5pmPlLivqmLiFFwhDB5ydlMs7KD2UKso2RjRSci/9HBstPOnzycGrVSgcHWnvfoPu/hXdHu8icr9KPLjnrrrFGBJPX0EXmx5qQRlYyQPoctlWLjfr2yqI6KPfspPetFGbE0bPzbpJOh4oGRsYOkGdtnOTTu0GdJNiiTim2YjDqEl1566aBBgzKZYvowXhmlwr3wHWOY3KeSyc/MZwMs7pQdJZxc1sNrGcla4wr1sUPapumpkjLU0m0u9amWmnUuiyAZXS0ZeEzM/x9t1yVqgRgqKB2VAj6MmmPeupiHjta+P1xUb2pn7JE11fhgtMsVzjNR7iSqZzN5dZOkJdnBDMJkjzPxyOo+SiZnVYOeEZN5t4FzIBhFb9k71n0VIzLPe4/siVe31JDewk6FXY2r5smyair2PquyTJSCAfZwWOyVOPrRo1xvLiOEBmCMGPOI3uR6szLXR5rRNYQ//elPE4g1a9asL7/8Un3lj3/844ABGgtpXC6XJEkejydB/fxIkmSxWAo8eTphvF6v3W6vqamJKU0URSKyWOoKPLkat3kPiTwVFesL4XleSdRIipo4nU5BFtTRGxoa8vPzlRXPrPqEuHx27qCXExMehiTJdXV1Xq/3iwOLb+2YyJrjSARBsNlsNcynv8vlIp4MlkaDvcHL8+rA7Ng+ccOXjguvVn7a6m2yLCkB5MZGSZIaGx1hwi0WiyAIOTnan4zdbg8+HUkkCtetvr5eEELK3+KxyLJs6BUSRKvVasqPHdLpdHo8Hm2Zsix++p+cR4bHFBKStCjW19fXcPG9dYyxuro6U5Ql7A6HQxRFRhp5/+vGN5/4yaNXtO8WQz4xIqqtrVXWEPI839DQQEQ1NTUmLthrx7xuJVjkGsL6hnqDX9NLm974vysHXdb+R0QkCILVZqsh1Udkb5AtFiLy8j5pgiBIskwmqq2tdeVqN2FFSbTU1XEiR0SiJFltNsYkKda52263O0/KTbgGSAy5oUHyarxRjDG3W+N6Q+UB5v+UYjKum+nP1VXm3AIikhlzOB01NTVer7e+vr4mxyfBK/FmzpRjCn538dbznTp1ivbZNgnNxQ5mFbIsM0moqakRmfT50a8evqxfXNG9VisR1dbU5JhyZFu95A2aA7UdbBIsbguTZWt1FWfWW3IsORzM6/ZG+bIEnqciqq6p5qLso8rqawM2TvR6BbvdFUUUs1p1DJO+HYxEliS3x52OWssuNBKRy+3myOFJTj6zWiRRNKgkq68XQ5sTUUPq2sFU4XA28qFNi3AEnohqq2u4wjYpTNfqsHpF/kx1VQ4X955tsixbLHUchbSxBUFwWa2FEW2nLITZrZ7qE3I+i6GqLBPRWUuV4gXofJ56MhobJV6jrZIOO5hFZjIa99xzz1/+8hf1lfPOO09zA4aCggJJkoqLYzhXMTGZTB06dCgp1tvjIS8vr23btooawtkTOSXnc7naDmROTg6J1L59+5L2GgLdW1d7D27t8OgwfZVyc/OIp7y8vJg7T0SjsKowR85RRzebzfn5+YWFhUQkuG31Ep+w8DA4E9ehY0eTy24mOVUyc3JyitsXB6QVnCwoyisyKLyto21OjlkdmLe2a8zJDVxpz2pNJpPy09WmDWc2FRYVhgmXZbljx47Rvqi2jW3zGnxPh4nCWaKw6MVCsdms0oExb2WlieOMZKHWbO7QoX2ugZBFVUUO5tSUySTxyMm9l8f5OMxmc7vi4ngfImNMFMVosYqqi8xmM2NUUlIi1p0hkzmn03m+5HLM7dvHTk5xCDt16lSQk09Eubm5bdu2I6KSjh2qX7qvyzu+znLZ46wm6tSpk6kgvKXVztMuNy/XSL7MJnOHDh1KOpUQUU5OTvv2Ibu/tGvbtkOH9ooOyvWc3Nwt3npFvbZ52ga4xmzu0KFDTkkJEZnN5uL2xR25jjGVKSgoKCow+s6nCk/bdq68vE7+RJnAe3Z+V/izOzmOyy8oiFTGdOYwFTKDSm7uyHXo2DEvv4iIiKOiosKSkpLc3Nxi1Sv3/rYpF7a94L4fB3duiLeeT3eDLDNk3g5mFVazxMlUUlLiET1fn1g+5KYn44rulN1E1KlTp1xzrre6rSM3+O2r7WCT4GnkGbH2xTFqeEdRkUxScZQw1Tk5RFRSUhKtxSkSb/XbOEtOTkGbNm2iiBKcdTZ/yEj07WAkJpMpPz8/HbWWyZNDRHkFeYWFBe2Sky96Gmxms0EleVuxPSfHSGB9O5gqCs4Umu16yjOv+yxRp04dTUXtkkmIr9iZd0X3wE97jlOQhcJ2hcX5cYutMZkiX3ie53MaLQIzaj6aEG9tpXzmGHdpVHMsO+3WKf8o+dO/zxLJeRyZOCLq1KlE3WFtBNlpP+Oo3lno/m1EQumwg83AISwpKbnuuuuMhDSbzYH/JonZbNaXw3GcycQpYeo+Ht1p0Is5XfWGNTizSVOgyWTiiIu8JcrScfvJyzr8yJ+cL9FoWkn1dY3fzu/Q7+moCpg4YiHRzX6ISDJxmmokBiNmNptlu01uk5sqmRzHmUzBMuQ4zhS9NMLjmjgKDXzUU720qPYv/ismE8eY783hTBxHpE5LQV1cmuoFno4yZT8spMlkUuvAJNH64T/pxs5GshCWdx1ka7XsrdcMKTKxvHvOqjgfB3M1Gi/nYCzGdMrKxHHEccpL4tiy0pRXkN/nEeWWwZwqk2QCSXD+ys5k5oix4EvirxBMEQJNJhMZe+HVKkWqx3HBWwFlRGJEZIryySuY/XcZY0pczcDuXesLr73Zt104R8RFrd8+3PVx6bUP55pSXKWbTCZO9TLLHsH+5dS2vX7FiOO0leHIcCWsvAO+wBxxzGQ2myXLWclyxnzhjQGBYWWewnq+GdEkdjBLkGw1Ht5VSCaz2WxiieTOZPa9lmazWao7o3519Sv2DGAym4ixmPUeR8TJctQwHBGR2WyOOkJoMgfqRo5Ip1aXOBNFL+F4i4txjEvP2xitTk4A2aSX5TBMpmhVXzj6djBVMGI6LUMikpV3w2SKtINxUf/pu52feSP3PN+ZkpyJIyIyJdRuZMwcYR+VshKIzCYTxek4ZZiAX6fzPUrWarOv4e7rwjabzfE6hMLJQye2LP78ynZ9IxJKRz3fErpOmx6WxJ6X/oiWaa95j+wOXLZ77cNWvaIKFkOM7HF69m9JUAeDacQjKeXrnZI5FoJF6NMoujfm2kX/kgwm8EwWE5ZPREyWQiRoZz80C2lYiiDW10qNtjUnNmiuK0ggPclWG7b2YL/l0PBVryaoX6guLGKz2CR3IAgv0pTsD6R6GbR0S2inIMORrLNGMUmMdlfNp/sXirKhkMmiW6pxl3VgIah/s0Xmdckel14UkGre3zplV83eptYiKrLbKTPJv0448W0nfLuMVu7LrmVgRnc00T1NnkVdRB0IEeVvrZCpKx/O0M4bSSCnZFFfarctj43sdsiuxtSIirkmVtm3M/kMSpKyCkNB+QwlluiONVFW/Ee9lVUYXOjIGBFxwTXMCSyPZMSRzGVoXWXrdQgZsa8PL416N9YbadwmKUYo5tmsr+Qc2G6LsVFYGmGp/Aj97eYUf9Uvrn71rDOxyeXhFpcxdtbEBxrQoqUqpA0af++UcKIi5s51Ie9MfKVtNLCXiUT0+vp3Ild7G0/QI3qWH/s2WtKiLNW66g5YEn9XZWeD7GigsJ0elMQ8btES9ynGgXMmw/Oom2WDnqd+T0QSzqthIUGXKWWVUhzEu/9e4o11X9lGbtXT4vcdbXJO2ascQtxOePWhzTtmvRI7XPIwJhPJsnoTqTgF6PxqapgsGW5MRG0Xxv7s/N3W9sUzhfjOxUmKdB4LkXAjO0JQxj0Q54YljSs+SYmo2HZBEolibCojO+1n/vZQvCkTkZTwFqY6DmGWfaGRMJkRkV5fh9Ki9jVLEn+9GCNiXMZezyZwCJcvX56BVGSPUzhTqROAMfafTRO1b6XhdZTFaJ336tZP4iNII3dMspr1vkxDBiNOat57gQm8hqRgplJZki7BHfBz4pV7qrFK5eREwFQ7CLMUuccxx77i8jqNqXNGalS1qiP0MZaig3d+sH2mToDKhhPvbZlsSBaRc8Ni26f/VV8Rzp5Q3O9IJSVXI38qql8tSMLWszt10opj79/kzr3wJ8eR/8mccYT7sXryQ49b0P/SDZ6ZlpIvTaw+yZ84qJuM/9NmJGn2cHNEjCV0YFrr8vsyYwcNorlfbky2WvfNE1PmWri2fSucPhrlJhNM5HcAUrIxfWpeNcZ76r/Qqwklu1WyxujErPPtxR1LpRg1loHoRETEnz4quxxGQqaI9A6+pUh0UIxYd6Zx5TzNQLLHeealB1KTaur20nRuX6McdBQNWeTd5lg6GzyoMOJRpniE0HdH+1bdlFcZ700wudTCDJw5wVjACWeaHdYGk+KYnKn5sy1qhFB21EvVvqPqrB+Nqh0/ImNTj1zb17h3rkuhQEZETPYe3aO+oMMxV5WY0MlglulveA/tIErkbRVOH9asRNLT35bEYAxjNk/9rpp94dfVxwmEjNgk1QctM/mF6zR2lA1z9+NPwrAqmrITmoyRAi0Zk4mcqvEHucHqe8EjnVbdBBu89n+u/7dKr9idHOG/eY9n3+YoN33wxw+oG6axXmbf3Ube4f9tsMxCfMLooZjn4DZVsPT6TO493zvWLgxJP7p2TLsVwhiTG76caixB1ZawxPnfCvad7UCIAiDNJFHIKXs6nt3fC9XaJ816Dm6vyedCvpg48U9G8MdOlRsh8K5NGo697HIowzLu3RvsS2frC6lx1hpLTPdmzNZ8sCvHiCFI3UeXts/X90yTWbBD5D26lz9xSK2kVF/n3r1eJ9lsq5BEj0O/BCrtJ1+7Kje2vyfHlzEldKIjhNofISO9l9N7eCeLWBZh4LyWNMAkivENMWLMX6Q+j07z1WEC79q8IroY3+eauKrx0KIcQqlyn3fN5/5fTHbaxVrf4b/2ZXO8h3erAwdaV4esRw5aEjmmVt1SFKqOCWf1jk2PObEhcmkEk6TG5UYnFRhZWaEZgHndTBISNJI6fTyxAqgRTh2Ou06PZ4QnarjgRv/BIG5ZcJGYzPcny3JNvlaXTsQKt5TbFh2Jxtd1hi3tC4smWs/6QhmmkXkHfjlYO6FQSUzX3jJiopb5UfnickghRzR9PAe31X82Tl9b9671ngNxL8dNqhMk0jGWREl9UKFRMXHowAReY3g/4gWS7TbNRKL2jzK/nHhgXjcTvIG0T3iMNZFBqkjs5WWUwq5rxuRorw1fuc/oMdDRpat/pLQ/TkNU7fgX+cr9pHxlcgzTz4teI9NFYvQHsZB/tKPHChMmK1WkZFZnVIKzNBLBve1b9671Id1zkhjVNQq8NqmeQJQMDSZJFnjn90uiBZAFI+2ZuFuA/jWEiT5c7Smj0W8p1yNuhR0onSFiOs++/hd/Cyd6LwzzuuoXfKArKFMrCFuYQ0gcF9Hm9v0rnDkqN9oiYxDR96c3rz+9KYHUrJ76o/XHicg/2h6jBy/qdb2qwdAnKtac0jmyNgb+1Oe0d3x7QqdjjIio4cupRk4HlkVB9roZMWWpWExqxj5ncOeMxGD+kQeNO8o/qntrXYc3UAJtcUNqMIGv/tcz8QpP63BirKTDU2deFxEZf16RC0oZMVm3I1AHIerOPYyIZD7GmTz2RTN0d4jRkizLFLVJl7BHH/zqNSevitUn6yaN9GkSUEaWE//MI7Av+5/j2/nauqkQzhyNs6EQd88OETFlTYbffGb/ngItDDlWk925cZnsqI+8nlLHSud7VHbF8P9KYIQwpNsp/a+XLDPeQ0RM8MYcmTE6xqI/HhFzflDA0OeePdw29VPQGlfOE+uqNBNOeVohyEysO5v4Bi1KBauuZiVJd60mO+yqmlgcdwshXE7qisXFERME19bV0dOSiCjmexhvn6aShYR3MtNLLuqtCNvAmHvbmswbDMZkpjN5xhcmqK2s01Mjs+gNDCIi4pjmHoHpoGU5hGoiO931Hl4ixb2wYsmsPZ+qZER/iSn2jI5kuj8daxcy3pvYVxFojtpNUoPXrh/YtWUl84a2uTX7PCRB9rgjr+vrEdf9FI+tsfDyj5TPzh5z//CNnoxAE5/kqB2+TPaNsMX9sAyH1+mL4hJsDIk1p9Tbi5GBTZJUqUZNNLKWZIF5TVEkSSrzo95zz+d0KkNejBGR58BWneWI5B8Lkz1Oy/Q3wu+oEOrO8LUng3fC3GOdkXndkrZ8+M/A1g7aCz4jxHpPVngrD4SHTBQm8NofUYTFDf0VUMzvxEXEj08NJbzMmL83L/xL1H0lQEqIOb/EsWaB1GDRiJVCzyJ6pypjjFQzihNuHalipuiNijYlI5AXve4kHzKTyGDNrNeGDv5Z57byksbgv5L9Yya3PYfTq2YTKhv3nh/kRqu2wLgGOAwn7+9o5FxbVyW8TQ5TnpS6u0AS9Vtrbok/naO3Zs9YwinrmOBNTH8M1jdGrTuoxZjBNYThf0uy5FizQAqfSKKNbc5Y2R1Yv6pjPvxNKVFw7/khTFGx5lSg6CRHvWipSn5Bpn3ZHMmmvdaXed0as3UMfq2B7k7flHVNgyvr7h5MLDnvIC5arkNI7HQB54msFiPDabdKtZEabUrPH3+ywu1xBEc/dCZPhg+QEBE1fD3dwCtlvFNTFHZxXAAAIABJREFUd0NqI6kwlsx23g1fTHbv3qCSqNgbwzV7NIfB4wyb1ZaghjrDs0RSgyW0f5FpJsTqa7yHtieTqCI38EIcKySDAz4VucJ6y+7Y4fTxtUviKEC7x36qkCMi65yxvH9ZnX8sR0POCfvpT/d/EXk97M0KTEmNu0uSMVGW6r0NYSsNVK54UKBn9/d8ZcSqUdVb6Yslit7Du+JSQ1NavAhVx2S/jy077CxiLF2zcIS60w1fT08wSSLZaVdG+JkoRBkepMgsSbYaqT7uOZxOwWWwX7P+8wlM8LJAyvD+shOt5xLnsqO45ftv+fbNF63VpKpAEkwnlUPQPkH2xTPVkyaC/SayHLMvWFZZAffuDfq71ERXJJilv699u8KmuT2P8V7FhDSI2r9kVJzsdpx5uX9c04Ui1x3EB2OM97p3bwiKkEWp3iJFmVBGRLEGdAymm7gMqcEi2YO+txAr83reSGg4nZt/Wfn3sA5c3wghE50/LJWdhuaCuXasDfYsGxghlJ1229yx6utMFM6+/X+y26kOGXNWdkzcO9dJWjMgiIg/ddgy400NDWPv/RlsHzCdz4Dpv1CYMpowod1eEy/NOeHyj2NEPgpdsxDtRv28cb7j/mSJ1L0yjDHVBjYWt62yIWxJYYjIxpWf+nakVeujRe37w42sJmKMKYcl8CcOObUGsqJvDRHQwoBXybQrMslRz9RDghxjshxP77H2s3Csnt+48tPI6/4I8XUlhlxRJedYu9Czf4umNatf8EHjik98XeMxXHIy8DDDo8hOQxNdjuXxW2yHjIQMqEJE9mVznBuXBa42LJ5JvjOLjMUnEmRRNEVe1vxJRFTnsmw4vTnismYzwf9P6GfIOD0vUfY41MsIZ+8LLBgOxIqjk4UJvOaUZg3rklBrw3twu/pk0VCBvsai8suz6ztp5xrlb/7EQd9WWJEHhxBjblf0qUGxtbQvn+v8YWlQAe1aMfyacPZEYMfmeq/92466vdH+6GWLhlbHOiSGEVW//X+O775kokBE/n5uvYwsrFgyc99cfbEgXmJXC9qdH4wS2sksShLR51UpQ5GMJFuN0mOuubu18ZSSiBuul/KPfflcElVblAXqEFlWO83eip2RAxGSqsJhHrfcqN0wjdV/xohIcWOiemZqx0BPWKq7ZJgsWjRnk0Ygy8oIkvfw7uDuX9GkRg5XJaIbc3z3ZcgGEDKTHfXaq10CPmPyr30S3RLO75c4NywO/JQ4pvY9IvFNCNf3mpjvlaj+19ORO3kyYlvP7hRCL8qCl4hEryeOvIiCUtVHHSAN7SlmokCM2ZfMEqt9k3RIkjTqohR46NG9MlnSUJXJjDg9r56xQEd4jC3Nmazv0LKA7x0xUSvltCyHUIVwpjJ82l74VCij71C9t2FZ5bfqmL5/RClQj/Acc9edCoTYUrV9zr6QDviYVXnEJV+tLdqqY3eY+R06IhLrzngPag9kRRuwVu5JXpf3WPiISgCJSS7BHUgluhKBIPF8okZkJrHIMNrXyIL3GRc4ezDEyjD++AHrrFGx9AxFcyxO9Ut2OcS6qjjaUnFYDv/kdiLZaWeqBZ/ubRqOhOy0K53u/MlD6lXpvlWXiusV5uvGrxFpzLZnROSNOOFAfxGgHHXLaY0hx+AwQnjKjBjjj+2TrNXunesiOyOEM5UhVziSfPvoaCcdtkgyoIOncg9/XP8Ih8AZKsHk6ueNE2tPh+QoOP6Z7NhITMsdtZ/FH8vmsS8+Rw4G10xBef0kIfKuVnjlGcl6LRo/Xx9eeqzhpLv6uFxVaUQ4SCGabkYKRwj1tosMXA8csR3nAEvEGbAp1VsUwjR/+qK6etFJRIzJpNqXv3Hlp94je8IEyEwKzovWy5ful+uLLRGR5GyQGiP8GeP1RurGTxVxssdV/db/xRQr2WokvzPMHz/gPax3wlBQuv+ot0S1C+9JNOAwp3RgPAFCdWNEUWbvhwY31OlDouVstJC8KSQVse4MEYmi1/BudYxJIot6AFtIUN+/kkhEnkPbJWUEMuBZBVJkMb8aIiLZ44rtNEYZDmGSFBnX1zSKIvP1de8sPbVebW2DO+JqJKCtv+xyNHz1oa8ZwBERWf/3bz7qwTypocU6hCTLjJFqtgYTq46rez7U1ofJcmRfvvOHpWLtaSKqdtRO2j4jEC/oRjBfbxZjND+vekGOXnd41Imp6tZedL9IeSEit9zVEB53zcgaFs0ULWcYcTqf1SHrkb+s/HtkT4fmprgscncfA2poXQte9E11Cza74xRPdMZx1n/iU2T86A2RoKmOI0nNwdHAE/dWbFf25WdcMBx/ssK947to0hJa8B06+OarkkKCefZtti+aSURiXZUnYkKscsSQtoFkRESeA1vVizdEW403igvU4LWP/uF9VWyOiFzb14aHk/UsG5P8zcFgHgO50+wEjRDmj9u46nNGTPa6w05Z0IjFyLV9TVSJMXrtY99lFLIYj2m8byFdFLryYr8k4tnjMdSLaG2EpmtsYJ4x/aOxVAkxIiJJYhz5J00EaxmxroqpBl6W7f26ynZKrK+W1LkAScMMPVfNACn0rKLv5CHLRMQ4pdM9zLLHl4b/36hqb67a/uq60XHJ8x/8rXYq/LOVQocXmMBHtjvV+zRGWlOpvs43vBajNyd4S3LUixHL+QKn14SH1pSVap+QSWJMA2pfNsd3dpdSBxob9jHiv+lFl/0brgRrOF2BRhfbxUw4ZUXs2+k3ujifzxxj/hcLHpoXEVLRVQxb3S0EamZj3ZSK/EDPvt677LvnnyzDgi641lsRc2pb7fvDdTcUUHIfbYRQY9a3Ku+qi7xHOXTULXp4iSfGnOsXEZFkOSv7Fq9p5Nm3u3Kkz8m7XVtWEjGO8xtEWU7h8ZWatFyHUNUoF63VYs2p147Nq6oJvhPK9+jcsJg/WcEEwfLhP8Oiu7Z9K1p8IwMaHhdjJAcnroQ9pkjvLvyVMtIUC++6ij5CEhI0znqGkXD6iMNVX9mG01maHHSeozmfYb5HXMcDMcZEwbFmQaRuccG8bs1uHslpJ6KtZ3fuPxyyjWpwZgLHBV1N33+Z5+A29+7vDSvEAue+x2haRRmDEaqOufclstutXlIhP0K8KVUQ//sc8bga135BRMzr0tKZEZF713r1IJj2/h+MMVmZEBju2Pi8Vv912eMMPgWvO3JXQ99uaVpfT8QIABFjEpOOF0VsUeJx2XasbsjjGDHmcdqXzYmQFa5qMpXw7+YNtPPaE4MDFkij+4D5cnGwLS0uaPDvrK1MQWFOwTV7j/bRyZrY/vcf/2FNzBWl04GI6j74m3D8oObL2bD4I6V3jHFRXt+A4hyTiJ3MFSRRUIdsXPWZY/3XWhEYETkEl9Os0YnSsHCKZLcEnq1YX6vMmUltc7W1w5jHyGhMZKEn9WVoyo/eCvd90zLjvYxL4My0sMonanRBFtSHpsYWHP5fH76uLTl0PpjWQn05NEDYXffuDY2rPjOgiLoCDFeGiGS3w98DFWuPisS/Lu2YSodX7JdF9u/Ew3ReBbVcRhTSqZoAvrmIWg316OkaWnkRgyQlqB63FKVJIZw+UjvuRQq0OCJcDqnBErLMPmA3I7aP8oV3NoQUi+8xRT0tJkLlME87ehs44BA6/dscBlsvWrHUk6697vrPJ4Tdj71XtpZL5k9ZY8qobw/hUJmeA1ttn48PTbeSiCRbjSxJRGT5+N/aSWt+HYwRkZeJDjMnM46UBkOaLV8LcwiDiwjV1a5Yc0qoOnaykBMjZjFJdqvsceu/K4wYEwXZ5fD9CFS3TPb3XkeN/tb37woU6whLpiGC8Z7guc9hfVdRpARWV2vWDpK1KsK9Ccp0SN6ThZxmPuzfzJYaLMSYUHtaazq1zxZ61DtzBEa0ZI3R9hDhy+bYv5lNREzgGxZ/FK5anK9/7cSX+RMaa+1kt69Fvu7bGRrRmHaRyQ0Wqb42kN117iMLzVG31owUoGczNLuj4vGgddF6+narfzOYiI6JwJWIeHz1CSIKW9Oi9Bow7XdSOwuSK+SokuAi+NDA/NF9MpOVknTv/r5+QcTmClHKx+9YBsuc8V7mcblk8a0rc9UhnSZ5YUfP99u//PBiM7FALaH/+YclFHpXZ94vY8GvMmqAgOCw9pzvSdXmcUfyeM+e79Wpu0XPgkOLdHQOQ6g+ybye+i8mC2eOhT8vFbLHySRJuWibM0a92Ek4fTTQWavfAnMz2cukdUVuKXQ6g+xqZC5HeGjO156r9zY05JLSBcCISFL3PZP38C7+WGB7VTnaawYSRHmmMUezNSo0JnMsgQ2HoiShU2EGl+QFh3SMimXeQztCr+gHj2fwRt1CDf2EfQZQ8Ia0VrWKUSZZ9U1FJC3LXmXbgmit4YiIsqY9C049iNBWF6HqmMdIT2VUgRx/ssJIiuEHURp7xBFuRpywgFkMeY6BwYCw0L76KdGzFkIk+ZHsNqVtNmXnrP0W45sFKHKYrIykRTotsqRU2oxT5jeG95U3LJoR3KOBscD/tM7w8PVuqC/J5F9RwhgR448fMLLCLTjFV2dQJNwyqgIHJo2HZjXwp+S0OzculRosri2rQsTGfEOivW+yxDzOkKzJstxo0+pDkINDRErfj+zbKEQZxRVOa41SavfUExFJdutHK99dfL45GBIjhPEhiWdGPqL8GShgQWd+UeRXJApSo40/dkD9yTKvK7gqOjCspA4QpdPxu5PfixojfeovU/s1lb0eUiZbh5icQNuduXdG9PTrVvRMZiQJgV1Sw6IJTIymjHvHWtnVSIzJbofsdkRTWH0cRaA7ismy/to/4WSFr+aNVjtolTYRRbHa2rM5AkFr8jRWbTFZjsyUqiPX969dctVyhnYyCN9cUZZl/4ZDqq1cWWBakexxKtPxYzRVDOF7WwL9Isq/to//LQsay/MYqcsxEMn3h78/SqYor7dG7wBjRFQ/910K6WVkRHTQ4qsNqzhf3Rqx8iGq9yScPkqyFHMzMTvvmHOhmYh5D+90bfs2bHUfEblMtOIc30oIxkVbA2C4I4JjRGT3NpLW+xvLVyR/12DkoIHveugF1YNljBhz7/hOnWqMlevEhBOHZHdjrOawr03mrdwnezUqiqAuUTqejua4iEjiSGaypN6YQaWqZ98m54bFngNbfSmSr0qUXP7PRAo5UES0nA14HYZ3DwJGYQaPuQoNY501ikkyE4SwXVKYwHv2BneK508cqn7njwb1iNpoY4xx/pUIimVhRnfVZrJU+8HLTF0r6n7gjFjy4z+MY4xjFret+syBkJkOTPZWhA/GyrKqiy2iEJgs+Wyo7kNS5qcwRu5d62X/jnd1k0ZGHtutrpdcm1cqK+SFqmP2JR8FhakKiD+2X2Nuvxb80b0hP48fqBnzZyLyORgxX7Iwj8Wojxf37tnunesCQ09a45aMlLOddZJM+hgA9Wpwse5M48pPiOiwtbLeE+PoL7+GQfdVMkVZTBSw48oIbaSxE4UIyxPuXUv1tY51X/luhs22CZVn+/S/Yu3paKOLocqH/RErrP/bVbmRod+Iyl6QJDJRdG1aHj4hJWZ/RJTWhexoEC1nRdU5W5Ld2rj6c40MMCKRJ9/DJbX/5ntHtZsbeu0EWRZlztfS8G+ok0ZanEPIZOY754Qxzl/xK1vYRWnBUJh7IAqM90jOekVGSKjgf0NjhXbd8ZV7A18FY/69NlVtX9/0rbB6P1R4qH7+D9vtFGSx9KshxJhl5tuRAcI0VCO77ERc/ecTPHtDevuUqKKyWowxIrIv/di1aXmEAsGWaBQNQ64Hhnpi4lYsFjM08SBm3632/VCvsm7KK4o94I/vZ7xXOHOUVNr7dzZXyVK13jUTtS+f4z26J7ySYiScPVE35RWh+kTte38JuRX6JvJH99V/PjFS7HMr/haYvOQ9vDu8n5uIiBpXzlMWh/CV++xLPvIv3NLwb9UloEZWThAKfbLKXxILKQZ/BLWj4rOd3sO71fK9x/axgP/pl2xx+zfyDr5NoX1jPh85UNzBhGonvCS7nXLA7EV5DdySZ21nM5Gv6tXwtJgcnEfA/DW0vosU/ljDn/JBq+7iBL98yW6L+Kxkx5oFstMuhYzB+usZxoSzJ5TijpynzUjW2As7qgJBmaF98OE59xzYqvrSo/Vc6jdMifxdCMKJQxTc99jnrzZ8ObVx5TzHhsW+ZduMKHTpaIhnq9Zckcyidb6BxOE4JsdaYhRW6O6d65gsSRFbSsiuRuv/xgSjeVxMiLYXVGgCRkYImaxUArIU+w2wum3rT21SRIe/MNHtCGNyXA5hsJEanoT81eFvlhfY1U1JYhr7o0pq5zaiMzFkVo5u21H517V5BUmi77PyuEK2KGcke5yM94aOw0lEJFrOeg75PFWn5D1cIEvWGvvSj4lIarAY/N5UR8z5kvP9n/NtgRArvhzsHjIwpBNaKxpR0If9m9mSLTCsHeEsMSLdUQSNWb8JENZmk8KXTxuMHn3pm6rd6KvSgwE9osfmqfdW7Ix8a8NkSPUW16YVUeQHdnhixHxr7fjj0U/KDf1MNAvRN1Ie1kkdnFHFwvcQivBgiYhkKUwNZ47ut6NIiDZlNKL6irpsgUVs1O8vImVb2ihbS0Sxs8HmJ1OFhENoHI6T686o2r5+otSnyrzcyFu+VnCgOvM1VP3BVF0UTOLVB8IouLZ+K1QfV0ljRCTL0tl/lvm7ykLCB8YxQpUL3cpPcdtqTxNjVY6z6haSEjW8lRqBLIj+xDSqAEEObh8iO+2BES2pvjZ8C7Wwv7XKNvZ3r07e1/0ZjHL2n2XKBF2eiZuEM75gYsh0X6H6uBh5NnoUny2seIQzlcpHbv3kfamhjphPScWNVy3UDK9rlNqq4atpYfNJZIc9dL8ifxSRl+prw94Z/7MLtQfK/xhT1FMmyB2xHQu0FWTBq7kDp3D2mNxgISLJ0cCfOspEMShY06aGXWFMdYIQI1luXPWZ1GhTerXlQAmwyOcY+MqY9+he1+blqmvaSTv/P3tv+iXZcd2J/SKrqjegsXMFh5LGso4sjz1zjv8Pf/LxB/uDR7aP5fGx6dHY1kKORYmSOCIp7gTBDVxBLATRALEDDTQa3ehG7/tSXdXVVV37klW559si7vWH2N97Wd0gqQ/uQZDoynwZy414ETfufovh81OvANpQUOPH92P754I4u8NptwQ7fTFR0XAVAeZt1HQ84jJ9acfWQtEu1/01igHLtFWdZs8GsMkEHv/kGDOrdpOyRHWaVZYvsmJy/FLl9W0zfnf/k9bQpdK8XqwT1S1fkPZqZoj1r/+7UUPrNspsHoaLe+wJ1rcoS6CkUQgEN/oIYog91uLfSoTxD0pUknOHRiDOuNTsPdbuAeWKEa6+7TM+mhZ2Gkx2dNutNIRXmtf+7uhXnrzyrCdYy5CPgqJ8X9RXy5JKoJT4ltEcRXnRKNJmAABkqN6JYSvW5rnIR15sZcDNcORcNqSMMrYz07BvCFx3JSkFQHWaboTFZOM7Dxeq09RGd9p5WJfewX0YjlZhjSZq638FAORzxtTQmYwav4/b2zZVcu922nBgbGX+ZW499bV8YXox2zp1X8OJOA2QLuTbb4MZdHB4eH7tPNLMSgioOlbB7Rqtlggw57Hl0187+V0u8hKXbsxVuNSLo4ajwx6EnPBrqP2zStRaWIKsv76r9S9/yhhJ1bzNmAyrv7kqEVk4avIn/2qHusXFUW9cBocNgnGVJZkqJJFDUzByIqJL9zTWeKBlIqqWGmEGkFx4dxRkXh1Nt0hQ8ZuXO4shBHwywHqLQsdy/Oswkbo7Oaqz2XriH92jiEjzaQaDI6FUPnMJpEIDgLBDP6hOxRMmJKgVK9pSLM6wKO9+d1hrbMw8zXTLi6N8rydjnvRf6q38Y37O1dl49NPTw9V2a/FWgisGwHlq0rmKUOTmG3Ze/GHvzaerDe0EzGdKemtf+JNiefaC3HhkcNpUjE+Cajdr0jOOECuGp0hurnIygLmVI96MShZuVdzEDCCdPMNJxRtqFApzrEnEDVoK2DUKNkN67Uxy7hDgX6lRat3izbqJ1FPVFo7o15yL+XFvLcxKdl/+sYFNSUrD4ArRcnD40Gl3vTCG+zI5s3ohnHJBxWSsTKtgN2YhfM/MAFpp+0b7pgGJoltcDXvDE/u1fwvbrJ5FJGIMjmqerXz2vzf8oScCaoRzpyd6W1z2hZCbqzowbAwvoGT7l98qPwcAqF63Utv21qBDD47ZG0iASShl4774xSi1ZWDQ0F/qd0Lp+eDQC2WzT0tP83Y5IUZdvWzH4GLx+ijMpWFQgsm9Sh8rXH8jaIkvEZcJ3XKfzJ7/1w+K9QW1sTwSb35Q3n+hdMilHL6VwoyBSsNQRvqtUhUvMaM2Rfsty600hMw+4t8tTUYLkqdXzxt4ACBWLIwudHuhGzZ//Pn0ysmITohoZZaDjpdf+R94+yij5VkszmQ3Lln3720tXYOrhAF9OTIZllW1m4ZGV7Lch4anyAPWipIGs8xN5IxApTk4+sro3LlV4Dh8WKsB7h345cYjf2aYAbvwJiDq7TKEt0f2RE3MhZVePak21xzwxeocZ8n1bP3whxql3ViszCWXj/1a3OcoIOJIQqRYFqjzXhnR3LdVYlSYzQAB2xEHx99gJYdn31GdTVZF2A+AGgBGZwfVgzI74pFBrNrN9a98qlicqWtgqMTqL5T06iV97h53b5lKRj0VejiYbKmv+mnEFSgdhAEmKelXjYdHmhNXTiiT2v+RxnXqamhk7UlnBtB+7nu1HpgMoRwbTrcbv+fXLncUQ5hR0RnzG7qGoXKkf9Iv1uYBY5DlRB2cDpMLR3XVEjrbeOQvhif2O/aBmQEBYPMnn6dkUCOdkXnvoE9FaLFhVK9YnW899dXauXjmhHlw7LXIqLVeFASQyq5fCH/rvv6E55qqJHK/zUUO5r/9w4mZjSndc6byeQowPvNT/2zsWvM6gIiYdnAmLl4Ip5Nn2s9801TRpFz5FfjP+fy15IKP+ZnK9Mu/F9RiAvOUbGFEYQZYVa0oZXOFgtgVy5/+b2jYD68iubFE6cDQE56NKXPnJhecHUy11uECXtViljJpq/tllgWlg/IpJorJB4+V46/VOY8Y2XwiOFKgUvnMfY1qJ6t572sPWW0YOzTKAGjQS7UPtF2erZ/+QykrerE8K5fnwLyJPFe5RtyDY6+rrbWVfPMH5x93y1CaAsdf3Tdm5iJvPekPxbm1Sz+99LQ5jJ4KZADZjcv50o0QOzPYitP8KXU3BPU7lCYQTN0twPsQnttLqRyZ/5ABCKjWRqpDO9T8bIYu/TI8/y7CF8EAeP/cwVdvvOWnr8k1Zu61mt/7K12tWFvIrl+gdBDEWDMtuuN1TFpQNh/7XBaGd3IEa2znJGsNovRqFXl736OooCzZNE7U7lDXSisd9R2FHrIH7Y3Zt3OdRpmU7t/4twgOqnN5XgFToWv+xi48d3ihrbXeW/VxaKnfrlIe4eqXyuD4G/ncVQC9YhiHMmJAR6OpiHXUSJVXtRSr893Xnwhzb1ZLgCBtUJlbRRm1Og3TZ4VSM39Va51W5irD3VoMz3m6PXFmQ2sinD6zcarvvf2s07wpY//K1aG5yIrlWdvD9lPWIxllau/oyyy9e2fzO5+WawsAG7Yw0FQYsj7sX8tgZAEiubbAWRIeZPnyD2psc+ohcvomzWzUwF8s32DHi1LkZnLLt6CrSuNd/H4IZWubms9P63RWhgaQEsxE1Bs3u3ptYC1LmZMz7ySXXFg+Dk3Dem8942NM3F5Jr5yMVnVjaXD0lWJ9IdxT+eyVspTQ1g8+kxJcp6cP8an/rb3vUchC9tsq7Vc1hFa2W6JNLEdZmoLOtqJbQUtXWXU2nU67vrhrJZqFgzYYz8HuKRMHRdx/zU3kZ6G6WyziWL7V2g4cWYQXaLEyNzj6iqlRGm70JcSOpyCSwWHLGnXLQgSA+m3Va3dfezybPuc6AcDCeZ25t/NPWO4ohvBkf/YnHwusOEr3S5jMjSuJzs2ONxWSyVMRFcIAkM1c+v6OhdP9ubiR/SyCTQxmWQzee839mgVJ3pLLx/UHubGoe+csKevpg4OaL1i9ipIebGat5MymzukUrpxnze9/NpRSJOcP06Cz9P/812prnQUoHcj1RdVuaj1euu9bnW/8qY4AZkX4xPqOLwETdhrvSBPsQZ8+Uqab0XnzXACrYnEmpLCz1bkre/3kmbj7+s+L9YXt6F/mje98pvR758XH1r7wJzr9y/D025QOy/SlBsxltDNciL+49UxlrxUyicmFIzR/lUw6SKZkUGZ0mcHsbhf9tP3Mt+T64vDUgRIAxcpc+XZkHhx9FczJpWMU3DSdFx4bnn7b8GM//1J65aR+ns9dLXuiumvXCnRVx/STTp7mZPjj3xlzswvhdtM+02if27gMVG9uz1REh4o5n59KJ0+D+Yt8ebp1Q3dHgw4rabKF5alqN8t2m/Zbj8vuNCzAskguHonqAQAoS3WQEncEzo33HUymORG0V6pv6tE2K6kDXWpPS61wAPDDj6t2FmjzhCHmiuXZzcf+Rs+Ui8zLOTy0YhsBanlqsuA8W9yYXemvgrW5bKTw5KSvT3R+49Lg5Fs6UKq9Jbn56Kc5HbjLsGZMvQOzYfeNJwC0nvmm6rfl2sLgxH4A/aOvqM1lx5y7blVns2Tew0U+OP6GRkpbvY0TsO7QRl3MehkcAK2nvtr87r9nWWz+6O/l+qJ+TuBw4ZNzh3Xo/G+f+WHSYOMZFcaLC30IEREk7nN736Ngs3D/1Pfi/98L99uRCUxQ2s8+6i4gWxsuCWS1ZNPn5PoiwAXJkmGzeVNlbMHh1WmejC6qtd599aetp7++3TkKcI42udyevIsHNcyG/kLpkJKBA3p49lB+6Nm4XTnGTtXrzz5006wFnQFsjcmvf0L+n2/8pYeKFIDh8TdsILFgwN0MAAAgAElEQVSSD2HpriDqd5w8ZRs6O7xwSceoH3RD2ShIMWvlrQibGWMZZpaF4VEtcmDmrSe+HOXCZuKl67iNYJLBfHzbmp+L3AMfWJqUq2XJ4PjrtSqU/OZV3aJYmRscf72egwoKMb9wzyCy1XIjygKAYlrfYa6SmfbcpY1JU0NJLYDW0GqpmS6DY6+ll0+8L6QUa5mYZcGkEBgFARiefack8s5mLmrpTEiPqZGciamVTp8PtipZPr32lrcPSWliJr9xaRQtl1MOY19g2zIpnQCTeZTVaGDmEz2ttX3zBLjdGMbfvixqpHKboJvW018HsE1ONQON433rcddtILSIYWMAhyc61+/2v9c7Pvu5UDZ9vuqDNhj3IEZg/NpmxqPLHcUQAvGrsucksWR0WK1YmQfgckKbWF5uLxm9tiOeLIkviiFVXOQrSVdVv0ODrsbn2u5ONlcBNJNWoYpCR2EG2KrXmj/4a87i7Be12FNJylO2SDy9eipfmM7mrsrN1cBdNd64zFzk3TeeAFgNesXKXP/tZxOt52HmbBh68jB00pXS6RLuPAIocRThAciXZtzoToiYXb9gqGoAzP13nldb6zTogjm9eso1L5ZnS6hAbq5ynoUDQ2cUjI5c1ObkzuHnPpke2tHWbhLUaxkle8TYMwBi5TutPfOldxojuI1H/rxYW6A4jL7qtQZHXy1W503SeaZ8/prpn/nNuUPBWCyj0HzMTPnCFID+gWeKjWUPUJGZ7CNaamBhGJ477BMNF7kJYmS9zgyN3dvSgRzbz31HdTZGSLRsFgHmS43elc0pc1fobrz5pf5uHN+j9nmqm0xtzRyYPQg48xUGUKzO9w7uG0XGXOPYqNI7CSIWQTAY2bUzrWe/DYCGPX2pqIAx8LtEaBcm3RGVJx3k8OUic2IX1W0BoH4nu37B9yXzwCx5BM23vabCzwdy9aZcXywWpv220oSn1piBKR0m5w6rzmZy8T274Axgbo+4NFwsVm+6nBCuhL6spKQ2EM1nLkFvfmbZXE7OHQI4u3ZGdVvL40VzBwP4X859dXG3AND8/l/J1flojlaC23r66zfOvLoPJfOY8nzzuavptTPpxfeS84c5TwmVTRJwd5qZLNbmWak6M6dR5DUDGBx7rerg8kEZUUZzDrXChG2a2IA/si6SIQsua3Jq3t6tzwglA3dsaysBEIKZidMBLC7arlfXt+7f4q589kp+c9JdK9Rvl3JM6yzR4ZPWU18dnj5QA7YWBpVoU/PZyMBaDTp2L91cmzRcnzX6YqbsxmUA2dRZ2QrzdtRdr7fDaYS3GAMchXjRtDo8cvb13UoWizPGPAqBdzdzDbU9ihuv5TFG/goY30WLJwNEURqFBr3Wk1+VG8txf1Erub7YP/xCsywjroxI8skHhsXGEqWBVFdvDyUBKFBrh2iPGTRo/N4BaJdOJTnpO5JQbq6q1jrnKQ17OuncbZaqlSMXGYNqvIGCkk6eTrUGyb0+UiSE7kCuL8Y5TsyHfCVk6QNyFuWXYnO6cDZ7Ra+kZrAN0ogFu0m3Ca3V0BQDE7ONjsMcWo3SoOs1qHXORGW87vey24fWiK+Wz4y2Dkd/bXe34aVpsWC04WtHs9Ry/HMoadLE0yqG/fGQBKnDvS4SaTKojcnfG7fRaGLYittJHvs+yx3FEAohQuM0p+lSnWqiJEvjGsE/OEuosxXL7OvoEma5trD+tT+1XQgAmuWjZGgiizDk+qKWADEpmeio9AzgL4995erhJ514PuiYuUS6UujzEFFXTKRxfXrpWHr5eIAaStbVqO2B8pT0rLkcVIOZ85vXHJ/DsuAiL6Wi1kFK289+u28jZKCOyJDNJf2Q8pTSBAD125QlALqvP55ceo/BNOjkljfu7X864mn1+rPy0XwEA2g+8udOXqu6rRI6e35P5+pdnIKLjSXVWufSysRT1c+d0IWBzETNZgD5ymx69aT7ygEMum3/8K/6B589snjCSRDNCqaDbCHyiVedpmpvXNq4EuK/cqof9luuWJhyq+AySpXX1yNK5AvTmz/6OwOnX0Rmhk8R5i++sn1X+JG90oap27IkgTO/YuoHqWm9RI0A3GjfPD6cA6zIOey/1ue7ZloMEXC0Fig3X3Y2KmXg2ZJ9vjIAuVFvxkPZEADnCYwXBPLF69DWa6/9LKgXGbuqXqvOf6bMojj8Xk7XVzmJXrHpowIm1G+Tk3owA1jaLa4NlnQuUEfgGgCjXcTOCQfu4oyhe/Pu5OR98f0UkwfwGAMgQtn2D2C2phbsHxPpzOYc4DGvxwvfZp5ylrrYiUFYLwYwTW3oPRwQBKHQ/ANu8P2UEWtVI8Lg7cI72ZdYVLMCcE0CQ3dgrZTKH6J08nTslqwbEIBiaWa7fIbBMRwcecW1KpXB0VcGx163FTn6UMu2QW/ymMSsZuGotwJgG/E2eBL3wzDRBVsNRaX8aUS9N59u/eIb2cylotP0SC82m4yQBpffEfXbPuJLGDBZgOGuGNPEUOSjBFjBQOwTObC7hQBwlmj9zEhuvLQTYhqqtpXh8bwZYWC5EzEMtN24djC5YrzNs+lz/XdfUlvrAD7zzt9vDH24AT2Z9rPfzmcuBemg/GjapTOzQoG5rRudFx/Tv17ZkYKIAm1B51ffX/vyp3TgvWw2yrpxqxLOjgHYuHTx2y9vxQo1wExAbwKthlr/yqdUt5ztCQBV2AxiL5iIe/ZIW98gLCVGbPKMJIBidd63JbeOrDW3ugzPHOy88MMSaxcTwM7Vq+6ksZURh80DcJhp9XP/g9xay+cmTfxYC1LvrWduS6jijjKXeHI+eX/jwr1xju5RxhRWRu9M6rSI1nW4NlHHlNpf17/yKbmxVF0ApXGsodj9z/nZg9tO6dcpdxRD6JgHk47T3wEj65p06swATKoJuAfBHgqNLEg6Y4/wKfXbxmJQD1ke1Oyh7v6n9IfVz/9P2dzVELwQ35EOVIPKRg5TcMbKZWae2U2v966UcQosbtcPsqT78k+MC4RlD/RaqX4710iNmYs8vXpSZ2anfke21kxU1mwYQRWQbmbLxgc7u35Bf24//730wlGjkdcXjVNtlXtiMIGIlWLG5mN/482fLAXJzGFQGRr2adjX3JBsYHDk5eH5d8s4rjRMCHieQqB3wHvdUL9drC8CUL0WUEctMYNxcv741aVzwWp4mwHHeqVXTnKelZC4WXHh1tIsC7N5rU6+2973bROqBwB4sbf88sz+GCT7dstABsi9chj6777Ue/tZePLDxZVg3WDrqa9E9pbMYOq8/OOgH3ajsCyo3zGDaIawLqCW3FzlLGHhAK4sqoG2qor0b/H8jaPadNZRfH4RA7Lv7Ycap7auluhCi6fJjRWOPDz1phszu36RVaEbUNIfnjtMg+5qUkmyVAluETJpsZSSv/AH41udFRr2NMWZnDmojZSo37YLUr6eszH4Hkjp1ZbdLRMtpvzCK6JNz7RH68Pgpd1W/1t1IwHAUN3Nwdl3AidhdH71/Xxhmu3Moh0V9AyAigwAM3GehbmPWRY2ZRZXo4wWdVY9+exlhtfz12PFD0pctl2eWlQ2MjE9E/UP7gOQzV5y90Uv6/3b/3LCIJhamhVss5l7TNV+7juqku87OLMjra8p2hgM1Mv786UZxyA5IVb1kAT/gpmgpGqthxu4YrcWf80zlkWkrK5bOt0qdQORRHAStUBEa++3y3JRZQCCMjz9trbEjoC0YewhZTKGoTD2GmprHcxgxeAQ15exrCn2ZmKv0kkuHzcRQepjY9RPAMDCbrG4W9RXCCdYvqkjyCpP7A8C03eLlDIALu6r3FxNr55c/cKfALjRvlkEym0TqJEUwNqYws+IGWBtPZSDAMjWBvXb6eQZgBd3i4O7DWFp7g6i9MoJI8IjKqVhvEUJJxsxhJXFKT+sebC5QyyP5cysWhtybcFN1dRW5AgnPUdv9FXqjWh9l/iLaz8Gk9acsyzALglHJOPMqACQry9wkZl7xHFTzHJr3WdfC50VrWSkWF/wfXlGtDRJBvjxva2z/dloTSo4h8Fg6r2zL3dsuaZYXvqh7o22D0MVigTiTXj97sbcnob+NZs+33vz6QBXCIdwKOlns1dK62lSjDqiq8H9Q79qP/vteOhAqRtap5v7DkVDr662D2JXs5g8vX2W71+j3FkMIbC8C4u7kM9dBbgaVMa/SA5kUUCxsbTv4bETr307IhBHXHVMDCkZUYJX2TWW05T086UZT37ChvWzO4OZs8lT0ME/guEYSKfOdl973D4o0XYB9StQOLN+ZhV4M6/t5PPDxWJlrvOr76fXzmh4dG818fcDlKT/5Es3BqeMbYxqrW8+9jn9OZu9kpw9HK8hy83V0P4km4sSv5BTVwZHPVZwlOGJkrSQri2szafv1wFgYoUxA2g/953+O/vi7oK1DeA0aQa1yMCSDTLETQZ3Cs3YuKVm51lpbnRicLF2M5u5FI0GF04gJiPAa4ONNBs++/GxjGV5+p4FMvhu9XP/Ws+O8yzcDKv99QM3D8fj2fWwkTb9CthqZGOFd176oX3S0zFLwvocbzUT6sNFHnPMPAKPXA1kmmytXNc/WrMTPaEIfeeL02rQdUOKEgOg+xZ+TrrI9UUKOOqpI89u/eTztgEP3nuV80xLZ6ltpYPMc3c11iasQWxcLEkoSptRv0oIsJKbP/rb3v6nAGbBNOjqFIJDVEStVmLHpGxivVjrHvBN83tE0W7qeFEMJBffY1mwXU1URDwDSn/2yXHYo2GkNr3W5vc/q6XUG4/+ZSQWURKenGU7OruHIcH12kcaZXJTfyBL5he5am24K4fBsrmcL0zpzU1k9SqOuQ2mqx29OBkUazdLGb1MBm1ijnQmfuN5eUHQoUnnrZdLBKv6QXm/JUALxeJ1HTKBES3p8NSBrce/yEqq9gaY5NoCmIdn33GJQIlpoDdmjWrRfE29p6KtoFRNBm1nDEYEIJs6Ww3n6/cpG/aplhJSW+vl0ycLHVyHlRO1xHY0zEzU+ca/c3IcYs7WF6P+4+B+rV9+a3jyzefu6g5V5sLtvvqRsTcWfIw0Z1YztcumxtG7XVlrdk0PZCkcKWLhSS8c3Xr8iyaglJ6szG1kl/hOYTbyWXfd6CB5wnz4we+Od9laCtgW1XULCyV9csRL3KRYtLEMRmVsqzzgLKEiP/FA4+iD5bidUaO6kHs1zGElfJGG73u/O76R9+wd5XSM5AL/hLMmq2zMZi4FVrVeJ9kjr9VRnU016Onnp+9rlI1BdGhQAyBFzpbblzrWl7OhHpUG3eT8u8HqjOgh/qDNRvOlG1s+TqHuNiFVAFCbay5+jyPE5Np8UBdMqgA2sg6YjeZcFQAPjr5aBaFgCUBtrdq9CgQEDMD5zWumasDMeGvtMIX9qG3JALA+LvsyifeA3Z2hpID9UTWWrnqd6Vbq5RAGDpxpzXcPXLG+kN24BKb1neL5j48BSK+Z4CDZ1Fk4bSpDa4DMZqu3Far5Wg1VZW9HLnk/Ub/NeYqqEOE3K3caQ7iwW/zgd8fdpuciy6bP60xrZWyqiz5Fs1fmd4s14SIvC7/fAOptgfnU/aKNXCe793srjNbFANA//GI+dzVCqFXOxweGCfaoYGRp5kVWnk7yDS3h2Pze/2ue5Ong1Ft2FG1gyDpRuD5vw5NvfvY/m2ijbHhtjL5GZPqO4BcCzD+m68FvgLEd94tqXTtggzKFEzcfnvpQ/sJHBJjz+WtVFFACQR9DUoVlrkv1fXS74Yn9w1NvBQvupJvW7NYZMRK1n30ERicTDGz+F6+5vVooGWgEUdJZUa9Fnc2AtDD/me1nuZ3mTvzg98ZVv52rvFiff/VjY0WYaxiACwDD7P0Q4grX9vD8HhFdbw5aJs5S1VrX3FgIocfOLqZCmFojLMzMpK83HZLH8Trdl38sN1cRmytQniUu4igTBK8hNaR8iLLLtCIPTx+gIDcMmPOF6e7+J3XucvMsTzsv/ADM6bUznA4oHegbRXdGrAyDlOeyuSLXF4uNJW173H1nn16RS8niifsb8fCMGDWzi28OJFdPJheOuHh6yYV3wazj5YST0B9WP/8/OweJfOaCXQM1PPFmcvZQwACWJw9gbo+gpF/v8RuSXPqY510Z3SVsDTKpPy4644KzBESUDrWzaA1dxVV63W8t1d1yRzi9coKLNPy1tsjuVtktU59T/U45FJOJ3ptPd178oZ/dypz77cC9xWu86KAtX5HBFJik6mzKrVXgdvxAPii2jKYl3Se5uaI3uZd2mSoMhmqtb3zrz0Kpv6tDRAxhMUL55QFgKdPp89n0eXDwdpmgKmRZRNqyGnSjuMGyUN1WyL8ZAcFcTf5rGpaD19OgY3uzt4MGLxuqXmt46sDwzDtC3xQcjFEkKsomT+EctZbs9bt7PZk4VLa5U2ylVdQanURW0udDD0L2U4hYwazk8NQBI61jvnZ345kPKzXovqzmXxCxaZIlVn81/erlnWnw2Px29r6GiuuDKPAM9yUnmTcAILt+IV+ZZcBQTcyWmo/f4+0UZhr0OE8JQsUjcp7ls1fKC+W2CjODVb/jHcZiwWJYzjww1h8XZdNHQOc+dRhDtdb1JU4muDH1DvzSm3oFGzkxJsSGizCEAfMwcgYTQJzKnNkRFdn0ufeZLpUB0KCniUvZXNaBwbRMX9colmddeLly0behhq5i5D88c1Dbvg3PHW49803D6Fos7YyPch1RnIzXvU4LZDpRMrlkTLQoHXqdmJdBwNAe7rphBnOxZK6zKGPnqNQLAfXlGHVvd+ru4VqbZxciyFoZqM6mO31kvGfN13xu0tOKeRqIftiAR6r/7kvumYsk2D/0K04GYGai4TgWdgsWcAbn+cL1Ks9JUAAgg+josVint/8pF747AqNSsqmzNOy51Qvtln+L5c5iCBkAZu+y51Ygm76gY5NUapYs7sAQi400ov2YwWjve7T7+pNg+tXHxjeQGVKlysyEPddVoNp9zOU/nA6L1fmtn38pdr0NhRQRZ1SsWQNuIuaQ3jVwDE8d2NgpVI2ggllrn/QA8DyM4zPC8TP2kjD9MNrHFpXL9YXO608ASC4eDWOC9Q7uG54+wIbaPlIsXq9hQUP3N81daTkrk0O1oc2b85JiWTQntOl/iTRhW9UcSOcqM2QJAEyJsyzVFfLMae1dBmEfejgAFsyq3ZStdcP4BVaOZp3tG08a4prdk1qWYHSbzj0yS7xEykdk4dAqaXkXmjuEGwLM2fULzqeuWJnrvvkLIxP1IMYEiWAAPUjOkv7hF8DMedqavehwrdxcy2evgDmdPCWEXmsHIutIgwE6YyO8YM6XZ+0yKy5Lw+AWR5f0wnulYHHp5eP53DVrXiKmik1oZ0VG57nvys01lhKAJ2XirgFNNW7qNTdymaTfnQjuoIAUC511zaCC1cbS1s++oBV0zGCmOH1zaUwu1uY5T5nBqnDXDpg2f/YP8aLrfzxOmLlL5CtzkLnrymjMygPVUNruUmRiEiCLvFV7o/3cdwFwKGgIERFX+mIkY2J1+qSr0/rFN1Rf06BkX3QNRGaF68RVADhPI9pWKUhPoCQX3wObl9ge500O0fKIi40BZrIbxut7f8v34J1X6hdoeOqAam34X+1fJVAjQbfY12E8r81jpaWmHAjmwqEp6XOWDE6+6fYSK6n6nRp/fk/KGwI01M4VK7PN7/57L3i1KJGSumx41koC4U2hN48zGGMCIJsr2fULcmOR+m1NAvr4UkVBJe/c0lWVaw98yLIRGlO/7TwhywkkAC5yVtIeHTtZd7k7VihslQ5bO3Bzj0CR97noilJodFP56ub0+ribILQTrtpcZfgMw+H02U5E26wCeGU4+YtPjOl5DU8fhG6eDtXmqidF3JLaJ6qzWTgVU2Wh/HDCBD51j1WnufXzf6zMOrIoSa+c8Gw5s+utVI7e3+hOVOrYXZReNIkihmcP9Q+/AMsQuq6Wd4mr94iq/yqZKIMepFwExhfCGMOEM+UsUa11GnQ3HvkLyiq+sm7urXUT5te/FMDG4TOEjTkyXo5frM1rx5nkzEFKetUDTvaURZQtB5cya59wrTTjUg/Fyk09bd/YKtaKtQVzMwLZjcva4nHlr/47knH0XWYODLiAwAAyWEkfWz68KWJ+3hmWZ9MXNBnkjMa9BhhILh7d/P5nzVd9K1kX3M4EvrF70SQ2M9Z5pofsxqX+oef159Yz3xzaCIvwgHuLKoBZCBYMRe19j2r3ftVaD1JB2GnIAsyqu8V5xh5MTZ9kboUcOaDL8Nwht/f+9g/HJ/eGHFl0bRfri1zknh+Woeb/t1buLIYQgFnvQD9ViZH1+fe+dvj+IMCxDscMQMqQHwTAWZIvTFM2NNEPPLbi+lfhMCb7P3abjbaXMEALgJkU54lcXQBTbVjI0jWT37hSBoTL1RhMg27h1PcORGYAxx5odCaEY/N0kStzvdd+HvYQBnfq7n+yf+Slud6SLBnlMnM61EQ2DTo2YRSVVouzpJZciTSKbAVUEBmrZ848YfxCyZD8JR3LX//RRFsZqnFll+hOiDRIGRSuxvTd4ie/M7YKowwZntwfwlaszWupIQuEUX0//Z9PpGOuO9urcraRllS11nZAtPGUPWdyeZaiXsB5tvX4F/1U/BaqWaPWL77BRabduNOrJzUOCobz96oFrNxJB5KSQff1JwDmPF1YuujX0ebl89241OIyTy6+l7H843/p1/06dWb3CICHRkdtzPTl1poSGCrvIk+9ju2nCMEahlSanojgFfZOa6ykGvaot+WWJyyhTbizw9T1eoefDxdRba5uPPIX5dUM1fu2qWwuaWDMZTbSxIpbz3wTpALhPlvqzrdILx1jMqZEqSqkAAuo3lZaJK4NANngDBFxaZNJ1pDaupn7l8HaaYTdLUSUz165OZZ+5ffHc6dIYQZA0shBACzsFgfvMU6S3Vd+orotu5XJkd0MDMfR2mF0Cvn8lOPoPDjBfLce/yLlw+jHyPQucBpEZMlTm6a1/ctHtHpnbafY6m9Y8QdXa35Qakrdzu0ffiFKmGblOxQnCsoXp4PNYO7KMAc9BXSZPgLp5Oko6Q77vWS6UoqzhPo+sHC+MC2bK8MiMwQ9kVxfVJurXGReZqT8njGebyHPMHk6zCKNAEInubXJPPXXIC88s45oYpQhzMmlY+mVE8X6zTKeoZKBnxXSa/mLxcDMPDi+Xzv16TkX60uoKWwGtWBwEDstYBIYQHL+XW0j4NISVDqLSBZN/MiGADMlfQZUnllnToTjZtcvcJ64PEaRMFVmALOSrCQl/RpJgXOPv3y8/7b11PCyQgDgIs8Xpp2lumzEGzJOgF5CtgFKjdiAihcGYO/WQHkd1dHRwhgMJTUNY+PNmhWfunf80IMN1d2CpRvdQnHSN+jLb6pgBlkSRUgiYllkc1e15HFU0gUA2eyV3v6nALCSg+NvuI4LG6TdJ2YM6IHs2lnz4+pNSodgTi4ezecmW7/8lgFa34Yq8EYxCyRZwERYdGdZMJibO8WvPmpJE2YA7ee/C7tBYW+TaN1JmRDf/U6Y+kVtrVU1hO5XViq9ekqr3WoT05frx5FI2Zz7ELEAQLEwbY9eIAZiBpA1xNWdhbZaZ6eNBzYf+xznqYtlCKcIBWvGLLJBBZhZMDOE1qBynjERlFIVNbuOz686m5x7eTcFLICbaWT/IuXg5Jvms433Hq2MkYEKNrmy7ExHb7DfpNyBDCEAcyYBFhTq7juv/HTrZ18oNpZ8MBUgm5vUe1Qlfffu9KYoVmbz2StWysXHYKk0804FM7Z2QKPs9V3CXgR1xQlLoiRAceXwutLZlnptcxsFWyjUk/gwNvZmslkK9E1jhuQiL28gixEPPtToTLhndvDulsvOyYKNXYE7AwwAX/5Px7d2REq9cMjSGah+qpP2xfmRbN0Uat/eTkhZcuHzAXBwJevy5ocbl+8R2Y3LtYEWkzGs7mzoZH0C4TUWZCQwAHoI13eGDL2lLZQEQLLwaQmZrg+Xv/qRXjhXFlDQ0bqQTp9jAWZyB7v93HeiS71MxsUIhQhE1G/HCeK59Bc6nDczy0LnlAsrsZIGd5Mx+tj4xv+l06HSsAdmHRU25Gx+8WGSdh1dCL4T2Dx3X8PsNOu0zuDk3OGZu8U/3Hzatdf2fgC0JN51O98IbEcBncUupLzi2dWdLDs1c/d1XfoN/7PcWtt68iv+rfl+BYDeuFG96q5UtwWmhd0lpicckAF47whPwJk1D1vIjSUu8vbTXwOwINsuAvXqTichKACcvrfx6LgP0g1vgemvpRCeaAxmzq1pg1WSU5YU4K0dYnj6gN7hGsVxkdl4AmE/rAZdOO1ibOy0vEtcvMeA/cyD2dVG4saWa/MuB3Eyht44VLsZ5R8U5d7ilQykD/4fU4rVm+nkKY3f3vxw44roWQYS4cp8UG6nyM1VYzlJysWR2vzR35uDyeVgocq6xLPl2xELO7xSyzp8dp7/rqqmT9AubcTF6nz31Z8CMIp3AED/nefSKyfe7U4++YkxAJQOB0dfHZ45mM1ccuIb1gRuxD75rcvZMPShDS9Qt7dNsESLdUL3e3OatOySuZi/ls9PGSVJuL/KUZc4nTzFJGXgCm4C/+tTlqcAM1PoEpxdP59dO+07CaSNERkQM7RgUkKwAJOCkuWoOwH3aEhPwQC6LnGZQNFvbf74867acOZSMiYAqPYGqzIMbFEpQ7AM3ElKdG3EtdafRNXd7Dz/PY3fGEKJKKgMB+8HCKNhW3Jc/1pSTtaZWXlKTv8tsppItvD+fhTsHwBi733X746YIq9KUEq21v2QgZKTgWzqbJjB3Ij21hbM6MVIep3Tofb85CIz8UW8fgzM1lsMCI9kduOSIw+M8vPqqXxxOr85Ga5Q7FvL0RP9rphVZ6tYX2KgPS5O3m89ycEAbGR1fZRC6bCtQdZ+hJS2RNU/Z1jhaHEAACAASURBVNcj4/AyVcbESpayNJdusegOcKe4kiXFqvv0Zb1lgNJxuTlAFAKAMBllAsljeuUEpcNA5EBuLHOnV32MBQAdlwQ6Pj+DqWqqoswFajIwlyi34A1El5cqvO0Sa9/juIl9YOPx+s2Jf4JyhzKEgw6YIaD63fAGot7W8PTb+exVsrYlIS5mVQytL69+cdmNS7A5ygB0UZh3yp7s+cIfTKzuEgwkDY86EeTZ1PupLvVFhFgZALnTa0yhi5U5bcpfalJrl6d/9M7ozDrFOQvUuPI75BKIOgxiEACzMoJVsBCsikh9Z8svHx6bT8J8eqgcAfgVQyjVqLFJY4DzrP3st42EzNH6xLEhIoMUF7kjDbXVyqrqh10BIfERjcVg2d+yQ4YzCwSEHN3ZddpaZpIMka/ODa2MB8wFya0xL5HShWwGlHzhOgPZ1Hk9u0KgiLISu8O/BB+axf4owKS67zwHYHksb+4wSVa87a5WEgoASC8dB5jzLMyf61bPelcaCPPFGZ0AtzCJiY1o0O3yVz7aSBenIr8d63XE0nneGhWfm4dPqewbRWSBDM4LgP67LzLEooqMtYqlWf+lgoWdusPuhegeNVROlmpTWFTKLx8em9rbACJLGw5S/ZYauf6LxRnDxFpel6W0HoDuwhOU9GGtT2XZ/00ASKfOsQCL+iAZlWjGXPoLgAZdSgZGBGYJpuZ3PlOsL0YCFp0AukxQ2kkG8zRepjXnmOd3UrdR2FcmZGdTNpd1zSMPNn75sA4zYlva0Td3iOt3+1wUxnxJ5rHmwb84TRsk5w7L5goihaseFuUMPR+Uaokp9eGpt0zwGCXdsmczFykZ6FoqQH1bP/9SeuGoZ9T9IQ2RkaMWA8fmsJrN72tq9zupTuodyvWyhEkxAktgGKszXy04mGJ8wtGMJnCXipyxOdTPG1hChA7Vb2ezV8PaALjXArPzPuqoJN5xMZUAMBFLCUZRMgotco0M08kzQPkAJZeOb/7o74P1CdjsyBUt7pNZCmYtxaFqXuu6a9mKZh1VHq5hh9OZuwQAubHsw/8CyrxKD6DPxhGvITTO11VKGD78TLS4WyxOmIjTcWg4oJTMwCEi+8n0kQTy7rrFARwBYykuJUsuCWZcJU1I59jQlwQ64y5mFwOB7J4Uy6Iam9A4bEcEhoWNyWhyLMXFK7My9EcFKE/NvPSuCxdYFXJzBSivg61svzpe3eQZEjC2wdrcNFgfDnQMsERvkVJurLTIzc6wmurCvQ1mvjZY/NrHU9iD7jcXKbDh01QsUGBm54RfLM/CUX1FPjwXJWG2q5cXLgWu3x36ZVlvnaUbpnNPMUZrYvaA8+8InYGF1Y5oDaH1XtYBe3SO6GzmEjOlk6dVt0U2aZyeJ4Ctn3+Ji5zhJZucp9r43Gy2YPVka80eZE24EgBq6Fdj4fWLYJ9IWa8yjScKmDiIcnN184ef8z/XUTW/SbmzGMLYw4SBfO6qzpyDupehHzvDOCYytsuCVXu9WF/UQjLKE7b2gOZf5jC8gWke+OWXCS8AwK8+Njbbq8vy7KFikErOv8tE/cMvOgDD3Aw9m7WiWtZ2EOBcJlhuLGnfXAZ0WNSw6LRmwYPYv5CUF9IwmEXk3m1ZtSt7RVc6qY+VCVVcr2VzObnwLoIdXiLzLu9tkAAE8puT2r3N40rBgOpO4OYeT6RH0hEinRGxj8JLkYwXn7XjjiavBX3mDlD9ttwMye7wShuRONtRPCqSKVh2xUS2DEdVdm+oQZcFZG9T/zxssAtc+d6DjUuNrm6VXjlprWji8UnJjUUAbz2Ik/cbjTRbbVK+dMPHhNQo1Kh9IhwqnVsIuSCcDC4H5GRVGO5OOws5CxlmAO0JcDZkAS7y3jiyhr6YSj2YW7/kvOo+5Wk3EMEAzCywSiERwLK55H6sHl+dGNAxIT6ekJtVXJ+FCLnK+d2iOwYAams9IlX9J51rrMyBUJ5q8b/cXGWnOi9yVAoLwXkOYK7YCh76/gFACAxqgv24CGa+oaGLlOuk+9rPBsffsOHgPeJZmnDnt7IMfn0o3B5X7qKv/f64MQcI6ewwtSCYBV756Jg+Yi4Qsf21ulY8tVe89uHG4m7Rngg5VKNU0RRN790XozaV658DXrEE3gfl1oXZBCHQiF2vnixc9L/QxYtdfmRmMDnWjyHcreeymPlbdQTfqLkTb4HG0dlSrQ2iyOraYF1VAMhmLmbTF2CpK+za4wg+q16OLA/BDKK1f/zfh6cPxLI9CykpEzlJPw+tZsiQy5kquCHibimelJmp8jacDICygf3Js8hRJ/CVA5NRne2UadAeHHs9UIloqIiFdn0nz7Paks9PwdIk1pWdAcCDL5bHpfZDsZAb+p6VDE+6jp5Cwx4N+yz0petyHUF1NnXYRrNU9iLovvrTcGWo3x6efMut0tEHG+892GAhmAViFbSOxB7ME3bBoi00eO9V91v4PCxKxL3AX9yP/t74Cbmqe2ZlQuNoDaHX8AhBgld3iQP3GlbKURdMxMoSTsYKhgHI5oqxiAmCU7DOA0RuA9uTcvrN/PoFAHJzVQe8Ve2mi/0ezQ5QSX947l24RJgh6g6MbI1vYXisAEPY+Mxn9s3qLcSBAs2YXzIEk0A2d7X78k/c0v3i4TEAqcxb4wTg+vjw83847kZQ7U3riwhmCXf5MgNMqcnMXixM++ualE4IaV8i5ruL79yn5Prixtf+rc3dbWcXnm4bVzMKBRfoLeOrjdnIVgxOYpgQO3JrBYAyPixQrXWA89krsrnMeTY8dUA2lzlPYVWIujcAyfkjUJIhCAFDSAz2GkIzdpGnV07WoLgyAVc2ZwtlHEIwGJ9bfqm/sUBeH2OgcdYH+dxksTL3T3QD3lEMoTC0iLBIWQBGmtXcKfIGQk/fsmW8ibBvj3EyrOo3bEOwkiYIWGlbBK8/AcnmsuNGmJE3RDnjkBZzFlm+NGND/Kv0yknE6oIwMuRQW0XXbYYnHm6ENPPw5H4LlZFXhRR/Onna4hcBQPUN9q8NQVaeP3Dt7kY6JqLYdBrPDrpBVdOX6rbyOCic2lplH/EZX/yDcaXVXYHPgLfuC4Fx4kA7lc4L39dgh+xC2kDRQCiwQfzJ/MDMeaavQPO77YVF2Uo7jLACQHWasd6VAXA6zOavm5j7AdQh+qAymjCfp+4SN0USQevCu/nG5G02AADF8mynIU/f3wC8fE43BoIAcYDj+Tsv/MA4fzvHLUtoh7lJ1NZ6hLhsBxr47gTk5tqZexuTextn7htb3C2sdE4g3mnlYrKwKACFzgCmsbyDwQKcXjsTGv9QZ7PCawT41F/wIZJlCJicIpUtrQRkA9wQYfNSzSgabVBDtZtapxo9rWMIAVBRbP30H1SnWfsrtHFBbRmROqlsY1a1qwGu7pFJA298eCzcLTpZSP/Qr0w0KX+VMwAJShtRP0LEAxmNg3jm4THj2kSSVemYRLCoThMMFuLljzYu3NtAcI401bOwuwGgmJ/yPWgVt76Y6xBw7Zp8UKLC8ToxydWbydlDoUqNmVRnM7n4Xnr1FAdBZTTaTC4fl1urLItiZdb2GOBnIhK4mCzpMF3F6s3S+fUGOJZH0uOmV0+FudQ5HUaGgJZm1bg3OXvIBEF1N5XF0CyLYmUORMX6ojZGNUAycTKgXptjZOLpSL9BySsoAGbKrl8Ynnyr2Fhg5sgwpyxPMYYYeacZrrIPEG0alVo5zOw6sQPLAoDqbPUP7vMBsS19TBAMbD3x5aomwRMGVNKUmvBprONJMnvuLgRKSgCcJenVUxqa/sF9OvIKENmkZTMXKXCosQEtCHDRDgFwsXLTvQsmYhhvGrIid9ehajdrhOYhrexkFsHX2swB7gX7jW1NLtMxIZnA3Hrq66q9YVYUjAAUEmBgeZc4qh2q7W4zQQTsFVkSqlkzB4/6ksvHANCwZ1ydg1BJxpBnY2l45iC0u52hECpmmVaxC3D39SfcmnOecZFGuJXZ9OwoFs0BdVvlNXTsJeyu0+STJtgA6rfzpRm3IUmYrvXXjKk/5m9HubGoMQcAstP/838xcZOMm4xuZ204S+/LcHGLvZVjewlgSocumK2fBww7zYFOwr/fsJp/aCsWGdzrsz1ofaxJq+ixH2tvGp/9gpmGve6rPwMgN1a0LS47zTNpdvGk7sHZELnV3tqB6butqpl12B4s72p4aP2LY5aFNj+slnPDxfbrj5vrTwhHShn7c1Kqu9Xb/1QoivotljuKISwVbVykYyG+90CjO2HVXIE0NHRxYZSVQlo15zkBpcr8iesopoCp316bkNHW1KGK3HdgY6cwauVh36r1tLe+ctEj7RhW+SA45rjscEIbJYZgkUldDbDgqkHa4PALtL4AK6HX3V64V2zuEGCEjhlawOfnzQzwsQdEbxwMcX24BuCmGB55cIQaqK7QsB+FfjVLFMhNfbiqSkJbju+quauolF88PP7mh2ziozIyBwtc3RsfVP2lKEKvj6rbbnjH07BnfAjhUVK+dGNw7DU7XLi1HEUeqbAQEAYQkKiIoqPRjSTC4EVhvMGWeisvfnTMQ2GFZ8wuEGvYi7bkJIBtxFPiIofV2NixPF/35CfGbPKDkvIXs3eJpV2GjWQIWdqDokwUze4R13YUQFmSYmgpjlcmS6jfcT6LNOjqZus7PZtSHsAYrEa0V+sX3wCQNeh//K92BLDj5h5x/t4aBBjydTTsA5w3bBp35s2ff4EGPau+DlpV+3E8qpLF8mw6d6VSxWzO1Z0j+GfvESEiwEqBsoyaESxzd9IJnIzjuY83jHTWACkA5HNXyZqm2/+bLzf3iDc+PFaa0NV7xKb1FuY4wobaWjfxbyoTAzB1t3CUKFuraXaLM0rqZAQu2h2UOaYmOajzQbndQlwszw6Ovw6i0EBRuyIzxSE+tP45S1hKKGXCNRnGxJTs5lUSOJUsgAUzDY687KxPoxdFdoPZo53NXAxM3BnsQrrpJ6QjQhsduCw4MNAybZgAyNba5vc/y6Q4S/LFwC2QDfXmCFNtVc4mbWYwFMrniItMbq5wMqQ4rQVX9ZDMAHKbpkVuLLNAYUIjeguaEhMRvxEn+mQqgmzvJbMUs/+FXFugLC2hO8f55DevWfNFo1Fx4tRQBs2x0lJnBledZnvfowwKhK0c5wKNZh32BiCbPp+cNzmKWRYaRw1O7OciI0Aa/Co0kF6+JnPqd1gWERsANsFdHdWuV1HJ1tNfD5+Hv1IVd5YtSymbueAyGYQLooTYGCcWImtgbod9I9brwdnoBgxVPFDwsvQxkc1lw9KrUNPL0HygCbNnQ9qWuCA/LQbz4NhrjkaSzWUT9MsyRcY0lGIag/UC8tZP/oPcWIKVKVhth9P262mC4YwhOVhz7SJkGKGr42nkQKFZHY2iXfBnfUYiBV2sx/Pt4S8dc1Rd1Ch/Ymw8wjBbg/sY+Pj5u4gBQBZqc8UEa2VmCOq2HABUyfmeTZ8DgsioTCyl3if5wpSJxszaklp4OzJVQCljBRYEg5q+q/HqR8pU5XAMYbE0GlO/s/WT/wBUfwWzUsO+XpDGXfd4qkzH8rH5yayx8W/5HryzGEL7dorVuQGkeRkOO8fFJTu6cZd/yHGWJJ/tAAwWqr3BzIUVcDoz4sAALDpX2wP7f/8XE1LmAIxbMAvVbYIJSlWMFZmSmA+M+17eJToTYOEDJzKD/XGtRgaH3Foz3vZCAJjfyQAm9zbWdmoHg6V0TPzFv5iA26YOlBgAWSQAlhrp6fsaeSmQqQPFgy2CxyXkLqAtSdwTa/xQST7GYArMgz26cT0akSQpACt/+8elfN8ArltZTtApKOmnl46jtgiwYBr2Eu9dw+7S7YyLmZ0SgJama6WTdGFvAMBYKmrAzu7Fj3/HmmEEe3NBxM4PshieP4LyXgrUvBffA+JsSPaFdt/+pWpv2A3Jrh2pgovc8NtWNL+yEy894NGlf9eCoRmwwMxymwSv0jLvVvZRrrC4W9zYkVVPBvXbZkFHHxrX2ZEHG8q/fX09iKhOeLd54RwAG4ot7PaWKJVpbVfjkX8+rptTr0NJf7tYKXXCkNF+AhyAH5WpveLbHxpEj3ziDb3xBAAm5eQjw+Nv5FY+QszMQogwgnYwqLmqKfTXBdCdEDN3ixLxd/jBxsIe31pY8U39hBwKEljeJSo1/RelzX3DtrahAdI/C16TdXSqH/6D4kuI3JiLnEmHDKX+4ReK1Zte3ZcOSAgwsSw4z8JADgp0eW+jnKUQ6L3zPPQrEgAzpQPqt6NQsZbCBwDiYmUuOGjuSNqYM6EBRSfE1Y4Cdg8sM7Y8yxb1FYvTXOTZ1Fnqt40tHCnLSyjjPav1AwHhWzEE9WawZWlFCUXYmlJadYRmxpQLvAVAcBwCpUQWB4tMLAQgjLNWKYwKE1kkRsN+GemwAtD8zmdUOgzCegVrJ+Lg5m7KAgB0dGLNVxDbW6Y2lmm56OuVANCgm1w+YcEp9FJ09n2H0wGEKISAvfU6L/wgu3HZ1pScZ7n96qas3fO4yHU/ZKVC2uOrzokDquKg4XIPmEUoChbCPdQpH/QtubETL+3pEqAaxgdPD+f6sWkYGAzVCE8UA+i89KPyupCyHI5ZeCsHgzl9+tUTQccpqRoZsmeW3E/OD8jJO5ILRwwhxNZPwsEMFCuznKXuDLIhP7gw0TUdoyZMvplg35AADXpESoOQCKUaIjb5YbD/Y4QHTNDueZY6ig5atEZ2B4ZH21pDW+wengU2NDbHbwcA2NvdMFOeqm4rOXcYML4hxepNV7VFQwTrBGbV2mAnTjU9V7a+NpUX7DMPz0/li9NGHyu8SZtvQgynDRhrANG2oWHfyQgq0wELQUTKBiYQO3ZafZKBbXj6AMzK/5PcgHcWQ2hLcvbQI5+kTE8uCueFqbsbk3c3AJB1k1jY07A4XBjh6IhutT8ExS7LtucS+WKfuwqiptd8IwpLrYZ9MBlX5lLnxP7zNiUwkfEPxbbNGIBO4gcAuV0MBjZ21NYPmV6mQZf6HW1hkM1ctP3BeD5YMWS1DE8diHrVV1TPW+hROmQYI7cY2ED8BmuCCFGqxsJcsaCIwY4J0PKqDI6/XgutqZ9n0qVdYlLNFY2iFneL/fekiI17TVQoD6dHE1mDuzaya8yUxlJYESueK8m4Wk9/nfodLQAssRw87BlpK1EUVynpU9K3dsxmWdo7xJm7VE24DjZghN+CHyNyv44R4mJhqvQo0sEGk5XNVW2vX+ZvA/LUHSLpdykPxzRBELUJvlgDxRFRuaqMDYv4rMaeCiWo7F17i1ITJDq2za6uXdYQrbE4rXQAUgiem292czJ6LEAQUSxBAMA3J2YTmQKAlH/90Oa1K28Xyzdct7WIwiodmJmswUAZp4ltRWDsKE7bioLw3I6accYRtYHmS1P/oIwq1gSe17/8Kf1BO/Tqd5jPXwsdIvL5Kf1Shif2t575RiiYlzL//B+OD8bKVJ0zyGQG9VrWyz2k2BhAOnmai5zSQTp11vWgOpvLn/lvV//2j4vlWc2gRkI9cy/bPojArIZGvaO21s1NsbHMWZrPT+kOkwtHkvNHvDo6VnkC6L75C9+tm0NJ0w4AoGSgie7op/DA2dRHklxcQe1kpCxmdtBHzcKBSxQ/YBU1Mc+j2QOPY0XJ5YQAlq0NBKGbnbGfUYxEMLA2SlrZhUMPNdwzZuXzx5mrQZRPGo/4jCAKi1IW0THJYjDu9gmYTf7G/rsv9d76ha7Wf/fFxV28/8NBoEtmAINjr/XefBqATw+gf67D4dV7xzPV2m5W+8vYtvnavJtm0jD8KjOcl6OlBjE49nqwQ3hut+VWtsFzZP3rNFmSJTy0OQNJUZqwLNwFp9rNsthLgEGtJ78CxISBMUN131m/tpiHYcBwd0zErEzUa7c12EUPJmdQRqZfs8WdDwnpHUVEeSID8EIw3E4jezlk0+ecIMNv8hBsB777GvvWmspENOzppBEeQDdBX5lcwhINUPQu4g28VnTTa2fCc1cKWcSxhEh1t8opN/xvSoxNAOiPiwFZustJwy1uBCAaY+ECUJEOjrzs9nmpOJlO0VwylFdjXOwystjQsiO7dmbj0c/45frtlTuKIRSWQt0KOZmYytncieZO/1x1NuxuAOC5x5FnnmFDhgRPgl/92bYfuuPlvrIGlnZpXBVR/wA4MBn1vWZJlDwKYGAwHn2twOmfkd1MJ++rmZVNb21JbSEigZPdpro89jtjffaqpHRMgJTONDpqZ47Kl1LrnTU8+UZlHlzqW7WbzCpCjn4CDnNpYafzeClfJCPJcH8sa9ZKG7WqXitr4KBosre7i3q2dvQ1QUo0YCG1oooUAAkMGxXjWFdnlDbG+rICqAlTqe8kJcPwALYlWUCNaWjZuzWA1pvd1wk1ECPeUDdIw37JrwbAyx8du7S3Bu0MTx/Q1hpE5c3vPrqHRkMokIA+9S8nPKgmk0hk/GM+F95rLizbszGu5/LDEe6CqIxhLgmicKDIBE7UWT3pS2ME96Mn+Fd/ND5zlwCTtEahYVRSEubkcJ5GYe6EOI7NZExPDckYusde1YR1dIQqUynWF8wFWdmn3/29sXc+FL1T+zqiDsv7p7Kwxep8cuYgGFwUboXNOy0yaPP1iOv4oGxbmHMtkXF2VqE4PLojBJhZFiwLbybDhj8nISxr4loboocF0qnzxp+2snU4T40bGAXEllLaklNzCFqTDeCVj46t7IjZJBMzg2nYAQCB4YV3TXxRwTTouqAjqt30Ia84YKscKzVwsXPNEPnNydh70aZoG/ZCOwLVWtf2C9HUtEGai+OiYSp5lNTpRX7+z8aeu6tTNlXVB4qJhn0Zy4jBpAMV2rqi9KP+w8x5yVqNeVX2UWIIAZYKwNpO8d4DDQBKIGmwC6gDgAY971Efg+I+qdba+pf/D0dPuyte9do6XDMzS5W//VADOqx04ChB3U0adHWT9PLxpZ1478GxYIR40NjFLp+5WEW8ZO7rku7X/mxvCrclDBsjBIBiTA8ZICvPxojk7Dtgr5saBOZ/I+0jbJo+PVy+NMOzl9xmVu0NGnTLbC2XdMkgYzFYWQdP6xgjT9VuunnbcPYKYKPbtPn33LrA92L+8y73+qlNp0ykIJhJqSLNGgFbZI8k7C1mtNClADnaVrzE7tp1sPxg8HI5qsxMg6OvbP3sC/onCs6j7b8kLtSdBAsbGu7p96tocOSlGCSLZGzPnRcfc23Sa2dZFsXSTI04WMn1j35If75ZtGNI7B5K+lkDRZwkkzlgO+PF0Z+YTeaJwbsvZlPnIETjngeiiQPQO8Ts59/yPXhHMYS6ELC42/i9sdt2AIBXPzYWsGcMROwKM1c5B5SXvMyfALh0b2M4YXFoRfJnrRPtY8Gru8Qj/0kUov3QQ41C10oHNOiakA8j6G/d2f/6r0bo72QObbAeFG2+mI2V0dh3/vn4jT0VBQsATVAGVJ0up+8fy41ThwCQNyC7rXTy1ExjUOKgzGYXIvIVHDkde/sO+/FzsBDlVLM3Jze++WfBhG3bTtOdbQoxHULhym1oc2oh9Ne85CxJxsT3Hpa9cQdkfOkKAPjWxsHVXeXhHO5xT9LLJwAMxvDuQyMP4+V79WqLww82ImDe/xSk914wHgUBmq42qTyxcW6rlVU6KD0hmQ1O6pz1fh02d4hQllHpf/TUAgDb3t5W3+4evBLcNZOq47u3X9Hg2rEMSR2iGNWpCLZiqdSmzKqOO+JXwRCUDmuBYYeqmAPrcUMHaPKRuaQJMBd8bZEby8ZRpAIXCzGyWVjNrkfwGSV17PD02ywLzhMDs48rQL7xb/0avONKoYrNho3sHxJbMeHiP7rbUBZBvgGzzlKUiSKvhkK4t0NCxz5yFnTeusodUwKzspjn9H2iNRG063dUd0srQg5q3MjCMZalDdB7+1ljEAFmsGpvlPAZlylIZDMXy2pA2EECO4XsxqUw9kw0F47bMoNZtTbAgEBExQarlAiDeA8/2CgaAeJlVt0tH1jY9knBkQy5O7mxxOkArJltH4Xb1elSCqAsJiTL4QMAru4VX/lEZjWqDID6ba4o/0tLRGmSL0w78ZONmanNTW3iRx2xRjOBvjkbekD/SopMFH+3gKWVjjBb7+A+SiIKAc49JGyoFID2hFjc5UkvG3DbfNefckvhsI7wGFHqenSydDpD+GUZ6RDk7UKJ+h0rKNGnxNy81xuDZEwMx0R/3CxLpFMgBwMHba2jHTMAa3nL2exl52dB5nYyMoIwmaGbjxtER0wVglsTwnjiWREPAAiQKrRViAp0D95LhhmANySw8iIPsJ5TvJ72qyM5DM5Jr5zwr97SJ8Nzh92aLI1LubEcsoJGxDlaJVhzoYtKZSIoyc5Fiyk2W2MAqt8W5ZYA0dUJoxiUTqsKXN7bOPgho+7uv/fqlb2NuYlYtQuAeXBivyrJmGJAAeTzU5sbN7704Y64+z7Te8VL5TN/NDFUI1xRft1yBzKE5RKs49sPNfpOGlWnudIRaOpK4LtT+eWJT4wZ68poR9Z4dtnP5kM/N+TgT39nPBcGKmdAvw0g9dSXPtc6QFOgL3IbtkrJtceNDCPow3VdHqM2AKnqbqpOczNpQXBrAlN3N0oNna8m4vu4AjzXDlptxXmq2htsQ91YK18uFqfJkjJUDi4y0uMrGjx8EiCBi/c28jHB0EbFhmiWwoZQq9ix6N4m09UkdCkOOkzGUG4yen8B0FMdjuHxT467O41LXJAdpvIBi7uFe8vzEy5NLXGWOAf6Uh95g5d2CRcPKRqoulghkR5EowFGMk6mbqWr2uikuhINe672ikscz9HVLOx751G7uGogehvMxajrP6L37PtVw15Ux/yp34HJmNAZO+qACDWKNQMzGIFvQwVmkGAaYdUZ6pzn9ojZu6KxqkayLIxPr8qSwZiQ8SmPL7xAihTuHGGMagIqujItcLF8I+q5ohAwE+BDBAAAIABJREFUPPmvJRP5j6fMpGtfvX8jEGN5XZatEumfdTpBVoWLC4LgClNCqF4rPAWhp2hZORDQbbCiSaaQl3FQKUdq+yf676DbfOxv0snTIAKpS/cIAIWgpLNuo55GR5L6bZNTmxnA4NjrpNPB+d1WkcWVNnkYnyP0U7CoKm7Fdu7sOtdrQlYutoEk7N+Q0gIFjOvj458cGzYEM2sdl4466C3/bc/kPgqwKnQF1W6uffHfyOaKORCCF3Yb4wiH0AZXjiHAb6fvb5y7T5DOpOUXUFj4WZQQTumEBcvF2rrHrljJ2Id6bTAbhrDhOC67aAHTCOaYTIreiJjYUX5H4YtwSxpbhQCai0FnAqu7hH/uom0FL0u7HrCRUMUSbcFQitxjOxi2vzKsfyCYirX53us/D34iAMm5Q9/bMT99tzjw4caLHx0DsP61P43F9/aGr5EmhAcHIA5zUfjIMVray/ZX1ur/4IXaXDAYn1Ai6lxadbRSSqNZEqLekQTIQ/a4zNHpbRszhP4rO7JDtZtbP/2HgJ/Uw8uQcuiOqfzm5NoX/zffmx8l6DhkmSr+LxHfrevLgmVBg67Snj5l9pIAQMqqBJmVVM7xIVBLDsbR3CH0ts4a4viDFfbKrTYRE3OeRV3bLF+GJ5TFmT05GraTCgmxvguqJsH4b1TuVIYwpCmoM4EtFyXPyIwizVV3Qpy7T7Bw3EUd/Wc78Fm5KtRrcuFIcuGIrhwgkJFlPTX+VBSDfEtyp1R/e+n8Nn3VNrSKQY9oIj+xeF+qfhtErApmzNwtXv6Y31Hvi2ZzfkkADj00pg1aDHKIzWXTa2du3RsEM6eXjtnv4WVfBqs/juH4drrD/pg38lRdnxMy5EhrYAivLo86GcDKzgbqFp9ibSpXtDGjbEdDbtN9Wt4l5vcIAF///fH1HaJs/5mlzp7ThQl1IKVj4to9VeQgUEK7ocnl6AV89PdG6wTjYv3HgycOJE3wVRq4f9yzL3WPxr/rD/X78Zab1FFy21SpglQuVH6VmcDNPWJzB5Kx0ZYAI0Hyn1s7xL6HtaMCxyQ7Kk6otsTPztzfOHOvMW1xrasLY8xKSfmwyeGrH60j9LewqH+z0cMRrp5Bb7+mkv8/qsIIhCI28D1KezDAiqTpdfZRWHR9/cpkiTx1YRINjR8wS+6Zk4S4PGNuuDiUtAUulpkWeT57RTekpK+nMku9yd1K547ajig3cw2pQxGl6XPQlhhChxvBNWnZbSQ2ZoJX44CZ88UZm83YK1tuYBhFIWYCQBAkzB3KEEKzlIIh6mz+AWsfazoqOk2NtHsH90Uxh9manSuFdAiABfJ+O1yHmbvEzd0NfVuFNuoMNlyE2y+VLBGlr8nZd8y4euXSOBZakQGsbV+tTkivQKg1MsdcMUFw5+UfF6s3S2h8/EMPA6Fmz07WFu25Gsi8HL8U+mQYI4gwik8AkuV/oO9Qbj76adla0xXKQwdDjNp+bA01S6IvN26xclMSre608mUgn7+WTZ8f/8gnbV2zUVcm6At/MGENUpxG2o9bLM2EXI45iaSo1+LhYHD4hfa+R3VXFVj1YefGPQ9Cc8h20za92ZkJFkMa43rRMDun39R58gvP2DtFqOq5BBhl/MDBV84Sww0GlVVrwxEnhUAuwKowblNMALSbUtRzJO0yMwznTBFPHK2kSfFXDvCrO9ZpQtHcKS66mOQ2ZhWAUiBaJQww6RgOO4bQnyxrkENE/Xb7+e+WtR2Cva6+yEM6v2pMdGsG4/2XO5UhNEUIpkHv4ENjb37YucrFRAkAIB2DqqWcKoVZRI5JIrrGum886cxLSuRO6SbS0EUE3G2NfjswVspI3zRfql5M5PjewMIeAOUJlXQg1rPoNygRu766C+s73ehhpiMASK+cdFAR8HcPrKOiWdLTcUrgkp5hMG44nyt7BQm89NGx5z7udXbbBbpky44yA7h+V4PNnRK30aMrObKv4I1YR20BZ3szulCsstu+nLm/ceSBEqEPF3au/+6LNOz5rVjpk+veKQmevJvNFLyWINAKmulErdKKRnTbMnK3BhnSR1RgALhSbLyfwWqUhrdTjj3Q6E9sV6FKDuoydXdjcm+DBLIxE5adBTrjooqCwiutNYFSkgztnjMYw/H7a9A4QeD/Y+9Ngy3LsvKwb+1z7vDml2NlVtY898SMEWBCKGQskELYWBGEbNmhCEPY/6SQsGXCWDMGhcNASDQIsBoRNC266W7oBrrpoYauaqprzqrKyqqsysqsHCrnfC/f/O549vKPPa29zz73vaxu/cmu9eO9e8/d89l77TUvSomBRNgpSEAA0NpEYpw4qd09nNDIDu33t+WQf+3B8sU95KsJzPutvglvNYg4Fm+IxVKmHq0hVb0tS1B6LOQKaEUXp2ioLPXZe/XpanPd9SFJbYazsrn2q/9QjAPQOmzFQBAaYzWtnRVxBrNprTfXKndIe8pNqgkFBsSqfTE1NeNij0U2oi/Nji44WwPmkLJVA73XnnGKr7CSw3ded9SwZXoZDF2Z3GWumF1zTihSy+6YBPCGKzNl8pKq8dKl/hsvcG9Tk5iUJyg9/V2NbfQ1AEC1tTG4YAOxuIztkV6X3bJYopMEvxEgJ6Kqk59+DOPoerXxRd543vQIf8eZe1xrHg6GLu+oaUJvrRs2Uq6FiduRjk0UGLz9ql0TNz4DG49+auCkxuFpZaOnurCh8AMDUKmgQxN69QpgT8TXeYw66I0V7+/nO7f22Db3oB6rGnFYjdX0rJwfg0cKSx03JN9mODtcba5FQmd/GteWdX/Lp4et20lV6zci4YtmAOf1xlP7lXa4tmJdgVhrTRTtT2YeDU2uLy+e1kTM3FMcnAlZBxfTxENy0BteOH217YxUZfgZN1MpHNksGAhxBE05n5QoXsfoa4hEDtcRwpNqTUj2DX2Y7jTLhBsZ9ZlpclklwCb6HQBgzFXoAxipWjQmiZPcTF2Mq/h2dpy3PS+6gmc4QQnVbR7WnnyzcEsxhJQjlBMi22EoocYmPJ+jqESzETfnayWlIuOZ+l4NOqIMmGojwt//Pp8qLaHkfH8E4Ho2cdlkCT3RbjaQHyeFoElhLkTYfu2Zzac+Hx9xEXFxIsLckWlk8feLh4pXF41JR3OjhNfnBOOaIlqHAWObljPTZHDZrz1YDhUxggPGhGHbQRi0TgBwblrVR+d3i/SHTCawgwFrZgCuc8eG7agnMdfRm3PqVx60+RKaG/dV6ohM3DdEDK6IPn9o10hjZyFBrcebQXEZJpZSHWa6I2pLt6sYoaFMOESvLKrtIuNfkNa1/8KteGKOjLGQFpkbT85Rr8Bqi/7Jh1u+opzfSDmfEwdrJXFz99rIGncnO3B1LKsPF4Ets8K5etywpTW4Vwhj0ZQ7tWxA9DCJpyW24BcOFydn1QTP6vfBg7WqMEZZwSBN6sQSWsQkaGboSoZx8nYuv3Ff6T2it49+rbIxWoKC3rdpfIwRk6E+5j6Avh7abc8mnMmEXWx78FqggbefmhT2jZFsNlJC/B9G+/R89Y43lvYRyECaUK0t23yJwaSit/3Co2zCdXhuT1IG7vZixy7GE3F2msSOujWaQZd1I16D4fm3Nh79JFdjlqI3z5X5UfW39faGfAV+FBWlw/AJqCLTutBuswzb1Y++JRkyEL1xbReB2Ea3sslsmLUe9nwuynenXL8y7JAdmnleyY7la+2/81qYi8cUSvVee6b32jPJkP0GMDZ+yfapiJiImb94qBj5kVeV3Z92U4lroGH3Ves31r/8CZjMuuEIhGWBiXmaTLUal3sOtu/9IAATqahauR6FUpfxV3yjugJr1myuAUsYeMbJ5mGH3WCCT9l+4VEmVGvLNr0tj5n52dGlE3PKKwaY+WqXoLXzzXHSXubR5bObT30+WluwHvT+0UOjVxdcwFgOqnKxMexP42sX+sox/zYXDsvc14O3X/Gfk1R+Ms5QcL8110sSn7yOIsQCbj0b4slXK9fCItfqgMhQiUMf3klkyqnM+1q1MuiKWPe3GBwr4eUQNAA2Zg7DAcDrLfJoLXLxMKNd2JMb1X8uuKUYQgnvgW6IpCaNhepSCQ7d7VJuTbg4RTo6UWDUmMDmBq63o70umNtM0MSbXYjIETz9Kc01bjC8nLi9DilPjDLxjTYuTdUJzUgP+Y196sU9tNIK8pL8UNHM6hB9/LB+cVEBgFcV1jmQ5ld2apaekoFehMmlC87Jk4ZHmU3ozO3yNXZgpxNTH6/da97qy22ciC0/qyTGTzyeSPLhrgGOnmSHbTYMA7jaMSXfI9W+G4++aEjIaDL1qO/krGYwOzf49f3K2LW+PqdWY2nLLl/WiPJp7mEmFd9VTtPLS22Jc5jB6f1nf4reVIP7aM4IOR1zjVbO9sXcGEbVuwU2NSKkJ1e69M8+IOKEmBMx4XXscDrchkdGCvs+SBifD+leBqeOuaB8gegZxuF/DTWMBJnr8LLYvdNqbXm8YqPash4zCVbK3oGJv5Pz9nHN/ubqM0+bwJLMYM3s4z7mjNuGfYhtfLVrMcuOgo7YoUjpUS0xPWswjzxht7bse69EVExfodpc67911PIthueR2BKOArb0AJnlFCUMkiTtUjFZ65LAU/N1kfF1eOaEUaP1VLhJw/XrWjZJsLIMU5W4fthxEuCCrnkMORo4Uxe3YLmrO/0ubVajH1JmIDrR3oEQAPCWjzgdp0cHAON/OLLJHn/uI621MmRU5tFwePZNP6zhlfMmp4LqiJSpYT7Bh9Dpi6IZ6kIZxu+zt6uRz+2hq2pjhak+dZpgEGXifnPExxpWbWymqZWLjOq5+vEYSrUO32PWx66SHmv/taoApJZZ1bhavc6DHhEKt3I+Sm2ILB2EaoExYwRrEZsNVJTwHDBYJ4SZgdGFU/KhBnhg4iD6/Sx8/AJjzCfm6Rv7VLW9bqLawBh/slgfZgAyjFPDJc56c9Xn6+PhQIqcAGwXaTqoNH+y+GqymyQmoyKEL1bbxIDHFdBBvjtYX4bPJQ4wqFpfASfiFX9+AaEC3T76hN5a/9g9xbEF6yHlHGK9KATodNEEBL5p5cIOcGsyhLsnFs5Mq61a7M0dKEh5R/pgIKZLfzV6xoxq1QAwjWNtFhMbeeEuCWIgwpw7gBjwePLUZPsEAGOCSVXPhAtT+Y6rlWtNg8lSjUcX1ZcPpmRvUu7CFL01q7j2vGnSWQS9UaBvAoEKtUNasvnmu9yhN+aDKyMzB8/4qHSjFkXgMu+WEUgN2Uo+mErsz/17d5e6YabCltL+vl3aQAHJK8hn0TSlYrZwZ+UXAODxODhqXiXVJKRgBvDMPvVCUNFnOhW+ao0jkix6c5nGh184VJhOnjygLnfwRJJEYSJKMV2PFF7YG9W60ab1lkvikk2+4v3wA8E3Yfg3B4b0zC2m/Bz199zezN2/G3Bmz5w80YJ3Y+luCgDWnOAb+4rtHbwonVRIZBZ5HyYDh83lCHTz2BEyG1/6RFLeOoZFVBHLo2scs5d/919HDADLDKiWlg1/IcyxvMtZxCbpukBHgiGvKyeb9zRZ40XpuLVKZLmkKHODYHeZfRSN0eVzFrcTm1uSR8PNJ/9ETIdhfcitik9XwxiJh2Lwbplxvwzm4dAkZDc2F9KS9n/7cGujpLWSAAzeOW6T9ZXkTpAZlh5ePDW6fNZWGieMrv9A7s5LFjfi0JiYmXk8qlauQ2Kh2urq7U2rFnYQ3Onr0TjcOnhjYAMbj3+6d+xpCGTYK8L1Co7IdJACoAd2d20XpFVoa7x0ySavN7++8uTo8hk1u1gs7AuzAAYnX7GBISrLoVUm13GMcqqitIMgslekiTrj855jkh47D+GdGF5tBGB0+WxFlJruV2MQzf7ITwJhMa0LGRjA4OwbAPTmmg+DyYMej4Y8HLAeg9FmjG9cieickTuV2qugIxc7D9a9PVYDWMWowwZvzLt5mG1soh4SAFSEQUFwXLT1ld1YHV06U6Pe+PyUemvW0VRGVzYeetYLOXIsXXR3GEaXz/lTMDh1TCZWBeLMc35G8o1IMyLjnpc1TmYwcUV8diZwmKwr39LYpIh0OJABVGMe9rKkiL8BtdmEzGa9BjYLlH1DMhab9pYFNZgs2H1vcGsyhHD2za/VMp5Z6aVbydU2+wCME+wdnWSOUY2aQiN47dnxeXV2elfIQ+h2CJTXWKcjiTvdDWhY7LZV4rEaJxY3LB8wA5qwVdrqEpGF+5hIb617PiXRNY1q5vJIqsd9J4kuJuoTaoii/jUQozuvV0Y4TZkdYembyI+0/qqtFLaxL8npxX385n1lnWmPLg8yy7fD/vo/P9hearuJNzuRus1MmyWu1OyQnXmqH6mkq+wHj3njeZD/k+/X/tO/d3f5qSPFxamdSiZQa9lJK3ItcFQlu3RDb4oGAFhtvReuI9ktXzqontoX0dNpeaImVgoW59gvn7qjMO6gCe1MlMkKKHq0b/Cp/eqrB0McoyYMdrGbj3WUbzyW+u9Q2P5lX5adROzRg2qzFnKovpVEI7gwhcu67lDxPgRwBo0MYHD6+NhYNEl2JXbM1kZUxLraWPVUoLSqgn3jPDz3JrQORLzIHq7Xbiz91i8kDOHWc18GDJPg+uLK48z+Wy8zrJrOb9fG6SCIZppQ+nj5iqH4q5Xr8LMln4RdxNHZWOFqXBFQGl+1EEFkpNAroAe9tS/+vtMT2iFsPv4Zdtkd+1fP68gvILB2fnHEHBgAiPSov/3SEzB6FXdFsRMfP7eHPn53dEfr2AbkC1ef/73nPjY4dcx+T0LRsPan2/mDiaUjq/cIAQK8RDtRpxCSQ91/6+gwicGuIx5ADEH7v4nOf3zjqt5aNwFIDQitix5ffVe2Yz2ABPc4Jlz5xf/Z2hZWY2mcxYz+a890P/C9xeL+aDDDvlOyjd0YrsHtH+lDaA1XPRPr5ub1xAF57QJJDk8fX/rYv3SDYADGSparMTuPpTfn1WZJMBmzQGpmHiDtIsyzrrxBkFFAVWvLXknIo6GU3XQ4VYhVNjkt83jEYQJuUuaDvX3GHisHEyTzwL3iX3vAG3owHBVkfqsIAwXd25YVq7VlHvZtlzIOkFlkrZmccEpXljOMlJST4NSMAtiGzDFgcz/G+zAlMlk2Ht25hqmLhbbDszaoFYNGip44UIgK2tt2DkkOHgweL1+pVpfj6OfppGTGYAD//l5L9bE8s2Yla9kmJFQX35nw63uAW5YhfHdKAXi55hxYYxtujlVgh4bqTZ2epc1CA3hxj3p7ppEhNFb16UN3H3wzwFTD4vLX3Hk7M53ZAFa6X0tCiAZi2rVfnxWW28FL6tgC9UoaKhoKee356cjQzgzygvDo24nzIWa8vKC2DU35XhYwH4mRa5+ZwCDnYEO+cnZQrmKNB6g17p4bcgEv7FHZNOUe6ugh+8rZsgoCidnn+PPDxZ8eFkF0GAAuTdGxhUQtlrbbZKYld29danVyjs40u2he7uJ6h4SGcxKku5GZXbbMLx4SM3LaTXntedhs0e+IqKdc+5B+5uj5zveVL7yTWZunkbOGxJ+4M+KT4hA1nlyRReKUgsZBCQRgpUUrxjY1ZQWNzDd+yFGBpjFfFeIDJko3rZE3W5vq6OU22btmoa7iZuI359SbvctNVd6H6sYV7tmkfAC2X3q8//pzACIhuaAme8rZomuuVq75HXB948pv3legfu7i8O6hndee7r/5UsIQOtMz7dmGFR14UR72ta5utHc8KY7JcXdHE0VerS3ZQJoiLeov3tEzQofx9Us+pRNXYybSYKgCSA3Gltu08einoKvh2ROu6TGA8co1w6IQ4US7P3jzRbsMLZt4SnCFHKNQHiocXVQaPLp63kzhxLz0IWQAI5UeJS0jkIHe2biwtRG8rWyokojYt5+rurDJ4S9NQMwRxVguw9D2T7xYbazEI4uCCUlVp/+c3la1kCFj5cghrnSayZZcY5Znfn2eAGy/8pRsJOyN/jZAnvm3Y/GyhmrslGAh2pAf8lhRwE7J1iL8pz3bmybh20Sc1bnvw0E/OR4JX1xUq0vGohVVpd02Pj1DJtm93lwjF+Kh2hSL7Ag6Hg1VdzofhxYg4PCoaBqbSdfUL2g7JA70qJjEIpjFcXe5XfT4BVK0ApK8Ga8twbN/FO+qcFtpDUOWaDA9NrWugWCjnvGTNA/iJ6wfO0gvqNXYTqHqFbT+jS/GE0wOkminGvvqanbRVokZQsP0WmGCUeb721CHtsbMK5/8td7LT7kVovHSpfHmir8o57WkTDIvyW9gMMkkcDbsE0d4Sco7mCiJwP/Nwy3GEPrbIkswmSIx9SM/74qdiMgnb9PPoI3SJoFlBP+rpr5qjTbSms/sVT33ll5ZpN+59yYjNtYmdalLfWcl6+UcCdF2rUuPC4kIOx2TJ7VD+6GjePg1su/jd5U3Wvj84eILIirJmWllDNVks6Okbl5/Qr7YjXbGFDa7mDdpkpdQopT/IakTfpMiorhQjgHwLecaD0VD7OOJ/AYDIKKaJyeBhkooxLz8E5khxSpBzqKz7YK+diBDNXo4lklfIQaZPKGMYCFTsaFI3m01/qxFaArsjj/J/0QA8Nnbi5cWU7Qjykw2AvdyetmXfTiMtesNbP+Oe2DC7+ir3HI1V2GClObkN3ByfQs7tMTo6pWwk3c+mOFcGNw6M79DhW9j0Bff4dUlUMbfPRs4Yau0TEii6hno4Yk5+fp8By5wBbPcgdtHnwQsZ5U0NV6yeaXPztC1akuOq//Wy5Y8RZ0YdyBTCxAAtO96KFvQBg8k2nrpCbgteqZbGUpr9dO/nqihmIiKwk5KDKuvSPe3eTzaPvo1AL2jT6594fcADN5+dbzsPJcY1ZpNHAWlHLsV9mnEOWtdASstMAhar7RJGw+O2GS2ojS3kCYMiTZKi15G2+uj60K9UEVUbP+NF4MTr/8g54sgqUl+EaNwKTQE+LAZoYJ2pH/GO4tllFfxSwWE/UOtdgj1Y6KhyBVTBGB8+awYIgCML58z5V10a9OWH3sGqQJpmEqPlu8tFufGwNyiqcPeiMy3qIqn5oc9HkupZRarq7k91OqIRQjj7r3+rHUzY83CWZblsAkAegLBBkXucDDzV3683qOHvZVqdL2uxiBslFgpxuGJLOB2vrdYATC8chbA+lf+kMrgBP70PvXGVNhvDCaXqsprXHk0JGVp1NG1C8Nzb8qlqhwLyoTfmV9mIhNeBXDCggxDaEQe4gnROerLBEWs9c9/qLx07hVRJqVqGMGNuffaM/5zseh4+KzbfDVabZHl7oKDWGDiNLTubQWTUYIRBHhVwQHdEhH7MyAP44axXDaLqRkmLwvAzBr45x/u4OAd8eq870O4O2iiw+yGuznGYOdmkzKMVE0c0XZhMPYnSy1FbKS9HT95R7HlDNgqIp/TnAnr78mw7WP3FGe9xqaBoLzWxjf2ZX4yvo6Z5830tGDm7Of1Vgh9w8Rsz45hC5PazSQC8NzeRKOVh7dmaa05PUDmYpQWI34UuVpNfJQ9/y4G5KWu+JmMHA6vLZCMbSuFbSsy0Eit6xvtyZa0WS4rmlGsAjJ/7aMnDqhTsx7F409vV2heWANjBaMAjISO7/18WTg+T9e6O7fyqw+U9RHWnOjTxiUkZsGZkedGsd6iN2cVgKU2GbOfCZCYJ+UGAcBIIHdqKta5AV78lO03SOgvTtFf3FYkPL1x3XxrDgCe2auuN7uv+y6u5eIbc20Y3hTZfHN7w3yxQ/Dr9pazp8gGMEhkVQZogqv9+0DElLEk1ltreaLHyaeCNsyUH491ekHQc3tUYPZq+lvA2eYxU2fKKEw+f7h4vTMwtMt/urO4Ulkzyy/fVhjF/mSbiGhI7oC0H/yufAl7vyuZC4FdRV1fE8BoCJEkwCRGNQazIfUGp1/rHX8m7Yp47CX0LoJLUNANtkfCoMuHmTBH+Nm9zhLEhIl052JcYwiZcHaGPnWHvfirahwdNDNs1+nGX/5ZU7BQd0Ktm1Ia9pyjm31nKgeArtTUjOzCwPjG1bAMscjAsoKO61NTs5rY4YWUtFXTc7Y1y2e7XkzJnLoMQKohdAvrNcB9oyF0d/Sh1vw0Ci7bhhbzpuweZVFprxiO5Fa5LUuCHY0s/eTYNQOvLNTF+mRMZHvOLkQa+HA1Km+/Nz9fu/OajK0ZujLvYrBlY62PLp91W47c4Nj6/lm0zcOLp0HwKUANvDVLF0rhpkiRMwozMYNHQ/PiAAzPnui9+pci1Y0zSeXKC6tGl8+FoSLspVOz9Ed35JUfzKiWLongyWZfUUJjc6q6aJDr+g0zzuBGvb05JtYipRYA6PB2NbG3egXAzONrFyBMaXZkscLlSOIz7FJUPjhzQaemosPNwI5pe28WblmGsAmMsv7MjLrUbbYmTWlEinZ9JCiKMEOd69sVA+mlDw071iO1BIL7Vtzvi4uqltMsCHKY7GXwmSPFsKZK3S4shdwrgjlk4CVyppJLHaMGSe+xOvFad66rTSsR9+2gt2GBwZPWnt6nGNgq6U9uL6TJYs1ZYuILilg5Tp4nbGFueADw/B4TYpngwsMyaKDQKzLjAbC22yzuUV/2g7ixOIkcBwDYKMN4NbBpfeltsdUW9USMpaW2AqSydxKnmhnVpKVtqm+fP3GgeNtFhD89SyfmSQ7AbKq6h2owwhTtX+nQrzxYvjWX58o+51JQcrpPxUQofd4vsNSp/RrDjid/RNEWMgn3YivfHdpI77xk2OLhchuvLNYcqolhTjrw5pxa24mzbRySq7fUgRS+1Apz9stv3VeOcjrbLAxsZs33KnL49gBz9Ew0Sw96ayN7Jj0/5j3Ttgt6dq/SxsXOvRFT89fvL1nrCe/IRwssZubLg3cCOD9Na6XlxkbixW2VFv/EYUknzsub5BQ1YpGofc8H3EdikX+8InjuK2oNhohXQGoyqkFVCChiHu0gjLeBRmFDdDVUb7YSAAAgAElEQVSFfDBb94UDXcCobGWoD9ZAFe9t+5UIwGaJzaofXe41ijAk1uLwNZ4zmBhFCXnWOJK8jAnPluu/fW90Ff3SI2UkD9K6dfheIEX0288/CuZqcw3R7c+mCsRSt47cL1tLJtI6cr8NvOlBSJRqacTtKpFqoGnZxtjqKQ23LD1FRKRI2fTrjHogLp8ww09iEvjexU4bXXwn1NSVJl6vS6gJzkQ2PNNEVvU0Gjmb5Dzk5D9uIG6H9B1DqLfWfXABW4BdbsxEljoeU3TpU6JbDiyhea4IwIF/+CvJEAD8wgdbWzyqjAiJLfPD4KBbMyvmAhetl3RuKvcqmUHgahzpObVOYnBwbUEEPojB+9wmAdgBAH0ebZZmbrnsc+YIVxVXlT9KejiQulaIU5a9tmLqnQBYGzpmAMPKsqk2ZXG8vbV+nyG8GUgUIAD6igE8dkC9spiRRgN4Yr9ay2nemHDW5J3L7Sot0xNMJlaIE7pWmEGGUpslxsbHIDfIxALePnTfP3p/KfI1NQ7kmb2Cb3T/L1nJO1nldVygZoQEBn7+Q61BEeyTamaHrsbEVckOMw3eGzUbWswuuLm6ljrxLHJQuewR56btrJPxBI4dALBVYkvZ95I/9gQAA4VHrS0l9Qsy3PsbJspRY+wE02Y62smMQRojxOF6TRnToJeFbHK7xKePlInBnu9ruV0L3LwDES7Z+N1Qdym8vKAkY+A350oL19sRpvrs7cqMcJhDYH49zK+/f3exXQhL/Rh21O8hvgp8DIM6MOiP7iiqaDExScW9T4li+NPbw6tZaWEzpnjzi9+8zH5zMoNNmqqaOa6IPp+y+l88VKy3Qvtmvu/WhGhyFGst+vyhYqUdUFbkAch8etbQoDnsmnxN1zAUMBlr3s9GOAk8f/7b/1Q+rvloWRjWXshyG589UvB4GPKShcs0mIPmA4RGgjN7wfUVmLWama86HT9CIWU3hRvfqd+f/hR/YfuttBDR3I/+d/azUnJLVT7CyjBVAmgiS8RzdLkxGkzIwixjfb6V8EsfwnqolXDdGzoEFC5I7ylX8yFkOEr96KI6PV7hSEBtgsSIjpJxgg0v4Sh9j74i9iPB2BXhbNF/dTEayvU2jQUCGJx+zdgTJjPVvQ0Aens9MxibeiGYjPrbe3j+rVpTRGUrQ3R4Z7MsSkwpFvBoMCISeSbZ//yFwwWBFBEr8+pCR9sF1Mw8nP4S1cho2wBwU/hBopAKW/C3oyvnxUJryS0IqQGByCX9s/MbKt549ksAeDyiMs8QmjGXew9lV4MHvWpt2aDcqlbCOovaozEKu8L9ytUo2uMMHgQHYA1SHOyJzAKAakEZGACudTHe3vCm6X4w/pSZKFDap7QJKZcj2DILkkhCde0UiN9fXSAAV/R6/rr0GsIcc7WiqvPTLlS4mNYFstyjho40hOQ0jW4RqHa3JuAXkN1ms3QjawAr/VUATFQhXQ3GLiNR3gTcUgwhhWBi2Rz1ACxTlwWDYE7NNkb10GLrAzkbfYfTL3Uz1l/NJIwQfAFM+N17yhstGik8tS9jWtDYjJvFhNwSLI5KlSs2jqzRYnERYmWpGBET1lq0LNIohRObYzYSlYu4lqBmF6IBc4Y6dHX98HIsuivPwghnSLQd698YeNclRfyjI+XpWTn9iG/fKuhGG//ykdZf3FZ86bbmXUQ2tsdmmfYFQaNnn6cPc0WDprdpBE0DAwDsGL/Bw0W3LLvl7m5qRDlcf3aGxkKwF2NAplbb/7TUiTZQE6d6raN2LBNAmKz4KfccJ9k4t1gS+eeHlBY/JR0k31dalBRlQBOttGmjZRx9G5oIpyzgIEbk4FcfJ9yWlse5XvCNOfXygnpiv9qo5eO50YkPozi2DKy2UgmCGDYBGBaQ96OUVkQcaVrXj1bSwfmO3gcD1hR/d8vkdd0exgQTYzkizwPr4qmfCZG5A32sgTfmFcYjNTOv25FyhM1r3S1OMp0CwJu0mTwnUr6d4Mrleonjufs6YEJgCGOEcxNjgtE0Og0hGDBZLeQOlxyZ4PrYMYq2WBpzLhHZjMEZujWKh2E4PXIhQ6h1+B4y+kCjBTMH31rBheOV3N0jcCIp0IgwUv/Nl6CK+R/7770o2FYXPEP+XvMMYTu8po0n/tiMAsDLC+ozRwrAaL78ypFDd5lXY8ZMSE1GDfyzD5Ubyju+hrEaTR2p0gU7CT89caRbGMdCEIC1y6fGitJcdnUg9YXDxeduV8MLp+SEg+GuszasxVygelqdXkHWhawaG8vVqEZRArjeBoBy723Zk1itLY+vnq9vZu07hfchZEicTACIx2M5HiKWO42J5YliAitFqoheATtvUlC1ccOIIBla8qK2oOEMnU8sc8OlYNTvqQ2P5oRZIvi9amIc6CZU1aRStv0ygKVWFHcAwKZyMY2YuaqCvpqIR0PmoGudGOoRkJ6iCaHBAHB929opVHYA0Zq8N8n7BLilGMJdQcB60VcPA5UXI8DE+2IaE3lX+0DJMQAcc+oXXQuTEL25EMolUJ9sdehgjtOgxfelFu0sd5wTqmjbZDhskqCvtzAo7FbL8r0+/nIWPDr0piOORKDz03JZgECeEoBHD6p6VgPUSFImbh26+2bF/wmV7Jvyn/0NenKOvnhbxGNTUYaXSJzoUHrCKPGp/UoDN6zK0VS+SZYpjC034l3WdTe9gU/cWRhTwwYwNAG/M6OcKREQ8GlDxTLnc1nDa1nCPREDjE3akkmQys8Gin7pkZJFREFXMIOsBukzSwOZL2nMpGa7mib4xYdbS51JGubrKYNd82RoblwITQIlulni8f15HATgnRn6+Q83esSuNPvKIncrZd1cBgrXujTOJYxputeM/3N0dGo7PEmqmcDT+xq9VQPFKqu/ryGcBBlRAoAxZdJzwVMkYkUTjwN7tJ2vgd6M8tFNHIiVxTDZZGtVxCPZt1gR/asPlKdmmgNjhKGyke5lLOhUuLpmfvDHZVO6pnaTY7jQwcfvTXniHUMEZ5vyakYmSnNGB8lW+GqkhxxwJ4XU837wRRFqQebENpUiI0xEl5HnMZWhek3WQQCsCGU7jDmZCBOAinSyDZwiVzxUav5v/X1TJ1QX0TXDU4m9nfbMaL0shybyoGy0HF7N4fwdAmmktwYAaODfPFT8enkGgtwCMAYRkXKY0BBXXCgA1dQ0itLqfYlOYmNDXGQVsbx6isUDnfs/QiAotVFgq/DRyEFFmcQW0knwVaU2ShzjFSe4jK5Qt1v0W72r5+Jg3cXe2wD8Hx9pmc26446NPJ/M6jrHV8F/RQRt4qiZWNkwSBHJGDzMsZoUGK9cG5x5w0xneO1d7RrPnUcGRKhP4ixZxTlTbK4qRk0c6b5WYUYMwEeCTcs1c4arLYxU/nrSAHQVQhaxnYL0rhIDy80okkOJQlZDaJGt82OUlyBo4UDTmN8b3JoM4dUuSf24pCRGzaeGwdsFXa37FrqDZK6iQcG/8qCRt4UXaQ6bTfYVecfufK+Y7dLz2ZkpqMUud2mryEhh/+COAsDnDpcv7E1ViPKk/b8PldbCyuGLJ/cX56ZptUVDlV8KZ5Flh2Lm0v3g9/vAJM/sVQDemI8qj5XjacXeN+I3Q5SPKMMkA9jwMXL8I3EsNTXqHGQVocoTvwr8J9ekl7xe1RC1lYiJX9qjRkJsY9qMcukCf3q4+PLBfIYAa9BYI15fF4E3Zap6R3jVbuhoXgxgoFgD/YKuddR2kdDiDHvlhI3zyTvrbqV+AMl7ITUz536LaY+JezmXZw/np+krjakv8y1rgnEeiBXd+ewgl3KBZ3oFHj0oVrjZyDMeQ+6OKuIQBQlVB4yaMWjYnw3rNibqq6hkUwsARspQabRdiGHENfM0AYF92uC42VywQQD4/buKNHhMYK1zFYhXYjN7v5OZxNVIBODl4MoYqry0OHFvoY5H34sw5dsOYtL5Spd++aGJMgMHFXmvZ9GYV6FUIS+zLaOU1PbEv4VdSi49ifOVYCMmYHCTRXcCTBapZohFaavmbYWMcDarVXPX4naJd2aVb9JxUaH9UzNqsqgFcBoJa80IeDJAFDHf3QoYpMScJk+rAUWG1qzjSD8JinZGvJG6TzJyzABUe6qY3yu7Y3CCPUbgxNRIEzORuvfD7Qe+0w7NXNZEensDLrtgtbkaxuP5Tbk9dEVli1ptKks5+uPz6vgcAaD5fSD3QoXm1ua9PH/y2r/9uTxnEHMjEIzOjZa6SH35HMYvi6EYGxjD2aRQd8ZM30TLZJ/4QkC/oCUhCiz3H+o8/D1mAEMVEy17Dlar18Nr0hWTS0EJMJHqzlyeoo/r09EJcGTJ6SkGwFX1dO/M83vim1RZhxRYu4vmGy7LV7tF0Fx5c2mbKMiprLkapZtYjFKLiXqZEYgkTTU8fXzjq58EoAE9HGoFEFWbq3W3YR4NhydeqF550nfU4CURhY2gstUvaFxzELzRDgfQ35bmn5qaDeX8fiGinBw8cvHNjYdhsml4ownm0YCIPcYgp9IpGzygdAOrMjj1qixmExXG8o5GS8j3CrcmQ/jxu4p6smMDF7whnMD+BkYKN9p4ZyZa4t++tzThBBHFI5ZlKPmYYOQEzk3Rv3nYbRYxhkEuyvzVDvUKfOpOkcmECNb4yrCOkdTHXK6+zeUWJQSr+fWj95dfOFTIIKV+1/dy123IrkM8UviPd5fyfmXm4xGHY/+y/Jqiadv+OzM2LbW55jdKIlX4Obm7v5HM9ROvgzNOIMQMYRK7kpUS8dZ2Ol0MAJe7aS6BWjwr2867Na9o85MNjEEM4A/uKp7aLxD9TkN4c04BuNahzx4pntujJqgHjUTfUiGJbG+igqXcfwTRqua7sP6QoU0AqAhPCAXXblidPFAsRi0KIpU1WOZaayMFtyFTknRH8OExjy3QG/PK7V5BYE1ki/P91GyBDJycod+9p4QT/k3efhenAKTyb/se8/XSp8OibrYQOLe6Iy6LY3tsXm00a3qZ0SuiHeMkJn4sYWGe22OUgVGHk9Sq+Wv4fdgBOMXigItMsCNUirimTmfm+suw1P6dDy387Z/JNOSd5M1WMNE70jbhHed2NrVodZZbQkQX9aXEx1Tixg3ta4I2uutwbQJi5z+5v/jlh4vX87lz4tasts8+1ByF3hm5dBeeO7bPL5yymHN1CfGhcyMBAHKeFJo50q5wPG7Rsv09NpZ19oqOVgmVI0ICwGh7Q8dImAlEhKLsPPK99pEqABCpzSf/ZHTlnC0mgnMEWUAhUr9WVeuOB+b++k+jaPnuAJyYUyfmjCbTjYaUC9UTYLx0WW+vJ/hSSCh8+IRUpCU0RXa/VcblDXSUVv3i0MwcgBExigLAGoYgPK6WfS/2CnDNb5V4rbVtqEIilUof9t2utzd8iFoTZTQamlLMqKDdNQE1Pde5/yOm0KpJ/sVadaYGRYwXlbWqIEJWWhpKTs8mT6JDYc0tNYDitrvd4pkFqmKj0PT4eCtt8kFlVBFV0ZXeWrdl3MqMV65L4tCW7G2N3j2JkF4SIHV8njYTzwVhfwtAzS7+6oPF0XI9cb7tFUpmPALE2UzWymwYUtSkG/A9R7XM9KFHQ7A2gXkAMMhoCH1qN3JoZ0Y3IN/IdSI0nqy1U67KS3YyMfJe4NZiCGurs1XgP9ybJ2Qu1JJly8CGZqE1Yc1YDxOGhZdugpRyjto1bIom+o/OT1vmpJcyaelXT4AaneRrUh1HjpyK6K36/OyjC10CgtnebgQKETWfUpAEYLXdICxhGqs67U0ATs80dEx8dFEx4Q/vKAEcXVR1aVYjUxHI9PqlaAf0yp4CTaIm078gHYYqCJ82Sv79u0oz8tdjzkc7dMk+favtzY8mtyvsmMOzq20FoK+QNc8z1YeKTsaGuI6ZpIqg85OOWvBj9j8z4fOHi8cOFolbiwcV3x9iP0QjOTWbbA4GULn0wbuBxGFG+qShdqEPSlrdMcFDflsC2NnIkLpTGhi4S+HNOfX2zKSd46HZGs2foHyJTOPCrBfxbnEhwiP45Ydbb0uv19wUvWPhqRmVOgVNRAdyXo8dLM5NE2fsy0CdqWB+7xq83DUHhOQszGrskpdr3/OIq+WqR/Tf+yxhM3jDitrbyvqNZ22Ds+oXR6mk+G3+b/y9zNXidn5on0h68mhnFq5jDXZuhK7W9KwRhpoxzP/E/0RtFwaNKBw0VQRRDhgNynAG3p4BwcRKtMSik6DZ8u9OU7+g+klpUF9Yy4y6Tkm78IlR4FaC7tlIP9tr1+rcIODmNDXraegoi1LtPSUr6ZypfNRRo0tx9nge1Rh63iXpBjCsRgD+UAijK+vFR96Kx9LQRHrQT0XPE3ALa9Wdnvuxv5vY/VY+6pUPXSmCA8mAK6jGDSiAEsM/P4wKqEQ42+53/LB5SCAi2sIYcEnAy7b9SRUMjMDMGJq6OSXStbb6+NR1ezaIkOT+bbXB7OP38rCfCLxIKa0wBhMp+1ZsI7ZUdcPEWaFUy10UnlyhDMEpFwFICIOICTGZ7sAAtTyLzqA0V/tyYgZCICGjZfsgtuXRWm9vwFBN4MrdIPL4mIgAXI1HZ14X6wKUxafuKC9Pua+2G5auy9Rq9xSNli8jDnAlSSOf9cL+l4wf+fdGKG4ivLvpTBGNB9vQOoqRy8zCFNELPokIrZaqZdCdnKXQg0Xd0e7O4KVvEm4phrAu5B4qHG0wRjK836A5DMMvP1wen1f+9F7tGE7AyElJze1xvRqWoHZh1N6vQ+hS4hLIJvsTRYUNTTYkOul4kvLwXWaqiDgi0Uv85Pm9CsCjB9TO+dYiSIQolGQwj5sKhY/Pq42Wm4udCAM4P+1pxjwEtepEH98sNJkbaSJutWhuYUJo3kGhvAb4Spcuh0gqZFivN+eUj9dvQjV4Y9S8kaFAtXqisaKL5UCP71dXuzHl5GCtRf/u/vQSSgQBTTcBO3aEcy40WadWAOyueY4DiA0bbOgz/RLdhNK1GeyOtRtDHZvlj92zowyPs1/NG6uAczUxUOiubA0LenlB6BZCUpbdTj3+Im6CHepFfGC+iMMzqW5tpzH9+aHgnjeKLVQT8f9kuNY1wvtQ7o+PFD2FrGDVUocxX5FYFcpTWR9J67a73Gcr/MpKOt6HLAi3NPkQA5VhveokGnudWVw9ZTZcB2pmLo/bLSXq3J4dp+pvE2IbzMMhKPqjO4ov3dZ4zMkkvnMw/1//D4b6pKKECCojSVLTctMdsdTGG1M2TwaYfQq12nRy/KTUhDCYMLp0xm/TqhrVPeThGUKL28gHlekbRld4TmnC83uCkYJ7yBmuPicrcfiHpTGtuMetgMliOQaIJIe22ibEQcgqF0QkHHnzQanhuRO/9HD51mxNmOtqXy9kGvEKpKgoEyHCWDlunJw3KeVEULCpFOQP4aJpMI/UhKFFoRpAMb/XxliW2NmQ9VMzMOajbpqB72q48ZnNyhBIyXhvxcI+6kwD9n0bM93IwowAUmBrrYqwqdz7IgzeOU6qqNsbkpN6EJhAqxOsmpu8RcxW1IGk4CSL43AgbVJW4sDjAwXv9etwiAnaKu5Q593K9vKScwSAkcJv3FsC6L/+3PD08VARwNQsirJG1Ud3JbW7DFSjIZL9EAVHNFvdEQMRhUlOQ0j1i+ziFP3jQ9eijmMgVmuqAmvhxGtLDV1j3oqZAJqeo1b7o/cVPmKfnIv/nOUdMh689a/fNNxSDGEWmrSq5vGVJL9xXNaSNURjgDnI9jhbOvQoPt/UUGtev2YTjBXecYSsSyqwwz4IgWqSbVR26oNEvCmHimwUR8+dunuiLmqS4KSw0dhskMZYVwCgffcjUVP+hBNVqV94Q387kelm9ci4hjcAK+XvVwa9Gw6qR5FCRWaD5tXZnOi7X2xuuJwSODNj7SKobCWGXoxwVUTDbp564OIEO9cknoDD1NFPRcYl8up0eWVipvjsImcSLtlO4x7T3Zibn9QANEJCgZm/4XLdyGWUsTVnFxOvA/YSONGCNQ0QA1yXq+UYGADXTfwhhrcFagIdR88bhw0p5uLa75V4UWQU/Jq3Nyb84V2FYf+a4OhiIj6fdIJS6r9uZA88dUCNlfW6YcaKU+E6+sAKROzMykJ2KlOGbLbEnW2xSPqm4g32Lb4IbyXwL6ouyNgsd2s1CrHgdfNRAeaASDEK/t73t22MXFKIQhdSZNQQXAqDxGqjqEeKEkPpTNmzyYBSntrqfuQH5YbxtLJHfM4kNcEPatztfnpx05OMc3/9p4OZq2mKGWi0AkiWggc9ODZZp36Ltok0BrjTLZgoglrRWhsnZxWAXoFff8AilxH0OExBMqLxMaWg9he+04ZnLjwv6GOnhVesx4w4HIhz/j+2oF6wZt643KXPTF3tfOD7qNVe6uAz6gIAkEJVadByBz/zPXmM/3Zb5PDQGvEg7Qo4+1Z29v6d+z8cZiol/tU4T9lR4Nn8FP0tsExDt4DQygopiLlwzVbOqtROnxw3DujRAICLzeMK+bERjbgCUB48wi6RFYDWHQ+iM+WLFXsOwuDDdjcMXhUaNPImo2zeQxBGgjWUMqxmNFmlhMwx707vl84Wczc7m1nYQVQeSb9VbIdaDB71qZmG2S6oo0qp1bAMdrtbzDt9iWcIjTREmQ+B+73WpnenCQDHAWyYwKDKq+79c83bwoiUCps3q4ajAu7TIYqwkYQkC+Wu+Fpq02HNZDp8BgNQRCNi1rqesiLOgWHIAuNgqS5MRz7JnklmyiS7ThpMIq9+MwL3LNziDOEkswUnIYseJiIr982kwA6EPpiDlxp8O5IMSrr2QRdy9jluFO2gHTeP/C7rFbXCAICn9xarLcv2MQudhh9q3B93OkkBX85/XGvhhaBWJQBlGpdpEpiGeqVd4ewrYIKL6WzBpt1khlIXU9RGsqLvJSx+w1tecinRJpC9xcJ+/1kTvr5PfeJOQ7YG0jbN3kbWD2q5jZWOIGT9IGu2ox7SWB2ujClX7L3N32dfPWjTn+hmRogF65n5VQxAUAn+V5KL6eH8tMWM9bjY9czmEuoYEMDKTlkuzL57fYHONBkVAwCWOqwbVMdjJVa1+cBbwUQzJ+1tzzystLChGMBaGdaoPHRXUizJZOjXLWgjdynGc8UuTjXnb2DuKRxbCD+fnSG5V5si3wZRfVeKXCcNbKukLXFFOroqavbjd5YjReVB63S65hUMMSsOs35lWOF6RkQkp0PEBanDrnW237YQiRgk5EQt9Wc0KHAqVvj4A54lxBPbll6Br88OzlNf9kikYrWwVU54FM2TU6cYssm1teen/0Hon1QkMIocnyIGD8CJOTq2YNUC3O7IX8fEW4FvEv1mByOf2vV2JrHCxT2BSng3c9li1uwFqQSAL3Xp+b0EoK9Iu4ivz42vfO2A4criSNi1V/zovXHeJhgFIaFsMWBNRimoDw3o/jbDHrpgrQMMCjozTadmLNG/1sLxYqvYdxiqWCvp67gOgIhYayZc6aY2bJuFZW1GImNatbpktDQU02CaCERqdhGdqYHCqh7A2ELW5mgyJZinnaINhD1MggGTIJ0mAEApy7YRJRehieJagQUuhcsWIWanAoJi8FvjGyAq9x9hsL8RiKKtQ36zibuMlGKr9fUbVWh0Caw1VMGUSuhAhbMXJYCqZukeeaG8YwhpZsGND7oKd4X1KWC2gaOHgwkWW0w0q9pyhkzKxJcyEVBNU34UTGn4YjO4vPFvLEuUPyy3w+GisuWjRXgrgOsd+uqBwpCIz+1RTs7o1k8uvjMZBal6UJkEF9VTQe5RXQDQFbSW0mcZxU1RyG5NRUmkOPblli4ViX5YQkZDSCj2vB9l9GbAmL1Rdzrz0y60dyMrQvLCGmIhLGwk2izpGf281gISHFxD5saAG6KQbyMQ1pGUAifn6DN3FJvRTo76fWvOdmSaWh9s5AedTsHWenfazqiu13af01vRfH/LuTb95T4ReVVAT/HnDwd683VX/qoa1QLhRPDZ2wsTGcir/v9yX5523GjVHtVA7T0YygtVT5bgNMvop//8HmUsDJOdIMx7bBYQD1sNxlD13kyKc8oZCAnpoRRHADXxs0tFlZdwr3l9jnh4eoY8WojFUbTW2TleqGztegfL+Wy6XnFty741q/7pB6LNL5AjAPzxQV5qcdYRSEtdU1M4Nffhai73ia0afzkzTctttV4y4nQO9XxQoZcmxm8nRbGIhJ4Sr8kAXUyIJgEBrnQpG0/Lr0CTILl+Qj9/WD1+IH3j9YgX2ZSYQUAmqfR2ZzIjZ8NcJTdfjbcMZd6HBmD7JyMUaN/1cHikgkd6Amslfelgum8z/mmOmfFiBp+0/rmZ4aVi4PutCNsulHwgnsgOVCapp4U9aAAOH3jmr/y46dr0T6122DPKaX0cuclC/H9yVr0+RyCidlt7a21mMM5W60+YrNByjjnfyxr9QEwEE5/DtZm6aQDwQl4z1EJBWx5Sxl0cCSa2EvQiDEvsW1UKsSvHz35P+3zLalpS32kiDrjFNsIy+g7ZUY3tOAnAZlEbuW1MsTPCBCnoShNrSR0xw1lJuDric9IvAKKKWIP7M9Of69w4uqj+v82XZJRRuIB5gNE7WQprrh15vNeSCrga4aPlAw3vSkLvaF08iAGMwaSCEXImnkqwLsYWVSdHywCoKAgUvOgpMnj0xkrau9KxuR1It1ogp7R0TIUdLDOVLTZSDwFEuPB9328/gxpvH4iVd2WM6bU7jBw+xydeD/ugSZe+nx6TxfVmkOWBO+xzpwA3R8xYYHnhr3G1zfnN2qBWPllR2PMcxgzAiDnMF0mZj5VFfx99oAxOeuy2a9SVlQ2ZEEfR9OOXTu3IUA5ACQUw65CHsH6/FXN7THkFXG7rykULDyWsOicgxjpwuPrtk7+4TTGjrtX8JuGWYgjri2mXr3nVktcXR+mwKCOj04sJZSCg3dfn1At7MrV8uy8sNg7mVCdkaefOZ74AACAASURBVHKeD03DDl0wB4PSUIAtb9arZZeuTwHNJOb/82ALiGIbTjJVz8F5MTbpyNFX9KXbaomniN4pehmTIQEn5tRGCTU95w0yjSpmo0zZIXPqzvJEHniiQNqAXyujANkhQrrYQX2Fn/uOZL1qb4rEY+aQUNg+yPNyJKKPyHfnk6aYu9mvZIZkJ/yHe7zkKjy/3KVNGtaK217zz02P7sfVNo4tEoDtgqQuKwvSnnOCZS+Ap+fHk342jaRv092pDi5NTezDUwbAsQXl74Nn9oVUYK27HqGibGTJ6vJMR2ZNnJ0jTRycrfnc+nADk1ppTz2xX52dju1C06BKnPmUg0rZrBhuiPm+1cI+085yG0uxQpiIhwpLbcUkhEXNCzEszEIZqsgIkoKo9VtuHnPLgo9IwRmzukcPt57b64KCGBRatpBFEf4DR0+4VkZGkvBWoJ5kt7IMwj86cGkNIUwFMWsQE0Q6CmZw++4PpkMpS6dN8kkTA58DAKTKg3eG0+H5jaK0d2UZAlr+8ZGCAVKF8lbibFMItg7fbWcBAHhpj7pYS0MVIENwhBCINX9LT8KmNucS4ZtaQxXYvMQWTTarujOogQxaA5h83wQQG89wzQDWyeHSIjrhZt2MQLZS4YoxsX+YBDFNxCYUJwCynpAMSm4rSfjGxHWRPFSdaVN3RLyEPmAziW8+9bnx9UvJHHW/t/LZ37R7z2GW89P06/pN/1aS/cwhAhzDxBcw1TtT3tjQUU2umPKXKU8K2QJaUuNv9M97cV5fed+TuJaLoM4s3l1RMqFyZrQWVYZ1Y5OlAzVuDaDxvDWzoom3p7+tgpucHJ3W46vn9doNeVU5e2ONVC0m9i2zN2gyFnDF7AJNzwHo3OuOsOCUmHCjTQzq+2s6vZ+x1KF/8J2tg//433JRMkDTs3VbNvmEypa2aTzYhwsRWnprx+cemjtU1rdaUyKSol6ny00uzswS86A/vvpuQJFuRn6QXvFYzCx8pXXDXKlLYlEniVMFWAzplu7xAyak0Lf4TrylGMKM28kkmoeyVQystnDD3ZJN2b0k+C3+9pzlwZIoXv5JX8jvn91Lsszj8wNfTJptSNBCIiikmAxAK5yZVlmD1TpMdh9Kej+1cWHdaZPW0oRjUZgpP50o2UsdiLKcGOdOXX2gf/LI/men+2i15U+fOVKm5D6zvGubhjL5MQv/lqsdWi9xpiEwiVD9hw6XYj/spg1p2tzEmAmfP1x4zvb0rKqo8WWdrDnxg3klRuCSzkC0vL7NqPULU7TMqYs2YKjMSbvK28lc6Yrcgw3X1NpEscJI0dlpWi1xYSqIw/V7TkZuc53ZRppK1UcaaUTdr6VQKSdwvQ3kNhuBHjtYfOLOHYR5cgBW7ELprxY5xH144pK63aR8GIMjBSopaG/o3T4BX5qKvtr/Magpa3+xWQbbGL/NVlv0nFfguy4+el9xbCFz9UTushkfQkmL1Gu/DwkQYoWwWbOLess/PDWrvnioUM56//g8/dqDZdyAqysoyBThI3pZPoeKBgHUK+jEnHUbuqHGRuRKoGJ+j/bqu0i6T8WhI7Wp+C3kEELAXgAARRRZgrlo10VhxDpKuAbAcDhKgci4jV0pRybOZDGzIOf79F51boZQwxveF+v0DD12QNinBKozK8gjAHB053xnzvm3AYbrYFvEJB01MwjpggOxbh9V7fYgDhMFaSTi2m7dcb+NK0NkbNlWVeVom8LF+wGV7XLvbQjuG3YM7LIXsXPWMuW1xyRErLUJuWcNK53d5ljJoYUVcQkMxeCLwvCTwbIUDCK9vcnjoSkc2tJVdeOaGYpy771f4DxvoYGIFzegXUzDOZfz+/zAnCu34RgBt4vImX5mbjPX+yioxlkTtkpH2knX1qIMU3b0D5Ulg8c8tgacoPZdDxudn2tQU9nyxIyEEGIXKhFAxBFc3dGQZq7ByVLr/rZZ5BAL0MuAJtz5RN6z0ei01b6DM//FfwWgfc8HokVaPCBtScRQHQ/sQHttvCF7pmfTGztG/S7av2GJ82N1J9FVlEawRJ2HvgsASHmL0M6D39V58Ltfn1N/eigRrfo34munNAnXPgRBqrmCi4IB6QYZoVZOuQbf2sieGC+RsY3W5/vNwK3FENbB5LFpNtn6cmwV41/eqRnlUrpLSR5g33T68MJUurObOA25n48tqK8crOWABgA8tr+BfKzvFbLiq80Cjx6M0j4EH+KbpqVJ/r/cv9FroPCf3y8s/YIkBtTtyq8peVqU1cz8qKDlmo+ZjcSVGwsANT3PxAOFEVeaSHKnGUEL5UYcg1rcn30uW5May4qyURlowteIJmsYi4n28XJ1XYOPz5P3KHhnOs9BmodP70uwAwBseaEvp7vU1bUUWxOHpd1dJTd/Mb9vl75wEfHUUCOr+va30ZhwvUOvz6vP3V4MHep0RimT4HicosNue+M3u6uxR4XOdXPrE9/xEt6cU0zIRBLaSQsdxPnmb3DxqZU0dqXZGPr+lmp3Ow98R/LrxY5d8oROnYAXdOwH1VTyuho1iTma2O9BQcPcLwxhVqoUgGtd+aMouau3+W0LLkI/8/lp6sU3icGfBpY76uSsVO5Zlr5uegB70bi3EKJTCHLGPvF/mcHjbFRMoNhzG4NcvCUOO5/Aqmwdujsubsfis1awpLgAgC6p4Zdv2OD+albGdicANBc862zSBVWwa2db8Qu8ZDZgMk5WJi98tP2M6w4DF6dcwBUCCNLpiRt2qRe2fmDfQ7HzReA8TRNUFKjZrQV5MPDsfPU7taxaY0+2OmEola3Zv/rfUln6EKYhg5nQEBZ7D87+tb8Dp9argnUJaQITNPDsvMcyCuBNHq0PN0AK2iazA6AJ09/1I2YhK4EMHz2ogpNIbLRFZUvNLph07d5EtnLxV8WSRgtqVsYFSSWjbc4gZ8fgeQcKAL+//rJRXUnPU2m1y8Zk1Ldh2Waxz10ORhdn3oT7qbt/i+9F4ZZI2ykpoqJE2RrpanvUM+2U+2+PJsrcuuNBoOYeSWSMGD27HoGTAJYHjgTT0PA6HA0AjDdXzaxJFTQ1DbHOk+VupAJbYwQ9xd6DMz/wNwAk57f90HeZLrQLLRMml7xWMkeADMuquWbkIJAQtdrFwj7thBRpjlN3nF3+SVcxvqCf2D792dsLEHmPrfLgkWJ+z0ob52NbG/goA2JEz+1VRi4fyanEBe4Vkh2TdbNsNxlDMWCSF2jg6/uirsfKSv+59CR9neP4FsAtzhCSzZKZWTazlNm87QBk/AzpCWCMuYfg1/QN8yBttsFiYaVNNtiRqLHUodMztJXLrpZkn8tCoqzrS6lD3H8xv4/iIC61YcdfYy81bnYsvt6p1wWAct9h8/XdafqT2719iEODc4tvHFnsqTQNAANqMfUBkFip8+B3ei53fbz9pGCba+aC6f2RhZA+JK37LYMs7Ssguzkda6QytH+TUApyd0mBWQP22Qmiatd/4qd2mRFE7r0d0otxNI6E6jJzueYEnbt5I+ezLJyom2WlwmCaoVg84CKnceIZkkIU0MLcxHmlXDK83Wi9Jl8AtoGyfOxw+/SMfVmtOx8o9h5OBeR2qJNa06RkoAJjDnqpZkH3XHvzwmC5Nk65BywRa8yhRwr9hhQmDKjZBUPVGRedfgMvnWSweB8ScLIwHhElOWCZxalUzn/G/BTHUQgEliHLHZnz7pTy6+8dwHwjLlYHW52AU0Alab6oKNBu09QMKeU9hWAwBiUcnalvCSBH1gcpfbnvUDG7cLUYPbVywk6rOw3giO4wWxpUexbV9GLTHgQOc2xUdF404/hcVz3eh6Tc4YnoVetKFPv1RQ26IbDNHmMmFco7g0YUi/uLA0cgTEa9E5E/XOPCh8EMg5BpLXyz8z/+P5LhbLWGQMsUQjfRejUgy5Syb8fsEO3audgJWEorDLnaGm6TUmCtnQZPuxDiEA6QADZK+DjV5b5DpnuzAu27H5n7qz9lpvZ7e7eSuqzz14iZ9aHZ29xXdm2KMg335yr3Bi7ASlLEaa2FoAT1vJIOQnckn4hAQWE8Ivite64KFK3y8D0jPbrWW7bNEDk+FwyublwtFvYyGClDGHgbojSdDBFtljg+r9r3POJJI8/ihmMLbB/7S/OwmN/buvOhZDYJMKh910OuESKfYorAgNpzyAbsUCp6EUrB5K+G2WC+NSNJiQiGsbWXJibWLuSSCJymg66YyPC9muw5NIa40lIdsQyUirJ1+33+69yP/p1NHm20CETU6vgy0Ur60RVlwpMTMCZrXG3grHePDGXsk9n2DAButcERXaTFaIu9NkhM/aK3ucSVArD4U/9rkrLuWwW3FENYXxxNGRxhYDKJ1hRtVk3PG/Ju4INKN2KK6NtXD6rtBne+aFSE4xPdrmxviuCCoHCc1deHOZKDaN/5YOfeD0XtTB6Gv05qJpepwKaWvMVFkbFf11p4fT7dZpNo31xaswBli6MQ56KhvMFwTngmyzTH5zCwG858KbbSTGW6UQO1QQpqALWCye2+K7DUW0TMhe5EV0F4kVA7WR71JkbxHpHU2Vg68O4UgUOoN70TW1UHb0oZnjQX9vdBc2sE4N+f/rMz+Th2viGxP43qfs+eeoauqOV0mPFzhJ8tlRDHQxNUrCW+V+dmeg3HSFOuJ2SOT6WUlDH9+eECceAlA491Vq8MVrN9+cD3Y8KYcG68AuDCFL0xr+riGzOIc21dAdvtsqiZ5karMVezI3gfYmAwM1dgLxqwzynaMCE5GACgMhGG060XxXT/+F3F+a67ZZxRXeJDCJAGytvv0U4XJHk8BqNoQRVcFOWRB6CsmmVYqqOLpJlNgP7MpJwMSY6PWu1iz8FY7EJMNMum64gGNVAcOFzsOQgm7WIPJuoF7RIe1iXxF7s0KNJrEQBIeQ0hc+pNBwCdbmjKpHgQxK6k0bUqFv+b/2Xfz/4L1JCznMi4UPWjbO2uyxYnr8Yor3QFp8sEInOGPlvHQmP0a7NckFV+JvEUyv23W1tBPTImo+wmUlGwytNi40QLomI8QigP3qHBGnS6bb1Mz4/X/rj/JgAwP7m/GNX0Kga97OnOA2CgImhBnaTBSABmXv7df6X726bydmFWRd4OcmsxvD2tCJUkxmw4OsENmDcqj1OCVOupz5WisjSNV6yLxQNW9OBEJLqqNh7/jLF04zQWhtVGRtlCxEiudNQn7yhIFQmzCuDdKPyv3czlgdvDUng5Tm2DTX3HD0dddWfg1qfYs78eqxOwIZ1OzioGvztF3qvF2CIzaPmQZYQ0oBFMMRk1Q1kTJtesGNESb7OLllQRbd1+u7+zOH6hzBpgane7D31nGLzxFQRsYkzz0KiR3PEMi05W0iSYPdeTAx/fzofb9SrjUrUAtO96ELEEx9dmcTXXPP+xatQ/qgTQ/cD3W0/76YmeWTcPtxRDmNUIjRR6RYq6AeQ1M+6DQV5qNongbHD9rqjSOqdhUXBtFEl7f3DXJP8qywLFXFO0dXKjYyLE0RF3UN2khviNHE68GgSZls2xpuxKrUoLz9wyMlDEa550R3bwtm49B0AM5g7bjXqmEV6f2/mMSB1vNmSW+DXtzjtAxw+dDLhBGSW3uteirLRptSUiVk8cs9AlputjVNnUnYqm4h1cdgJu+LwjvBr7lSUU1bUyTfWT6TpmM8y7KPYdSuP95YCmZydEM2LY93ipt9SfKLJQtRvxalt/Y99EhjBH6CDeSzIW3PpMJmxytgUACVGio8M7qZHd5V7Lv+L1Mjq0xxbU0UW1qvv+2XYOJzPxvz6ysVXihhpvVoMJHd2saODbC0REikrhnBdaW1GRo1SKEkbR5zEGMYTqNWyPogQwcHrdS1P44r44wpNrofuhH/D0MBO6D333ldm2+xp7Z5QtVopd+GtDBxf7D1VEDG4bTYUqLGsxNWPxYJ2OMlomoshaj0xWA2voiDRGH7Uf+u5y3yEQ+Tx+Ok7oNyqiqCfeka91xwO/cX95qRVF3Bwo3Cg1AzwaQEghkz2qnHphq8QWaYIynvbSX8v6WE7PUGfKaguRQrAfCUk4hI7FeHMZY0LQ0Fnat+//MLW7XxmcgVe+KQUVfEw0WEqdjB+j6kwzY6lNv3WvDb5q76t2xwx1WI3U1Ax0xe5e1m79kUEObrxF4NUN26pm5lkwogCuV1tf7p0GAOZn9lKav9HtZBWIWGMyOgnT6v62NXoqSxVC9scY0piYcqRPS5RO4WPoziPtmCIS6FdNzQRXcFe9PHDElKmgbSJiSlk8E+8kTQko9OpEVFNik1YMQnngyPT3/jU7QFXAKLWIAVwtRn7c7Eg1AP0CLywGM0gJLy+qZ4YXAaiZeQYIVBiTLsOfSLpUToEUDMdOdGaGEicpDSz9wI/Y1StblVIAsSINaNbp1a21zz2z0uL/vfe09ukriT82u/yyT5nm/gshQY3YcoFkySkbARdky9tVu/4r5qrGk9dWCFMf+aEgKQO6Lnip6an73T+KXFSI7nf+lxDIuV5gSASgvO1OKkq/tjQ1h28p3FIMYR2YeUDYUvWN3VBeGq4ATCpC66pQc4ux3X+kMFM1fj0SUFH4G5WJ3/1gd3TYZHB92Za/vnTsK1delAUej50nkxRzIX9d/DXfV+iU4TwQmOAsZ9ijqiizeSPirjPSoXeWJuRArPasVQymBRMGn5/aTdGbvvAf3FUcXawHqN5FaOBWPj+DC76X8OfR1xf3eMzHQErla4r4cLjXREK0+XL69gnC6Nc93K3BerSfW5OlG1mTHlkgJH0ZUcarfjJctHoMQS1N2AqEy5NVf74R2gV/GbW8Y9oJANhS+PSRaKsMGhbnSpUPnMtWehptao73i072duHovFpXu2QIszCysS4CfYl4Y6zl7OQZTh9hTPiSLVeT5b8POwBzRTSI3Z+80L374R+c+uG/ieRYSUrdU1ZUAPizwzbvWV8FGZIglAlA6+Ad/qUzwGAR4yRhCMugvHJbtvPBHwDAzDM/9DcBkLJi+2J20RX0M4tFHoYhFHakcOzNc3sJNbZK22TfwWRUg6XJ6Lik8sARmpk3NhoDTyvuP8xA5aJuMuj8FC216ejUEACPhjzon7h2QlOSMB7MZLP8Aast2lQVEdRscFiQecbUbXd6wzzvgSnmjtahu6gouTtVPwby1Uyh2HAiQjW7gKJ4c86OgQ2DoQLf68WsZiSe5WVCT1HOxoEAjPRIzSyAtRfGVcqo3fw2kFIt91nciaozZcKTaIJGzuOUNfvNG/XPfsWIWBOPof/upU8kYxTbGGA3hs6UMR2UvdlEFD4Yqd1FguYQpf9sYQCrywpsrWfSgoZN1GkduvuffMheiGardT/4/eW+w6bKmdXzanrOGqoEVh8AioX9XnQSTc4IPhgAXekCgOrOtO/9kFFwjc10ujPWQBeWxf2LQ4UGM3GPgrbN93WYu4M41a2E1+fo5HgZwMLf/hk747INY1VL0al8Y055c5KhC33E4iuA8y5OR+UN7pTyNlObPGLm1Cefw0sfOfs1I0XSoDExGImywQWqYD9HsYKK2b1rx+x5VaEJ9tvVbOJhXN269rXFMWQrJm1PdDHh3z1QbpbhZS26tCgm+tHT11/l2L7XjHW90NsFaGZOPpRgTuXMD/yY8XL6z3T/3eIMocM7mc2dzWmWRHdwn92lV7RoauZ4zQAy9CYDojTQjLmn0fDGkzPz5hqQpNtZk9AvloVsj/tbVV9WSexXE92Iz7FjpUcRWxu5+WaCgnrreYMOKZJfujL5iXxtv/qD819JCxep2Ml3+pjgcm8+cA4A/Pn68fdQK4HKobCv7Vf17SHxRZ0hsb8mOXAcbtUNCunkmYzcw9brg5zoXaTpE0T12nTHv/QbMceIcJnJHnebDDzmNxqz9u0SbsptOhngul3UxhgtO9SXQLsqhXjAsYSxuW0CgDHxq83m4m/PNKKd2nuZiECS4TVLK8a7u3R0cykWf3cD3nFL/guwG8HK+wATcM99mZkzt4OncjRAzOstQFGy4ogRlJSERjIF8uoRh4r9ExVlEmLw2Wn2n6OWyxaKkjpdlrErjVGlNxT3YnuH21fHPQYttmajoDLmjqEUzRHAzMb3NVXCg402Q5iMRlApVSzup86UEbIYDaGaniWlbHZZAMCbc1S5uZsuqo2VyxdPuJ0f9eolwkbYr0g5kz8G8LX9BbzDbXdKzS64K0Asmp0ct448UOy9rfvQd9cNI70MkUCUKDTY+SCYr0rZgFt2BaLxGmrYmbC6HH2l3wn2ftkcboHAWmuw4yRJHlV/L2tPzLc7Mz/0E24yRiFDIGjQRoskYWY+6e1No7R5dq/y+Y39rEMqPFAFbOhBRdQr8Ge3ZxEmC7REsroowQD6GF9XQzcF94pF4ZPdMWC1SYi3tx+bNKUGQO3u9Y5lgdbKCsDsj/xkMb/XrNvVrevUaqOMSFbnIqQYrCkZalCJE7DWJgDU7pR7DpgDWZE16xGCErVZ0hcOFTacjHP/M0NlgJnvh9Rq1MkVuwiGt/T5D11s4QCfPkI+nN51mHg5dhd5R+XXFpSnUqJlJAC8RWMO+8ehEdZBRlyQYa56BQCqiE+W/cRZFxFxyydm+IWN08mMCASioIAtTRwpMtaniyMcrCzyHMdkc1G0fEd+7kevvz5UkuXz9xkB2Kr6HAeMNRX/Ob22WRI5OlCKwg3Yc818+F98vDxwxC3Kt5gxvMUYwhoNUYQEYjcFIpmSWHQixIn1UEP6wYS61mn21WUkfM2ZrwEsDzfgxOfZNnrfilfK3r/WZi4O3Z2dVmcz2Y8AdzCe31fGD0nX0hMBeap1u1Tro63kYetAEoU8BCK72r/ROIfd0aMvbb078fddgRRWi7/uUbubLSqfpAfbXajLzYnUEzg3TV89WMAFVNhxzz++MLrYkJTPr1vE+TOr6YYXn8DNaHI2cpqi9wxZFWL8Mr4JBOpvmomKykgifpMsdNCu1HoY7nSufbyNlAGOgyY05RGty1Outr/Zy0bIhnZfxVtnkI4IhZhyuzkV7bcd+GiX6sh9FvcWJQtUc3JGtQ7dw9DM4MJGNDdBPhE2pFvxTCJfR+W0WpBUNdlU6dRqMYgZqyUAbJT02EKU3ZSKksqWvaCd4SbbdAuuf1V420LTxbnhMoBDU/uWejf+72/8KoBiYa/9UWGrGhyfV2emFYhGbkxvGJt/27Idp2aNsiXlkhVr1trPi9ttQ1Wbn42ek8o2SDGgC5uZYbu0flCQaCHVDvq1sdo5F8qONmnsV3vFJq0hANe2ri/1brhm61ud4F8TcZKKXb47Q+M7KSozsb+IT25f+r8eJhFUhn1UT8OUGmqYutMMgjPzCcfOscTvrl8C4ExGAUAX0VENacHtoEBly2bh8ytGIFIMHiiqOwZsPfMXpubJWXVRBH4c3H2fXwtmVIQ1DACMiUeKXlysa2+CI/zS9o0L2DZj8PaZlv8EAIzAG6Stj1msIfTIeeaH/9biT/5sGKhtJ35fEmtROF9PzPb9zJ32W9vAmETtex6J0Has5A8te9NBzz/YMIowRwBAubjfDP/iFK21sFliqADiimipqICElOQDB+9DDAnPzITfuq+1XPVARMEZg0kVyXWv3bvqeycIy4iK1hgANNF/vLt8Z4Y0WaM7Jho79WwEHFSRlf1A5kBtF7SmqnCZxqs1vnENwMkp/fLGWTE3+0Z+4a7t9UID6Bf0W1tHIzZecN5Vu4taLIPkhGrWjJCh0a+ecgYCAIrb7hBjAIDr3Aeg9tig99drFmORKMcTad/qe/CWYgjrdIeLt5uhSLIL6XXcBm8+O536saSNcPKVfUDOvsIvPxyxRoPdCrgn0U/LgzUAPd4hSbcTRr5natufcvMltLPWikwQCSmh3CMGoOb3eIHodomlmLE5rXrv9q7Xe90qm8N5hQ75fLWeGfH/z957R1mWnfWhv2/vc26qHLp7Osz0pJ48GkZCERkZgQCTZJEMyMDCPAfC4oExC8wCy+/JgOH52U8Y88cDCfH8PEZCGPSEQYMQSMxIo8mhJ3X3TOdU1ZWrbt1wztnf+2OHs0+4t6q6q3u6W/dbs6ZvnbDz2fuLv6/wnlMG9gmYVD0Ob5nFTe5POX1P3unFt2z0MP/m2i4aI7pMEx9Y6NqFWuFKhZ4fF7AsGoBTjX5ft7+z5HkOGy6fe0VsHcmjnQc/y1MOKTdf4/Bo1r66AZWLe/pc3HsrCuobn3J6u+LdC2Hmo9gMvTSmz7aNXEbtA6VuC5sn++2QDws8o9bzIUbbKYP3lbGNBcQpdzeqOAj81MkLFfLzVR7LJEUc0EbECkAMpbejkb//3e7OfIVma1R/07vMcgn81EFi/Lt/wv62wyzzC9jmSIBxBBUGdTPcua+i3fhFwMbkAABrAT4znnFRoSBEEOi3EigDBaF5JmYSsnbnm4mEhz5iuXZiIurEnRdmXwYgqg0rLtLh9bMP7xL/db8goi9PCa3411mCxGgqNbGOTfLBNgDFSq0tuXUV7rldmz01C2Fzo5FOVpFYnpu9pZhKPknJ8iQCa3YrqGhwfwKeh0b8J+91BnB8+dSplTO22Py2YyLlhGBiZsiJHf6H5RtbtAHHE9f91nJbuE4AXhZQfxs82b7w6DQpB/Ph78bEAGIVAcRJwvbFJOsU5AV2khgaARDuu90fGQZ/trL4P898iQmKOM5YCBnQkZn2infMN6shkEGFaXIM60CIcjLXlzrL59HO38wZowSNf89PAQChYJ0DADkyISd35fTOFiKIAZAIzI3skRpxbKaJAJNowbAiWsIJduzzSyNt7c5v3Kn5UVqGgaQEaPy7fhzAcggmUGh4haWQfnd61YRQgpZCfLGybGtMzfLjQar21e7lecwaokPD1EUCgCq16m33AZipCkjpM2Hs6SVzYkyRGOpsDevpF0kMxFqyqmUDOZhB4lyd5qp6iLVGhthPlGIbnAmYtUVx3AAAIABJREFUj7vcaYvJGxKf5SMiEkyYC5U+hbuCv9A6pgfce8r8qLzzW3z9PhUiJxmkWLEMVPYZWIEQICaSU7vhknXbcCFFadK1mVp+vRkbVUFZt710XQmERdKD93Qlb3QCUDqiDqFbT2fLeE240ri40WSvZJjXhTCDFDRTJRQic4rWgItwfdyQUd4quSbp02ilWx6zBGTYwXOelEIV47jdESVy6QnROtvKQ9UD1lqWb0x+P+rfZu/KxiNZBOgy1/vaaXOUKjUJ6GvMoUJSDZPuMtfUNIFsCRfNQCsrWK6GmK9atw27KSdl2y8zLWoZLOPMmSnti+0TAKieCYhl8CbNa/6ZfYGizbzSsyiSWwrX6yVxMKAmpnEJgsRq3PqX+9f079qb3tVvO/aEMRt4s0G1Tn7TvjRieFwM5aGV+lFGHQEmdkEjAB5JzmWU7tvteNlPzAtCAIt9k4VmigJcbmsG5TRoR4bynOKAehCBGEkCosQ68oU37HdmpcPDZAOl1FJVyundAERtmMlypcYH3nJnxTXD2V/WNY7qQ2J0HAAHATNemT/iTCK+M2rl9jfJkUkKq7BekWbPFAJAV0X/+5f+gxgaofrQyHv+Ye3ON7PbqAnMEEQu9g9BoE0lbMKKcLYmQGT5JwAIRZA7NRQzBQFnzuvsKRqGADHIAKUYgVCQkCzIxhD68WN+vEmi/ywBawXE+HSw7zYAgsQRrK4FWDZo4RnltcNTLcbUaSYdIBNXltU3uSwv8AYNVmHqsx+5kpUVCVT24lyFmKyFMA2fNigmXRWDiKMOAxrPI5ekSqU/WIxOBTv2ZhQQDADnZXemvQhQM8hNAwFQ3XY6URmJNO0jEzlYhFiwGBq35Xsr1UyJk1K0QJHxptBd/rp9b4OnUHaMX4I0UVYRZqaF+GyykgluDSsZtBXb+MjKJGy8nQGk4ay/sv6l19ozWbQ+8mp011KB8IGd94FAQRj/5L/5F+IpnR0hzfBup342SBxuvBNxHcgts1aK5heczC4wWwIzQYShNnYdGS5hDlLdhFb0UNlZ4X2n0AIV8UMnP8+EBArMtXveqm8tVsiGpuOZcfHyCIFoSXXmjU+4Ozi8pvqNSeLo7LHqrffGnOPXwMwME+Jb2XtbAc3VPZjOkb1KAKq33kdB6D7DRCVUH85ErgIAhDUgM1grU+TYJJBxCfTBO8qRHZ1BttDBbaHrXCDUtFbihlAuYRfVWm3pnYsF/MBWUFAdbV1wz9vZtzjLTFQ05vzGnWGfWMcN6dVk0f/zlYXX+jXANjj2h8J2oivKe9TLGBMXkw5le9eTFyzYYTYzjr0shFTfnHukrsixAmX2zV4qA01mj8u+9idTXetWQWUv5bs2X6FTDQMSs9BdybUqRwdHtUDowSlnOxs5kG1/Pje03bont2KX3qDIgvZkg8erJbAw60nnXI3Oq3UA6C3nH1k69tCNPYWllXjd8U9iYofT4Ja0oZaHAN28RVFXQUJuSWzrCpyulx0erkn+H2UAxexx/1ulbm/NiRibRAYVYyPBGL53FvlJYjkbUrHtrjLXGWnUcm0EMyNqVUgMXqyQEgYA40SD6d63wvLxHSRd637i1u1shTgbDJxTYL2+dsbOm43lkwEDzWi9dF1RpY4goMaIC0nStBQ1AURJ9PkTjzBY1IdG3vcD0z/x6wAEiXpQ057DxCJSka6vsvc2otQ5MCHEBJCIiYTlmKeq47loXmau3f21/r7HDAiRqv8FkZSw8A9GjhIEKZk59vAnCaR9bhNCS0JRYTdPu+34T3NBgeeq1JUgtv51GWGJAXAQGq/I1ILHxs+wIJO4pup8DxaalR459dgzMy/k+PFIkNurqQg27VGSmhbd12lGJlYRACgFkHYdSkQmcM43nbGQQ1/37UU+qgOOOYEM4tKY8yThlA9mCkK9iWXYfcKrLrxQhqinm3BmBTKnS5cA4IahXbmmMvitux/Mlm8GqiX4w3eHnt+sNkIzgBbHH+XXf3f5cX9SyGHFGfSRMmAeMqKIZUWoyVEC566iP14LBuufrVYfQcBodYQZIEKlZiBSUsswuewLOuUI577fDNdWIhAW0U2RLj7qJF1450haFOGxSQHg6BA9n8wCeL00DJ4JqfKaNObZowsvKpACFtvLbrT/yy3B4SHh2puxQBLDQQH3OMfYQgonyFgIjbAKPvq2r/3jWxospOIM1EM2ACM7PkHFXKpUyYanKVaK08h6h4KbuoySsPZh7RBhi878zncjycuH2X+3ib4qBMLNk9sfjdYBmK30gyg91hBr2R1sY7eobHFsvuhe9zdFVMCoZKLT9UvzP9PlbFRE7HkytL3V9CdnHlkOUm1HScmVckjH1Xg9f6mAFlBOJbdoCVGLo+XeUJe9+GAHq7MZsh0sLyqDplAYUPN3VpJ5sWEcvUxa5E3w6oldvbFKbMk92kP5loisDHMsXkSBGHipdXbjdmzzFpXNxrPhOJTxExHHLQnjptVbIFzurBxrbGKggXYSqenyPGk9aINiL9HetRTSZ3ZrRApdWp4OBmvpH6J8W1i/WPSfttrAfd2n4k7lk7W0GFVo3iH/4h3gv8rIcfnVOlsLIUjqL98MMnOs+DPnvxIDf/DCQ/r5h24KFpP1JdU2YTx2KUVSyLFpvwbPkAUA/+tXfmtddXXVhmHSEXoOH1IIP6EFDY2AhM00kE7zx4/9BYDV7hqA2POIY/D+sX3/7ut/OWP4AgCoN739tbDrem3y9BApzQgLbZ/JJ3dSULV73+GjgitWRMLg+4Pk9N7Rb/4haR06DP4kCRJCAR1p8nErDYcjJIC5kH/p3srZGplUaZw71lnL5IqVb9qSu2+BEKGDTKzks6GyEG/aeY/utx0+gARIaHtFjoN3IB/s/DxBL88dPrZ0Yl3woncUJpQbE4YxAxZ2CJtWkYlgB+1CVY8bW60lx+4ZrxB3eBEzE8uhMY1L6VNCHHMCQlKm/FXtZrreADmxUw6Nwm53+oWI0HIJ6Gq1cNqk1BMTO7zsEeyfe/qHLNMja9499aF1jBCn1iUX7wegCrGYND+P87EvCTSGx777J6yzqAxv2C8ao3BSuhkUgMgtDBjNF+eZGaKF9mKw91aD7ena4HSU9vlEJWxaZYzbaVFDI7FVq2XRAXRRBBBnm8eUjobXGEFhBTavyWdf/zzK4ejp8DABeHVEPB6fB/DMeIm44ZwRsjmWzLmfsB8TyInI9igjyuJ0w8pXlJaTqUwpBnwLIUAQpEGtTq3PHBxWIEqUBl8l76F0I/J5EmHk/ExTElbKQq1JCNdaM4xBIKo1ZyMRQ6OeByISFwtW+AZzI3wRwCiboetcIFS9BZpSHXMuNTayuVAjFS22S6LX0jIpqz8onbMNBcYtKr+ZSyQurlQfnRYrYuPUbRsUvhGrGqvE7fixt5q6KvIcBsre3DR75yeX0/tBeUu40FlCQqyQHhVFanG39HqflVPSQm8D6v+hlsisxqUk8yWeqMa93wDKha68LqK0A55fkzvtaC57QK+pDoBW3MpgzzK31AYhtRdBG6SdyPJxGwrGYizvkQtgWcMU6e249/QkarMfy/9ce/Wh0T77QEHmvwhJZouvsJf1u0jn0dNxdy5kAMGOvYtDhbDUS6atirkZ1X0h1jGbaeASmvVVQEYOqNbgLLQuV7j+hyih5PDaaQDzLaMAmqmaW4UohuKAU3oLiDl5rHnMVk0Ahr/xexlQbCy+LITvkiBHJ2IpWmEeA1zv4ceXT0Kz49mvgIi6KvqLG1w6dgZwvi7/4JbQuYwqYfjpWEDA8L/kHAMtrKKNpPJUdV51RESN4cot9zi1oBs0CMmkT7o0x4B+8bmheK4KRZrt1Ha87JBZbz09aLoXRJJJVFjozXZGWvOs3foUq3fveztyX5PFpwHycenLlCDdKnWclbERLQXKPwoTEFvTn3NwXQ7x/KjM7crs9AgA1YbON2efD5o2+y6vi0z2gqG3f3OphVARiNF46zdO/sgvFQtPOFOIT2pt2XuYIIR1bdWzKQCc9jg3BQNXC0A2RjKN4XS4XMA2ZRezgpIktcnUA73UD/jweASiw82zv3VHWGGKTMiut0nZmDEARKL+4HuC6RuQ/ZIYVH/T1w1/3XfAgJFAyxsqfzLSs+cPFr2ZDNQnE0GY9c8KYJAIv+OHzxq3EaNzCW88oPGBI8IheEPqGtSDX827jAZSjIwHN9zcrVSI8PrScQAJgYTMb9HmmytxLpLZK0+sHU2MhoUArHTXjtdK1kJs3YPzLQcAahdsN369xkmeOPIPejIZa8B0ZvW8/vYSTgDidHlkB8ZbTs5dOb3IrC2E+p0Hx29106gFQqpUaWi0q7WoQlBYXeH0dP7K2adtMfm+WyjaOdudfAe3ha4rgbBXPFgplXJpa2VqcndstOPOufXZPmWeX58b/obv6V9F/mJhSi+CfSzhcoU81qA1UWqcu9JUmvxt80vZf7ly6729HksK2+VmOr+aFCLLL5GK2lU/jKGYgUMzTD1GQ9mEFhkqS6OgiJpZN8PSxQynwfVqXC6LEW1FbT8YksHx5qasNP7+Iimn4Nv4hZIWrkTrsN9Inw5sXgXA1aoYneh5t3hpYx3QRiVsRLPjQ3A7VQGxekWkRrzc4exOpishYhVSdRdIn9llN3jjYRyQo2YAAKJSA0FUh+ToJBFZZTwDOil5+QbhFkj6uVF+g/L/YEKskv90/q+VsUwQAG0MYQtciaxzPlVqZ8Ybf3PyUc5Ot97DtY9DTJzzVRMkFKuzNWOENE0KQwoqwdRunTf1tSGhYTAUQGQ8J4v69iJvrT3uzjVnAQgrQXlDYWQPEpJB/mbCnHEFZEBbCHVkZobIhQekYiRLEo3hBgUtCQBLng5XtyFW8UR9HEjX/6ka/Tmf0uxO0cMoMdmAYfH00w0hym2n2X2ixfEHn/2tv9khD4/krWZe3gXEKv7VR37j4YqBAOgm0V9WFuBt+8Nf//78u6Y7hcNPi/EEJtKOfEWEhfwPYrJAmnqk9BtP7Rv3aqTUqyjPbqk0FQeXPQCAIUmMUJhG2XEK6ZFZNwSlklbqxojYmsS1w3aURP+69bdzVYIQLiu9Xx8RkQy0Y4tek0RgsNyxx7ZFy5OUlOi7iVN3RMMTJKxEY6Txlm+YmRr9q52SvfoUc+LpI/LaCms6FNnFzIxQZDysdEUz1G55kkxRV+uMfkxUDBoKrLeCvvGllcMdkY7OTHP2ixMuboVdaS+NerI98elqplhlq/tPt9udrej+CnS9kexw0jGGWax11/RHrljNoZN/TVfK2VNMN9nT5idGLDcf1oHG3gmbh9DB4TJzm2MADw81O6FsexgUh+Zfs70rMD8EAI+deSI7LNtM15VAWKRLFKAZ0FBd/pU+1IrbZea6fk061RA5IWHLbaaSZq30MHy9IXSp2Ile1FO488bN28q7l8BBvnDh5Yt8s2+lRY9iF6xf/jwIwHoJpkN+SBWwLDMXO30/7rxDU0nVmYuPn31mk56N8Vame4NHPQyAS6WCTSBHJSduz5K2pmfZ8ia09R4rgxQH2F2rZ2N63th+eSsH1MGMeAP/UmLr3NdU3T5NGsQQ9iWarRJgAQartcWJ0SfXjup7Zm3UhoKpXdmXLE9o10hGFZ5blF5EYgJtzuKO5owd4Aqxsma33GyJxjDtzCUTSkl/iQmxgwZlgECOVfU1v8xgcPWOr6ne9Rb3MEAsyNm/SAjNkh4ZFn+6R6Z9LAi5z5x/HgAhr1Ix+7MQkJKJmUy0oc7HnUM60X6Fa5KXA59zMNuiAr9Eq7DBRUyCGbeoxkLFq8ijWCXmSduijsAct0GCwcxUItLYr9neMPJtlOM0LCOrHblXk/aF7nJSEFpMv/QrzDEnR5dPsD2bPnfsC7MiAjLbnL9amjJdKu7iy3OHZ5oX9KN6BrVhNyGWvjcjAOBTe+VMaMUDbSEUac5GXde6B2etvPp9HxM95dJmsUqH2v7QRRxrngdwsxxVdp/x8V2V9RrTa9Iaew0lnKQHjRAJq+Nq+WyNIETtzjfrEet1LJ9YPu36yG60jPAmyrZ0IiNEMRGRIBBpMyPJIA36td+18pKO+N3/yqT40pQ41hDPLR3hsj23mnXx1ZN1ZOFowolnXNU/+CNP/d9/ePCPABBSObB4XjoLoTvftQqj+KSf51Y7nboLGWg9csHqJvUost+3jZShJ5YPX7Cg9w+tPPunC0/rFfj60nEmnJMRkM//nN39ir8pB2ChWCkryVfsRFhDKzMwJ6NX9kz+ychKM9iAW9o3smeYKq4vT557znbtsuhHr3OB8JJFaKKwIvq6Y+XrY/93GZ9dMHqUBBtskVRhGtexhcCey02l7HOkNo0/ebEWp0thcS+O4yx9J+OYVPj8E19tX3yXAMBtcJrO1CgpjElzczFg7qTxw/RL+5q7dvCiJeRLoEURb+lz6JckffvslomXG7eEivVsXHPJYb+lJnEBVmqrtFUsq4sgBvfCcHIPwK75h5dfLGRD8Z8c0MYkJ6bl8DgHleNh9GezTxqLltVAlYwhpZYreJ4dfzSynMctcwwQkwMNirVoJHVaZyjtLIZ0n/EL4FpPF2UTBc2o3fngszMHv+OPf0gvG0lGMWZBVkxJKqvrYQAkdBIZpoz0ODc58eSEYC5xB/CbR5b/zoMzaZdRg+jCIGJBAHHGk8Lsp6+1L5zNQj3JkQkAzDxLHbhhloLBOzhcl5Sv0TYyH8SlzQUEBmuAmeJJtxAoqtaIBCO1EOY0XqwBWoFw3+2pLZTcIGY7ZX+eXjsL70yfay0YY0VqRWF4q8sF8PvxFJ869P89N3PQueMxCEEQ7LpREUYV3TK+Xz+m5+6L03IhcAIhqrfdr618fihm02d4ZEF/Yd/9/eG56r1vT9tZts9GHKfRl5ashZDg5w+jfFalmLzcRST0sMWEYHpPsOtGa0ry6gxC2Elfi9Zghlo5yc2G4JLyPiVbfpoPRsDYFVI4Ey+8zYRiArF3Qroff7pH/u6twZFhMhVk3X1PoFmRJlzQr/zI4tHEy9uZmG8QL88d+tLpJ3TVNjqxhBPTCem/OC1POmB/8vqb6aaV7tjL/qLVi56PKHvhnd7olWxyMSsP5wxsH0tUwsQtjUBJRIGZZjE8LqxIrB3LXaFWp0NkLbQG0okTrf+5oTrhurRraKewG8v59fl/t3eNASVLRf2UqrIivJLPrc24lgNb1k1vSNeXQFjg+fqM9WYGck2oCAhvvscrcCMDoFdjsyzpdv4kKvtatkRLIVFteOPn3kgq6eGzMwc3+XI+t+wVoc3bi3xiKhE8+suWJhC/l0BYhjZZGhJ5obK1ZeRqXKwYoLD8A1fICNOv2Stb1GtsmGhkW/RqXDyb+z+/cR7C7J9gGtoCyC1gsCis6rrfKJQeIW3iBbn9KqStriD2XBMfXnjhs7u8xU/bM3dfFeScmoSUu24S9YbywZkEAQh27M4L52n2trx+fUUmubO1dGKNAOkQ9okVK+c2lttPdMgulxVl914CUStur3bX9KKVViidrI59481f36s5DGigCO0jy5SaFnnn7hMNbYXWEWvpi0+KZSc4UWH3M38Yl1GHo0YKgAB5PnWKwInO980zXvZdJgT778q2Nh2Z1NLio4zaH4EwAIbpEAEAacTMPAgkAKBLkKNTBJurzVO1pIVY8IzKjQdylea+NHeu+YK022zZCXWOyvRT7PnaaUsjbNsUMYQUY5NawtjRMJZhqlQAtDzPFzE20XjrNxmlg2kqAeh453X1vneSxeb5rLiw7Hnhzok4Xd6FnMD+9yBJJl6aSTuADNg8zNY4BE9Y8oAMiISRVxRQv/ftAGh4DLmxdWGrOokIs1lU7CI7QDJ4fP1komK3Jk/X6Uydgh17iSSsgVCbqnVWdHgevF50G2KRxkDmoH0SgoJiZsoKBQvU0aYtF1SgR+nwwus+JCkNj+rPh8FdFUEn2TNGOS7qX/RryyHWrVAXozxywWe5c8nZHay9kY7su6lAmClHV8zwvu75pOl2GwX2bcuw42OsryVF2kvCs0gbgdAEEY6Hw27C79tx9y1jN2nBWe9+Soq4hybXidOhDP1OrnRXoyRyf2+7Gvf6Egi3m84HcZujOY9V2nD4/TNmtdRok2P+ivLDFh0sz9bF8ZGLhQi8Jsg78H772T+IClvG5aBmVAA73Yj0ft5fjup1r/f1koO8lDaDRAqgK6it015tvMouv8lowzaXq3p7P16KWq7rYgYwJy8pL6ImhX4WwhIr5UZdKBF1aAtpJ5CNiVoJVJ/ZLRVl20iWr4J4Y79lTdXx988Xd43m3U8H1JfYBrcwc3DznS7hityxDwCT6MTlGFFuaH0Uyrx9z/7ZpcTlUDbxbEIAmOuudPWW6LXHr8KAiJTZ7ZXypTVt92ACOQthPag9sPNeZ8RLM2ubZrD+5ISxI5JtG9gmudYc6kwzRQRYQeRsKURiobWYcJK2ngBg9Fv/ce1N72wHDs8fDECGfkRxAuKuiUvPJaSt7L3V9IW00EoAWiMjkYqcqYPKtJ+yEO2ptBxIDNC8iHNORt9489ezEOw5tOn+5r7wSEWzMgIQ7rqJra3JD8zzWpJfANlAcfZby8DfNV873iigd7L/Ar8w+5KHIovXF48/P/uiBQ517xITOp7kRvWRyo0HyEs7oUcs8jo39N7vddnMT4pWpsuk0nbaBhVDm03spX+ZSNhsAaaR9eGRb/pHBgfGPuryYzAAIfS2fKpBv8eH3BDkxmW+tcjA7uFd2sHerGoX6Eio3Hb/x5efjFSsl2a455bHd9aeeeDu8Q/8CxqdBEA26lUOj8UqXmgtfPKVP/OghsyqPhsvx6zk+A5zVQYVprq1bltUobyYHLPSGgdpJ2shWmNrqkqfrdbdwOpei8kdDoqpKLdQ+rVaOVN42TWyzwJgYiKbesHW6lBkZqspSKny/E6LhVmMK9uXZF0xM0iDuzqfVUYmAYyj//7yn/6PHV4aw7Q5Tssg9QgY1RIJn4MxmSeYtRSqwKpSDrvtuiDJDDxbi6WWt41BcmAh7EPFs2VLWJG9qOXhjmxc3kZP5G4XOcs+bm+ltBDyy9GFrb1zZekSYwh95fQrC0dK861fPRT3/aR6Cn69lk12B+xDxfzFpdQV6PS1SaZN2lR5l0x9m+0p4zdHvT0ndXfKU5JukY4sHN1e82mB294yGchyZgAH6/1sfaVb4iptg5xcpOYWYWk7rLoeY+c3dGGkvuGKHZAjZ9HS0X2V+9+BIDQ8hOE7KRcm/XvTTfNumj/aOWsVXW8MdTh5PXX6YpDhZT/00sdOhJFzYGPkTdNa40Zl7o6mhR52n556ad0lhPeZs3WC95YH6bgpglBGIjSmP49TVABm1+fTSgnOGYyAT7766fNrqbior8vJXcGeW1sCOvdvuPdWmKxumbHp5cdFqX+gFp0JwMJd97bitrOMZBwvLQUFPxGNOcGAIj4StHJ360FNo6ESCZ2EoNe3E+vrRGSrKAKf+COQmmukAFCTVdhRdaf0K/OH/4/jnz524JZC/+ELY7Prc67kLlQ76bTjjm1NOggRZXWdmpXXij9KhzH2OsiseoWZxODcovLzOfrdJs6o5pkxHGa8NvQEPbV0yLUBOseds1NN7mrFbQArAV5unnU1VpHO5t+efPR3n/kYtKhgP1rFQFgZ+ZYPmr+JbCopBhDuuonCkIZGgFRoIRIAD73zH8y3FhVzJ+kq51ZNxtj0zPpJAJET28ATHO5WqUDinE3dlfoDfy+2tkFnZj/TnnN98ZyZ7TfI9kvndEDbnD+S3GsqHTo9kMWJc7NDmUQphJYt5WwtfYsmvcSSXmHOqg+PSVfgmGN9ZbG9lHOZcP+4DbCbdDvEXuZ6AnAB3dQvWqYCNgBB5MMbCaE3ZOMVn4AqD7y70F/AA4CQQsLs24YSlTSj9a71EC59/aLpigqEq6urv/Irv/KBD3zgV3/1V1dXS4ANryRt3lEzzuDRXyobPV/NVFzmM725Zl1LdElduvCWt/p/XqYELJdOB8dELPLxfgBasXdgl6mdAPRaOM77f0PapIUwLXlDzcUVMcJsby1x79QRz7VObVctzi1nkxTefPdGjxRK2+Js6oOhyV0ALzcS1XvJlB4hi5cn5Hgu2tomn2gYEkuZlD/ZAKhrWji8/OegHTibnMBfseva96EIHGqZrS80DdJdny3FV3vThLE5KBBAOqmpxSzkXui+y50V9LIQpv6cDvuQAVSldeKCECQcekdqk9E/hHhu9YS2a3hMaVoOgLVu3gHEhVbDsrmdpOtKdcaojNhZMdD4vsDca9DO1VLkUgcdCUCFAXz+2Dej2dYGlLcQclgBSDFHAidEJ+dVJElqnpXAvo9c8asxH5Unexej02EshLpJ9pIIYHEyjMuoHYRzazORiuOxPA4zZ5dBs7uup2aO158Vqybrjyfj6VdyG3r9rd8EZNLJ2mQeadkKzD04W+WNavX2B0wJroW2DNJKBC9azEng8HqhWH367Jf88js2bx4TP3vTxL//ykcAxFkTZM0TCGebc4oVmB2wLazr5qsjNuCwgHmL7EgSdIYVDL3zWy+05s1okH8/pTg3vRl8JsXZVC9xvcYwuKNZl1FTvywLaUnx3i0S5rLKY7m7KXbfiyIqjYZNlQjCQifYSr13vdq99DZlmixtb7QPQ6kcbpAnf7of/mJqBiYY2PXiM8nxvxuNtKqiZaExLDhTpgGSpB464zJKOH9jAYsYAHChal6Vqbuq+TdW8XxrUVtHr22B8BOf+MSuXbs+8YlP7Ny585Of/ORlqKGXYuuSaKmd5mzZMLRsQwY3N4FcwHXaFqvmVUWX2J+HznzB//NCsM3fwOWmzIT2CCfrNeeaP9iMVau1NR/Dq4KlfnFko+C6LS6ewwuv97qlA2a2i/q1qmAPf6lzfoPSCsWt9s4cWEpGIFRdAEtSffrwZ7f0+tX06NM2AAAgAElEQVSwGMoo3Rmj7T753kC6/OcgYFhYoTX2iUqYzcpc7qzqu3knQPtjJl41YlhaVEkmMUdkM5VrvM3qAc1nM4CuSoEtM+Fn1s8zTeXnt1x7d1P3J85+0mjEWBHhhiGr+6eclKd51NT69IvP/eeu0E5/GgLGZim0fVrrruUrtQ2DlTG6JZHV1tPNbuNGwPC2MdUjgrelBTRTjGfaUhknzWzyJCsQFthuJQUEgbgtKOcVadovJMIKWZSgTtIBUBzq2LnuuR6VCbSLFRefbAdZCjhhjJiCMI3gMhn5EmQnyudzFKvXFo81VcTMMXNMSnNW7KIegbdU94JI7r/Db4mZIKNX1ZNV9E3t61biWH9hZ4FyLDduGN5FIoPuwACButm5TVitJx0AzuN3TXWi+hCMKCI03x8LF7MKAGGG63ZILsJiIwFCrHRX/58X/wgwsrr/9b1MK0sB23xURobUgyCGx/WTL8y+/JrFLM15xPpALJQdPY1b4/nr4gSasPoRl43QD+pzXty+27ZT6KRWygI5lNE1pyH38Xh88uQyX5rNehCktbwSpp+DX54bK598v3To/UE/IIRzK6WskDxTYZCoysp4dczkkekdtC+I/JhMSUJ7NBggZZV89ujflL7oHL6kMIgRTukTc+LEkGKutUukKyoQPvroo+9///srlcr73//+Rx555ArU2Ee22rxF5exays9tKK1tmbXaxqRtVytdatqJ7J+dS3RAfWNJln9xWl9eJKaS7EyltF6GNHMptO3KpyIlhLgQ2e/TDHXaWxR0e9H2hl/34Y9fi5ZyV+KNZNHCpkEL2FramBws0BYgfE0DrkbypyzZlJn82qDLfg5aVomMAYcTTi1P9rvOZ3Hmwo8+I17qpqEAkjKY3gN7UB5bOqEMMj7lVple849FZ18P80tdt7AL1VRd37TlqewJSI11viynf1hwDCNcCAu9r/KokBkZlVKXUUJW+eskDCN8WrMnZxzQACApDYMyEKymImdvhLUViPQxB6eZFlO0wywk65qDbkucEHnziyCRSLFYC8lIsPTy3CEAJRjX4DN1HGyf9XlrFPjC9XymevNtunwYFFZzIWRag3PziJ9cJBX+GUg4+at2qr8zNhOPz98bjjIY9bpfrwnNCirB5K7q3V+LMgYqVv0y5p5oOpxGKwtXan7fAdw4ssdCWdpFRQBwWqZrld1i8J1cgcilOQykyatpg+h0aYEvJBvViLOjM0BM9OXTT6byoV3qWrvxKXHmaDXJRWQ6A6Me/CfPPfvKwmHYxvnd95KBEoDAy5bJpBgc7tqX9gUKTiBMdRbeyiTfHGcaqbKDVk723sFRf62VqIf0zsUMFjIxmUWLdr907r5cWfWul68Dx1Al7J7UjXIan0wmCV+v0RIMElLIalAxDqjIZ0wtfREucQ4btG0FfsqmkciRM9RLksJkuEkthI43uzjswz50RcFI5ufnd+3aBWDXrl0LCwubfOujH/3oQw895F/5uZ/7uR/90R8tPrm+1sxduUSU0YugZjPfhv4UES9d14gwAC7RZTSOr6IUGpdIcVK+7nruXG8cq54k27zXFEmV5R3K0XYNQJRs5yqKop4CW3GP7vZ+uJSUyjKJm6CF1uKWqshRwslV6KnuK4xV9ktYa67Nzs4W3iinycnJILiKNtnLfQ62lo1LS6vdbjabURwvLC90uzpAy2yn3ThaWV7233Lj240i4+tl0VlQ2A0SzwjTjROEAJAQFldW50KNAMkAojh2CDEZuLW11YoIAUSctAtxv1o2aHY7qqaWl5cBxEkSRdGFWRMq3+501tbWlFKzs7MLiwtxHD977PnXZo9muhNUVKxYMkBxHLeTNoB213yJURzNzs5mfPAYzGi1WrCs7cLCYqdrg2CJASwsLsRBDUAUxRxyFEU6Zdwsp7GycQ8N76k6/d6z/1GPf6IECO1WG8DK2jIAFSs9hpF1el9aWlIV83t5aTlXWjvqRrFotVttQWvU3ZG922m1V4eHH2m/visYg6AmZBTHKDtNIqVaFTrTXChFEupDiWIWQrumJ6xYBrA6rLXmGoB2UAFQF2lyEUWI42h2dvYTr3/65QuHAJxpp7ozsz8zwOh2ugDibqSEakeZffvvjn/5sZNP3h8uHtvV3B/FBGqt5w2kn37pL761W757KlZLLSMwrK+3AKytran6KFpn/Mfm5xdUotpRx/fo5uzwKVazF8yC9G2SkU103iZ5avk0ADV1QwSanZ3Vajuh0r291W7FHK+srCSJ4iQKWDKrhNXC2qIruRt19TfbbnfWojWlWIHbne7s7Oyy/YSpCQLNzM6srpkGH188pYdzcXFptZv2wqVlV6wEI/aGVzG3Wy2/y90oht0x0hWSJLEVSNzriVLMvLK6EsdxO2qfOncqioxSsnQ9CZi9JUUEZVJgVVCetjVEU6XKMgS6j04JFxCRius91Mo+9BEFAQS32i3dpKWJ8ZGVta5edbtv5e5JAAqkM+W2Oh1l9yWllH86xoQYDEaSJHGUAEiYkxIgVQBYazbXE+Odvry8HEfxWnMtsd94H/HEJXOOu/FEdXKuveQePjVz2nV8cXFxdmg7z8ErekwyG5ha5pKJ70Xf//3f/8u//Mv+lfHx8eHhkkQL9Ubj0ht5iXRotafTWiktVuiJB+7A8tGNH71mKZZ59fCWSPSwql2LtFZwpr9q6SoZ9mOTDWAbBo3F5lxvN0cy2ILhUlYCbAWzVghBV9Z3YxuTNG4jOfgNAB3yYSNQr9enpqY2WY645CSN20uX+xxcHhnR+PW1RqNRr0spg1ooQ+ubpdNOhOHQcHlqE8c0+Jp4KTML3jeJyPR5jE9MdcZH7F86JYOJY/QZpkajUbGpGor7jNHWh5JBIyPDAEhQEIRuxqvV+vDQMAkxNTU1qsakFL/5wu/cMXFbphSCFJJJIJBBEISyAkCGod5LgiDIrR9FTEJWqxVYi9zo2EhoB003fnx8PJmcBBCEAREFYaCIY5U8PJw6oK6ECMrOOsf4CimElFCo1+sAqrUqgNDuJ47ZHRkdGauO6d8T4/l4PCFlEISVWrUjOCFEWYa40RhqjU/j/LFASsjg1dt3nfvSjB6T/FALAlCt1igIa4LbKjKmCeb+alwSJIbGAl2vIFmtsd3jKrUqgGBiEkuo1RqwwiwTSSmnpqYOPff6fHsBwHGsOO8hk0aPmEDVahVAGFaEIgozPKqQspW0H6qdvzEK7qrXiaiRNSECWEiW6u/5x/jLh0uaTRTYAvXINxqNcMXOsn1senJKVuqf4jPvDR90t6QU2pFfN5WIJiZcLFlKkV3Owzfd3j34GIBw361i5fTU1FQ7biPrAFypViihoeGhUAYKHAQBEREodqkyBIVhRUgJoFIJG2GDlogTrMt4ampquDmsW7Jn524iTE5O1c5ba6dtxtj4WH01HSIfEIWIQg/UQDFXqtWR4RF3pV0BuqiEIQAprPpWpLtBvWqqE0IQUaMxJIRY7q4syVUpZd8gZEPuTGYCCVF0valoHM6xCVkX6DZXQiLSKThTV85uL3dTrzQKqyS5ZuFn1266efHEq/qYDRrD3AUAqtaoJQHU6vVgZAJYBCCkkJAuyp6Hx2QQEJGUgd4qiYhIoEwoHR4aaVjBeHRktFqp1hv1zZxHynor1Gu1LkXwzuiHjv6Pf/Y1P2LKHxne3nPwigqEU1NTs7Oz+/btm5ubm56e3uRbIyMj+/fv38yTV8PB3062BqwHgMJy5NnrhqJLM/NcqYR4V4IudC7JknMl6SoZ9nnamnmtF213mNyWJKgtils9QQEvFzEVodffeFLeuC1lAUuJRE5EuYboypyDDAghNQ6KTo9mwT8Mhif1UKuTdcoqOpF6D6VXXZpNJogw1POibBhi6ovleQMIIVztJ1dPI0vGn0oA5DJnKM2BmdelkEIwczNZf3rmeQaW2ss5n3AFlgQQRLVO1g3R9zLtsX4INiGEjz9pMAOFZM1jEGkXU52dwEd4ng9pZ6dkwBIidvguRABCGcD6Xjpu1o2REMLxM2FZNh0hBMGIgm2Zkd8CISkMdRcY1FWRKiT5ILPLmP5W7/ia0dkX2irKAcz2JBIgoxZgIgiprD1ZT7ReAL6za0zElBn2Q3GK8rrYWoJdoi5ojYuwIMROZtaY/qLgT0tErzqHySyxN8IGoEQIKsgSlbASTu44dvqYc/fwZ9QoSghfPveEvuLH3fk+mTa7gGKwlFKwRNZlVEcxCiGEkKxiDbqrCG2LbH9kiEgI56gsSTCBQc90Tksp9QohZiklQFKmDXGjJGXgM8ZOr8ZCkFIiuwkwWHoPr0Hn/wzgeT/6eqJG6ImaAAm7JrwAv1JKIWqchRAMEgVPdjNPj1eaoFFo01nhkfkKlRq28yijQsLEEqMt1G/epjrdBXjqLUXGeCtIUr0Be+bI+jBWLSiuILJDpAdWoYc4CgRCOG9SIcR9O+5+bfHoZk5al1xNkFuf3nvOeV7Q9p6DV1SCesc73vHwww8z88MPP/yud73rSlZ9xegiIq+i7fYDvs5opfsGA9J+ddJVIiBsVzP6hZVsnXgrLudXK2RLStue33ZbqPyQv/bpCpyDmhP6LM48ff4FZp0HmS0zxABY9AywZzZJCDjLuGafSV9Wloej+rAYGs1iIbJNY5CFpfH+ahfSIZoYQlaK2cJUZKQmEYT6jxPLp//ri59k5k7SyWHAaAMlAyykx8ty4RnApHHT8Bu6IgFgPW4dWcz6+9hIyKexpDuhB9PfCzo9WCplXQ51VBiA8eoYAO2iJsrCrVxrRSErqcbvceJNlOVHBYnE4NaALIJFrvuBCGDD+xlMtbqedANxs5HLAIMhRLowLDg+nDzPCTJpCZAQqNrTh8uFyREZoUIYQMhsCJyNv9IvCSrJVMvcG2yD0bbrZKG1lOupFk7Gw+GhsOH3xZJ5UjS0DY2eTAPAvM/BSVxEJjCSlf5hYgizPdJrXAcBahE9YdWKjEDY0Znnbb+WVHsVcUJocfyhR37T37e1hL/UXvFbrteJX51TXtiOZ+5eWJ/3r2hsZyO8uShTKV2tt07cbPuf96ftf3ST9b/1MAKIc44EttcAzgfRkc4FADNVs6JoaCQjpZcaCL2+LAQaeNjsR2uI00+VLBgvFLIwpNBaqSC12STMWvD1BLWeH4sYn3LrkwjVoPr42Wc2o2pXBPWmt0ELhOZKuomlTqfbrbW/ogLhD//wDx89evQHf/AHjx8//sEPfnD7K7gKHJ9aUd6jfUM6tnTicrTkuqG17tbCMge0TXRVsOPbFUXZJxPDRdCW9uGtCoRz6BbhHy4rrefBNq4KUr0P2muartg5eFitnFk9x2C26OqwFkILCF9CTBzszpgiiwvY54GCCQP+KXfsDiZ3+Y96fGFesd/no9C3jmPNfQXMnOP7tWnu2ZkXdC2K+fGzT+cK0WknSAaO6XefbY6Rqosqe43UHHAn7s4XQnP1a0ewYjuVMTwCiAWVmgtiArPSXDsRblb1e6bvhJWHSwQwTueneNeIrzarRy6XgCTpJNuY8Mrc4Vz3UWZ1FGEFVija8MNTAILQpnwACaHBewSJRHmImiKtRQnnDJUZ/PuC1EjO2gEPBKAqJAPLlIkhZObEglgaMI/SPBk9NmgmnuuYwMVekNSTlVFYg1garubNAtWHTB0OotVP3pD+sE3l7Gr3fiqHMgpyX2jCSicwBLAqQSIFlXmpM3MUa0xoqegLJ7+kBQMj2BFWOmufP/53+sU0A5OQPmRdzo0z91nNrF+Qng9316wi8p/002yKvARhc8AY0BQAJVBG8BbYmsPgASBK5Dr9emJxxSL7TDC9RzTKnd5z72qKiCGEQ+9peutKjO1gkgDYvUDi5cT79j2racJqXiYAJEmjONDbQNk6DOoj/p9kIAY2dbjLG2+Ht7SYOTBZ79PkTNuua76iLqPDw8O/9mu/dhkruAo0ynOtzYIEOOomlyUr9IAGdB3QdpmJtlcgPLN6biuPb02wWUdcTKB0WWnpqgxt9UFNijevaFO2lS77OWjtKkpQwkmzu35s6SRbvyabd6skXCelIB/FkBfnPPkuvO1ePPMEAFRqKJARHcMq8sfcBjN4HE1XjWOa9S3njnZs6WSv1xkQoEjFi53l3WFdf/w5S7gbgYasrsUdl8JbWwhLEPxsAoAYGaQcrtRgXZr1lRFRXc06OSsipWNHmZnou6Od0/VJAM1oHZ4HXSnJEgxDBkm3ScTZ+42wbmyqQEfg00f+0rzjVaIthGzzRjCg45aNQMi0gYVHClGvCSwDWKfksyOtLvGNlalwaPT0qpeEPai6Vw43+B5viBztnrr5xZm5tF+gn33rP3/+1FNVCgDMUWbZdJNu4iXqIP1fPncX94Hjd3U79PicvE2pw7AnWPrOhwXpz9+oFIFAlbvfEssgTcDggeV6Oei1UMkwuf60UoISxJH9WI7XgYicDKardsv4qfMpRiWB/vy1h/VygrNtMkDCiZfwrNkMpkLwOLNqBPWRhJYlwy4GbealtAR2HUhfN2knzF//4YnfXemsMmElpKcmSsxOPUA5Sw77Y+uzyK4Z/auy77Zq7Ra8/telJbkS07cIvkDYKdNPOY8GplSYJOcbDQBIwI8OtQgUCLmjMa17zUEAqVBIFuXM3X45fbIlZ5okJLydgYUMhIy1r4cd6G3PUVcyL2fOnPn1X//1H/iBH/i2b/u2kydPfvzjHz906ND21jogn65+j7IBfRXSTPPCG90EYPsshMm2bp1bcmNmL3B/U89zuVb1q436ZhO7vHTdHIIJq6XO8lPnnwMMko1lUntSDhHUXOz9+fy3Fz+lf4x95z8xBfhF6TmsZmTFMtewPD2PRafEce6gZMQAIhLMRprqEabBAQnFqhmtp7xsiSEHAIZlrUO8LnBm7TxsDKFfrJe3mgEkZEH2tfg0Ou6ePF2nhQoPUV6iTgSY2I/c02Kn7lrpQvdcRktwdygI3KR0vfdrQXW4MqQ9NonJRw31h0nb7gwfzKkIdKKxuY9uaKx6x4NaIDhPnY+NLSY2bOzp88/DLpiqTMdhOShndYKhsUy/iCZq45Xa0NDeO5wJ1FEn6bqMhcwmjLBYZs/lymDwW254wF0oZkp0PpXw1kA2taHJ5pJKi5QphMwzqX1b//7z1/4Khbl2KVVci2NWmbxB9lYaAWuLeH7mRddUgJ6dOZjPUEdEROtRimmW+1Ryo6eYhRc6G+67FUBVVgWJuqjY7pS40ZoG2v+fWjnTjttgWgtwrFEiZRTPNwsvlJ/Nc91F+N4iFpFrM5RTYpF1cs550rI1x6dzmv3iyLMQdlT0QrULQJKU1rWeGqNUiGWFVrJkA3cBRGpTgOdsUwfptzgM7p46MF4dU8wMSKZAp5ndVspP1enTp3/qp37qscceO3DggMaNPXTo0M///M8fPlwepDugAQ1oQJePtk00euMkrHiLccW0NY/U65b65C+9rEq0a/0QJDLptBhk4vGSSDFTtQ7HK4dh78HlzwUbKIOaSHmaVDkSVpDlxVXvhPabmUG2pbXitsOq0KR/GNmg7F3FIJDOk0Y2S5trzXrUOr16Vr/69/d+3ZvHDyhgvoJX54/AuQv6AqHlwY2FkFWsdA6z/JMvj4oTDVEU4RJAh4op4/9qQoO0uaC40n2xvEQgZFCQzuBakDKdt47vlyR1O4WQ5/159hjpr9l1f27odK8XQkKRKy+Q71ubwrRYWRd2TKqymn3LND5DfhSfGwoRhMNjQDYpONBJOolnYPmu27/lg/d9b7FtqhcuA4HBu4d3lXfKmOhSg5ifh9DJTs8Ha66itFQAQIUCZaZXpE7aNmT2v7/8JyiTwXTWTKepiVXiZIZI4I+Cs2whmnSZTjrSUh9ZhWMrbrmlaFJNCIIQf338i2kfnRs2qOigqdGJ3VWqjwD49tvfd2Dy1tGg4VeqSXiBbch+1LFKVG8vhCJ2DACIEkt5iRGs4L/Qi/xzl0mLebqdGb7CyYHslAIiTSdK2TSDq0kLBAJJIU33ZVC95R6UpSIsiXAFks0JhNpP1Y0wieDbb3/fzeM36eV0d7fy5qGbL3sM4R/+4R/WarWPfvSjH/7wh/WVD33oQ/v27ctlQLpa6Q3TKA9oQAO6HLRdjp4t3h600ougl1a2llRmBfFLnM9u/1VJb8x+fo0fgo6Ixic1ZxwlEYOn/+m/hfWdDm64qZdIxkTHKZ8mJfdop4zhLuNOONizH3mrwhaotJE6zMzx2T0KZ+3WBc2CW1cxTXOthS+fNhCR79n7zsnKGID/ssdsEcK4jPoWQiMrGAshWNtwjAtftuMxlUDQK4JNYO3c7QhWpi3EYmWo6DLKBAoqbnD8wLB6UCfbpArJ1RQBJLOX6vAnJ9DAmIaQbA5WQjfb+FXa2n3BVZfsWwhRJjYg7y6b2n/KHGXRTSI/MG+4MjRaGSk+1hslizmbTp18CS1jISyUYxt2SDZ1B9OOsGszaYkqHh87sXLKFOKy9hXyyzqxXxC5mEQGYmshjAlfEgsu5zt7uFCwiERaFCGixMth47CalBediJLzNCudQvmT6MdZeM6hqctiTt5xnySAhBNGUeQsqdUuEmLtqpwl09mCl00pAk2OlkOvOOJg6gaQBKBAOY+h1GVUPzs6RbUUQLWQd56gU8brhSRIjE8N/73vKjaAkJpb3Vht1mXUTKuwYGCKQILIuBCB6DLAkec/uWefffb7vu/7du7c6a7UarX3vve9r7zyyvZWfDlIjky+0U0Y0IAGdDXSVs1020jtLQYJK3B3WyMer1F6o+yk1/QhCMCEgBEQVCzCBzs1uPV17GmHVsytkuW32cnwn2NmMVaSV6PUK7W0JYVrBIO8l5rmSlM9KQBkIuVASAqOsgkr3YYd9Wk/fC59wOPbrB+Z9JtN9nrOZzUqs7El2jMQFkrSQqcYyaqs+55HYp5PE43hiR/8udIIIp0VTTepVKbSpDFOrcmOn599CZ65r0dGEq87ylo6fanJC0nTUno1yAmE2X9tg91v5dwfNTQO4w+CU/7DkYq82E62zreZtjGX6ib0LQJz0eKq6fWhVCK0MYT99mFXix6uPcM3jIl6QiCSF3bt+tSrn0mfBGDlt8qeW931L578MjyzpH04n+Y8FVey7bGLxyytuMz0lGQHJwWrJPYj3FyPiFDMQUSercuPrc17b2abHQErYflK8q9qY7V2BC+GCehUmS43GxNtfi9SgTeqjB0/839qMe/ceOOPxWnvFud+PNJYf3TNYQ7lm6TAIPzsW//5reP7ASjGU+eeO7KWT5+DbAwt3KLaZPsFwY8hZCMEGpMygSAuWtHWs87c33EcFxMdTk9Pt1pbBs+88kT1kiy9AxrQgAb0BlImIGRAm6Y+wDqXVVa8pg9Bn3QCNPPbsg7WwNJzCJ9pnSrqI9zjO6Oes1IGRmoullhsNjOFHsiEix6EtkRRaiFc6ZQE9DIUWVsQgZ5YO6YvugecvEeWG3fhdlpgKIYmUlD5ypkclimKTx4aKUltpyxUiYkhJGshVElpyjYX15QrS/eIQVSpcRk4sIAIhNR7TkXkUAM9aZYIwIzQRlGaby1sPjQLNqtEDnnFFyP1vAf5BpRQaRAgEelZ6GT72E0iU52JISwvsx+oDOXFGNeAts5BB+Eu+oJZSX4L59NbGwbwnpveVRPBIsVE1PZxXKzqwXh4ZmufXb+g5VqzigqhaLPU1UDr7pt1mosMvg5RXLDbM1EOTS3YfZNrPQqyjmJFEJR1kKas1F0asstlDgKxwOla+QwJbylWZGgLKTF5zbZ1DKFXqS1yQ8mKPH2EQYthBtB93wc6XoFpOdaelys5LzYTAbhr6sCwSU/CBy+8cqKZx5m7c/jGvcM3pO9S+VLvRTrlaYoyCtbKHoOvqwGqNl/c5igvEN5zzz2PP/547uKTTz552223bXfVAxrQgAY0oAGVU+uKJkVK6To4BNn7v7tizUEKnn2sSOuqn3P1O1Z7IyQZhzcvOIdVqeDZRxz1SRF8xhqWKzW5ubhf/kz2rBoEamuljJdroau6OqhPktCMUGJ5L+08mQUMJwAIwwvrDg8TDjInxyJ3RUleQQtYQgyX2NxYCAt2GkPa4DNZn/T5SC0mGTG7tPcESRqNMG8hVOSXQwC65NQEScZ1c6PpObp04o9e+VMjNXkcr4+SDy+D4mh1xF3MzX3BXmckfyEEF9QGipUe7dkg/ouj5QiTRUta5lZuWApDT5lhKPGZtLc8Sbg+ZNoMSogJ6HofkX5oobWosUN91QaAE8unF9tLwgKEBPvvyLUngvIySQKe26d13DUNbEZ5T29RH1ZZPKeDQxYmR5AIwkJAo8p033MNdV7NiUq3jtzrF9bnc7uK6iEB+b6hBjSFfP/KfmQcazcBLuB3xm6JDJvBQtMDO+/1LYRc2MQA7Gzk3Rxsx1OjenFH+87d76wFtexbmyVis1mleQiZCRAQzMZlVFwBUJmf/MmffOyxx377t3/74MGDAI4fP/6xj33s85///I/92I9tb8UDGtCABjSgAfWi2R7a5ctN1/whqJXcRFnHM2cq1O5n5aJaL+KSX3n6V3/zocfPPu04o1CEKeB+oa7NsDLdpFuapNelI++JHWLKp5xxg2Vqfnl+5iUABBEIqU2EcdokAvDM+ef90iZ/5Jfk0GjHd08lI06V2ExKLIT6MmlRFVZ2SpQqtRAC0JkVKyIjgUuRCoSlM6gjJxOOUQhN5Iy9K+0ygxOlMnCIW7IWOvEgj9yYil66JRorpb/5xYshlIwSwU6PdgzMrc/3Mrn0AJ4FtBtzD5fRCybpeVrm3518rFc5K3HzyXPPwnuBLD4nkch8esxgjlRkAUW15cfeBD87czAUYaxiBlOt4d6bbuT9FIwiwL5rfEQ1SCwwtz6fe57qw1zNeC1+ZcH4vZMMxPBYbukx2NdmOARUf1QSjldtaqRpj9AAACAASURBVGhhUxTqpTWzngejcnM9VZ/wr/sWQj0dEYFBvfIt+UtXl7kct7TKpk/Klv/rxth7K33M9wbfP3ZjiiXrxjZrGc4tmNxXx6XGVmBPbQr2Q4P1Cig2Uucj9ek7Jx8cT0ju2ANP5NZZTKHxjdmI1JcdVGbfvn2///u/L4T4yEc+Uq1Wf+d3fufIkSMf+chH3vSmN21vxQMa0IAGNKABXW10HRyCDKL6UMbkk2IeKgCJUv1ku5ICS9wCc6SgfD64HtSM7Ank6mrF7dcWjhVLkCSDrMucl6Q34zKqXadyoVaNsI48ZIhhZou2xJhjBgsi97zDUzHwKtm0E7PjQ68tn8jw+RYRsyh+iKJAaNujYEQvFwYpiIjyjoLMqYehH2BmLITcwxEXCISUJl9Zvhld4XPhBCsQJmAG+4z1Jp3RjG+te4tT/lVPjRMItZgXiRI5LSfUkelFYOcl3xJ/tH2woInamIVO7RmhysSMjEDo+/GdrBOs8Uo3eC1qpk/mzK3MziLnMvU5gTKDtev5iyIVotLSDl54ORCBQRb1Xrxl7CZ45Oyla2TkGQNPQkBv79xesjHbpuY6BULOZRQAUapcUMwuDUyugNnmHAN7hm9IC7T7Rc5W5r9oMJxQinvak15qnn7q3HMASrI9WFqTXJGV+3fcnbvuC4Q3juxxI+6ynJSuntCOMIcZy2ovqUyUJaIoUtH8OBY0tHF819DO7zzwLS57IREJiIQTLbcTtt9CWLKGpqenf/qnf3p7q7kytCUP3QENaEADGtC1SJc7d+u1ewgC0MyWHJlQWaQK62eo/3+RCT77HLHMzJ4bIxEx1PHlDCiIIKFYrUfrnzv+hWIJFRGAyEfhK+BkGGZakmxGzSMLGfze8erYetQaq40utBYBF6ZnHTWzfJ7mv4mEIGGlI9fyVOhy9MT8y+cWOsPhUNpf6+GmOf7x6thSZ9l0U5Zz54JEpKI2JYTQoowqIoEgKK5oxaoiKwSaqI29bc+bnzj7DJx/nYWdLFZRkRVJcr61gIKdskW+QJhaCLUHnW+pK0F7LCOT2dL7M+WtkXEZNR6qySYshCAAOxpToQxzj0qSCScZkEbv3fHq2H3Tdz43cxB9EnazTv7RJy86CU9cTzYHCJn2JBMpautkZnDsxawCEESJfWQ9alVk2E0ijcyZlpf92lw+w3y1DPQQCHvD61iQkjyojBIQTh3g90LUhlCI1XX91YLs7PqF0ero2/a8+c8O/4V+wK0N3023oUh4248XZdfTDdSBprohcFGFggR6ewrUg9p793/9wQuvZFJicLqrEKXQLEzGQpixpVudwUh1RG8scmSCOsuu5crC3uZIGlNw6l5bKqGUrEYTK6hGKkN3Tt6urzn34PPNWaXhZmn7LYT5NfS+972v16Of+9zntrfuAQ1oQAMa0ICuKrpuDkHOACcg1uy4Ewi35DLq7Bt9H1PMni2RmKGD7lxVY9WRxfZyL3meKO9VlUvirDkwQXT/zrsVs+IMXJPOEx1krG3WYKV74d2IkxjWQqgTTztPPG0rO7Z80i9HMYM4y1aqthYIlQJQC6pI/UnznF9ixYx23HkmPv0NdLv1TVMECBmigBCpWD2w896Z5qwgccfkbVogtKAy+t38KwBCEQYimG8tom82CyOOEgOILdi+uyuGx5AJoexRiIn+gnWaSwVJG0PoLIQCQEtHhGabnTNjisYIgP/4jR9e7a6ZPtr7WtRPenP/ZvHkZf8c5V1GU688d8HWuckc4i4s0P3I2uW4FbePLLyeeSXbhlCE7bh9aP4137zmJCVBdGDitnJxMC2hF35Pr5cYyMucSqd9p+KAkAhLsv/l3DUX20uj1dGxapoIxI3C/rGbTq6c0b8nEwEPK8it0kPV+I4e8ctFYDa3+OXmlBfsASD5OgUCtWygsottLt2g3MbCYA3Sq6mXDbYiK8hOdDl+Utm7VAyfNQtMaIyiy5R2Ir+GPvrRj7rfzLywsPDFL37x1Vdf/cVf/MXtrXhAAxrQgAY0oIuiy2ghvA4OQY3AmQtkutCahwtDYuWnq948EWOyOrZgTWE+KVY+mAeRYLDNHZ8Jz+slipL7nyVnIfRNGYJEQCXsr2b0U1MJpQLkatwCMg5pXRUBODBxWyhDXakD6Ndv+Xg2SyH+6vzj9+9+ICsQJk3JANaiNVhx1Lak4DJKackKIBJk4WGIhBydRFb+YnDCqh7UfF9ZpCJWT5fRUASpGNbboGtdT1M7Q6bNm4shtN1J3Ynd9GtRSkc8wlpL1qMSnN5cI0UljXnj1C1XF5L3wcvaFukDd3z7saUT3STqbSFkBk/X0/xkfu3zFRqP+Ofv+SFdWu7V4pymt4QBJjUuo5SXstaj1otzNnivqPawJSBrm3I13jS67yff8k/+4PmHSnulq6uH9bKbfY1IhR6xTnYnJJDol82DPaxb7q7+oZiZ1WQtDReksWlgEcC+kd3uYshZgdw2IxYopp3IUSSMH6/7EnegeqKoTfHaRtYNdLW79pnXHgbgb31E9LQXLZwUvimyLXQfuGKuh9lVipLBHDEYpJ7hPZXwRSpGlqw0QZR20A3vaHVEmMhwBkPmo8S3gfIKpJs82r9//4MPPvizP/uzd91111//dTmg04AGNKABDWhA1w1d84cgOf4sA62ei2u6UICg6EPuzW8ev+8XHvxfejzDiWd4JGMqyTg3Sg8kczOUcxnVHdMxhMWHtZBz99QBrwGGOpxnGdtxhxn/+Zt/oyarRrBxAmGBK12X9PrqmRxvnWgoTOvjKguRfj6x54gIgMKKsM6fgqh62/2551+88Mp8a0EKmZNDXKaHFy+8+tzi4eIgkMFN1c3oLcOAAGjwfUV5Y9Emo290IX6opXtRu24arzk7FbEHKvOv3v5TtsE9HDizZpKqrHz/Xfnc38Zl0f45XZ+0+RV7xBAmCYA33/BA6d2IECjc2NhZercPmUwVhNurO/WfSfbTg+f0KIwhXGRLKLUdkfthR6NnEObe4d3FW8z8tycf3XxHChbCEuk0U7UFyHHzxFl5eFHG9nXfUAYqk3sRhL2T2tjyyTq92yvDFGIjzwUAYnwyVokO+/QVE36/FPOiiAGcWC5JKujpI9jPTaJzvULmPzqZTcJJRC5AOrNXFNtORExFpNx6UCMixQkzqFKBkNuuGN0UsPe73/3ur3zlK9tb8eWgLUFjDWhAA7qGqAi5NqABXTG6Vg5BQwRkU0hzlr1TSm3SHU5Ty7JQk9/70xpkv0jMnBOZ0hPZiyzM/p1tdc57kEReICQCsG9kT+nrms1KLXXk5BPnOJrW24k9/04ZomAh9GnBsXZeB2NO2JM6peezVxRylJTwDEFDD75Ht9MgyIv88//tpU8dWTgqSeayFDiJ+tTqmZl2uVenG4E+HJFuoUm9yAAwURvfYfEt+kiS2UIInt6h+JaLIZReake9SHYN7TCFZF+ZqI1nCrfXK7Kyf+zGfo2xby20Fs+s5pPCuYc0kpDXBc9l1MPTLIrEG5pb37X3be8euhVAIAPtnm2KZQbw2uKxtMrCWFGZDOYH15H5hPu0ofzWWjefi8K2KrV95VqiF4WwkZCUl7u9hzMFMnQUorf4T4VRvi8FqcM9z9X6UrD5TOvWLm1a0isu1P4YGivddvzWMvhvwkUAXz7zRLYMAuDEuZzQq6V0Ts3y9ofeELwnnRzor+SSeSMBg5iVXSQg7Y3M4NqNd8jh8ctuISylVqs1Ozu7vRUPaEADGtDmSfZQJA/oDadNso/bSJc1MX0pXVOHoBG6fEgM5kxyNsVJAa+lH7kwGyLRG+ufVQr6kHEzy1kIHR9zy/j+bLszKBcVWfGgOPTrEsB4bbS0AcIIhIErDSnoBQD4oPYarM+0qj7kt6qXHJWzO+mEbKOVEdu11KEx0C3xroQ33wUgtDkkxNCozSiYpitwpCEZE06kkEUhGQAz95o+QoqbqhMITNcnixZL/5vVKd3ef8e3/qO7/2Fpmb0oH4xXWBsWVyMvOsJLp5ErxAdH8WFUSkFTiktRknx96biOtyylPqAyypuGLSEU6sGsBzVJBCAUoR/zppeNy2Bpko4UeH3bPN90VlAr9LYI9TK09iIn7OXL8cbAlzdKvwkrKabBbCqb1aNDmQ8/FMFEbYyypU3Xraq3Vn9paAMUHweU5dqmLWx90I9NpGsBlFh/Jhm8UKDbe4TfuvtB/WOhtZi1K2aEWHeLjCNxvkZkVVplE0cE0jG02atERIpZscKViSE8efJk7sri4uLHP/7xO+7Ip8sc0IAGNKArRgMM4auWCMLEnFwXdB0cgtqSkIXfyPBDs+tzq90CaOAmqO9nyMxZ9EAqKuWNx6P+Y6o+4WcaJNA//Zof+f3n/t+V7iqAigzPrp33X67ISjNaJ5QLpXtHdh9ZOBoU0k549iBfJFZed7JCF8Se4RtyVQPIG0DBAE/UDLio9Kx82gMwlEESJ351koQNHzJim8F1zLLbQ2G9Hbfn1hekFbHcfZeY3kvIkSEi8qBcCMBEbXyps5xDlfUtKmwqHfJ9FMsLz/Og2XGr5lILoCIrgYKSNkGFthDaW35dQ2GDiNa6Tf91xYph1lAggs0cAXoWeuZaYDAgSdw1deDV+SOmAbZU7TqrK9mSjst6TpqRD0Xgz44eMXfFpU7JlkA6PIwzg+ymIwOGWUq9FaY9vGctMEnuunBYqXbktRG1VIq269aXqTL5SzyBUAIYqY7cN33X+eWn/UJqgYnHo5HxI+vH0Jtu7Ep30LjE9A2deGJjaBnODaAUMkmSjGYEvEp5PYsbot0W70dvQe6BXKrVVMATAsD9E7e7J90Y5hxo8zUSCHRo4bXCdXLgt2ZTuNwooz/+4z9ebMSBAwd+5md+ZnsrHtCABuTTUNhweY2KFDCUEH3y7V73NHAIv2rJh1C/MnRZ005c84egY3AzgUyZQWtG6/GWIPW9sqtBtfSW4rwOPhShrsW1JMe2FrnM9x/4B+/e947/7dHfOt+c3dmYns0GOmopopdF+p17vvaRU4+5jYJIWDdCh9iRYf569pHo5rGbljsruQ0594r2kHWWKz+DvDYOfPjv/etf+Nt/q6+4oLKKDHU4mbMQgvICmPa0TDgZq47mDAg3DO8635xloJN00INyLqNEVFTZ5PhgbM7OL0j4Woai32MuccBkfWIqxpy0jCwnhxZe0y1vGMgNjFSHoVNQygBo+kPR8nB9+gok7GxuWvDom5heEYnbJ26xAmHGQNRnCPocQLZtViCUWQuhQbZ08EgZ4/l0Y8omlDduoUSUg/khkCB6ee5wUsnnrIM3yyWd3XCftC8FwAM3PPD0+eedLKxRgksezVwyVa90Vk1mF89COM6BBzhkUzWSIGI/r0nqMrpBW/G2teBIYAVCBoCfO/A97ebSY2c/L0p0T6aNNuwWhxZehwfoYvKLbGRZdY61/sq075Y8n8YQVmrmfVMOuQ/TdXm6MVWysAURYT1q2e0rXQbDlSEACSfl2rZLprxAeG3Bal8makCuX60K702aicVlACAa0GUlWZbG1E13TZGqVEtR2r5K6KIthJfDs2JAPm3VW+kqp+vgENSedgbtQF/x8mgDON0ryGojIhL7yuArADD46NJxBydIoB2N6ZMrGXgGw5zZ7zGHla+/8an6RCOs7x3Zff+Ouz/xyp/5t+6YvHWmOUvWiJGjnUM7fDtS5aY76fxTmRZ6LynmokFstDqy0lnV/Pfu4V1p3JcrwTtVdS9Cm3IwlKlAeP/obc8vvb7Dhj0LopfnDunfk7WJs2vniQx3yMwCYs/wLr8WxyPWg1rKTwIAfuS+739u5qBipVOiFYlALnXBkKyj4IhrHsv4vOkXU/mul/CTU/34j1UVHhi/44nlQ9nGQLIWAwhArJJ/9pf/EsC/efcv7LZdfnDX/fpRvRjIY6BzVW/mBDBZznukpmAC9y6G/3/23jPKsrM6EN37O+nmfG/lnKurOlUHdbc6qVs5opZaWQiBhEA2wTIPLGQZbDEwGDA2GA8s8GBYnsFp3jP281uYsddjLXtsvDCD7Vm8MWNGYyRjhAiSQKFD1Xk/vrS/cG5Vl6raksYb1HXuOV+OO28Dxz6H60axOQLgqsIG69YJdWDQb818nROEDHElFU6G5IwYVNNyuvyC4xtJJfO6pYEuNGGqJU60LqLnTO9N9DuVUZquWmV0RV0Hhbh09pTQe+SrnUsavXrF0CV6JGkQyDnipGaxMwKn2/DtP0FkkC5n3fURC1NI/+9v/jHIcYbVxk1XqhlM9GV2QBdZICtWwRTFa11umT3yyb25BoSrE46IxagAQkK4mSqjrpKMC8PDwxtb90sWKhCdN4IwH+bOrJxZO7PWYtFlQSNX/94a4gi99GGiNvrNp/7Xv3Qrzgd4Y0bFQXRqOSM0z7/C2iBkwTn5z/hXOFd4ZYhuX3mXoOlUJv2zx76sfp42T5VSXLS09bKAIYLE7VyJ2X/8+n9abM+rN9wNw0xz8vFnvs3foKkyagUSULhXyMJcmAsweOGsIQfj6elRSZtRCPMBaqO7JF8CoZ4n3vzg1DMq40pKY5EJuGrikv/w9d/jWnNKp5F20PgJkEIayAAY1MhtqNQDBGukAjolX1ValIgQEukibTDV/6RwduXs4z/6tvvegtFij6je4+6FFCtjBiamGqcLVmPoRNTOpHdMXPFXX7UdnzLwyGFGq0PKRYdy2MgHUJMolvgxW0JF068uITRVJenzGabLdEniLMtDlRiJWZpSSE6FmqrejJyboWZEjSGvdyVN1WpBugyAAcByLg8OOoCxHe9Od9bRcqbjAHQAJZNFaT4rQaXl1sjqOZjnf0pWL0ONRqud7lrMMhLfb+30jdV+ZAGsnAkYs3BpEZMjzKeQSm/AwVkyvF2mVTTP13cfeWzIQsGRHyoeEBhD5KmdxTmMc9997kmRUVGYUgT9wvIpzhTbrMD0rpKMC68AvukaISzW4FnbfmCTYLI+/p1nv6sMjleFKIiUWUL3ZC+uXS8VeIUJH1xg0pFaF0fqHP43N6Jb9eDOgpfCEsqFiYXavpJg3VOzbtgMke8r5xKU7gGXHTFFFoxWh/7bk/8dAApRvrsaAiLyGIAuOiJtpQTGitKHytHhCz/xtc/wl8oEjv/kNIDSZ1FHYIDBjp7Fp154Bkxg0lhLHYVJGKudVUnKJ+euVbnu2HLyPz/6JZr98ee1W6CVNNWlyCeukcWdo7hR71Ykci/6m64gaFfyNKQ4x/wI2icEa4jIJHodsmChPfuD55+6YGC3dfZrSYIUYFiSnOWV5efPvAAZoLulSSxXCkEkhCgUFDvS82cWuJZv+pOXYEPENEUIrK/UJk3p48WsG9LiSpbAx4riI99N1pSmivixYAUAEFml7i15oja6/Owz3172WN5q2zDBgGB8a4QsPLNyxna9a/5FPb96tdDSeCruh9bL2WShoUedD3NU1TYLUjB2HGh/sIGQYdI2Z4yYpPb1p5RICAHwKVyWneLUNgZCkTslI6DEjKsBatNBYrOHAJALc8+ffUERexYEjEEqaHLCpuEEsEczy6jTR7y5tsc6bCDR8OS/VRrFM1JFeS0/WakalGtf/943purjVlP436dPPWOZFm8UiPZ1v+e+/OUvv+9979vgml/CgMEqS2Qj6zpH06iYRS/A6rs9Ms/WOIhPny9B0xVn238UPrlRpZ1/B4bnGRgLVlaWIaOn/2o4p2DdQ/FSGMFaUv3O2fPko7Kn2H7i2Q3bgGuBV8YqfWVdglzaYMhJulDRKs77GvjljHMbLb04BUqjAVHIfApRXqXkS+XvnhRBukNBODEpr9MSQmYpqSECwL3b7/zzx79MPwyU+pQKSSku3rV4yy9/5eOqLsv459SyYdnlaicqSyfu5IO/rIXFp84+y/PQnnL9NYXkDZDQ21xsSIRdBJUk+GhPof29537gRtHQBAZjluYI79Gp5dNZBudUAhMEgt62LheGbLQ63FPsPPHsd0Ei4koM1QVsgpAK6FZSICqI6nV1mX3HQbtRiuZSSKUJnBpJjU9TwbX/kDHmFwFg3PRb60LqYa2SXgCyfIk/WFy8eq5WZjEnNyzxuIxDiIEk77hCYxxESRDTCONcPjlcGXxaCquVSiET2tQrysEMWSpi5Lt4BlaJZxqTX/vuf6Of2oXWUKX/q9/5W8eSyJgvRSAxWSB1vOSX0DqTsgJpM1cbq408+tQ/MsBl06kM8o0FuEIWUivf4A8prHR3DYMpfscU26tW3bblho/+9Sfd4wtl7SvpCpcQDpb7/+GH/xOUU2KH76Mgv9J5nn2XyTAllgZvVi5L5EtXV+jYEHpDqqIk9KxPSkJ4dmUZxXLaYLBtCB977LH3vOc93/zmN633S0tLG131SxfOJ3aD5yjBuHBo7x99c/X4yLEpIWzkat959jzhoxsrLNhAXDNm0ekVv2e285A9C/ipsX9g95PPff/7jlnIJsle1q4h9tKBda+DfxFyxaLKzqcMrVM47wThS4Lo3jB4uV+CKyl8N4dpmloqoy4LXjEKtRuS1aYSEeMgyvI6CAD/1zf+SD1HQVTPVRXBwxC5UuI/Pv0YfxMIEZbSqBS1F6NCEiRuY/pKPQwZIlMpExL9OdKlibKsEgz5HqQ0JQDkwlw+zIGUEGqrKh1/TEjSpF/BFZBI3uHh/cdGDv3qX39K9DQIwJAVaDDcUSCeWj5ttTOfYiNf57aX9Vxtqc+Ios7TPX3qmadP2eJTlNSOlmkINMCm0yIWLrRnJ+ujnCB88syPAIAh83pBpGCrjBoSQg8g4PYfsW+UM+VLy6B8kOB7jzx0w/95t0qYC5Ot7S0qIpyakXJcioIoy4RShTHMgtRcGHa7yO+9/Utf+tZ/Mb9oxoHpXEdovfIBYSA8gpbi0pbq9KPPCl10odCIeGT4wOf/4QsyrxCy0SGabkz+9+//D4MCAQSAF3yehJC0weoC12qOWJgLcgAQYLiSChzmjOmlVtkTat1OKvXqev9qq90gTtOVRr4x3Zh49Kl/VD26c+GmclJUHUGAs2ECIPoyUO7jvAnLEW7IAteW6km53S256/HRQx/9609mOWLoLXVOnT29vHIWAKpJWXUZukoICyv9z7PvqnmnE9Rb7FiJv/XMP4lBCOPobHhm5awQEOpmePhuFPnfP7CHrnbaftVg3obllbP5KL+yvLLhKqP2Lv74xz/OGPvVX/3Vw4cPHz9+/JOf/OTb3/72er3+0EMPbWzFmwFr0/RdW0kEwtVkyi8SHG5VtzafmLlqICh3L7CSlA8OXWCUeS7j0IVlshZYlcv4L1Va9OL6tWmahwgA1aSinBNQ2NjBVMBjZxWln7cXD83UtrfZcFjH+Kt7egObUc9V15KsFBnBu88nUbqqDsyGwwaSuwhYDvKrp9tMj1kv60sQAE6nZ/6uYksIv/fcD/7nUwIx5fPFEMuxWKUEC1xloXLNvUKUz9qPJCY4JkEcskh5jomDhEfYU8CdqVCzJf7wU3vecMnYERMrApWG6h+qlvO6gODDWdZoLvAE2zsL3PWlwtFFl2Wyp08985RhhZiC1CxFk7LgLXHRPjRpMwT84QtPWY3JL+t5GSz33bPtDtqpLlpiksbUFYSVBpgkomyeIcD8++f/GQRBuKaBIj/1Grj6O8tu6xABIUUXqRDmWwBdl5xBcMrnyfrYfFMEgPGukC6QCsnwGtIibmnN2u80QWiUEDChzqpUmjnL4MDgnlJUVGQVN5bLBcnVk5feMHO11XBlQwiAE7VREKMnliIv+ZlT3lAxnAr1tw2IaijFMTgnwh22kAXUinJv/9Ke/p2Qcf+6DAIaLkMV3So0hJ45AEMW5ksAEAXiJo2DmEcWTc3ALnv6bAYcEobOCml4MSpUkjIA3DJ3vbdt+wf2pFKFXon0+R3dBd2tpBMLz6SBFJDSkbp1ywkwl5+amlpSLcUl/dVQGbUlhFRlVMetybAcVqfHd5/7fj1X2wynMnatX//61y+66KLp6ekrrrjiBz/4wcjIyPHjxw8dOvTZz352Yys+P5AEfgfZ3cHaUYVww/BmF+hh3czXkyBeDbtCzK3SniRIJmpjVi1rb1IlWYXg7A4bi/m+dLTRNqkdUh3Bz4M7MLhHJIviDRwKNDGeFw/R6lGAXiycUwW7+3bUkio7l25GXS1YFIxW1+RWxKo0O0jUxsNmM7BcePELqRDlZVRxtqc8tmr6TYWX+yV4VsouqA3hmZUzL0jLokAQhEwheXrNrDaT/CrZ1lnIIh5Or2jbhGa+zhBVLfduv/Pw0H6amO+m7pSbRUOGLESiZ6XwufnWTCi93ejWmiqj3r6IR4BilFfvqTcXJUj8i3/6yp8/9mX1k6v/KfySYsz50BBv0rGSLdcNs9xs0JMCbfWzc7vKhWtHNBBlUAShbNWjp74HXHSjJYT+WuyoIbQxBDXtK/WUCU6MiFZGJDSMuoxc1UTLaounbBeaRUkwr8Wq0PzMHVUaNDntq1LCu3nuVfsGdtmZZUpHAxYFSAc5KayAJDlWtAslBgCL7blGvq6crDK5RFGojKakJlTKiqsy3WzTNYBrpi6zlAKUhIrkUl0QY1eJy4Fsktb0doTMOpcxnpimKwiAgHEQ51BcqRGLdPMQg0odU73mmZx6a2rcRUjbIIIKIiKg0hNmJBZoINnBhSi/o2crSAaZ4k9dNHIhAtLwoW7/kuVUr8y1XeIIsLtvu6fN6Ak7MVIdIg3WiyoMCMtGFyBE0P/vt/48wGDDxYPgEoQvvPBCq9UCgImJiW9+85u8yt27d3/lK1/x5H7Jw/owFWvpD1b8XrY3ClR1EYuo2oY/MSL6REkW2AfWuYzDizTbizsb6YhvA20IXyTaukmkafdipxsiqilG62FtKMj5QoetT/yY+HKxrmNjoXTrg3PChEIW0Ot5LVmo7lkXWIc0LGTBzt5tq6fbIBgqD7gOGaIaGgAAIABJREFUEjcV1rGQOgUjoFY1qVhSi+6wqVFEXu6XIDczSiHlCNCBwT10AzJJfjDUrj4CRdWsNv78QE7COCslCcAN+wZ2I3FY31fqsbiNHNMlpJdZppBR7KTvkiChZjeBKdAAgIX2nMru0hid0z68VjDlFHfOEELSO2g5XVa/uBViI19jkhpQUIwKV09dqmrPJg7dtkCQehNo7NmTh6dIJX5uEthcZY6m9PKMUEoI1XRYKiRJEBcspRK7faLqeq6WF0tONdt7RDBQZKEszSQJqO2lfn9kWLAVDg7tBRDHwVou6BSll9HVEo9Wh1r5pt3cYkU0xlyoyuENpyepkyQEVMeVUGflmoo+6bF8kBZ3GUNhAZqzpnLt7tsB0ocOf2MRP4rUobkKUSFIhZyT2lvW87VrzxrBUWRjdRpqo9jI1RphSXX8yPCB+dbMbVtuYMiUyaXVNcsmeagy4FRGCELyPsDA0ncFGbMUAJZ6t8VBBNIjFOXgeD0VWdUxPS9offLnQrx/6bUkjewmoerV7F85cTEA9JV6+ko9iiWNGfF4GDKO0pxePh0whpvgZdReZL29vf/wD/8AANVqlTH26KOPAsDy8vITTzyxsRWfH1intph5WNy99bZNZLqjfTZ15VgArMoDAwCAEG0O1lraMlwZAHJCrQ+PD6LV6dW1A26OzuQ6YNMMpcR16OfAUebli2hA6DtfrPtmjeU3wUNbdrdujl+0z1sE9GNP2ekVjmarOWV0c6PnV5e2rbNgne+bAQwgx0IAaORrG1XdGsekka+tUb6qoFUwkK1N21zrgZf7JaiUqbiZ01LvthzRlEEQ9NRYddiVECJgxMK87+TPSfs6AGA+J5yi9nSF6rnRg8WWxgACwAN73qgXj71VARzk+MTMVdVE4OU9xXbEIutwU3i8xvtJqdtTbWNGxCMK3+IoIONaW51CqxgVaJtSEsfuu889iYBv3vX6TqFtUX1hED+w54382aB4fVwqa1gUxQ7k+uvup14WLh3x68R86Awucy7MyXnXtZbjUqfQ4tXFQcQ/UfEFALQLrQsH99I3BnFLWwLq7AXJfbAkhAAAQhKVrdhPc5FnVN4Xq4mjwL/aNWGFnbCqNoSHTlFMMg2thgWSlubIG0ovo3zC1d0oeV4ABgvGqI5rtPYU2/KT+Gd1Z5ia8NAUJo0bAT71SEtYyv0PKQmh1sxHZICJM0fu3ZpK6pwhUxqesjvYKbYRkOWKT7SFOu48VJv5Bm/hMqzQqBWW2YUFMuwEZ/uILM18faDcx/t/ITebQlRmpcr1qxio1aQvfKEwWYO7NrxrDQENilemScLE0iFvFZpcdDlUHhiqDIRE0mPFodEnlXzgNPCmq4wuLS19/vOf/+M//mMAmJ+f/4M/+INnn332T//0T0dGVvHd9JICl1lyTmDlKUZFeuUUojWYuJwL/NTuN4h6u+q3yLat3iNcr4SQ34iKI7I+PL4cFmakXKtrI9fYJJ1sqDKwt3+tfh0KUd6uYjVKuzuc61paRwe7FPIiMWYru7vSarlq4pMirh2CbNJ9fY1XaJ8s5NwA5dha8qtOsZWR/hxqWFpN4kfLOj9GfQGwsbgJ59IR1zLeAq9g2YWBct8aUyrI1vXCrKkedhjGmwQv90twGVYAYCVdWRYuGSx6Q4jzlQISEF0yRGgXWpP1MbfYkIRSwK64FNXntGVnAIrajIIIEa+avEQpenmPKYsbe8v89dWkwlN+7NJfrOUqlqYosUgUr+gJUFjc52mwIFrkYcsxQMRWoVmICjT7Srqi1ufZlWWQpC9ao0xYURYqaflOdRvztie0EFWlXdXdSy/ka6mSMKjxZwAwUOqlKgPVpCK16TQkQVyI8uO1EQSMWexFRahAyaoINE/QoAO5hIw5NlG8/GZYUs14y+7XWxIVMIfUS8Kd66WcApJ4B1CKi1YJM8/rxeZ2thgZNreluLizd2sgyCiGgGGc5x0Qwq6UPBPtUCAse694vBgVWoXmzfPXKyFzF44bmuWAuWa4H1chQHM0XQm5jii5PKGsNIXUHeBFJYH3rRBO0MoThgHAUu+2SlwCqRoqDwRRdbt/WkW/XElTWl5W7DR+gjmRRRAAxmuj+wZ2cVVVS7ycpinPoq6qXJj851t+r9t1mSKkRIhqrMBsMG8wedzyKKmGhFBZtQACAxZp0aUMZoOqXpQdlyWwAHHjTentw+W2225rt9tf+MIXAOANb3jDV7/61euuu+5v/uZv3vjGN25wzZsArtLIueoyNfP1iIUION2YMPUl9Ax3MUJdB+KLAI18nb65Zuqy7ulVY9oFP2oLjq7/2htG72939Phd3l0aELOoKf0Id4E1Cl2p3nYlLrseurOgEpets36Ni8GSi7oEWxdfLFQys8arSqsVOekZIuU+vBia0OHkAQBMNcbpG6v0LMxDMTwry8aBO1fInJr16f1Sx0hS98YGRZj1mBG05F1Ct4uA+3bc5a3unHCLsZpfL1pdNrS0YM3SV6M9556lFZQAgFpYdYf8hvG2bExxLRlc2NbZ8tY992UphB4g0onNMJ9Q8LK+BEFKCP/5x08QR5RiuItRQRn1UTmJOo0jFsVBZGsGiiIU7gjMIfMoKMQ3YCxAHTiB51AGYDfOXjNVHwOyQa0SeY3exnAakmthWfeR6SCH48GGKZrnWSrd6dNY/t+K2bDic0mC4vwmJZMaGQZaP1D+I/BARYKSvIUVkhdsOjCbDldh0Gwysq/Ue2Bwj7KzCiQxb9x0iPzNuw7+H6o17gzbV6oh/iXJZFYE7lPGzxS7rDqvGjnbnLLJQQBuiGjVpdogVQHlYCoSNBsQYQVWmLyRbpm7fqo+fpooKhbP+JVUOdTzNfopCWIEDFig/PHk5nbzpv7Tj/9ZlaIj5pH2N8yi1AMXsAcsyIe5MWKv3kXpwxoWst0QhERUgEdCCABEyMGnKeQloCa6UJSGYGr7F6M8RbQY6EgVigq9b8ddUh+E7zLCqAFgUQJyBtNcIQ1jTvNs71n0qYymvLUs1XJXC3V59cLNJwpzoFWRxccfn3nuO88+AQD7B/bQcdNngG/lIKTtoCiXljtyHlDnKi3weGept9TDTC4AkvQMGRU7ud56KnG5mlSkUjfmwxxsnoTwM5/5zOOPPw4AtVrtE5/4xMMPPwwAPT09n/70pz/3uc997nOf27Jly8ZWvKnQlvpI3ktr/EysLHot6Cv1/NyFb4uDuL/US3nexmHX7SI8ZxmUxQNDxF3EINWbQT0eHbkwK1WWhHBVmQCS/eXSbHxMSrG4oSMWeeSlqYer5EK4Nq02i5ZYF2VxbmDJRbXSjnnOeiEf5RWJcq7Kru55FGDYI+cLscsRBAAQsqALoV4IrWnid1Kd/LYxvFV9kA6e0cuDpd17uwHTRsN8KVCryCLjR6tDKI2XunC1AWC4MsDfeNXkXECf1FGB8mJFa2HI1rFwi+yc7QB991b39Ksl2LT95r19K0n5yomLs9q12aE7XjGX4Iqjx6XmcbgyiMgODe0D4BJCzW/mD2O1kZBF7z/6c14mzq9d+ouKWOjiJ0kdfUmQUHM8RWXxn3v7l3rM+8i73pIgvnnuVdaCCTAIWYDIjgwfWGgb3iDJ3YdSxkj5dF60D0Du0ySIJxtjyDVrEQDw/pErVcqVdNlFBlDSk/p9kifFomJrtgstV83SapLSSWWExiRCVxtTFA8+NJSPdj7KIaDCZxRltdvBNBjikeEDBKP16Hmab/yiPzXyAuVOjXnXhbFALU6v0K8UF0EZcZnjDtxVyTneLD9m6ZnlM4q2OTS8b7418xQxK31+WWPYVtGIEMsblveay125yijvchjGABCw4Lkzz/MsmKL27US6Nl4bm2lOgrxKLOkr0XHjLUFXXGaRiESpWDwMlvuVxif/Y5PlqK8zBEAUFGMk1MLZ17/39x60hNQ71ZjY3bedzt2p5VOac8QMW0FJIzIk3kJp+UqUGrGor9hRDr2ttYGAiOkKrFjZeT8rSbnEErD2I+DZlTM81JZtSOlbeBw4Ihv6QkR00eYbrgxSEp0/j5f6IhZaxD8VDjPEiBhyB2bjASAf5fJS2TsO4otHjyDghlvTi1o/+9nPvuY1r3njG9/4O7/zOz/4wQ+qVTkTiM1mMziPgdo3BJzQkAbEKXZhtxwc2icUwfVCMRIg4FhG8NMXiT5xBf21SzWt2hSbChHnWzPUSkel5Cy3LONAi8+pziDyjpcvWhgH0ZHhA24hdyyc5H6TOQQYuMjcGo2OTLm/f0IVUArW1W9ZI1i51PEqdda7FYuANanomCUWszQhlaNqLx689g5UkoqSkrlUein2REFA+5XzwgTORmEFpdGERuqM/q5bsGll9BKoXv60bpK4mbr1a6E9hwiVpHxs9JBbRqZ++Ll0lmGwjiHIGrdVRetrX/nWrnRJYlWOtX4oVJLyuib4nDPZN/9GwyvmEnSjxevjG5Eh3r90NwBQ2ZcimWq56qCP8wIACDjfmuHPisjxrkaFco1Vh+/eequlFOdirtb9omuUaJNF8nGIg5gh7u1f4poOWkxBkGn+igpGPGSJbhgDgG2dhb5iBwClsR90kRCizG7rt4cRSaNp4r5SDzWZQ3BHQKtgGIEBNTZi7FndNTKYqrSAMUS4dOwo7WzAAk4Y5MNM9RM/2YzMoigYMmJ9qmdP+RyiokITQRfZddWEbLZ6V4YIONFiXlv2DeuQjS78MIJTy6fJC4RsnJo3jDLouVVFPVfjsez4ruEatoywHrQCNiAipkpllEw6Q+TcQ03qswB0rEumxg0AECEJEtekUzZUEHW0U61CMx8mK+nyj079WKl9uUwcRbpQEiWXBq00Xurd+viPvi1RPj2uNvJsijR45EBeXFAg0Rdk9xkiZTQg+fvYj/7pbHqWSYVJvj4ZMuWJSosFUyQqo0StTSDAAM7tRny9Biqbal7IAvf6SwERICiWuZiELrcuy+zB/W8xFirJZqmM0pOKSgjjIHZ4MYzuMC6Jwc1TGf2N3/iN1772tQDwiU984tZbb33ggQf+8A//8Omnn97g2s4XqCnwom0DZ7toY5Njmi50c9HPZtjIrcMDCpJquIh8FS+jhN3L29lf6uU/4yBSaz0gaiogbxEmdckymbuICEzpaagFeu+OO3/9yl8B555gyOaa0x1bcxXnmtOzzSn1Oxcm1iHSzNcvnzjWpZu6CntjdDvw+0sGKrNB4g3Pne2FsdpIFERlHfbUP8jWuTNRH+sptn9y6R6PJpLD6e/eSq8CEoesgK0AELGwGBUQsJKUqamJy5jY2bMVAIJYCsHoaZSmWev2k1f8UpZNaRLEPCKiF8xYmhkEmL5PnNED5CqRC+25PX07IQN4A8arI5yD3lPs0PU8VLa1VhjxjNcFqDbmSFfjNwRMfE5Bz2Yc9jt7/OaLmKac8ao8LqwKt225gf5U6L4LanLpvhZvGlMA9vzMt2amGxOJ4+VctxbxrsVbnCjSXUd1k9UDXmGXIAWNkyEiYCkSiJon7IReBl1PGyEVyfBWJZHISlLmEieagFBBLnrqAW7g5L7/yMXvk3wKg7gaKPVyAhIB333wHVbvWgWPOYPChtVxwgRbBRGREXqS2hCSjLizZ6slkVANo+E9EHB3ry2Xy1JhoIwkEhCCmWlkycZpQUfYlhy2pA8Pl7JVDfCy0gJkXEQWsVDyMcnNkupyrpm8jIyPwNfd2BvxwCRtRj1XtYR+HJ9hCMWocP3MlVbzVqP+MoHoBgN00T9HBIB6os8ormjTX+rlBxcfhHyU4wWidFUdGArD+MzpH9Nee691lFaC0gYPwegjMkRLzYfw6wEALpBBMoTyapAg4A+ef+r3/8f/o+rLUstSbeA9ujDozRCka6LXHCeX9gFEVio2jP4iIijaGQX1QfI88dyT3C6Xy+p5kNKIhZGttIWIQu7qHUzq00UNohI/WjFXebJyXB6pDvq6DBjnQJKOIQu4NIV1NRzzoWqa3gZ59JkSQk0QbmnNWMpNqpt8KLgWPQKeWqHcjQ0A0aD+/v6bb775Yx/72Gc+85l77rnn9OnTv/zLv3zy5MmHHnroT/7kT55//vmNrXXzgPveIbi4Z272ni4CoaO8wPfkzt6t4qdxB2SiJlRYv47G80pX8zJipAeAuda076Mn11BlIBKhe7NTIvaXxchELIyDGAEvHbuoJJYggIkN56PcWnzcO5RkoDZ5Ico7JKU/IwJ2iu04iHsyFF/b3V0Xru36ULnK0hKavndHjiHjeMlS71ZuVNC9tm09C/Qnt+jw+uTgXGfLfzcHd8zpMeTSZpbxgFTCQV5UPVdDgP5Sb5kIgtiq3m4RQGoRIyCTpgqUvHlw31vGa6NZy627l6BRkyG6Cj2AaKbXvJI4iPNRjnwQ5XCRo9IeR8ByXApZQC88D/ooRm4VApUXy5m4yjO+F6Igmm96KLFM3l+XYUAEEOqyWUmov5BVeRxuN9+06x71HGCQC5P+sgd7SII4wKAU5ktnM0oGqCRlhU0SHm8msHMJIrIOeMVcgitmEBh6YSFgLkz4mTbbnNrbv8RVOYhMI5svQEpVLtStg4VL1DPUCEUJxBxOY4oZFQqMzbs2JutjvHaLvxkHsQopzm8EquRWkexO1wxSHFyoLmJBTTkG+Z6Wdlm+aLpU4RInynTWeKtIr+lM0Ee6eAgkJSYTM43JaMeWoPvotDcJksCkKl3fKl7Pn6FEzbd3FvlE7+rd8fHLPsi/RqnuxkJ7jlpJXdBeeN+Rhz0CQMa1YjXuazEuA6m7mA9zl4wdtXqiB0HQoh5yywtqQ/BGrvCMfPTIscvH/JLxIzIXXj5xbKw6rCYoQIaIi+35C/qX+GrhmszkBkEEpuJ/OlOtawEpeUvNl2Z/jZdUwxCIMotoG5E3aolxhvN5RYLyequYiLbLgaIrwXEYqz9RmSfKG5aEbQAgR4f86Vlpcv0HABAFUWxpkyFgmipFXN54SuGjlLLqQUMdU9ENBigLcRCeFCEFHQtUkv26cGdzmYuQEHUIAFDP1XicCUbmiDNN3n3w7TfMXn105MJiVJhuTDiacaKmy8ePFaI8x9MQ8OlTG8yvtIegr6/v5MmTH/nIR37zN3/z3nvv/dGPfvS+973vhhtueOSRRza24s0ABJisjZbjkpqlhs2BVgkNtJWYFOqLE6VaozPr3Y5+/kCn02v7pMB1V7iKhJCcChbnj6Yi/4KbpgtSxRB39Qql8KnGxEcvfp+Mz7ZWPMxig1Xi8o6eRU+yNRSovTBJ4Ga1WRq/TdM9zzpqBDK7xoFCrx9ZDset82Fue2fBzY7IilHBR7kZYHErKRwc2otSscRqv+VDhdfn3oV5yXD1ekJCmW+6MYGI9+24a6Yx2So0t3W2gCMEa+Ub3kh9nJhHohEkLSuwnqupgOMZsJbrW7f2+Ohhi3dAAjfrmI0c6rkqy9wgANKEkh/HIFFkKzFlG+0f2E3qNZIRKsu4mapCXLw6teMCpv4s2zoL7su1O/nkwalANos/cIa3R0at8FGf7kMcRJ1Cq+Z6fpdFFVh812Mp9QxBS86al6Cm13ZTFt4qNDlyf9uWE95cGwgv60sQhGtDA372wAP8AZH1Fnv4lhwo992/825O4VOP5zONCZBTz4Uh7nmriBxL878QFZQeClk8+lall+cadCJ49lV8Mom4FCRNPVejPw8N7VsqC7E50/IBvaTnGlMP7HnjwaF9PFcxKnC7Ow6cLFEW12YjxWXH2dBK3wFJSgaM+i9VllEqWRYY8SpM7zI0HIWQVpEyDURf4pKq1QEL5B0t3lxhGu4iyU/bE2AwXBkEgJ/a/QYmA1QorZzqmRSR3b31VhQsCFVG6sobhWxN6AQiqcJUiOWOba2WyKLXbVSsBbaIAELvLnYuC/fq7C12qPI8/7TYnlMrBwCSIAm1UqLVawMx439mm9OtfANRCH8efeofOf5P8SivwJbE0zNaLptNDNflIvBgI2iUTAXOWUijxaOnn5QsgR/vaK48IUclbA6wl5gYJb6E5AkTxqYsFABYGKUZrolB7g5rtF0JoaXDnHVFi/WsSGNeSAa7nM6FSRYyAChGBY7wS9dcRiGVuLx/YPdca9qNh6HGvByXilGRb0NwnPe+eMgsrtPpnDhx4sEHH7zuuutOnz79pS99aWMr3jRAAGhJL5fNTP0Q42ZyFcPAXPcUGGbbEPpOeBoDyoX+Uq+1Eotx0YtjAcBYbYR6hbEOAtEE98npSy7MebvAV/w1U5fx5JW4xO2eeeaQBcIu0TkRusBMczIJE+vuG6sOI6DyIpU11Iud+cND+8F2xOpPXIqLZvcxKyWFZr6u5MBeUB3s5G0xJjkiBbuIVhogaxeaZcf4CgGp9zDwzSMCtgpNiW2s2gkAa0HL0vaWxmOvqQ9J+2+P/FwzXwfA6cZEOSkzQBEuyTxrkjCRAcEsiyCB7gzGda4aKt5DMFkfy9KblSV07ZGpgrW9s3Dt1GUV01Ynu2SMg8g7dtZiG5AIjbyrDJhtTqmdcnLuOq+2Fcj1eWzkYGB7+HR3qAeURutaeBbe86QtyXLxb3YxLsYDjhpzp9BSgl83u4UZuCxkCvt/mFa9U+adGueTMhyNWcQRpsXO/IH+Pd66NhxeppegkhAqvaNtnS1cq4IBCktgiUxwnLsQ5lXwBoo19hTbA+XexFkMatePmu52GWIuTGz2gaIN5IkhEjum/vYqQoyDmPOnukBAXLRzqOdqdFnONacm872q5aqpKkcr37xm6rLF9hx/d2T4wJt3vT5kIQK859CDPXENAK6YOO42UmF8fFdYV4n4SsR0nG5U3xTGTMuMe4bURtZGR0w125QQEtdZzNlSnJa2sHamlWDFm509W01swbbWU21QxjJCzklQUj6123sWDcRZdNAQpxSjQqfQBgCOXfD1hqKKgJ6fQpKpWGOErqbtV0PhvvQCWpQMJwhd01tz3FT56g1X/VCMY96qJEy04gMgFTlad4cwQQyiQNgiRgDw3JnngFBo3LKd/1K8jO09i2DY8hnFuqJ7/iFioYWN6LUhF5XEZLShLF2ZycwSmHQplc6BSaNeMLBLMkTsaWKIIsafbjwYaQiZWoyKFk8cAQHZMqzQxEBucAZ6uGQd2rWP2kpUTp7BoBS+duQPzdnJijVAp9i9ztRPFHPEnCTIuSQGYckPGN1NQeDgi+CJZIG/uB/+8Ie///u//5a3vOX222///Oc/v2vXrne84x0bW/GmQj1H3CeuDZ+WifWgA9HeNA+poJnzS6JepJdRDqWo8KkrPuylCfOhoZ9p5bR/IoI+bcUC5bW1C807Fk56GuNXWBVvqknldVtvB4AFqZDjRY7DniH1CTJ2WhSEIMUvWahkM1+/ePTwnv4l0jUl/0cAWGzP0/TluGRxshFR6Q55IWLRf7r+N5o5i2vgR19kDCLd3uHKQD7MWWSEhXB7UGrENgmFp9EF45yFXJAI4Zu+b+wmUpcnEQtRMv51YVKNx3YGQLo2WR9VBaJzr4CMO+SZpjQFgFpSbeabCGk1yFMHrc6J5oFzkptdOn7RVgc1VPxaBGzm61wfQ73xlo7yKnXH0IVEzgJD3NGzSFUc3cR9pR7QFhL6SsCuJBqSnesyXxX4ySpSCPmBpajolctZVVjnG73X5ZrsUqeI7tNf6t3lmEVRePXiTas02No1Xcn4/lLfbGNqU8NOcHgZX4LSo0kpLinVJo58FOMC36QkYAACQDUpJyajQeKgzH+IyZBlE7XR3mKnllSlKhQbrQ5ZuhUUI0S56gbKfZaTDBcQMB/mdvVtR+x2VlgKkEBCq5MLXSwYsuYzePyynInaKAKO1Ua4FNRreE82DiKg8ttp7TJ6/LLVlnrjFiHOPTl3rXIcQsg5LSHsKXYCFoDeqvaRa0lj+JSNVocflhJj1ULz5FG8HuM4CjAAieneu/1OlVfl0geerFdE3EHjJh2vjXDuAxeWChQFeXpDu/7k3HU7g47tFcx5yIIsx3WEEEKQWppxSpB42bUPHfsFL0bEs/N7RDoIEclu33JDTSqm2UxGsafEG87tkimQb8zldJlzDXii1227XbdHto7TA5z6KsVFuY0RASMWiZGkDvYAAeDg0L47Fm6yrJl0XoN4Q3fXIyIrcCMamxZS1iV10nE3AhNDBkjUmFOs56rjjmQCSaCa+3bcNdecVoYbSMJgKEVck+DUi58iOZAtISQTZE+0ZEQYPFC1UH054NLxo0BG1S0WRdXIEC1rRv7e8jej3usSpG8nJN6qNgqMWp999tkvfOEL73jHO26++eaPfvSjp0+fvu+++z73uc+9973vPXZsTS5AXhKw+hDRpe+H0dowmlQNf+BHpzVbY9Vh6+hZI6Z71eQlFxAbKpkHW4VmlkiaNgacU9tNRjHmLi0JmbU0PXg8AnJ3T1rrzFckWi3PqLY7lgwAU/WJw8P7eYokSDiHe//AHnXFWWKNh/Y/sE/aVauazdghojqlxNsd9bTfO63d0p6bqI/SQx+J474s7oB11Jaioo8diwCwt38JAJnJs6cQk8gEg5V+XoI3wkSX4Jni9JfNVsi96khWwHpFnfNODSQNioSNlYflx+yKDWpIwMgLeHzkEG9zqA9iT/aQBQcGZUwhxDiItkvlZL7svWxOAJQ9MnAgQGRif3swNstTYiaJC2i4UMNuiV0w/BmaCroEkbVzTdRGLVzwP177iSwC0tsUt1NWy73jf9HIQQCcbkx6Q6cKJB7x0NB+9fKn995//9JrAby7zFMHC/S5tPZhfDHwCrgEV+Rhng/zw6ZDo75SDxdHI9FjHCj3XdC/a9XDkI6/0guNWMg1w5Uq1FBlkCugajzL1NDjX5Ig1iijrzpeo9x33abe9Zjl6OGjaoPyWMhsYb4N4/VRk53v1TRD2W4MWLBdG0eQ/WiGIaXmeUrZlbekP9/UuQDvWrxFsas0TkzO2H9/5a8Uo4LYqipFcZQBAAAgAElEQVTCgGiz7qO60/mpmAuFv0oDzTVb6B4Ii535sdoIRYTU8IqFlOq7AGSP4iAG1DxNnndOGqnylEkQRywqRUUQBKQFKZIxUbnoRJCLyGizMiFRoefoFKjEfOQmXvBckUu926yzj/eCH2KdYhsBA6lQw9OdmLm6FBFTfLJaJJ0jClRBNYRuZBCBDM7u6zK9jBC0gDFW8rSAsanGOAJO1sd/6dgj5vwCIs63pvf0a/9q/K1qJKptwlDGXPCwBiz+DhBZ5S5iAIVgr6LX73j1bGNKyJ8RAHFbZ+GW+eutMZerBwHglvnrF9qzF40cpPXx/SLcmQqcS6x5uiAtjdDllWX+bNkQqjFyKf+VFFB6FZb4KlqFWMAvO8rip2gSkAmNWESGXXxdbM/fNHcd+Gw0CDECyhVIF9826wNR65e+9KV3vetdN9544wc+8IHHHnvspptu+tSnPvWxj33sxIkT9Xo3u6yXFpgMb8jAOC2cz0wv/jIMFJfLuggB7Ow7ehe51wpDfcIsnDM7rZaU41IuzK0b0fEwbhGXercZtQMAwOu2306zoIPgdfHt4daY5YOemmUS9jDZdWY5XodvpAQAgFqudsv89YUoP0WcYTQyJLROCdYsn0P2OIh39C6CjxKgbALl7imzdueUsVq10J6zjnsLWoXmiZmrRIWkGDelyfGSZ2cQgIxo4m0DSsyd/1zsCLnrbHOKugBVZ7TOKd3KyWvFENpcN3qZRR2tEepB8eLxIwCQC5M2W0V8R4QMArfgP7a259UF4dkm1gaVP9uF5jsueDMAVJOKInIo6sZT95V6LMlzSPVznBvUPXA4tApNxdCVdXWzt3QeBMw2p3gV2/IDzEa+3WIMzG+VxJ7a/WAFBeGDdm17FyDGQXT/zrv5+339u5Z6t3HfSwbr3By0A4N7LujfBWRA+Kfx2kgttyad4XXAK+QSBIBQe4gh2BICwFh1hHPNlMMSBCxGhVahSZEYkDNYT2o7e7fKA0rXQHERRAhZCIJxzhig5QTC8stlOdCj4L50pX8uuK5lGFHuEW8SsT65h1XaqqwGhCwgJ2k3nho/ABkyhxknGkNF8bRWoZwvK60X26D3glHI7t4dtNkIkAtznFykSLDZKE4Y21wti8vjkQU5b44MH8gFyT3b7pADIhYPR0ylQRSAiYIDQBxE+R1HWCjiRvBPc9JTsVwPbKE9y8khF89GwB62SkRcI71seC2pKkuTxc6cnYZsimZhArpYTzlFI+JAqRcALh8/Bqj1TTzsM5u9CEBm6tqpy0EK3Mpx8f6dr1UpHW4y0pcojeuA8j70A+bDpBDlbX94gOC41VB3OidL5Hbz8EpQt5+2DRHp5agrCsyTBwCm6uOVpMxoZFKzGV6NvPnWjGKIU9SLjJWJzAAAQM9yxO2b1JvlVBKE2hU/V95GALhjy43ZTF5QJDdPMVwZ7MphN5g+zicxOPOtmdsXlJdv2exim/v0Yoxqhlv8GoykyfdmqYw+8sgjX/va1y6++OIPfehDn/3sZ+++++7h4eHuOV++UL3uHsjAgYxxB9zVt816b909uTCJg5gy49XqJKxZBICQhaYb/UxYHTlDz65QGam06sPH38PbVk0qksOhIcDgw0ce4apl0mwMjTuDXmMG2mo8qx/0elNnfSNfczcGJ7ab+YYuRoKFWTLEOIhruSrPFbPo5Nx1XtNQqxw6JhZk+XGdb01zf5sAcP/Ouy8fP0ZLoLmoQq9lnsfPgma+7kZolE1EewC9S1EwJBwyjPSL/0vWlbEwDq+0NHVIqtjZu1Xhgq18g+rZbu9ZHK4M8MRXT17KbcRddAEAIhZFqSj5d1716+2VGOyB8qA17lh4ocsxR3NYjG2jm5i5j7wTykvOhznusL4Q5S01SImp4L6B3SELrUARws5QXhukTDHO6hVVJcgFiVIECFkwWO5fA2GWhUkDAFxSmeOGTy64d2pWUfSTX10KjR/8F491bsFQwrVt2YVqiSJO1Ea1Q7wuDUD6R6QcrgxW4jICphsdkBdeQZegirhF4iiIAZxvzUi36cxldblFjVQH7956m/seAXNhzBXmAbC32EFZI6DiyxiXJgBEQaSkEDZPCqAUF2+Zf5VRixYudVsq/HYokIuDYMkiV1htqE+0196uqQd6zCq9OB+uLE9piyOMPOIENbRDiiwaQfxsgs28rLWyOh8QNsmVU9RtktrXihgHwvRx3KX6EQmlQap6WowK3Jm2dXhONsYBIORnWiqEZLJNWEuqlaQS943xAOVqECwTegDY1afIXeIKRbaNpUhHRCEj3bHhW7ZcrwLwuI4xxYADAsBgbQkAmPAy6plc+rMUcRVNZIhcVYpP4ht2vsbSxtrSmkWfQqMijCfqYyB34nhtVCsuifGz731lIyOtf6XCKqpKxdhzOzRLps2nLG/wLFCtE/kbASACBH1l2IeDS4Apj/GM8O8YM0IpkiFggiJ3pk8fTQQpmqiPKs/AfHas/efGFGCA1ZVAeom3Txu1C+iq6Cl2VLmjlMuMtJ3ID5bx2kgWV0swWYx/yQ9dKOsU22pC3ZPI3qpmduXtcrMIwocffvi3f/u33/rWty4uLq7qbv6lDFl3G4+0ZqftVg4gorZSk2n5FauYo4PlgenG+F2Lt6iMg9I/jcVCKCd+k56sJnXniXIoxcVSXHTwWn3KF6K8tKxFq7+7erczZCKGGLmEfOIU+8dca/rk7LW0rlyYu2H26rxjjpULE+4UkZJ5rULznft/ytvHJIi9ThQV6RgF0d1bbxVtWR179s+4Q0WIh+tnrgIA7jJ0Qgok3cQIGBAPVzt7tirbNp40ZEFPsX3p2EVPvAAuWOIixXZaFVPP6q+SUl4xcayeq3EJAAJG5G4rRUXljkhdh4hYjksM2eGh/bzwy8ePbSEGopR6sequJuVCau81XgjnQaD6nye37mZ3voxyJ7DqdnBm2kBo7EpX2fueiVDbebY59aalezzZZDN4FuENVV3VinNpu4dVlwZGQcT3civfyCdTlq9IwuhxKiWEMcqUKlUlKUcsVOoJ9LjoKbaoRwfKS7rEDGadBVdNXMzd/PC8nnA7q5HlWaCu9jWmf/HwirkEUxKa3kL11CAOVwZtSRQCZOwjsrjke4QQQ2V2GAWhwiwZYGxrO4s28EX4fd+pyBCLUeGqyUut+ruIExUMVQYqcfne7XfQ0miLaddVf7myj1WUhXjJYwSAnABU/inHkNGUZr+YYrNabQPNhxU/iRt6Tzn7B/ZQ/iCaWwNFGG2gLUmCmE6vN2AAos3wJYg1we+p7i4K1Rh+p8RCToiG8xjEclJKqAsDWYUWA8oLYre2U/B4lM1k7fleqOz9pV7lwt3rs3GyPs4pEJ4hy4bI3B+gNBS48kIhzPNCLh49kpNnLG9DHERokBNSumsyuQLGENFi5Fld5j8V++DNu+6Ng1gZm9HhRQTlL8ra+/xKigJ9F/QWO4po4Sgiz5KDAAH3Ea/aZmMsOTAqqaPiIxg0rdkXhijWVUo/GXNHqwgw4FdMPSoVTL1o/sA8F7reAtaHa6YuU7xRIYVTu4DUqPFh6YWBUl9rvLx0U0gz8mLJYXdbYsPWyWGHcUOzclySbsw3DEQPDx48GMerR5N7WQCS4VUH6N7+JfOsNwZYD7d5H5An8czXRE+xzXHlalLmcaIVIdpbskPk8Zx9xZ4s7Mo6CPhPTjK5XaM/j40cvG76CqPjoJFsV36iakMk/qB8eKd3L6nBqSYVHsRT5c2HuQv6d9Gb0rKBPDx8IBcm3K0oA8xLRVmr9ma+4cZ+1ARMxjio1llcZ/SpYtOOWKVU4vJvXvPvbpozuNQMsZmv3zh7DcPgopGDXl8dXHVeobB7+5d+7dIPAMCTL9hNHaoMzDQmhddg3c61IrvVpNLKZ+rZnpi5ul1oTtUnwBmNSlLmDEjOjxyuDubCRJmAtwtNGl9BXTB2qFbrfE/t4547llAk5Q0zV2f546UVuW/drz+x9LqMElTTNNI3UO5r5Gpq9h2GojHxXjaeS6kqV4eFML+nf6d9YRvlI1Cq2DTCdAUjfaVekK7Pefp6rpbEo1lVZAyagR1SODC4d6gyELBA3WcnZq7OA5djN6QfIDtXHPi1/iw4OXedcqM/UO4zvQHzxiBIh9qk8caan25MoNOCXzj0IAA8cvhB3uxHDv0MxR02w6XMK+YSVIPDkNke2wljgpGdBuQKAzByAPEiBvobAmLAWC1XReLKgmEQsrAUFamFnuJ2d4otRPzRGes4BxAuapwLB0yNlQyIWBiwgAanVcQevUTawjvUWrG6Rr4uuJMp0oxc7U2PA6j/KEarkMggwIAqnFPhW0XjcwiG10HPpXDT3LUasSGnmCqQEcKAQy5MdvRsVXe9LS0hJ62pcOuxpwoMHTYoRoV2ocX5vFyBDdNUcxpBy0UJBW4vLdXHqcaEqMWReLB8IcwV6aABQMzimeakLtp3HCDBql3RKAJeMLBEjV8ktWaX5dAzTPI+EADeffDtNJAPyYPSIZNRLxiLRBUIIQuoZSNl2oIcL5WRhxINLZVRfWcZDoRBiny5Q+CJ2lhvqceysrMeBoPyB+N9Y9XhXJjoquWadFVglJU4Mwg5f7QYoc5NolaSLIIh4nUjNJA0a8uCK0HxOkpgy1OIjrNx2gyV+/liePOu1188eoSOrSCGwwSV9gTfZhL/d/gmXYA0wMwyXBnkh4DHFJlAK98Mpb+oe7e/erE9r6qeqI9ydswNU1dfPrLBZu0vYz5oF6Dju6d/Bzjeq8Dc59yPol0IIkNm+WbgeHM+zPHzcaQ6+NptQqPG3ieIAMAtYdYBnNt058JNbqBCGsgI3MVkILv6B/cTPaACxfhYUACQoejobgPjoBOhY8ipPVodBnG0iR3Ryje50jxPUI5LirhyD02nsjXuQzPXWnevBm2jL3HWOIgLUWFLazZAduX4xc18E1TvUE+0r3oAgPcf/TmKqezr33XV5CUHiEWfNW5GbslqA4CIRQjQyNc7xRZIdqZ7W9CBSkEr1qkbcao+Xs9VF9tz5bis1nZPsf2Bi97ta773hdVO+3YXPxH29i9ZYQPtEulaldmraajLlCk8oifjChTzNdWYyIe50eqQjI/SpXIgylRGXUBctyng7r9J1Zk9ofzay8eP9Zd6F6WZqLdFnJsQBxH69Fs4cD1JWZVTuV2qcQUCwL+/8iM9hfZ4bbRTaAUYICrRq13mcGUwYpFa/Fl0IAD0l3qtekerQ6YNlb4OS3Fxp3mOqSoA4M6Fm7heokav5Yi2800rnNS/wqqQkpDNAyW1cYzzoZKUlQNqenTYqwsRADgjD51FHmCQD3OIGvkLkPWVevJhjnoH4YhpT7HDbZJXUoyCvDWdMZFl0colUtXtCghZaGPtUvEiYCET2Dn2i3gbYtf7/JcAkq08XhvhDnJzY3PAwwNgwKsL0GCnKvrNEv7w6ibqo1vaM6oGjsvyu0+y4VB1hJTpGw5y2NK65lszeueQBsRB/N4jDykxnVdCyJtvei9HcLrj4q9bpG8Y7kpHqgKq5pFYauKCM/VpjVHSw2VNdFhthXVDqwIBC1H+0OA+i9trEgBgSZnUsyWm0+9TAF8MT+vk4a5WA2Q8ZoYX+CriVUxURvV783jnMsYAA0TG73eZLINNLKeJTxDfVvw8B6lqxJc6x041f4HH5QMGAFvaMyg7RQyJRaHCMyewAosHyn1eN63GKkLcP7B7qjEuK1KDD0yi3FZHuBpzaiJOFAVSy68boP7rrhkE8Ea/BD4F4mTQzJf+Uu9cc5r/XOrdFjDhxjMFLSHkzj5skj6jnabVjN19IFrZWXDblht6ih3ugnW0OjRRH1WfHjn0oCcM9QbBK4og5NOzu28HHWsuQ3NRTzqXS9pWUKZBRIAAGae+VOJ/d9kHTT6BXhkifgj3t6t4NZojKDJkhZCOfCK7alJxXdFQGZG7Ii3UE8VJga/ffiegdoJC73ZQBAaAEv0VowKNqoSkcGuH3b31Vu6mpTvZtsP0wHbD7NU3zF6txgcAOBJ/eHhfyAKXDHaBIYYsMNUandFABICrJi/Z3llQFXnt77Paf/n4cQDoL/dubUqFb4QH9781o1H2Ph+vjdw4e02XXmhkgtRuY2WAXhftco159GEs+mGyPk4XLb/gGaJdk6yONsI9bWUZ+qtBmmK37nCHIlZhIC0hI2ADK9pdNXcWz5DZcRSd5vC/vcUONZajbSD7TrwvhHnbObB8eNX0lX2lHh7NDGk3vV0iR4rF+SvGBW5fkbU1lB+84fLAsZFDWkfdNGUJGLt84vi05KODablqrjn9gzN31CeGeHLuOoFShEpwhJWkbOxuRABQd7wFap69vme73HHOAOpP5bh4dORCNzEvcbqhEa91sHj+NwTlYB0FV9+Dl7xt70/YYy7QSr+KqQ0CqQo4p1X6YIN8lA+QhTIEDgdepuINpRAcn37YKIxw4sz3YjdN1sbuWLgxqy2RYzerjCcZ4p0LNydBDICWp4eMsBO+81Bg3owbF4UssO3GHUxRlRUgu376KuXGTB4RyPeyNdpKQuIWpWpRZ6x+EMIipFtstjkNJC4cT6q81asCJZprhCxXGA69RAyuAQDIqDNAFV8JWs+0hxLRVFf920OVeWST3H2RxrC19Cb7MFhoz9ZzVdV+01eN/17b/lwEAI6A0Mb+lUfQX73k/Vm1IyIC41yJ0bI2mJRr0mBE8rXKIzOrlFaoEjXsxSivnrknM0XUqX4NVwa5yI5KCMFcV8xcR1znuRDlUTJHQS5I7uMEkI6DsXGOjlyoLibl8WhX747Z5pQszBhn17DZ6aazCGSxKJWSDOyCoCRGzAbSX1qjs1WxEBUqSVmuW6bZHykwuR24cdaqF5Aq9vU7Xu2KUkFMCjIn9Ly3KHrjd8euNwpeUQQhACA6MbjJJ/3sW4gkpd5gqGk6SILYVXswciEA8RsRB3F/qY8TVzfOXstfupw2XvpIdchgwZLid/ft8AcecHhdUqSE6vN9O+56/9F3DVY8ApbuRZXiknD0RwgDy78o/3J05EKu+uIKrORLRAQeEBkMdzsGcMXoggzOY9Qi7ij7KN83sMcb5QzMnX/T3KsC6TIOnOnuDgxZMSrMNCYvHjzsqQU9pek3KaTS0IJ0xjieRpQxD2A22QN0Wj0VkVfqX/5VBHtU44l6mnqKbeX+sWuNvOGZZDQAXLPcM1vos7KrZ+I9CLa0Z5PQiKXJU3LPEIeKEydOae7X5dEYAEzVx5U/d6sVvcU23xrj1RFVr9iASDYCIudH1HPVkjRnPTZ6aLyuc7kk9GBZ96gLEmOBSjBZHxPqu4DEoS6dPuBuD3jVty/ceOuWEyDFoebkYjEqUIMc6kIjZEExKsjzSp8qNMQiItw896rjo4fFPiJGsIo5qtcI4lLvtqHKgOWKJh/muvpaNFZL9yFadQ+qzfuOC95kOZoCRNj8OIQvX1hJ05HKUD1XQ0RLLOMddHqweOfF5QPy55CFAr9hgkl//867AxZwcYcqypJ7p+IQMlZLVjhQnreRr7sxSBU0841fu/QXrVyq/NdsvSUX5pQapLp/m7n6GvkLcgwFfhZgqAktddv52HAAEGCg3LTqtkm8a7453VPsIGC70MzJgOZy6NxrhUjSwJCKcAmtQvIBYKoxBkbsclB9V9kWO/OPHPoZABitDau4giANQWVJon+uu1fuf8scA1k+/2GivEt92lBQd8rsJXM0hxFdIQ+CEH/ZKdW/D+57K3UEffHo4YcP/LSswp10BACWcaQ4LWT0XvBn4XcPIgMMMaDR+cC8/Tnt0V/qa+TrpCZEYHKNIUiPBgqV4s98tSj5WMiEY/zx2uglY0fAoDwJkUNaojYJn+6DQ/tsR6ZB5Aok+AByEbfdI5n9wOCehfYsmF85BMLRkkF78zQKjbRwD+8Ik/Zo5Xchf6P1OosHSUpelKtiqoSrgXyfCxLRsLWdGrfOnzA6Rw4EBLx26vIH9rxRNymjyFU9YG04vNIIQrBxu+yh9L22binr67bOgtfoWdVr1c6ZZLkwuXT86JHhA1mcP7sQZwVfMXH8ti0nwDmb/CUQrA4AdvVt3923w8aoAFVCl19iFiOgGBVv33IDJ+rIdW421deeoyMHH9jzBvrGlJHqTBf0L5mYopzE7AFHgKXsoNidQosfzcpzpl2C+VJIR9G4Cwcr/R+/7INmWw0mE0Vu3FswC9QgJGGiCq4Y+snqWMw8LxZEyHgAZ8Ia+QbPlQ9z2zpbKB6vDsRiVPTYP8gUVpX9kp4nc6QHYWal3IrKMrfdWhovnjRBpJzktx2/opIcqCkAKEHkaYouBeMgpuxADmM1wZQ1Hah0ACBiETO1x/28RtHTzKnkKZMgvnvrrZZZqSpkpDKo/JVZZvfe9Lzeyfr4zx74aUTsLXsW9kC5T5iOkKN7W2fhPYffSRpuPKnJ6hRbtra5mGhCNsj21XO1a6cu1/4AEQHgnft/ivIs1wAY1Ex1LzSmHn2faA8QYaQ6RENX/yusCimktbiSD3PKnR+oAXfGMB/m6LnHLALSYRTKr4gAEQs5GspkWG1EDDCIAkOHMwniOnF2n6aYphY9E8SG4oCsxWfM5gJDRtXyQQQ0su4mNEcg8MrAvawK9YZrCSoJYYCBDKqkz3+n/fp04uIvJIPcyNe39ywgQiUuRyyaa05dNXlJ1mqX9IA8neW0MmCL7fkPJIab3zfvej2P70d6YftWSYK4lW8gQi2pEv0dufFIv3pLnS2c/EPdTc7tUsl0LkmwWehsxMIdPYvmTWT30bUhRHEP0ooQAMZqw3ZoEXusjA9zremtp3MAUIyK3qp5a12i0JrcrZ35o8MXOqk8ufi5ypDV5LUud5NBDwfItnbmrSYhGr6Lenk8EkG6iEHgfEOlMtpb7FjEmyJ1GOCdizcpd32EdJerXdJgwviw0ghqLQCIWMiMlPqIuH7mSjCxDtSSPQtzM4aaoWDNp84SHyoPAGinOAqUIxZZLN0dSO8UvroYUHd0sn8AvcVOT7GNpscd0POiryReTsqQpbwGzEc5iwsD4NmkHqCMCse5hmq5L59R+vm5/l6BBCGQsXvb3p9U7/RXcqzQN0YJ8mxzsz+4/63NfMNGXijlaR76zXzjzbtev96OZLaQvqdElInUZt5tiMipxNu33NClfFVoIcprBzaZxBWaPwEAIhZa3rcovGr6SpVY2H35p8Ool/8drQ7v7ttBh8hqFw+24RkE59rmD6GlMe8bQQT4+GUfWFMwtBQBIE39OzkXiDGpxOXdnHWK0FNoK4fC/Otguf+ebdJ7noPYcZ1ea7j4odwpNDHldw/esXDSVVReldGlGVcIAHB4aD+v6OLRww9fyLmt6c7alKxdHJyVuCy4DxmlI6DSgOfFzzanJmqjE/XRN3JxJWJBKcas+Qz04AQA1O2tG6hd44iZm0sXbN8EAABQSSqvXrw5MIwliCCCLM3M4ZBQDLlgnAWMSQ0fzd2/e+utJ2auAsA377qXS+nnWlNFXwxMitH6rxmL+eoksawlrcKz8mWMZMpyBZnXKirrh+cd4T+JWjYj7MQrBpbT5YDrcBIJYdZeGquN/My+t4Cc0AwzM+cZEXjsGRmJTpF8e/p3Xjd9BeVsxkH81t330ULisDjXmlalFeNCtl7PelCUVr5ps2nkaRYgYxg8Hb1za2dLF9rPzCtK4CozIQv5TbHYngsDYfXnXf/VpPKJyz+ofnLbjSiI3rrnPlKjrrocl9629yeyWIo0OhwDHdsQEBgykC4oVBs+ecWHcyaFEDi8M2+XUQdOFJ+2trecmLnaSqynTOHThlsUxr340EPj4NAF79z/VsWedq8g7pnTbAwq2lJNBADMNadtWwkfXpcPc7yd/aXe0bMJEBcMZseFU+5VL5wjwwd29WXyoDlwn0auUFryXCw8HwVjF/WrXJjrKXVIl/XAcoshRBytDr33yEMh0w5+pxoTjrRJTM1EbZRyAzUihQgAnM2HEoUqX3RD6cj1ABAHkbsaJYmoWSHkxrGsV3SvaXaG7PunjDJ5CZIdgJbQTLvsRhVQR3+NWaRs1w3HoWAMPgAcHz104eBenpUq7lK2Dr9ABXcgBUwBAQNkI9VhFJcrgrNuuwLqsSAEvJOi28vzQgwCuAThjTfe+Fu/9VvnqfKNBnQeaBA8Ew3C66YuB+m7pVNsIeB8a5qmuX/ptZ1CizK9+MfF9lwSxJZN176B3WKlrDZzBlJFjt1s9FTzZqz+qRVfScrvP/pziDhVH9cBi1wWA/mRBPGnj38EpORE9k8dFH56IZNUc7qzakYOe/t3WhNE+dm+SgAAbp0/MVEb3dG7qKKHZ8FQ2aOeajXm7q23Uh+bQ+UB+tOFnmKH8j4Rob/Ud9sWEWO0+wrQS1SeEn2lnvt23MWLumnuurakijlUkvLO3q3uwjbKpISiTPL+o++aSo2wSHScOes6q6lexl4uzB0e3j9cGRivjc42p/ihGGNocWn39i9NNyche8aBxCDha35Le3a2OcVl6fz9XHM6CiJY7eTd07+zy1dEHCiZkZ3EwtalXjp2kbLiK8dFobKiS/C4MuMw25yaaU66jStFhe4iYsz41VMQPGBvLh7vlOaZqI9xcpfTh5LRC0geJZ+lIRP40V9EpWODKCL06K8AcMvWB6fr4/Y+9eCRbuP9b9BzOvmhO6Nqk+BlfQkCQJqmAq3xcDQzx1PeJvoKqKzm0zwKwkKURwAlykOA/lLvTGPSmt1qrqJCd6YAldyAIhEB4BOXfWgbsfGmTcoKBtAdClH+d1/160ZR0tk9AsZBcoZtR0CXSeQFteD7Sj0IuLUzz0NcBCzgYhyFSVNhBRDRJX/LRBDjgGpMaAYN0uy+naPSgcGA5vgrBjZBOFwZtELGdQpt6uAqu7/6ZADRckt1Da30ANC57z3SMpmj1DgjtQnoDXVs9JAadiSt5UqoZ0UAACAASURBVOCy2vnUJbbPG6gmlcGSVt28cvSoHBljECpJWR19U2dyYBpqckgRAULM5DGd8wpEiUFxAsliiFOqiUvDZhuT6j03sdveWXhw31usLvOv9XyNvylEhf0Deygjfq45ZbXEokhFaZJPpM6HRq7Gh83y0zMofXK6zCDSVw3c4521C6zhCxhDwFNnPWtc+k1FZ4kaNxLlaSLirr7t7z74dv7LUBk1sWuQF7p10DXzDe6/gN5rUo7HWJoKZEnS+dAVPNeiiQ74bS78V6ExROfnIrRxl507d37ta19LX7YWGtZ8ZJ197UKTBzfnSvb85qPRxgFgT9/OorRnK0V2uD8rLMR0Y8JiTcm/fiRszR1R6371xM1846OXvE9bG2bn8Vy9gnfoaaePCNToNX/zoWO/sNS7DQFqSTXrliWV2gW+9/BDEQvpPqfNH60OzZon3VhthHgoNY4n5eObV6dcXyAgmow6Bb3FDr1vcmFCHWb4rTfNnoUsKMclfQKZPc1AnX2jilR6ZlPzexz1TrfkS8cuauYaAFCI8oFP/q/4W2tACwwORSHKz7dmmvkGlUHNVoZet+12ACjsPhb1jfqJgm67EmebU33FDhkQI2VU66ylqSdnr41YpGhscltAxEJLT5LWcv3Mle1Ci+veXDV5qaLqjUTkWXUvDmIVhA3IWv31K3/F0l5zkR7jqzkXJv7Wrde+00YoPFnVqejM9HqmdzadDjCtE/mblRQevvBtu/t92sUEuA9JWmzXifN8UqNB1pgHpdhseLlfgitpylCCXFNe5IwCZ3FSJsioVBiWiJi95N57+Ge3dxYQkHtKpKVZU7+9s8D9GCPdnwS8bJREKYS/aEDQbvpljejaR6FvkOhODBirJdUp6RJG+gVlerF6a5d4uafrxk7UoEzuaRf0tkWmrrn51vRscxKECVnmtY+A10xd5nPX7EcGxqrDvUXRBsom8JYMAEGtTYcP/cY1XkRfg09lFBiKyJYWKj/fUr5boRaXed5ckKh2ImAlLqtaxpZzoII9WgOFUdbkrUM4g5J+4HTFq2aEalUSJJbXHH5IcsdjnDgMWei6EpFXG840p/7NoXfy9+6kzDanrOvGwtMUKDcz9PB3mXRvv+BNx8eOkM8AmtwigyNzWexsL/5zfPTwPdvvAEiRLnlE0FODFk2oe6oUQTOOBakySkeA9poShKKE3mKH3/tqkBEF7+a5sBAAIGKAARMBRdeEO5ljgACwsyk8MEVBaEVbzbooTanMeboD7WE9efLkmTNnfv7nf/4v//IvH3300W8ROD8N2gCQ/A/qqdJCwX/x6Lu47MgiJ7KK/OzVH6sRKwiSwYOWeblo6rePvvIXuKavCPkwd+fiTQhYN1u4pTVjeoEX6b3AX3cKbS/e0GUDKHSTw5GRA5Ld4gevk9Wx2oiMokT+kXB4eL+IV2G0SfwKTbv5bT1buKWHtKvWm22rdOFoYcCqNPpWpRmlomC0moBWoz5w0bstmeTakUpe9h0LJ/mvdx98u8YJEEGr1+ou8PNigNi4Xz9zJRd3y464ivriG3Mar+AnfUH/+iznNACYYiUsTtbHASC/uD/sDFaTcm+xR6TI6DmNwQgA101fsb1n8ZrJy5ZELEcB043xAFkyvuA03tOdu7fdRkn6CzXDDwcrA1wTlTDfZUb5WLAtbAXIQFKZ25lgYL6vRl3+m4xcirwUZny0yvSwTgFR4BOYmi7TTZrquukruCHKlZOXyDVmFixhd98OHj3y8oljdy3ezF/mw1yIoVW7VVun2PKsKPNqVvXcv3T3FePH9SD4Zvan995vqVep9JuqMvpyvwRTWOEkCgJeOn4Rd8eyqjyWe7gluBRGZjgHaz1zEWIcxFLiYGwT71oVhfgmz5u+nJQcFHOdgIj86qE4lsvs29O3JPXhzTbLjvEQF/xNyIJD/KhBoLsYnNEWJJMhsjXaJtPor5TfpBMCx1YxZlq18uDQvr39S/HoHIvWFEXTGGdfe3gIwU6xvasvK7C7p/1UMVKsB8916cloVO2EBwOAmcbUvzn8kNt+xSZGAETG1QW53gRP0V/ulcbVut1CRGNXHSpiw1qc54b9i17wE1WskyPS5vDWLSemGxP0kCfauQDSKNdiKcouAgLmgoRb1tD9ovLPNmwJIb9u6omFu2I1qQxXBijKKgkho7OVpBwpF7K6d34rUESwA4H4Rq4YFapJBbgypgRugRwKHodweWr232SWegrmbWOy10gJP7lENXbpcpqODF+oYinxr2cwxBRCFgjXoxlcTuWVLaNJAQBEMh5sgAFVjgCAWq6ScVSC6QX9nNfhOiC0ft93n2jrn/3Zn1mfvvjFL56HBr14uG/HqyMW/cbf/ZZwnOWiKP5DGXb1bZOK8uS98Yze9yB2FFc+0IyWTETSW7iLsRK8v8uplITJiZmr/urbX7Ua+ba9P+EmPjFz9e/+9z9w6+W5qlJH6MPH3/MLf/5BN7vuqdNUMMfH6ZRAB0tR0ZsFAYpRYW//Ei+1GBXOrJyxi/dVR7m8VC7RX+r9a/xbmt4iRcxPA48+9Y9WyVlsG+sTXU7tQosYw3TbwD46zXij/XmYUAg19dJX7CGm5HaBYzMH4nj5C9/7rxkLPpP1zn3SroMzurd/aW//0reeeby/1Jt1aFOOAPcrC9JbA28Xv5GFU++ujeAjdvnE8RADmtIro14HV0914RcO/Qxnc3Qvh9LqPcXOfEt57zSy7Onf+ZV//tpKusLfD1cGnjv1vCqBZ+8qnbJxzbHqsHr3mq235jyopOCPANHXFbFDySnFa19sz/G4rMWowFUnVlIAgMPD+7u710PAsdrwf/mnvzLeyo4stGdzRFyfC3ORaS/kuqu5WnJSrRN1s+Hlfgkur6wEjPF7Y5t2zmksaRfQxJMY4u6+HdsIMVkj28q6IpXFrCqfZbgniIMo9S1vFTmQwkhl6O373pTd0XMABEyCeKYxGUjfIYUon49sCaEbUkJlp+QENw8LMJhpToG8dwAgQNZT7Dzx7HetnsjgY/7Ih+LBuFk9CgIqQRIk7UKLmTsiv3AB/q/Pwgt+WasqQf1LXtoVKQc/isAg7lv862e4MmidulScsvazl4i09ZskjGWoLWONKZohBViR6oKyGQIHoOmtFW6iYgHAMgBgiispBPQLrNJ3bz9A2BCaPocA37L79RQPQfMiDlkYYECluFQoijZCZQ9vI1+3Rps/zbVsQnG4MjhWHX7u7PPclwGiona6CORxZ8+23wx/Vx7FHgmw5cZWJMg4c5KoX5VwydiR//qdv1XCW4bMCjzmLFqP+83Dw/uFxD4FUDSYMZV6OlzVzcvGL/rSt/6cJw8kGXnbY8u9I8d/58kv8/CJ1oQutOdevXjT3z35/9E6vNDl4K3EFcR/9mQBHJFLZR1cifWBPf1f/OIXP/3pTx89erTZbEZR9KlPfeq222776Ec/+rK4CDnUkmoxKijn8ltas6/Zegs4U5LF+3TB+62SlC0Cw+H9CyhlOCE8OXfdnYs3A8BAue8Pb/wPg+V+b0VdKBC52zLJMOslOnEj6GdaS15FpPGmzdriPnZ+1zRAK23lG2/adQ9/Hiz3de+XemoVmq8Wcgz/+Fm/a0nVLdlix67KTedwcPACjVBnX5m0MGI+529eF+AzOFjpU9V1iq1OsZ21enfsPXHVDksWpO8Ptto9jYA9xXaXSBiQsXGGK4OuvtP64NDQvru33ta9nW/eda9iv7mt0uQOyDvVCXN09dSl6Fu6LgvWqQW93+Mg3toRbhg4XDi4VzG5W/kGb8BIZRBNCnmsOvzOzBCXFhaOPrYF3jh7jYx8CFtaM1YwGwV9xZ6DQ/tUADEEKEYFLhjMgsvGL5JahQAZe0TdsrpV8u9MY1Ltst+7/tM0mCqHEzNXuSp8XsBNjjrxsr8EUSoPOwfmqoiF2hohhvsGdnPmN39loGgmv55JCSGddy9lEgexL/a3fzkNlPssO451A5eAfOLyD6lr+sLBvb907JE1ZxcPAQbyDGEPHXhg/8Ae+j0KoteT+A20dgB/QCwyIxYq77ko9a5HjbtbFEuINpdftUGRtWaxNvQU24BGA5RQyMVG+M92oak274P73sp1Iy0FJZcyVMeyggwvo/Ybt3crqbB/47HBvMgeQzYYlF1fXAiYAmO5Inj1Ws4dFScx4u3uzDWnqct3RTZzqOWqURC6uRRlpWPN03HpxuXx31AoWA5499ZbaSHu+MseMQBYaM/GQTxWHa7EZcpMUYPpdUnlna+n4WApr8NcXzx6JAqi48OHecNquSoNgi27gvIS9zsf/tkDD0RCLRwQoJVvmEGPgdpDBn7Ehg8rBixgKAORIAbclzIP+ElqToL4wMDeg4P7fEWpErnYMxOP6qKrheYx26WWjQJ7+h9//PH777//L/7iL6amps6cOQMAf//3f//AAw984xvfOA+teZGAZGTV8BWjwu6+HdSrspNlTe+t39Wkwt3lOwmQIkxIjAEosyfAYKDUy/XcGLJyXLJcUSmRmirV32cHarmK0o3MAt9lI6pWUo418iS8RFqXSq3zfcIcQ9mGc1j6SRDPSvkSzaevSTR+3rP9jixX5qRespCyL+nqqr5GES3MdVDEYETVeJra1xJRr1X1ts6C8oAiFkzGPJAuIQAs9W6V6TOHGQH7S70AeNuWGyqJoc8wVB6QF2q3+b5j4eRwibBLzJRZq9pdchELadDC7mDRb1SufuXkJXNN4RC1nqtdOHgBTa/8ytgFOkNktFB+OzC4xwzrDPOtGdMLggZq3rC1s8UagVyY42wmxnJBhrrIvoHdN81dBwA9woLf23ZAwMnG+EDJL9P75BUf/vmD7yhEeYEkIvYWO8dH/P5FvRi8Ux3wxhjojplme89CZDnyJckODu17+wUZ4qDzchcqeFlfggCwkq5wixeXjdidzddX6lHSiTAI6TnJBYY0sXoer41cMnbUcubOdCA1A8px6TQMe537b+ocEwbKelArJQ/hVmGcHlMeLH9y6XXjtVGeUh4FRhWcVglY6Cqp0mmiZ3UXFRJEPDC4x3IEyj8AAHd8ukpvugJDHlRdD5QdjKRrCQeHLuBadlz18Zqpy3567/0A8P+z9+VxdhTV/qf63jv3zr5P9j0kIQkJEMK+hgQQUVmVTVFxA1FQH8Lzoai4gPJ8Dx48WRXkCfrE5QcKjx0UZV8CsmUFkpBMlpnMZPZ7u8/vj77dt7q2rl7uMpN8P3zCne7qqtNV1VVnq3P26ZjvJgSykTRSPznmSqbpasGhEu9WLtR3U9JXgiSJ51Ye7Vbq580fdkNze3d2w6jOK+6ZLTuEccY5b2Y4gig5b58za1M1POGMUe7uj97ckmnmFQcuT0ibN10W0buJevcoEfGEPkPosKl5dYPk06hN1bj8W3tN6/1n/Hp6wxS3bNJI2L5dbAQap3IevXAoQ54t5tlPHDPtcMaCZxBPlmaHlxazcvWJ6lm59JyWWZPrJ/JrYD61hkhCI44eJEGMaY1TEPJReRPEsB1qqhLs/jW3dfZyeVxum1YAMBQppqVbeDBOOBawAuGdd96ZyWRuv/32q666yr5y5ZVXTp48+e677y4xZTFiQdu8D808NlDXClTdfiCekVXsvgQAGtJ1hSwOdEPcE0dMOXhqw2RCPatGR0270Aw4q2n6Lz58vUwUFCilPC9T+F2frhMKSwCwuGMhvWkx1QHAaXM/8puP3fotygbiFYPVUoYuCNVZ3uXA0xDdFieAabcFhD7a7jRD2FIAAFCdzCx1IlbbhE1pmOR5zqetwv/3btuLjuGhg8XjFrZUN+/TwR+kFKDG2b0oHgUA4OsHXjCPC2XGY9+OhY0ByXOaYTlDmRGyKlElk+vdXy3VTWfM+xgALBm/2D5pSQiZUDfOzuqpbgIA5rTMahadHGZauvSgi+okpxAVldMF3H3IRUfzeTNalgurShqJdCJNCNx43E8MYisuVeobPwLItMYpBVYgwA4kLrnATVfNfdDfP+JyLiGq2GwirNwlbfnUo86ac4o2nYEx2jfBAzoWf2mf8whl7gONebj/+MXfOuSSD83Kz7oknSKckJpUzaKOgp6R5qe/suTzc1tmO/EMC7y7UCCc3TxjG7mQv65Qk8cCnXyGCrhPJ0gCgBjeo19zW2e7e644z5gtqpEEP//pMrSTkYBgUjjVnE5UEa+Q5kJqIRT7FIh034RdkShihB+mgHOtTdUs8Rp5jp12BKOXNwhhDEEGMepS4nwhdBmWAARCpT1MGp6DiJcs/ZKzyBCSSBw6aSn/CrYXsP167BnCwpQOwgoCIY5BzyDGZxednTAExyMZCyEALJ9x1HT6tIhXuqOJSeYdLD2+1iznQQQjnr9D29mccjJ/YzpQql22OpWhWztvn08AgNBLTthviEIvj/yGMZu3EwBJk2RBfLU/KNEKAwDTE43n9bcDwNHTDqvJnymlREE7iajoOzVIwhb8DGIUQrYS47S5H7n4gC8SQlJOVGGOajnshVEuEMrivdPsa8kEQ7ZTXnnllTPOOKOjo3CqNZPJLFu27K233oKKx+S6iefOO92/nBieDWm6N6uEU4L/nsVVEfFHCADwxf3OA4AVM46RPAfM/Fox/eiZcleuwsZMtRdCp6WP+0//teFy7d7333fcQjvuMDjHYXlKkkbCc+rP6fWPzzvZ/ryrElWPnHmvUDvCKHsUr3nY5APt3D4M6qvqVkw/ik4DJQTtKc4b69wf9m86iDYPe9Frq2ndt2PhjKapthTXWt182OSDmJKaPP3UhkmNBaud/0C7z5674HR3nbWXPGWLqsWo0CclWac8BBAAgNPmntTEHFnxlM/vgk3pxhMdBndC3fhbT/wP4Io5jwum1ucXf3Juy2yuemmLzn4m2H3dt7ArJ0AWdSw4ZNIBp8/96D4Se3461UyHpxe0CgBAlk8/io8d5TQElx70ZeYwBoPvHXFZq+O9ObF+wncP/yZTiexB2Q2ZYksGwYFPiQXAvVWTrGayzMWLUb0JAkAmmbEd4z1acL8R2ad970WFA4fQmG5wZfXWTMuE2nGMGZyB4bUQEmLIvM1NISdICH+iL0YMmWT7sOzz9IerpsqH9AAiO4NNB7GgLhIASBgJPlRMdTKTz0TPLCn8p04J4QmSSHANEYC2mlY7zYzwFfhKhb1hgMGcJaNPluZb8quE8ZvQhEGM2iqPzMwYkbjGAQAO2WFkElUui894A544a7kTSMYAYtB+73TLkH9cxXVowh6UBW1zx1PhYQwQJC3gjXJn7n0Kde7XedZJw+h+0bObZthhDhvzeTXEBLtWRIY8+0rSSNEfbGO6gdZQ03BFL2rn9/APrdUt7pnJQmh3EUNrg18COmraCmZL0R6aMpKuEEmAXLfiR0xEQ/oN3WK0dYS2DQothLZa6vApB7VVt06sG49YR70F7N0657YT/5OnjT4vLfhsE56FUUCsRIy48vBvegwGsudjBUtlLpdrbWXjerW1tQ0ODpaEnkhoqKrfp7UgBqi/ZPuewO/C+yxtUDp/8Tl8DW6xOS2z7eKOrl0sURwwfjEAXLDfZ3TeSGhwIwBHTz2sOpmR6RU06i2Uyq+PHC9bEC+1tRNHTz3s7Pl528txM44OFDH8/MXnqI+r+YJWak5tmOzmb3Buw+T6iT855rtViaqGqjqZC7FbmBBIGAlGfFU/4fwo0IP5XLdkeuOUE2Yum+j4702sG3+210gF3BCLWyHklDkfXtA2T9SuWLyRkUpPbPUbSQtUZFj+fz/2+/Ui46RByJT6iZcs/SIAMC/eXtNmp5yWQNwPxBu2vq2m9bBJB4I3GLpbkv5zXG370gn7j6/tmFw/cX7bnHG17R+eseLcOR5NFgKkkw1sjnjRl/iFfT+Vdx7mjKsA0FLdLIzr62JxxwInmCRJJ6qEijAtFAyCpCFdb4cLCq3XbPRmwCuqhovHqN4ECyCeKJpC65ACt534n2461lrBkXJxPbRvoSjDAYBtHOAfBGOW43VZDGwdhL93Wg5tIaZTnome1jilKlFlUKe5GDBxNeiLSSOZ4vw5L1ryuRNmLgNuAeelKcPmkwkAQMJJMmGT5pY5Zc6Hj556mJCwny777oET9gfBV8n9Tchhk5f++OhvM/QDQCqREtpa+S7lNZ46OH/xOa4KzyWOM2myPX/mBlJfVTjakCRJsVIplSKFQKzeGU0S6Rl5xRwzOV0vQf1JY4t5p839CK1hES6Gtneuuiqq6YL0+NNl37WPYTMOO6z+mhDhZ2hbpVJGwbeWAMxtmc0EwHRB2eKIY23zNEXySTXIx/b6EJ1nGCQvjgjoJXZRxwI6QTyDJeMXf2X6x8ARGQ1C6lI1KSPpy8PQTDjJ62UMAGgSJKPKd8vZ80+bWD/eIIZBOkD8AmwnK2iwCyckxkyQZaMBmN44JV1IPlyiHZCdi/Pnz3/uueeYiy+88MKsWWwIuFEHRZBJBT618BMdNW0AQPzy2ApnhWcg9fgjV0Sd3TzDdStlJsRBE5d8/cALZOHyVZVzE8t2BiCEHDLpAFc3k5doqcf4eo6ddkSVkSoxr0YT4PlLAjrtRE2q2g78mElmPjTzWHGtVOWzmqdnkhnaaVCwMPiNKb27CJW+/BV+mtmrWSaZsaNOsQo/dnniiPQWWDxuwbTGKecuOEMR+oVX0vE7javy8IVChcnUSZLJZNtEb2EP7GTEEtUjAYBZTdMdXxrBVBcKftMbp5w+7yP8dRmRTmPky0vOd683VtXbsVKFOw0UVJKkMd3gxiy1kUqkvKdJgQAgCjxnHBrAlb48jD5lezl97kdaqwUh+xFg/S4Pz0MImVI/6TuHfYMv3JRusKCBP1Rz+SEXj6/rEE1+AgAdNW10QB0lCK8jB79A3sXG2NgECcXLRq2KY1kEavK89r0Q6cT2IuNhihRJrjtWkUDc49yEQJBsQO7jdt6dbx1yyXEzjgbRpLUhPpsEBACSJCFzcsu34fRebVXNdEGU6QJ3myAJJ4qPRyeosxzTYyd0VqNkXeIUKwzr5NqJzDsKu0LhHKtAY7qBPQpB1S5TaiDAwrYFro71+0deLjywkKhvMWoF12ur2q3MZ9Jz9gVn4aWhGjIJDGKkBdZRQT8JvW1FIABw8MQlJ80+jqvBYHTWnvEFI5PMiD5eQvKvRkAS45dGykgWPFxcQx6twiCGrcL4+oEXuLPFVsoLt3v+A1zUMd/lKPhHrjnmO/VVtQULITEAiCQwDP2qhFbQuEccDWII89m4aWGcXcl+Z0GkHBlEZ69sP1Wp2H/45IM+vegsnxcBjiErDti5fuGFF1500UXXX3/9McccAwDvvvvuo48++thjj1177bUloCZWsN23T8f81d3rQEPapgscNfVQncamNU4ZzA29uX0VY7E5auqh6SQTwVJtO1bJORQzCscJnU4BVsw4OmflpE0QMrFuPB/ij+mTqkSVwk/VBhM1XtAWvV6o6xI/y6xiWk/Z65Qd/8DeOD+37yel5an+pHHugjPG147jhkOFU+aciC4NAMCHVmddT0XkAJlUP/5zi8+98eXbmXsT68dNrp/4ncMvdR5ndxL3r9pU7fePvFzYrv1GK6Yf7fs6R045xI3vJ5XfIlsIBbxIXVPTcsERIxfVqerGdAOTpEi39rBUyUsGkIftD0ooyPJA73yRfWcT6sYxk8D9+aFZ7BFEGwM5WPSH3K7zPMx3Olk1TWQbzCQzSNJ869XJjMz+H9QqeOb8U2WRbwp1OvxHaTbFsbEJLupY0DXY7f5pd53aXCyDnzMBAMD42o6aVLU7K06Ze5JMX7krK7hoEIO3nsUKzzsEnUYGIQ2Ul7JBiMyww8bVcMoDQFtNq+LgNyks4dBW3dIz3MsUqKuqdT2lmzINE+snAMA3D/7KeMcXRke64AiTnXiUFvvZod9nhL2ifpWEknPr0x4XPhrt1a3NDXnnQN7l0kbzWYXgBecsON2tJZWogeR+BN4UPlUVXE9BCBFHy+PVKGCoHaloA9ckUdafj8/76LA5wpSnnz9x1rH7cv5QBKCtprUqUUXrNxVkTGmYlPCavhkP2Lbq1l9/9CbmKdvmL6zZcn0/HezTPn9HfxeAQBmdL5ooJPQiDncnVy4DcPoO1xE6QRISl9GEa9UkLoPDm9SJ9OsQnGUgBAAMuVqhIV3fkA4VcKEIYKmcPHnybbfd9pvf/Oa6665Lp9M33HDDrFmzrrvuur33FpzIGhOgtWt+iylrmin8uW/Hwsn1E3/71p/AYV9SRvJDs47l/ce4R9krQjJkC71LtKtoV4fBqE3V3POxW+grdana6mSmvaZ168C2zy4629aHTagb970jLlPUs3TCfnNbZ0/f9KLiMA/twyktI+n22c0zpBkyCvXnHzx00lIqkR2Ax+WdnLn3KcBJmOqN0zbgZM3sRaIU7ewbAEAhuBwLRDGLXJ2sPnzyQdsGdjAVjavtOHb6kZxASOh+tnvs8oMvbq9p42tPGUnZjqgPN3d57Ju9XeHEuvEf9G0J8BD1+PmLz1kx/ehbXvkVXy37WCifRXWAJR14RX+f7UQG/qSVd28jAMDvwTqwvDXPbp6h9H0IIPSyV9DfaHH45INauCivwi6qTlY3S6yv8WJsbIIT6sbRQkUmmSZA1LuDDLzwI/V/c9iscxeID/PnLBgyBXP7mGmH92cHQtCmDQ/jG1yX5TFH0CFMGEhELAMALln6RdcLV0if+xF9Yu+TeQrH13b8+qM3DeaG9hu3z8ETD7CdHejjA6C3XNMfV4Ik+G/t5L1OZDhUQ1mtzkYfGjSHYOsBhZZnC4MRwFjw3AmJyM7NluqWrXh6B7lXX9dFgNSnWO5FODEMw8c0ly8m796qRBXDe3jPnpB9x+3DHgQgYJ89AYARR5hUk+F6VBWGw1vcIIS3Cec/Gb1uG1fbTiyimktUVB7bZ2HxuIWyCOEFaknhaKjr7fz1Ay/gl4vrkAAAIABJREFUT/OCdzgK4+U3QEkjOadl1qqutQCQ4gQ/m2YjEfU8VGBVayiw1K9YseKuu+666CJPTvM33njjlFNO+eMf/1gCguKEqANPnLV8auNk97Zc0ArZ+64mO51Mf2XJ54Vljpl2uOzxnx17lS0IMV/FuJrCiThaZxYdNanqY6cfOa62/Y3tb+tn9G6tbm6tbpYlT7fxLwd++b9f/mWhHhHNVYmq42cu468LD0L4D0qsn0wqkTqBp82V24m4PUbllne04Eo2pOvPmn/a9S8WhPNPLzqrJaNa3ZgmFrbP8y3J4OIDviBzaCwxQng7+0LtSestSRQFZjfPkD35o6P+rd3xw9x33MLmasqd2Gl+dvOM5z942UtJgZ7QC4sa+tUil0Ri79Y5ewvcZ6gHdGmwM1TQmpd4XtZ+u8MmH3jY5ANjqVCNsbEJGt6gMhct+dznH5SmuPQBp7QXfjsGGMIDZjRyktlEh98oBg6cdMKd75kAImZWA8TL6iWNhMzfPs+dMzYEICBP8pZvgupkRTiW6mTmB0d+S1VHEAillLlcGie/cADFZVULVikJGb3Juo7I66o9df/cdOTXkb3ea+3fkbhXfdiPeYR3BEsZSZGFkAhNVS6I46mp2fTijoW00scg4voZRzah9VJKkG3yksTGpGHzkzKXUeSma3Uy4zp5CVp2PAgIwI3HXVOdzPh6sQETadn5faLEfYZKzuzsZgB/74QjKfUIT1zKSC5sn2cLhDL9r3qUKwf5Lu7v79+xI2+s+OCDD0ZGRuhCr776ai4n9UIcXdhv3CLGYdJ11ahV+6GJZj8/cc/c+9Q/r3lo3c73RIXzYEL50ZCdGqJFtaZMozCuYGhcetBFT29kz8zQCKf/O3Tyga5AKKuhOpn58v6f1axw2bQj3N8/O/Yq5i7VRGGxk61Z42o7+Ggx/vImVWJOy2zwqnWFQJQWYJrzxlTw3Guoqmdpo/42CKmrqj1e4kJMKLKFPiea4B2A86oPnWf5VVLchPhhWZ1FEq4UoFO3f2qh+IgUg0/vc2YrFffvpNnHLZ2w38rOf+oQz3LhhZ1SuBbpfqXRXX3ntsx+/L2/iWgoUPHNg79av+E9kXugX+3RiAuNMbYJEmLQRi2DGGqBRAFDwAUJRumiJef7nhwTHiAsAaxo7TJHHJvSjTedIPYfzqe38fZPW02rjDWnG4mo5/XdjHgIcyEU7pLEvNa93t6x2pCfgAKAwycfZB/G4fFOD85tjPRS1alMyjkKKws6csS8X2xOhz+Aaqu8JtZPqE1PXZcVKCb6cXZ1UpBFUIbFHQsm17PhOlPenOY2CDF0RAX9YeXMp+LoR4VsH67+WnMrp5krv8JO+FxBQeH3KN3bbFCrmcYJVUfQpYLx+oY5dKVc27Ro04hay6ZHwKZRnaw2uMi3QWGAUZptMS8QPv300+4BicsuY30FE4nE6aeHTudQHvDdR1tsaCyZkA/LvkydX9K/RUIAFrbPe7lzJRDChy257OCv+sldvk0AAHxpv0/TjRabg7r8kIszepE2GdDfxjkLTo/4SQCAQgzOD66XcaENbsyHurhjQXOmyXWpCiHx3nzCv6sLsEcItZvgS3IhT1jZrDZVc8SUQ4S1fWT28Qo/JV2KJBdJSOFCKsuJVYOhZnhcXkxBHaKYwoyte07LrIl141dufUNdibZZrvgQjVRbdYvMZOQWn9owacjYHEIgBMHYlWI3HGObIBMJ05B7OfqC170IP1+hrwcDWyAs/exG55sKp0Wa0zwrrXf8UtjJSyfslyBJ9Q6YIDHwfP4shNf8otYR1FfV3XDcNcvvOVVtHFsyfrEwt807PbihD+ZGc0n5xoGFI+WysYs+nRCgo6atqXY/6BNJL5BoqW4j2hbCcbUd4ziLd1JoIZSHq6URemIYhPBBcQgQ12GSEvC04LKbOhZChawrHDKDJPZpnb99uEtYc7JlXOOxH4c3btH7hBGoIDE2dA6F2d11wITFbqxyFCjjpfXwNwxCbt3UkdaJeqAkLMrj+sjPleOPP/74448Hx1tm/PiIHORowr8v+z4EZ/uAm17VyYztlk2AtGSaop/j0sH05sWffir72UX+JdVQHKE8PFT8aLdeG8U+Nbtk/OKGdL0dRvLJ9/9uN7vvuIVa0UciQPihOkomADs6CMcrR23U+2cmmTlEnGwXAIBNXRCiOY7spJGa1TQN/KQaF23VLafN/cjv37kfvD2ms8xt7Mec5aVHKDQKXDV8ai69gVEfhAji03qMtBFoD8g/scGDHj3r93yhM/b+qAHG796+b1LdhHMXfJx+XFW1aBSOn7lM03c6Xoy5TdBjkkoZyfACIZCkN7SGwvlCDdMCKIe+A73TPigB1634kWZJ51PlrvtZCJNKY51W0yJPRWEx97evecpNrR6Cnic+wJkNca6xCeo8GINYJtS0trN/u8kaMqHaK0MRkU4kKL68//kT6sbdvdaaWEOOnlAwKCniTwJAghgpI6UzrEIQSShO91XcIy2aTZy78Iy6Kje0j59AaAhychbASVpJI3HFkq997ZnvCIuTqnRywrTEm5p2BfvFHAshgIoSl2An2Myhk+yzCZsAwIysjpz9zdsi1qDOGh0jWOXBI488smnTph/96EevvfZab2/vTTfd9Pjjjx9yyCFz54qDo4xe0Fw7f09wzY8Hq0lVU6E45O3qjSu//ggfnNu6dz9mHfIqi8FNGslIwqQXahfBL+z7KfvH9MYpT234h/2bidHMO+CdOvck+/clS7/4903Pa53I95b51iGXMBlmvJ6roUxbAbeexnSDLH1QLDhvnzPXdK+nr7RWN//46G/f99p502vFqcYYNGeaPjTr2Fc7X5/o+Kzqz9U/vwcTKF7Ue2LeA1FcEzECde+3D/uXGAPia744f9KPRjpRxbBo1cnqn2WVqTUjQE5J4Y4bPrEmVWMndwmNfTsWRnk8OsbGJjivdbadMMlGMoJAuKBtLhM8LPReY/kXKQooCbC4u6TiFKWPhTCfDjQSgo5LOpk+d+EZigJGBIHw8Q9wen2cvS0TWjCyiiFvPYYqC6zOQWxOe8hGAIJE30IoxAET9gWApzab+7SAKxDScZiEyCQzE+vHh54Xv/rIf1dzflXe0x/BLIQf2+tD9g9DQydJ5CckFeOlYJsIwPi6jq8eII7NQcPOL0KA0PF41LGRACCVSNIEOy6j3FOCIzCu0p+9tboHNw7AMRMifQglU16zU3zjxo1f/vKXn3nmmb322iubzQLAO++8841vfGPVqlWlIShGBHI/+85hl4beL/WhXK9D6qAino4oHmpS1Zcd/NXSt3vopKWtXF4NIVy3Xj5XjwRsmUwyw8SVOmrqod8/4nJPIYXxWXQ5ZaQuPuALKiKoiRLgOHg4ENKYbhAGoztoIDOvXhVVSIGEkRBFkRV/ArLPQuinVHiK6paznjB/u06fF/WQUZ3MJAN6O4s/ZI8oG2mBP2fB6WfNP5W+YhDSgeliBCJDhOLx0B+b8yGdfGUlVnSNjU1wQds8Ot1l0kiGDmzQVtNaOHQEAADqQ2UK5C2E4R6OAIzW6G/WWu/1aVVAn1nyXPfzz0xGDjuhacWii6QTVWfPP40v838b8dUd+fc1iH+sICFWdnEhO6Mhn3qRoyWuVrYPA4jmCQIQQsJ1AgMTPQwb0XAZFUaj0URtqsaP7HyXBvaP03NBlx1SRa/zlJcgFSW1qRphMmEGRnUdUI4MznkxH4LTiTTtYZsfKPTmIdToTxrPbMWb3oqqBzPCSgfBG/LizjvvzGQyt99++1VX5YN2XHnllZMnT7777rtLQE2M8O2+1urmG467xv3zqKmHqr+cG4+7RhAevWi8Slt1y2lcsmy+OcQybK4VjrPmn8pHT+HH9luHfI2WG+/+6M3F8GtFhEwi3VIdINp70kjIksjZqCRTsC4lhP6XkAm1HR+ZfXyI9r5x4IUf3esE+/fC9pBpAFqrW4+fuSzuTizFoKiGvkjtkwD5JifWjZtIR1/0W4TPnn+aIm+Nh4oSzvkxswnSaKiqu/yQi+OqTRi0XQdlDCrjnCEM8/it71hr2LyAYhiepa6AP5x6p/oUovCMWSAkiOG7CnxlyeePn+F/1PPe9dbftuSHqjFdH05X3j0cs2uwgqGPpaE+yYlnWykW2m+ThomeT+DiA77QJsqQTiNlpOK1VdCfgOsyGvTDMAhR25ZtfPPgi9JJNmTu1kEYlMTnshC6h0ExjXXlIiIQdH1F+sUdC/ajcjbaz2oKc4bE5RBB+rL6IOVyGX3llVfOOuusjo7CidhMJrNs2bLf/15wbqSSceSUQ5gkCoTA/uMXuSlZEiQxrrZdGgGSuz6utt23jPq6GifOWt5OLQ3NmSYmLM2UhomfmH8y/2AsFsIKPk4VD648/JuM4x+TtsE37WE4IMCijgWLOhY8tO5x5lYsX3hplonrVvwormNdCnJPmn0c4+UbsGbOh5QCzZsYhJy/6GxZqKS9W+fwIQGiI0ES7gxc0DZ3PLeeMCieZa54J7j4sCKxLCyLOuan5YH4Y8eY2QRppBKpGJN21KZqwq0824fKIxHyJ3KDPY7ir+bBDThk4inTC/y6zC/Ud385afZxGb24NTIkSMKX5dVswkQYdhjhP512Vzh6MG73JYOIo4zGElRGUQ+Gdt/iYFqePjlo4hLfR2Y2TeOZz4hw34YAeeqc++58/Te+7pQMOmraztz7VN9iK6YfzV/MWogSQSuH5INBeXWEaCX/cM43EnDMmESspmEgHA51QmC3weXTj3rivaf5aYIIQ5HVYARIaKeMQGAFwlwu19rKaiza2toGBxWjVIlwj/PROHjiAbObZ8bVxMGTlnQNdovvBV89aM2EEC3VLc5R1wIQ0IoQPM2LsSwU8kkmwkGfmUCxe0s8KLGRkD6MFAXMLNV5C5SeKfB5lm6KX9MVIt+pcz/sSxVHiv+LNGcaZzZPs0tOaZg0pYGNS05DGKL2kElL2/3Uyb4IkZI7YovR8W+Hfr2UzY2ZTbB48EnRJEdvFqAsLqOOK02CJJqrO2Aonmqf34aDJp4yvXDFIEbSSIRY96Powtym49oXLIRhM4Z60HYMjAkGIUIHV5m4Hg5il1EgsZjpGJdRHXzz4K9Eb5cD59LsN2X/ugUXNpMWR5+gSJXpC1s+qqqad8IsNgaBiWBijeK0re4ouBZCb4KuQHTmJxXLtIgxrrYDRIE8MA63CB3X4ljACoTz589/7rnnjj76aPriCy+8MGvWrBJQU2JEXKiWTz9KeP2gSUtMS7yahj47pPhc97iMlgyBtttMIj2Ak4oxOkdMOXhq4+QCVeUy7wZrN59wdmrD5Ne2vVUqk3QZeqZ4svoZ8z7q3/geRMZutQmGw+KOheMlmdnVKNeJdzfuSH1V3VcO+vfzngom7siozlqCY3JReOUoSBiCk97hYCJkIw8VBhd+fPHF/c4TNBStTs2zobH0LeMyWiYITFyT633iw33jWfMHBySOnxxDJ9izwkhM2reDjUFgIbye/eGMRnEUNwLaJzkJAQA77D9onyFkgARAND0URx/5SXLPWiv6V2CQePQRvmAFwgsvvPCiiy66/vrrjznmGAB49913H3300ccee8xN0LQ7IOKU3ys+IyQNIVVxrbn7j1s8r2WvGCoqGirp4JwWpjZOeXuEObQTzyvINBHFQLzd/q+HXJwwkn9Z+wgATK6fUJvyd9MlyZkA/wjRVgVOmP849gdxWaoFKJ41ejfDnk3QFw3p+nAnru3dKqg95xerrKEcXDg/PEtkUYftQ2yYcoFQcOviA76oSJlbPMTIMpox2dxKJvvEKBPyL44IcUVxD2EhLAb4tKJVCZ9I2ggwkIvH3ms7iwr7QT3xqhKpdk1nJdFuGNQt1gYT8DuQNAgA24agIXKQct9otHGBXUEmT5582223GYZx3XXXpdPpG264YfXq1dddd92iRZFT3VUAuDNGUotdJecoY2B/Pos7Fv7wqH8LXUkmmeZD5uxBFDDrWpFm1Jf2+/ReLUVRQLhQ0a39TjObpl2/4sd0UNaTZh9/zLTDo5DAhs/29nB1sjqV4CKGlQQy1qE2VROOaZvfFmfCg6BdIT0sPWrWyGAY25tgeaEwj9z8tiULBbx5ADb0R/qC4zpmxmDEEvCvJ8xcVhYjYYIk4pIJTZGgGwIlSDhZgoU9f4awCFFGywJeuE0aSZ29PBtT0hg71LCwH9Sds3frnCsPvzREi/kThEFdRoEAN4ePmnqYLBa6sPYhM4ZcO3F5LPuCtRACQFtb20UXXVSCtksMfrwSRmJcjeC07pSGSUXS8IVeUsbVti+XZBi3P6GkkQgaHH90Yfn0o6Y5AYFGBeyxVi9w0ZWOc1oEbmw7hmHXSMw5oCLCIIabYGBqw+SBnO5xLJKYddr8MHvAFYeV9OBZ7H3tqqURsCnTGHf1QSiJ9HQFTUJ9jNVNsOxQrIfv7MSdI/AJkXYrejBtuoYQUorskZwFiTh23WETTIQaATsWAO01rTXyJC4I8Pv11ukztNhKKyZBqwTCjz00MYqvgjOECCmjSiuciR9yVtlScdJgGI8qo0rHFTMugdCuRqgbMmMKmy/0Dg3Kbjl5CD0XZzRNfXvHamGbwiaGzRi+AqNcZwgBYGRkZOvWrZbFDv7UqSFzjlUsmjNN/338T/jr3zjwwtITo8BbO/G0R9vePF0cpr/sCqfSgM6pVS6QIGdAGR7i4IkHLOpYQF95fluxjhPc/5711Bb85ZEVqiDIJNP6AiGQqvqqGLQzu8VXojc7AzHEiKNSoouI3WcTLDFMJfs+KD/ZF3Gbs6JZq2SPxsW//nqt9dRmvPOoSCv2pQepVBg5Cz7xuGmebwDA5gFAwIk10k+bCYYZGqUx38VQibIWBMgkq2NxiDARzXJLhISwO0UqkfQ9X4cAuZiG014EhBMMY1EgctY6++3CZZJk5kZTukEW9FVoRo4l1q5m1sfoYAXCJ5988tprrx0eHuaLPvLIIyUgaA8CAXcTTnf0gz91819vWPOLc6Bsz5QYXbhqJZw10eDjh6aM1Akzlz247rEy0ORirDqGyrFnEyweFLyRYtWKzlTRXF24M4TCp2I7a4cwUnw5wSX11nesrIVXLZHKn7G8VyyscIVgWuOs5kyAZMIy5GLyxY0IZk0/euphBzsZF/qycOj9uddOFdiKYrMQIoDcQhgTPK9YX1WXIIlAx/Be3YEb+glw6TGOmHLIEVMO4RrLy6DCzTIGCyGQiXXjo9aiAXbUb7755iVLllxyySXNzWPxRFkFMDfhPNFlz4ylNXeUIMYpNFpGLv6vJkD2DnkncUks5JUU33MxygmT379LTvTqHO23ziTTFy353IPrHtOpWrNLQ8w5Wb0VGLYnFozxTbCsMOVBZVD5sUeOGuKpO66V18TYPABH4kjzoAA6/xENY6mFGNRWc9Sfc3cdnZha53mqFBbCUGGKfCv0XAE4ac6ZcxvjOUNYCbs+s3Q3phvcrN0mwrpeMY392Xhat+QWQgsFYXtd7BiG6oSeZ7U3a1/SSHTUtgVKZrtjGAYCJ5QXp8iKxUK477iFUWvRAGuFHBwcPOWUU/ZshCXDlkH4Z7f/fFGU2CMQVjKUau94ApeJKx8rs4KQGHZQUvHCd8nIC9EVkWirAB1cUOzZBIsHS74wqZesDX1Rmy7GGUITYzObDBc5HQFSXLia7YZQnkfrdgmMnKMiqIz6hKqFYIpCB4VDBeScAPBTXwqJRIRNA/FQ77iMCmpT989QDl/aHpKG2lRNOpn2L0cBCXH/9YVdivZK/cO71qoexDh0RgYhvonKYwErEM6dO3f9+vXFa880zc985jPFq1+B2Jnv3iz8Zm2wsf7eEZfXVdXRVx7dZF2z0qcS9epcGSvMboF4pxDm8/bGjxgrlWTi8d4vJmQ7MdPwF/c775wFpxebGBkIIS6HFcJUqLCNlD3cMZGcISSEVIayO34UexOEsu6D5YViq1NscwjQm4062SKeIRQ+blrw180xfAUYnz+eGnmB0K+Y2lorRE6UkrEE74T5f+MZBeAmYV8uzmUurmN4UaBmYxROZzuG4iHAtj5vE9Wm5nVNhOe26fUgt29ec/R35rXM1qaxMP+1PgQiiC/xq9X4ehdCHDab6Y1TY/FY9gVrfP3qV7966aWXEkIWLVqUTHruRj9P/4c//OHxxx/fuHFjxHrC4fiZywKZjH2xdRCveMk6c1aAs56LvWFFosNV+xmjTxE/+lCVSLVVt2gWFu4uewDlcDUs9ii017QWSXJLGcmz55+WMPTiD5a2X/3HsdzSbDgUdROEcu+D5UU+D6Holo/NKr5vuHMwtrriisYJALuyxfVst+l080CqyQ4R1jUnemQMOKoMBvYbVCFGY2ME+LgmCcV4hDiPuaYMcQQpdeeYCM9u1ew+9gXbavhD+lrQtBACp721MO8hHF0gnF2c3OY8WD5j3bp1O3fuvPHGG/mi0c/Tz5w5c+LEid/+9rcj1hMOs5tnxFthXB+2TjUb+nDYhLTkTGz5V5jdA7OaZlx15L/GWOHoPoVVVnb/isO+HkhnVtRtuCVTcC+cVD/hpNnHxVVzVaLqi/udp1VUbzSCOoPpb4djBkXdBKHc+2B5oT4lKLsbQ4ATSly5c3Xg6mQEdA3Hs6wgwjNbMWdBqmihBL0uo36Fw1gIBdWWwkIYxxlC38fd+w9swCPHk7qwqcYrxGVUEW8TEWRxUOMSCBHAID7xpYT0mQjPawiEtQcfD2bUI7nuJ7CmR1zgF6us8dXkxCkupXZu+sIHbCFaSCCWoDKl2oVZgfD2228/6KCDLr744qam+A2U++67b4infv7zn9900030lcsvv/zzn/88X3JgYMA0zcFB7Yj20bC9z8jlGjo7d0SppKenamioqrNTdUJiR1+iP9e4uXNrdYKdWdsHDYCmzs7ORPAJ09PTk06nM5niRLosN85/sf57C/onV8e2Je3YsWNkZISxGCgwbBGA5q1btw4mxeuBmTNzuVxnZ2dcFLro6UkPDiY7O/ujV2Wa5vbtO6BP8Aq5XK6rq4tUCehHxG3btsmMZgMDA0MjQ5ovPjJS39091Jlkz7N3QOvO7d06NQDA0FBdT89IZ+eIZvmg6B/oG1fVbr8RAViQmRNoWHO5hu7u7s6aAnmDg7W9u8zOzgA+OubQ0HBPzy6/dnflCEAzQ1531vj7tsRJEwVBAxChr6+Pf52hoaGenh71a1rd3VZ2JPYZHnSdb21t1f9socibIIytffAHb1WfP2N4QkZ3md3ZUwVQ17trFz+3+wdqhoYN4VbY11c9MpKMstXu3JnK5WrtGl7b3pQwwK1NZx8cyTZ0dfd2ptgP5KWtTc1VGJEHAIDe3jRA7aF/HPzz4b0Rq5JhyCQAzVu2bq1JYF9/NQHo7JTOkOHh+v4Bs7NzgL8l2wezVvP2HTs6hwuMuGk17dzZV7xVd2fW2DBgzKk3AZq3bduWFG1SOujtTWez6c7OHUNDdQBV23fs6MwW3mLrsAHQtMN5tU8+0XT/Yb2z6rQmPL8PDo809PdnFT1fAmSz2Z07ezpFGzcA9GQNhKYtnZ3M5p3LNW7ZZXV27opOwI6epAH1I1mT+XCy2eyOriGA+k6udRudfYltQw26G0pfpE7u6s4L/au29Xd2CjiNv71fM73GWlI1BAADAwMkiYi4fdt2M51fJYaG67p2juRyNSMQwxLBoxj7IHu7t7f35JNPjnEj/MxnPmP7xoTWrZ5//vlXXXUVfSWTyaRSAhVNf3+/aZoNDQ3hGgqK7io0EtjeLs5Joon6Xkz3Ynu7KtPathQCWK1tbbXcaA70IYDV3t4eQiBMpVLpdLq6OoYkbxWINQNWTWO6PY7IYC6am5v1OcshEwDM1ta2RomfciLRlUgmIs4fIeq7MdOP7e3SJMX6SCQSLS0t7aLEO9uSycampioR/YhoWZbs1ao3VA+REc0XT6XMpqZMxE5Kp62Ghkx7e7HUbO3Qvnha+DPfyaTZ1NTU3l5YdTMZq66OtLfXK55i0J1OZxoaqv16Kp0FAJPp/E078IZ38TOLRcl8CdTW1vGDlU6nGxoa1IM43N3UV1XVGvcMD7rOG0Yws0vsmyCM3X3wwaesc/au1f+y6vsRwKqrq+PndiZjVQEIt8KajVaqL9JW2ziICWezRsMyDHBr09kHUymrqSnNtz9omW0JEn0Nr+tCAKsfU8XYDmwM5ADAbGltq09B5l3LINDeXicrnEyZ6UxVe3ut8K5wHzTRbGpubm8qzATDMOsbGoq36j6/Af59tfWXFQaA2dLa2l4bsqH6LkylsL29PZ22ALC5ubm9pVCVOQgAhVcbtsyWlhZNvoLfBxMpq7ompej5EiCVSjU1NclmWmIYAMzWNpalTCSsXgtimZ+NgEnDMhJJpraRkZFmsx8A2iWTZmsyz+5Gp8EXTVlAsg0Aqqpr2tsb+QJVaStTm9+jqzdW11XVGcRoa21tqc67CyVTZl1DJpHARDKefmNQjH2Q/ar333//devWLV68ODB1Evzyl7+MWENVVVVjo2A8eBiGgYhBt//QIAYCmBGbI8QixGeoCEEAK2EIStm3DMMIcYbQcBD4ydEAtLslvrOVQbuLWGBPD9kTJmk7YuqJRel/jUmlWxMhirdOJBLCW/ZnKHuKEAL65BGLEBJ5HNF+kWiVFAsIJkseQSMgwYTkx0pdzDCAX7WIgYiSpQyJcC4Rpz01SRBcHvNFsdf52DdBGLv7oInWkBVombVNK6KZQ1C2ahGCAVYMEQixEPJ9gmgBNS11FnYE8So0bJoQxwwnxALbla5oo0YMADDtjkeQdrVT2gLJ1y3rrhyahDAzwUThQMeEAdPKWfZbmP1m+L2emhsIgMxbuAumfRHBJNp8Bb8PIlpl34kIIYZ8p7DfFwU0WhbGxFQYmDAsi5vthmEQw4B8HnbBg0gxhnjfAAAgAElEQVTQ5uui06CBvMHZlMxhC9DtJsNJSU9zRAiWhcROeFMMmouxzrMC4amnnnrttdcW7zx9hePnb1njquHU6bpdHMU3uC+rlXACnLNa/TlpAhYs6mn0PYgAVTxr0nzAxGWlbzcQZjZNS2lGNCkOYpnXFX4OTpgKIvgIhk/tqEzhaOxui8tuvgkGgoXBTsiowmUXOWotcj8CPBtTAnoZ7l5rQUkySLlBfWIPKmOKzhAW9YU29hci2Wzqh73DWvR9u4IpHGUmWEWeSJrw3RCFUzEuwhEhoTxDKINZjt7LWeLOMtFzItSJB1EobDnar1GUGY5l9S6++GIAKN55+grHqh4cNmNIma2Dd/vwc38zLxO5aQnx2KZgEU33oBJW3tGOq4/+jvSe367yxGZ84H3rpwcJQiEFiqYTyzBW8lwoO21KBlG65vgOIiHiRL0Vjt18EwwEM6BAqI4kURqE4M9kTwQN0cSjZwS2DeHTW+IJT6+AnWXb5VD98xAGIcaOpljiKKNZC7IW/G69BZGDtXQNQ+Od2eMnG6ARAjdKU2Vf6iG/IsuDygCAaCrGEi3ThSyoDDoKCyHMEmY6QgBEAgA5yXHRnAU5+h1snxmqX/MZLCtj0DXBCoTCDe+55567+uqr42pyLO2pEdc7Nwa0TividSpS+2MZld8zxdssK0QS3jmMa2M4gj4Gcc9a66SpRn3YUHWlxG4YZbQEm6CslVEHUfI5FZD6V3BXHmU04pJGSzhY3PwOwfDEZuvWty11t8SCtb0IbqxRv8JBO9xmmplHYjf5/t9GvHO1dc8xeQ0jAuQs+OWqGATCrKVbQywsX9nhq8sT9kZcxCOEtRCKrNBFgjvQWUlfmVjIKinsT8tJSV8h/JgOWIFww4YNP/zhD9euXctcX7JkSalIGjWILvoHerxClpI9CIRY1oLeLNQmIUTcoCKjQNBPX7Om1sEnZmpZsNtrWruHJLGcOYzJWf+tF61DOkh9Ks4RrT3khERzh07JYKolTAjn8OjOmKLEnk1QH0EthOq0E0VFwWU0uKBSPHfWEbNQc1G3eNry45+HMODOZXPGArNSrG80YmLvSKFGCwu5LiJ2Xc5CfetTlKasEtq4ZCBswjwPUN6fsbmMAiQIUTQhOwMlzHVZPCABkOsaOJdRIN4Ejwj5BB5lH3F9sALhzTffbBjGjTfe+L//+7+pVOrMM89cvXr1LbfccsUVV5SFvhKjxObdQMvlKJpVe6AD/cl2zF9ytx6e2L9N25k5NE3BUGhnQz9mRAKrcIafMvck04o13a8fKl9FF53C9F5ayQwCNxTBQvh6F+7qxmNCP18m7OabYCAE1dkrTGEKKSWWz5eyEAZ/Vn49Im1Zq+DAWVyBkPIz0spDCHD3WmtSDTlqgv8KkLcQctX25eCmt6wv7R3bUReacqT8VM1ocRRylLWHOzSI4D2AGmWtrpCNKISFEGO0ECIkSKHDAWBtL67uhWVKfeZADs7/q1myrbww4hJ7OqMLI4QwAmE+MX1lnBrVBPuhvvnmm8uWLZszZ86JJ57Y1dU1bdq05cuXH3nkkXfddVdZ6KtkRF0aEKwgNexxGQ2Esn+EMbZf9neRI7/8CSmUUZ0ykpnk2Mx+GReKpJkaMuGSZ8UZe6XeemAIuQcdXa0pz3EcDhZCT7GymhWwZxPUh6Xhf0hDMWlKtshV1Go6QknUmwewV5AKNE7kBUK/PcWOFfS3LagZ9y5HSZs0dgzhN56LmiLcBSOTIMWDRXQZ3TGku1JFtBVXhJ+XUsenUBnE7TLqMfZ+7m8mKKelifBODyLA1tImcVQog9wOsU2uFy05P5NMuwUslH4XFQtWIBwaGmprawOAWbNmrV271j4gsHTp0hdffLEM1FU8Io50MAvhKJpWFYkD/lRSq5SNGL0sKg+efaUiKSygosgrdkBFGbIW3LHKCriSSHKH2A4yHB7aiO85GaIx7iOI63ZhCb7iPZugPkwrtl1MrUqPvv25FYQLKlOkD3bHMOwcyVc+YsGOIWk763ahHUAlHOh6fXtgVzbP72q+ddYSV2uinY83HqBX+2BR3HZEgdAeX1POvncNR6qfaajsUPmMAkCRXUaBCyqDAF3DSP+pwEObrMHis3IIMKvBAABL0ldMgGUC5PiZy6oShazT3cOQs2BUGQi5zX78+PFr1qwBgMbGRsMw1q9fDwCmaXZ2dpaBuspGXFuUZjViC+Fo00CUES9tr6wvU5+YoGRX1GvugS9K7wYThIBg7l4/f8t6dYdb3ag8Z7hnE+Tx2b+avPHKQhgyoS8bYPrmt7yA7GaI7+OWty1GfCr4gIUQCGX288jsXl+2oEAB5Zu+sxN+8U5Ug7tN7bCpamhNL77Xh4gBciSMmAgi4uPNE4DISBHo9n8UTwS3SqFUadf/8EbLLRwx7UTZoV6UZRZXDHhaWN1EgnhmCwZhZT/1pPl0Z9H7ERFm1Od/yAq4k25m0/SpDZOZAr1Zx0JYAYOuCXazX7JkyX333ffwww8DwPz58++///7+/v7HH3982rRp5SCvDHjiA/zxSt3VJeJAx3UcXx89IzDjt2UwlJUFfIeV/stUN1g8ckbRGrQHlQB+vmzsx2e2IgYUCMcA9myCPH633hri9o2+HIxYsKY3QD3qoDIxLlqre/BdKsQxw31WFHSdFaNR7jDcCH4C4SObsHs4jIWQT9ln13DP2tgcx5kzhEA5wUaHnUXAd8uONAqVsTUbfqu60I0kRpdRQth+YAyGwqfUBVz8xz+tmOzSRNEWUjQfN+PowyYfyBfIWjF4A73fh7LUF7GDnRbnnHNOe3v7Qw89BAAXXHDByy+/fPLJJ69cufLCCy8sEUXlxpZB/GeX1ghG/7YDPS2cEkHbtxC6hytgQSo+UPlnJSDA8dGA1FfClhMjxtjrlB2a3fnMVvyP160t5DvTmvcLVHkUU4xP5SVxtd2zCfIYMgEB3utD2nRgj29fLsCYKJxiYvcXZbcAR34IarbKWrBlsFjzDr2xCosXhZV+XM0u2zQM5gJwOCO2yyh33X61W9+Oh59Fr9hgUVciuozmK9Tr/ChNlcVCuHME5v3Oo85RuIwqBOwYBUKD6VI3Q4NmDcpy//ai2Rv5qDkCEgJIiPx0vapDdo7AYA5NCyFyvx1yn1m89YcBG2W0qanplltu6evrA4Bx48bdcccdXV1dTU1NiYQgu/SYRCm/WM228ptoOZaSa1ZazWn4wrwxYiUoZRfG21YFykRV0+eRTLWiwPt9lUh2ZaLsHaXY9sJjVHqM7tkEWeSsfBjJg/9f7qVTkhNrnFBSAAAwHEQZr5hOattL0HkoE2buXGX1jEBrWnBLhmETNg8Ucf/1CITKkjGcUkEAgO1DOK1O+nHarPlrXbhvK9FsMH/6jittX39qC27qx0m1UZcD2knPbS4vwBRZIGQaLWoTscNE6KQkCt8DhCCyWkc0jTL0GAQQ4YoXzU/uZcxtJO7XipKJxFxUU5KzYMjEOLYfQ9GW2od2/S7sGgYTY+i3Up5CFDD6iUSisbHR/k0IaW1t3d02Qn0tRUSFdenTTgStpGsYdxY/rF/JUAaX0bJz+kVD8xlfSbZNtH8L33KbPEDCHqhRpGlT6tmIgKNTKNyzCdJwY+UJpaxAxpmiho3x1Ca4ggCwbleczcTB7QVIiR6lLdo2O6A8NWIPxNpdqC+9yA6APf5B3kKyOabIkLxjYYwZO4Sad/5ixLQTpd8UGdGlrbolnZBqREpgIVzTgwaBQRPuWoPbh8JU/j9rVDbnnBVDKCPEvF+rVCAE1QdCRzyK6khYQomQFQjPOOOM3/72tyVqvPJg97smCxN9Jwi0OvhqTTQbDYpRydDxy3qZZBNVBljtSoI63FSOHBZ98mCkTHiFSioKqPyz9BAS4DJ5gbpfX48bAqXpqN18E+ThnhBjNix7rAOdb1FwSDKbHoQdd+FTIeITFnvWabqMxkiJpazK5mX7svD7d4OJADzxbzhZK2LZf5FxGfXkIYynfp0yUZoqV1AZzzdac8mWkbnq8gILIYoPFoYAAhgEBnLwPh2POkjfPrlZWjBnBVCyqIm0Nz5VQCn54xYWyuQwUsdZJZw2rEC4//77v/rqq9HoH/WIKKTpg9Yi+LcVqSmqHr2KhkznFEFM7ZYXtlBRFuWc+Lp9LEePoFEhkweNHBix5rJUEiN8ySkqwSL7ibgYkdz66gFfOHTSUv46Lb2PNI57dvyRIUkUoTQfwp5NkEE+7TggIlz0jwKrGIIXL11AXQm7NhjWdFCk46volagVbcTijpS3/yjrcm8N5HTHC70P0i2C6FY4oNBCCAAA7+wM34JLp4IfQ6rwaIwySrf77FbrgwEpHfkTpKLPJDYWlFrJhZ6i6iEAJ/yPELIMKCGAAEiI7FtRy2nolAGArYOR0ueW5uS8DVYg/PjHP57NZr///e8/++yz69evf59CqUgaTYg4ToEGWvGRBJJgNQvf8Kb1nZd8UoWOIugHNY65XQATgQ4sbiNnFdRjMtz6tnXZ8yYodeeVjLLTPJiD698oVXyuMQrZGDZnGquTGfWz2aYJT0w6PnaSio09myCDHMWo8ZnKw1gIJbdku1MsTlMh7Jn5B5V1Rl/kdEMJBO+EzkHY2F8wwtiVDOTyTLMOPeVewlkwUUbdPnlmawyUFjv5HjhalRKDEaQHc3DbO9ZvlKFfrxZF2o8x7YTh1e3p6CloKCawvVhFJzWvDEUiq0p9hvDutRZQLFCg3Dw8JSWbMmxQmS996Uv2j6effpq59cgjj5SConIjgHAVva0gVcTyNf7pPe2MGhjYW6yiIPyKSrkWu23tHIElf8xt/2RKUEZZw5AZUp9dSpVSJWPAhO++bH51wSgIiVSa8dIxCwS6JS5ftJcpTS/t2QQZ5FyXUYTNlG0hhIVQpVOPdXQZJZr7W5F8XFpVMacds1YrmrpjdWBC7lpjbRnAaw8qHH/dPAA/eNV8oxuPnegTZ9KXHv4RteQcHYiwi0qGSRv0YjxDqL5l8xVXvmT+676JTPBjxZVgIUSA1T24vk9c0p6PG/pZQjEmv1y7KlcgpKt0eVPf41EKtU5WEvA2BJD4pZ2QP7uuN1/GJnvYhFU9OKGG1AvYQB/opwONDlYgFG54zz333NVXX10SesqPUgZ6CTRrY3HJe2TTbi0plMFCGIdUXXZTmy8qlsBwG/C7u7C+itChCNfvwhe24cdnjgLZUgf2ifki1Vz4XeT6i4Q9myCDHCI4rPBADixHwZ+3uQXfMYVPWPLBjXHMQzO1USbezhHY/4+5dZ9g2S3gXg0Rdo5AU5Wgkpe348z6wE2j98fB9+U+MtU3B52HHq1WMEDh0EDwCIRI2b7iEQD83sKdvVevtL62z6gSCLk/1ZQI7+7KwuYBmFAToN0v/8P89F7G0nbPZkNbCF3DNQSRfBT2trhcRvNbpCLthJJaW66mC3zxafM7+yeOmRB438USTht2hdqwYcMPf/jDtWvXMteXLFlSIopGD6L7sZRS+AxaTynt1CVDuSQrga1S76lwBFfIwIWYQp2DUJeCWu+yFPp1aKeOQJV87xXrqPHk03MKnNOqHvjFKqtkAmF5NBdevN8vvj7msWcTZMDMAcvr8RWIWVFMJ3X6isBmal7WAoDYXUb1PhDUTv/bm4Wl92R3nSewI+SC+30oWBQda5i6WDBKYqsHqd+Ff+NJOyFskZMSc1Y+72KYJuJ23rEQ3u/D6fUqMQMRTAve6MYFzQScWaGQc0CiN8la0DmIE2oCiDSvd+E7Pbi0nQzmoJra1pkqaLFQBvomH/OGIhIhPpdRkE9dBBi2pG507hklepaGZOfKeIbw5ptvNgzjxhtvPOqoo5YvX37bbbdddtllzc3NV1xxRalIKj9K1vuyWdubBTcaL1BzKzr0Z+RuyAgWCXZPProJrxH55WvVUDEyngKxUHjB382HN8Z56q8y+61siokg7W4fioHMyux/NfZsggxcnoax7ynMfeqqhBjMxfxZCKuLy+0tEBQLOC9sh+Nlc5bHekY3zTTkGytS6Grr84i3LQUZUcD3lXsxxjyEqrdAAMinNAg3WWM/0b5zBPb/k3/kXASg84cNmgVKtg/BqzvYl+H7074QVBJGgM5BAIAHNniCURUshFSf9+WI70Tap0XlxgmOxicmk1ohQSIPBPjNWkuWwcVyytDlw6GU7B8rEL755pvLli2bM2fOiSee2NXVNW3atOXLlx955JF33XVXqUgqM/S7Pvo4ydQG96y1rniR1Zf6+lXHDqbygRy85RfL6+ktuHkgntZ/v956YVv41xOqh8tgeHF+bB7EN7h4DHukbh6xK1BjgX41//aiSWtzKhP811GMmThKp/eeTVAI16rAyBgh/FyEjyhSh4WYRzKqQiQoi0Uhqy9ZyURWtaHglR147AMscyrkR+0fW+WJAT3J3+Ut8hDuuTGC4c6R6pN4zhDKK6H5hyhtxW4hxCBBidxH+rKFP//eaX37pcJXoX7HoEu6PUADOfjLhsKTtEBI4/Vu/wovXqBKFg+OB/va3qjdTHeXooC6o2gnWES4Y1UYhUBoJVEIsALh0NBQW1sbAMyaNWvt2rV2RKSlS5e++OKLJaKorAi2/EUbJMXWKKQkrikRSOdH482d+KknfbbTH680X+a0TeHw4EZ8rSvm76CUDCq/GZes9Qrhw8OREa8UEW4lFfJemoTdsxZ3aYQU487aRT3S914fru6Js+8cPjhwnRUy/UJjN98EebDuT94Bjmu4i8Er37HKcj1R7co3ywPuh24lShnmloVygVAZoFJmypAxEr3yNQqxcIhRs7P8T9/FIrB5/4zLQsiIysKaaPoDZQtjEJTOXVn4v42qZ3QOLtH3+3PwdCcCtbBnLUENcUkgdj0PbbT66MOfWBA86CXF5FRONOyLvuc27RY39Ick2AMCCCRriYOaWg7NQtBzySD59/rd+jACIYadbCHACoTjx49fs2YNADQ2NhqGsX79egAwTbOzs7NUJI0mxCITalZbgpjITM20Bi7Ag6OdH6w87D5dys+3iO8eZfMOjbIM173r8ea3w3skqXjWipl+pSFkzyYoA2shpC6Gq0F4V3g98DYEAAAX/sPszxX+7B7Ox20OpvkNeD1KYZRbA4J2gs2C0wYK+odi1CyEybWEeapCQJNDJ6aPxRXTl8XKC59xN6HAxn68+BmVFh616UGHAMapcsSC9/thlVeZyMs54ezkNg+5dhdrdmaDykga5ZE0CsSo240IdHS0T27Gv2wQ9LGaZvcrQ4Dmqnz5cFRFD1aiD1YgXLJkyX333ffwww8DwPz58++///7+/v7HH3982rRpJaJo9KCUgjvEx7GFplnr9HzYymOvTfgVlX57KzBPEXUH1OMDOU8Aht4s/Pwtiykc14vuymqFYYixY+MdolGahTDcCPo+EtdsVDZR3G+sBF/wnk2QgSv4uTyl53rwqoLeCgcLYSjnqfaGNy3+uJQvQrymrBLf6xjWUsp80Su78J0epJcR/gcA/Pwt691dbGsIkBBlBVC17lc4lsEVniGk/41av96tJz6w1IUVUITSlbXrW9zCAI7QfJS1rAWvd+FjHyB9XaqV0G3HU34wx4auZYPKOIOo0DEhQlsG7IClJVhGbIHQzjwhTCu/ZRBA3lHCM4ThZqlvSNgYwQqE55xzTnt7+0MPPQQAF1xwwcsvv3zyySevXLnywgsvLBFF5UalqcRcaDqElL25uDjCYgxE5Yytjr7N3c6ZYt960byJkgC7h8OHq/HFcQ/mXtwestvCabbilS0L+198Arlvo3tgY5R2xZ5N8MMP5WhHNXcVEi5HMY6yptSkVRXCkOn5an2VLN3DwZvR1JNqv0DeD020nPvKBvTdX622sk72SCEx6BTbyDnXWQgz6ommKYavOeitAPVzHLZ7Jc6gMoq3AADH9AoAL2zDVwLqF0KcwVO/mj2rr15p/uQ1KQ+A3L9A9ZhwnsSYgx4BBnPIJEJkgsrYMDV6pyHlc7YixMFmaVVOaiahvD2YA9CzEBKS7/acBc9u9afMQo+Taoz6fV+waSeamppuueWWvr4+ABg3btwdd9zR1dXV1NSUSARPuTI6od/1Osqb0C2WnZcK/XaVKVHHEhggZLsk5tYVPdyXhXTcXyrf2rEP5O49Ntmc9ikWV3NRZlRpZuPfO3FGPUys0fWzKgZREeuUKWUjduDL23EgBzWCBGyViz2bYPcw7BxG5lwrcsxWCN5L8UjsH0WgDBMjFrTclTXPT/HhLhSOrPrQrCQv3ghLasgqLv7yPp4yjRWf+JKm8LA04L6t5JFNkLMiWQiLsspRldoyhi2eFc9CSO/d9Oggwh/etWqSZL/WAMe/aTpvfts6bhKZoc4Y4fdqdoGeEdA8QM5rSJlTFfb1zkFc24uzGgq0ofcpTdiV57xiLXJBZeybJgLKO8NejxJUBlRZsViAWBDkFBlxTItdJ2ky7H+JUyEC/G0LHtzhM2HOesL8wRJjr0aHnSgh4ypIq5VIJBobG+3fhJDW1tbdZyO0EcAaEG2gpJuE8s9ILRZ/bsVV/8poEWUUi3tpINyAI1Ylvktt6uc8aT64oej+BSt34KB2+Pa3duLftsRA0Y9eta59PbAhNLxeI0jha1ZaL4W1o4ZoLnbEy6DTte3Kli0XcxTszpsgcinvChIg9S9A3hkkxPDKHonRxIRO9mrNB22VvCrSacS9Xq+YwkJoV/KvL5iPbhJXRl8dyOXDLfJF6e9RuIpbXN5wX5RGBcZUYr/IrizOrCfCDtvn97kN/QFa1jxwTntd5gKubhZV/91rrPf6fMr7WwgDRqF0C1reK0wFO4bhWy+ynZpJBB5HdLSKTLKTqXUFacf916Q6VgZ7ZpZmS3E9W4UCoUJ3A84X4YkyCvkrvnh4o0XnCCnlGcK85tY0zfvuu+8vf/nL5s2bW1paVqxYcfbZZyeTo0qvW3KU2BRWYgknPwsDxj6M0bpdloRRFYtydQZK5tiIxqEF+7m/bsGXtuMR43X5admUHjLRVOgP5QghkIi/tRBtazYXU9X6bBlfsBhvV5nOAjLs2QRt/OIda1e24OM06EbplHiwhzjBLo7eEZ80aIOxEMqWMhuuQMhbs330cRqUKNRSQuVvTt4/q3thUYtgY2aeMB2vs8Inz0j1cskzZ0EmAcTPFCOgMEDZMGC4CysvacCvj0mcK4p/3jWsymDOY5NcerT7wU5mYDpyIyI7Ut983mzPkEsXCQwtLs2FOjV6DAHe68O71lifnC2tE/2qos3yjHlfWJsNvjfqU37kSmqzmFwmCHWpwm+gZ2PCZ4sX5qvgW4w4FYfNvEHSlgkV65VsgtFnCGmaNZcLOqdoGc4Q3nvvvTfddNPy5ct/9rOfnXPOOX/605/uuOOOEpFQciDAyxJ1fgg1ZHgyysQtabYbmmWMkbuNvYt06lvHHbKP1iIq2g3dpT48SpGnFnIJatUNBtJfRuyrKK0r4McUovfPqBX6Pjvrt/7JiGOBDtfiW0NcKOrEHkub4Lv9ZOo9IWfId16y3u/Ld/QzW/HEh3IujyV2GQ3eBPO9DJn5AzkxDu/L2zHnlYg8BHBXbfFJbArwY52jQHh2q3dEULfb/zqqUhPRdvhk5ECmRaHLqImQNBw/N+/9kx8x/7FdoCKhhUwhivHhujx3Q5XYPZg5k/axR8ydouggbimFZ6CNf3vRAmpDcSN2uugdge5h1bvyMq0a9n1Z9nO7QttCqNnDNPFuDSAaO4Y2pNIn6MN+X4t3GRUVVlsIbR9OX9t1LHvEC9vQbk7dFmicIXRrCLRa0tWW8gxhflweeOCBE0444cwzz5w7d+4JJ5zw2c9+1o6xNiYxYsKh90u/MP2uxzgmn2zqhxbbYkQ4XUuZ5Fwt6PTq7N8K9bMB8MoO3MHFJ4iTLVbcKsLaIaxQmJmHJwaCC/aqtwtQTYGA0mSeCL0UDJuwmUsSra4sZ8WstoBY9TijFGNpEzQtGA6rCNk2hAO5guxBi3/2Tz5QoT6YGmxc90/rX55XiTkhtBJdw2xgBuDEGxrv7EQAyMmnbyAC3tyJT3v95ANt6MIM3Xb/IyeEFO56JT37Xfhm3SsfDOCgSATKISRJXiBkfGh3ZXEklJtGLMsCw3G5aSdSRMyXM+Luo5us7UMqOkyRaERzQVsHEagoLMjZcn1ZB/T+9hcIEcCJXyKpEDWlQYadQ9FdoF6fnmUPbEBfaVndqDSojPdf3xcpJDCkih73YM79KMJxrTSe3oK/WmMBAAFim+LFXDoA+OUhHLEgawVOMcxwcSFWv9DId+/mzZvnzp3rXp03b153t2hNGhOIRZCLBXFREUs9WQs8yUPD1lwpfStf1ouNb71gvrBN0FSR7M9lEXX4nUxyDg0hYO6HspiFywgLVQpgIaQcod+DvLmgqGBa6c/B2zujtlw8ysfSJmiillO3ELQChWGRGSV36EWVNz7YW48wvDuNzQO6TfDMunph6RpGkHjCq19QePepzfg/awpfqeLbZPlyLBAjK6yjsMxZ+YTjvIugO2ofe9i0fSD5Z5MO382LtQr3uRLvRK7CMWWIz/LRzPrWQRixWMcWRXkxAQAA8MEAun8yS7E6DA9Po6aFUEGY67ioNM8W7vHaHKTq4Wu28dxW6/0+JMGH2BJaCCVpJ3ih1FMGgHCSJADkLHhkE8Z4wuh3663ntuZJsAONyugBP4Hw+W3Yn/Nc4asSBjdmFR+lYmIMp3msqqpyr9K/dzfod31c1pjQxsCXtqNwQQ9aj42HN+GZjxc4U8U3EK7+0iMcJXGNqXpYAwl7QVVElaPysBHIVsFySMrCL27HLz3tw/mG8z0O8ch/v2n1jPjszfnKNZpT1CELF1EMhFEJSa6/3oWf+WtYMaX4GEubYA59eF8eb3TjaY+aQB2RAsZzCQABapJiGUYTduE/vIuM7Gd/pF2SxABuYxoAACAASURBVA9uC//otPS1J0KDjwy9WQCAt3bqVq6uGZHVgmmSociq5+4F/VnpXRcmesZRSIltHuQJMxESJO8v18u1pVjMhQKb43oaD9x6bn7bemF7PtFi0hALybR49nYP5vxWZoUvCc3N21oDW85hNBRqWZ0XCTR3Rt9S+uKQy7SyLqNcW4xNDwAMQoKOIzpV8RZCemLY/z76AfH9TFyBcKNzxNFe6EzmdSJMONOhFonxVmamb2Eh7Bre6Eaw+00iLHQOwn3vsys1csMRdDEPDelB1TGMoHPlc38zn9hcSfy1g5vfth6RBByTQVFarSKysX3Iv/4Yeyr2TtcVw6I1zHSCQiAJ15DOSMUIu+773rO+9mwwbr4gzUYQCNXoHYG3/cJtxyPha5S5eqX1bh8GimunWTODQPH0NWkQMo7l+gBdXPB3czQGKS07LCCBJsl//tP65SrrH50WwyaaVmFu2D+qDN5gGHiE3trpcVYU8qBCDJmgH7I40LJjC6jbRC6F4SZgOF6fz2dNl7S3kq1CIr3DwPOphU52fsgcEW0LoRsrn6lEmCyOZusZpKLxmK45jqn//zagnWgBEVIGkbmMutg2iOA3KHT5q16xfvoam4De/j1MeSeyLqPKj44XmH2/UV/xxr4jPAsqLKnv7+0JA+NXWNooOscIvRcJEUQtUos97/QgbSF8zYlCzwqEYUkFgMc+QHREfQTIJtL/s+wnsjpdp3ohpCyf9893epDO+Mo/bo/XwxtLJBHujgKhL5jx2TKAQq1kjMLPL1ZZP3yV8jDRrjlebsm79rFVI4IbbEBVSUwkRaxG8Q3HgrvWWBc/4y8g8S12DcPOEXizOwApZWSJXfr7crCVOuqGkmJCRFzMCtoyUSshzHH+LYYT1IssmbuIesi1VHRGx61v75EHw8DUziBn482duKrHE87OZTRdHPXnXM4Cg1Dfo/1vKHUP/ZQrzCgWCrf4o5u0lhPkalN/nrYpTLFrBFLqYfB4kr5tub2kI+qbDiPODFahCYDeLIKIMNpCyK7zAJy7nw+E9ejjRerwBf06tAk0aciCyhR68pmt4pdlyrtldmWxhwrtQ5vRXAvh+33sSOlYCD1X9DYvRSn+OxWU8U5FG8yXLpsn9O+gQWX+8K5ln7d8diubmJ544+SyS4qotv943QJKIHS9u7PxCYQrHsjZDj6WI7XecGgClMOkyBDjQhGwd/0u/CtnbUJumEq2CRYCRl1zzTXXXHMNfW/FihX0n4888kiJiCo+fD8w3cLRBsp9vGcEFMedZTd0NEyKRrlWBPNSSIx6Q6hkBi5G2oZyythf8otXrzTbMuSI8WGO5usgqJ7iv96wtg/h95ZI00JE77RgUUapwhv70T3XiqKZp35ZmmGN/hY664Dv/h0Lck5ExIx30HzbDbTuFW6FfR8ZqxEaxe7YMbMJhlAZ5BDpDcXRfxfYaDtCY4IITgCGAHI7CSq4K6qNoAk/FUsxDTs4ZIyKEl6UEhdjOxNBvmDaMt5WkZ8OAnQNF1IIMlZcIXaJXE/f3IkDucLAaB57U6x7hpwb9sWWQdjQL75Fz8wqQxzkjHd61N+JhP6l9uNueJVdWaxNEqaA/35EXXlum3XSVFVCJnoLExfIf6casiXmKXRJ5e/S4HsvKM590mzPEAR4sxsPaGc3b0IKTKdOjLr+HIIjSSJlTrR3w5gWpXyiSMtZnuz0GJI1BEG+0noEQopRYTUIFgyJpHlebi8N8gLh7bffXtJmy4oQPRz6QF2MENJQPENyeC6wIiXC2InyEUW45YneoV0nUk2qeKdTlP72Fdg9sBA+GEAdlTPtkqRLNtWKDGc+bv7gAGN2Q4Fmuuz1b1iv7PBpLYoUFCOCtqL+TNS12UPxRjcuaRP3W4wo7+eMEkVAMTCWNkEdFzL2EavwLzjTiYkyCgAGgWe3Wh+bZrhXAjWELnvkZTfz/Lr8wbd34g9esabXq3LHs21xHK2C1Hd6AADe2omffNK862gPjy7rSzXr78twC+F7jA0Ant8qruv9PvzNOuvsWQZduPDDKwmgJFrpGY+amSQsm0iEZ/9QHVRGdCuKE9or2z17E70P0hah6gTk0BMLx73FvL5CmmVQsEBSI2L/zjrXefHPZ1XnNvE1varyvhW6UO/gdMxzRnfp/nhggzWzAU6eZhTmCUdG0KAyiPkFZNhkP0YCkCTgatQ39CFQPIbwrV/vsiO8gEHApM5I/+86CwC++7L50wMT6URU9aV93NF0GCmDusW/HfidIbSh2L5QNHb0PC+PQDh16tSSNlupCMzVRW4LQbxX6Uxr1F4v+HYF150bV7xofnf/BID440QqPYuwkgqRBxXfcNCngpZU80moLcYravB5UPs1erNw9UrrX/ZR7dqatSnmlaKCN3fiG93oEQjpncN3vHQ0oz73tZ7S/B5Dw332h69an5ytJQAF3SqufMlcPkme3Tim75Zmwn72Osu8R2+leALqWNoEQ/TSul2CpYnmie1bBoH3+pxWgreFmOfn0HsR8kKUVPTaPgRPbbGm1xvDeqtngbmkKlHADlPZl4U3JYFwA63GyEXRkNIp+lNWJ/qRce1r1oenGI1V+ZLC5dG9IIw6k0XY0Y8A0jOE+jpo+1Ejgsvoq11YRa1YKCLeZkhqk9Cfg0YuDlQI3w37kZzINdZ+3OXg+fCP6vr5u5pRRn3nj9oy+dt1hcOQ7vAxTb+4HZ/fiidPo2rmJjDtLq4DC8G0cN0udg7aQ1adhCGz0Nu+6B6BljSAY1p06b9nnQUA//WGdekiY0otCbEouVSBo0qzR5ZOeyiDzKlBcIhXwhYK393V7JeYnd4dzxAqVlUIMpNiYG6oqoR+3r5wtX2B8MgmvHe9dGH/6WuWye2mAPCg3sHWuGawephC16mDbr/o5+CrC3Sauv4NUQipgHOsQmTsEFDoZV0wYZeVm5/gJgKYCH94Vzo5dXrbTY0dEdHH64/vWtv8Qjfl2wpY8xOb0Y2ZUZoZ9YzElLEHxUagRQYAEGFNL9JijMtXudVYaPtrEca/K+gYK3gsHR2Hfj40hSzEw3SEXsFTCABw2fNWoJjeFsLKrkLECM0nFVFGAeC9PjRlQjMAALyyA+2TgaLsAh5KZJaNERM6Bws6X35VFXLADrcgqDSKy+jbO1kLIU8GOtkIZJ127pPmiHOkNpjLKPUnvbA7Vlw7AaCnRh+B0MutIfqc/QONDcUVqBRl6Ii+vOnJ3aMZli+6y6i9NfMna+whs887MLNR8b45y04MyFrt3BmSc/JDhkNBtMa8ndBwTtJ2DyOfSEz9HdHzlhCp4UdYA3LDVLJ9dHcUCGNEacbJjl3LtyXz31Aja8HHHsk9y/Fq6P3NsxQb+9liQlSOy2gghoDG+shZv92mu0dYFXUxjKiCuRHtccXd9bvYkPHSB7m9R1FGkxi+MCKMmHDuk1I+Uecbue6f1ndfjpoRQX9kFdofHT2IzEHL1w1VVkBIOUaeq0VaCtb1kff7S+JFOmoRrudRxCYCtXABACGFAz8hGkGRyQgdlaj6U7Vno85xIyF56j4xEaoMsaXFvrJuF5vGXcWmA1gAz23F36+3gFP4+hIpLIwA24ekzsAsB4nsx4vekZUxsm73CiNhoNJC2DkouBjlQ81a0mSSJvWaMpclRBix4N71lpsKSGfG2mVyIq0H03V8V1iIimmmKV3L2lUUUH84tEgmlPfAa2NsTgMIXUYDBpWxxaphJwYPXRshkE4Uhi0vy8mrendXIdMgo1ESzuQwSxMlGLtnCO2m/rYFL/w75+1iUy5piY5XTJSrFjPTntuKJhYi2ZYq30QeewRCFvq8dThuZ+97c8J1U1Hbhj7pLV9mN2sV4vOCM+kHc5JNRUlJXDlzxgYCsf4C7oe6G7E53qdXfwhC+Ft2D4vOTgSsRHFXJiyF/gx1Ryr4I9KqSvINCBuxEB7/QNp82b/N6ARsG8IvPJO4d0PSv+huDB21gvApJlgf81EQAgbFwSikFwV4k5GMSeULQJD34tdYBammBfUpnz1OcXxOs7AvFFuwe0vd4YxJgS9reaUaprashUCxwvxJSGGUUbuSPlGUmiguo+hll+lK6IlK5Mfbnths2/G0BCe2ddHeDZTILXAZVdbPV+hvIaT+VSBnqQRRWyBkvlbGhmxRBRISo25Q2d5eT4a5TreHLEFNjJyfjmnABHCUFMwColiyXFz+gulr3kenNkSwAFb1oPsVDJkg81TfPCCoFoFNUHnHKkvI8iGyKp4vPm0Om/DbdflrJT5DuDsKhAp1nVsglnqE6BlBYSYftmYdAjRWim1DuOJBLWc4egsRvpqmDFN2ptOGcKVmLm4eAGHqCJ1hVY++Sn4L3kW8mjYo1vbiT14LqWximtMP6uA+HiDKaECTFLr/CXk1uoz6k/dvSLXjKtivoECEzQPYNaxqTtHWiAUnPsR+7wM5+NVqaw2VsDGYP2GAsqLHJaxnuNYHcvD+wO64bQVC4BWG/+Ewr8x6lTTyMkO4tgrsJkcA+qnD7UcGc/BPjZw96k+ev2UitGYIz+JDqK/bNdD5Pss0p0pM72xh/M0b3rS+8LTp1oDcUzwB0vxpzg9ZugiFDMPfIUop4l+eM69eqRpzRMhRHUS/Wi4/P5E4DfGtI8DmAaT5lgAjKPrTrsRNRxFRMYryQ7OFMnq7gPrDGREJ1Uw8YQvh+jesS58zdww7ugCulRBBZSyEIUocdWuzg8q41/tzhUdAOJTUJdZCKLLlvuFdIh7dhF3ekykCagGgYCHEDf1gOGcILSxkuWBIEp7vYEbNIPCf/7RelodHpl/B5q8YT43SqJhh9xQIQyBoqGtNCBduXzywAV/vQtBmtfV9bGjwcotOW76ct37rPSPxfwbMAt6XxQe9WUHjMdkp+yGiG55bieou9fu0R833+rBzEP7fe/JTdhpthQhkX9h7or2wDnlRCgiLBZ176Cc0+j7u4ta38cENhQv3vSfOeCmzDPM0XPa8+Zm/mltEjgmy2nyv61QV+6JZqm1x1COcshJFZwhp2Hr9HFMmYCsGVzNvteAJc39s7MdTH9VSSqH3t5pOEyGd8EsbEGSJsKhRsGvV6SjfLhXeGqGOQFuFRsUSqb0NyOJS5p0DJc3JWA7ZyuM6cwrJHpB4KtHV3vSW5Z7goKNluskGFCHuwJnS967PU93tJxWAqMdsfPkf5ls7ERzpBSMLhKBvIZQXs2/p5B21C7h6Yd5ldMiEa1+3tg/lVTaeM4T2rAjiMmrPPUuU3QQRCPGEhN0y6POB0LeYM4Ts+UORSKnDKruCsR1lNGsBcc4QWugRqmkIq1WdkRG9JT8NFG7JRcXuKBDGxVXwe0z3MHz8MZ+9it+qffcqZlH43XrLFVDX+NrBUVcgpDddYaWaOrZYute04P2+orN/URoI9GxeW+x0oPqkAf1U0Lb4at/oRlvnFFG6fq3LpwL37uMfoO+0VNUT5FEd6Vqzvhhnmz7np4O+HGwaEFxXfKSykiUQqOJtQvg6mp/Pbg01mywBcmsOz48mSCSXUYQ8I+iV1tBuWjO/diAVD71CyJ7LWfDPbkxIgiiq12HZRc2cBMw1lYXQKcDfzFLZzBh2QmDwtEUIv81F6DIKQSyEaFsI5UFl7DOZWwalGX0thO1DBfPRCOVblbOgLmUHGgGQyCqI+TiWd67Ov4fQtuyzrzmTfMsAKxUIXUZVUo2Xg0IdgdCP6crPCo1KbNCKA08Nzp8DOUwZZHIt2TGEnYPw/Ves/12XvxloTcnrkS3B4JqIBiF5C6GtK2GWHe6FbQpsAhgLIaOfkhHju2bkTXPOx+vE0MpfFIZ+AZlA6P1TnXaCqcT+aTqX9riMlgJMJ+8Yht87UTcl67vWsIxY8NQWXZHenvTu18I30DMCp3vFy//biLa6xf1sdmhovIJaCN3KmcWIrmbYhDtXi+uNy0IYuQatOsKbdKgHX+9C5lyoWqUXWtK7Z6315GYBN+y7pcUo+vpW9YtV1tNbcMAk6HAndPu3v2OZ3PInq19LstLbU/3r0SpV9EpQNHWFn7AOfykrrO52Bre+HZuaco8gVxqg9lTsy8JATuCO6OrL6SEjxGMhdNsKBF4gdDFsine0ELMm0KJnAfSMQJKogspAwNlrcmFdhBB+mArJE0VkjFgFWYUeMn5A3XrcRfh36zxft1tenHZCIrTLyE4ZKm7YTv7+6adyT20W9xPDLtOE5hBm1ZMdw3mBU+bNeM9aC6k9V8vLyWF7fN1wrICbI3/XlzdTzAcaQldnYbsouggegRBqkvDRaWTnCGwdxHW9uH0oX5gESTthlxwy86PmPvjjldZPX7OSXguhe/fv28WHw+l2T5leSILam4W+LMpKulBb/m38ZYMFAKaVD7aMjuRpB7DlZ45iRrni69xGLSGa/6Zk2UGKjd1RIOR7eGM/XvVKPlWLTKMmrirUaNEPPb1FUIW9nY9Y8NfNngXja8+am/qRXuV1gtJqcpPMqiHYF6m2+nPi03e+xJQXgcYr88usIsQ5XdMPX7We+EC8rfIN8ruIAsx+8HQnMs7xJv5/9t48zJLkqg/9Rd57a1+6ep2SRgsIIYGebBBCSJZ5Fpv4jM339L73HjaYBxbIBpnNAj4bG0mA2S3AIMQikAU8kEAz2kYjaTQzGs1o9tHsS8909/RaXV239rp193szM877IzIjTyyZN6umR4ZWn6+/6ryZESdO7OfEOXEO/vaMjc8wxypTSultMvenmfiGJfzHx2a8eH7y3rh4FyygRRW6PcCbb4oAXOzQWm807aVaYOT2PwrL5y/tQW1laC1KCLTeW1t5XKOXo6XCsooZ0F2fr4gy8DyJf1elypFQvol2hnTNh8JLqWsE22SU/VVQCWwPEHvVELouKyiVnUKJjV4uOu/YHl0il47yxj8BQDXwh53QsKcQfLvDDJN6KuO8eqTS1RUy/9UX4hONbPGRsFlwBfrIUqXUi7BXAs+M5azSgQKnMi7ZKrSASwzD5inFQhv7ejCSmShYANpOvliy+rZF8fqjCSavxol7C9fgMusj3eRa4DX9MLLkZLRw5vmeBdAYohMRnLp7ZzrSvlDqO4V2kPpo3ZOG0LoFp6EdUj9GReDoZPZVJT61iw+cHXNJBQwNIY82OYjtge0dilRCsvrUhaSVKD2q0NdTvQKhglXfeqVKn6jipbOAqdL027yYpILdKrwaduJ/AexPheJnvPa0O+6RcbcylhnlVpri5NZcokIK804K//5wa8+RkpESQrbfO+J0ARmXV18XSbzr4dhNUEBPATZ/mj2Sy9PfUaf3HfeLynlvipk2AKHE49sE4HeflMkBcB7DwRbTkZV4jqMlZEGQLvvA85/plMg4Mkvxp31w/Ffh7w8QsNnHyd0R/dcKsdVP0ttx1cwd4bLcIayKooDLpVakcgXtwZcVACUQejWEOaxtQfWJ0A5H7Avel2qiFziVkUA7pA4zwzu+Q+3IUCl4d22r1/T2bZlBjlyN9+RUZqJSZLycHASMismx3CH9Uz2pO12cz/abjLKHYkn7VQvia+cFAAFY7ijVj9su2f5fyPEyWiCVKZBpRo3BdVViVyHZUHIRj1yi33dcfv5S9lk/5c0OdS1TndpEadwIlXZPTmXIeVCgjpMqAf7liwKYk+h4A/Wef7jwCnKvVC5zmzfLRu5iStOoxlhI2fVUkRgOZPlP7tJfpF5DN31OZVRHBz4R2ksFdypjHYJ8meGqQPicYH+9VpZZJzulK0tcxmFjyYEuZu1tWaXJdVN2OWjaH6tRQEaZzXhP5Xo74vFt+tE7Y1W6Ee3DTLlXmbDMIXcBbQUvyxddBi606UsbpMsiQjeC6zCz0LjF+FgsHI48TR9ZXD4Ze+ygyycEeqn1eoDws6f7omMtXy2j4OPn5ZfMyLxfWPHE6uWUuD/310p5k/QqFIBuolDiFx8a4cgR+jjDGYdul/E7hFZZpQgjw1SMYyjeCvdckI+NzmNSAUxU8OoF4eWSH0xv7O+JAKVk4PNxT/aKnk9pgrWeMWGJjFu1u0bkW3IXFkmosGCSQ99GLpAEAbc8olNxYHoH0998WxU5n8A0mXnONtVrHUdHp9oe4FyLgpTUMjByjCk8YxUo8cnDfZnp6137+OD+dSreoFtD+9tw1JgoOeRiwmafXvhhz13MbDCY22WeBk9rywFcaBEB/XQQ7M2pDOMnAVzq4HyLkPKNFWHI87wZaj6hhA+6Cle45ZXuEDOScFXEI5t01yoNYzy2nQywwNEQnm3iutTQ2otWmnUsOhNhRbsYUHgW8HzAV6JA6E7aPA4GwHoP967toUtGJs0dweR/9mbR6+9mvxRt++HDRgmfeTFVrxh2bU/8q5rArWFyHk/ACedgXvdaAV9SQMzI531DMZLyRdy1Sn943F4o92oEvyc1V5m7AWVvk+a8jwnNsCgBx/DlHPwFXKP90nlrvfiJe0d4oL15mR7bMjJ95qK8y2fu/rxCnpRyFSzQzB+BPn6uSCBUoHUX1tJksdECGAuwOzRK2VtsN32HMGePG7EW7aWskRH5OFrl9tB7F+uPn5Y6WUkgIHIas8BVjAJRaCFm2DtwbkExrOnPnYF5XuZDFQjsDJIvlvWBxqzY7rUe+L0JoiK7WZcLf+OxhBnOq1EeQwz2PhMIzQEpGLftKq+8P0f24HhgC2m31z3yIYCWqQHuRvhifQT6jVQPr2G0hnAU2bpB1nrYHnjSjRSZrAQSEKmt73uelJKyO8bPxWT0YodONYFUU10RRlwTYnaV1cAQJhvDDInKwjWErjI8b1ss6WV0qY2lNsWE8y3SA4wcVaTuev2+E2XKdvUuEBDA64+K2igJ9kSDrARXNYTPO7z8uqjA+WHe9BhKaoaX2WjKPZJx0eeV+HtPyrVeduyX555rP1Q5fy2w9qrnb8ge3yFvuM/nDp52vhyoCmS8J7bJ2pipNGPBU51tEZwdsThL8cvLDha/cqZTOddK3pCTLO9n+YLKYyijVi1I88Q2venTewu68csPyzwv1SPB7WKr6M0+fuD22H2v4HeeKJqXRYzFKJ6jzPvjO8T9Qzz3gVfAGV+FAsgGD9kT0Jsy89tBnvd3Msl/sprFYVNw1yqdGmWVyoHzcxt9fM11Eeftbl72oLKYv5IDYLnDMJiLsItfpPJYwR6h5vSFNqk5VmChsNGnjT6Ro2UqgIrA1x0QVnd4SXXBcCRjGVk4D8p9opbq80Az6NaCIr13CPNpK5AiZDo4i8ON6FuOZL4P2B3CYmtGvecWrMqK+z86KbSQprJYPnUtnPrleo8e2aJiqYPvIlsD9OMSTmUKxy3SfowJ6znX6S1N3cipo9JPVgWA5hBbfeql0UH2bTL60tlkFLz3uHx8i6C0ZyyxpEzvx99v9PDy60KLbNMbjU2RtxVKaQgJMC2ovXcIH1indz4U667XaN9+d/y3Z4yQHoGAEHjxjKiMErN+PA0i+uEzUlksW5POW6kPnQsKnFzsD76CBEINe2Inirkrz+axF+zuwr3cIX5a4MIHTkpttVymqD1JDnCWD+8bBSNjRu0b3vOE9LIFlx2KSS2mwMprtYb+9eCGLWvQ3mPLEHCiQQXBMAtkJPIl2GvpYHuq+mvxE+6+9Uyz8myTsMfpBt+k8IxJ9kAYoScvScBzHHCc877+nMwL8xWlFyBH8ujeN1/aoF9/LFaqOa/e7x6fOYPbbi7xxS/JyevNMohHHFGVbOROhOJl8CoUg56z1rUlT0rFKKfz11r21eK1mh7PCYGJiucokHNRf3lKruVHvCRKA1KrjDEpk3JNoVbHudXZE9Be3GtTGiDB6/HLEkS/+ZPRWo8+t0y/+2RuAZt9bPTwPrMuBTcDBfBNh8XCeKGGMAcJOSZtnPX3rhIVn4NHDkIgEHjDUTFVxZ88I3nifv4EJ8Lb7oo/ZmqkA+fKqO3OhCAJX3t95MaEUBzWZj+5M6nHiVLi6YATecSYqADg+I7tD1ylFCLB9paXiKHM0gNop+Yh9vVac76s9/Ho5ohtlm8K/+2R+IltCoszmMR7QWkdJaEZIqaEWjOvP3fepqDOC157WAA40aBbLpF2KgOg6Vi9Atgdwr0+wFeSWmoU8KkL8mwLYOaUep0xNISaGIAIJ3fpOz8bIe3xihpRjBvRBely7d2qxBqiOocvZdrgUxLp1xt9PLpFvHa6iCx4ICXZAyEq5vgsPs72HMzl0/2fHq60ov2EFyqAryCBkMzOMz45i+k+i3jO0/uGC/Q+345o5Xo+eCUy1wi9+G6k3LZxh5CMCZAh2S9lrTA3VO7+YB+EtEI/O5KH3+iRdDE606RnGsbZoUchXNowXOe9bYXef0JSzhX8lW4WrJkIXZ9Cq4DJKEkDB6/gAXiq5uVgRuL3YM4eSL9R/+5fL0LBx20R/pwE5TuLI2mHmP0rj3dO5SJ13wvOcod0y+9jhJ/atelkZOwZ3/OxCil4eod+6Iu5h5/PX7lXDFiLz2hmKE3m1Sfw7D/36oobwo4v3e89LrUXEAuGEn/5rOReRkOZ6+3QrU4Zro5DZNa9TF7vZTYLgyREEhfaxG+Je3OdbhrmIQXqo4Pj+MVvCJSD+wKE8HUokSHHWluPl3MdGRgNQEXgHx8SYwFuWWYCIaHp40E1Vc0hBuYW6l4ZfSQ1PpdMzVLvkuuFVX0dxImDVv35r54lpKrmgjiELlx3Vub1mkiptbzv6HNYzz7Ofm4P0I5snbAFj2ySxqM6eiTPM7JOg5g4tv/8oL1sFksgeSW+7kgmxmunMoHw+1B5fJt+yvE5/0C6KevxRsBKN4kvXQ1yTUbVw+eW6UI7ac9IGtHtvfEqUNhWVNpklBvxJmEPlefebFQkQ9Far8h0DTpdxbu/saK8cI0U2jQSb4SVPJCO+/HnDle+QHjvGl1K96ftAXaH+xFa8nJ4j9/2hFNjOM9WQ83pcvxxOivcsXgZwcK57zmOdAAAIABJREFUO2SOm53yCkISfedno0dyNFq/8Zi07iMB+Bc3R/exFcRqnOcC152V51q23aYXmkP69cdiXW55/SHnVNZ6uGTyQ9aWTM6bkaD2+G6EjX6poXjrJcr75M9bioo9AI82a+2R/Pl8i/ZhWmkdCuYJyRkZpQge/caCtR5uuJBLfYH/+ueil+bZvUfgVIj/T5/Zm4lJMTZvek7YvseVxe9ehb2C7oiRC6n6ohWJekA/vWPwPQoUf+Mu+/wAivL7PZI406T5Mbx4JrGNDGXim3FPnVwysashzGuHXiyUjsi7kljLtQQiQpyG/is+SVHfvrSeuxDpl/9sMRBlNLq+N1xDSKOmT0x2aG8XRHoDquKEnivweKyuMlo8qhtlRDu9JEC1tyT0otEtr8ZzvYsPnJSAEXZCQBS54iwR+1ewoHMctMLQ0/IMbSccIQ0CWGEXYdQkKnkIXjAelNGgpvmGC3ZSl/0oRq68a/IRknkZzYlDOIg9FPa05S2LaamvAo0Ftsmo/qmG3B88FT+4QdJ0SKf6iJsY5IUHdF+O3EdSk9EsHfcyaqnsNEK+HfOTsqkqfupVQSBw7bRJia9ojSTPdD9v6YjpqoZwj/A7T8oHUnX2bzwu//yk3yLF6ubs016W5jKQx2PdvUbqYDUP7UCSXlC8vKC/OGfUlk0JEHDfuhHgyIKC44lnm3b8Yg13r8m6E37HSrtXLnC157FVUzg+eEpqxcheYWRzaShwYOBWbX9HEica9PHzdifsT+rYU7n74NX43kPAxbZxDUnDaz5pX+vdkzpOk1ecZa8aSG8WF8eZJv3242ZEjRIF5SUpKP1J7q6WffKyhnnbYXHpbqFlPpVsWK2v3tOYPNmgZ3Nupnk9f1wFDhaHMbK1YsfL6B2pLw0LAp9AaLlNL/BoD+CNx8RMNSHpr09LabJWOSc7pWphAY8E40Wo4a615A5hceQAAt5/Qu4MEEpIFB3PW4Uqdxoq+SCGaxsJYH4sU3PlcY3ams7dfcj8ifxGW+nQtdMCwLHJIsqV249KYO9lBe1z6yUZSztB4kOIvf78JcNJj+KkvS1v7afq72NbpNx1Jl5G80xGC3/mgRYIM46fYZio4GvmhP7JW+MPjsuRO1EvxoE0hp7uo2JfDCMPspVAqJH0Ha5rr7NGpR8LcGQiK2LLpxjU0I89k0zPDqJMGajPf2tBZjL62Yv0yQuywjSEJxsUUxLU3r3Wm2fw/K6HpX7jcsgjRW+V43Gmq9BubK0DFzgjE2ZXyvTM5Y3HxP/xkiIhy6ranuLRE0R5q/iScOULhC5cLJS79gQFS1j57OpvOzQcRhvJCCh9FqLg3jX6VL76Aj46z7QMzO52UkbJphNc6uwhTnceSSPho+fkbz0uAfzY3fHNyyZ3XgKzu2eUyZWX1/jJfq92bT4+j3F3Ya2HT15IdpqSvB18vaYf2iH+qLRZbMki9Js83uupHfqb00VumkuWosekpSTcE5J9JFNFnGniQpte+8norGm/BDZfLosFh4UjN77Lc8BcMu+zu9SPAcYecVQlkRhuZsrlIUIzNMyEdKFXoQxkM4X9LEgpzZ/Z+5Q5VqAClPFBrri4HndEmd/LqpRakEk+T26XWtaU+dmeTovIccFdkF3dmxLC71GcS9fq2DGSiGWpO4ocnarpcoe+95asvRRyrewqsG8nYKoy+g4hmYH71nq0PTAoIeC7XigAzI1ld7EsMDSEZoKCm5BPbBO3jCBApPocDfetZ5fhdeI4Zwy4Lo5UJ6qWN5zKjDIZzaqfkyy9n+a4A0h7hAjHJsWPviLQ7/ka2IuyxHnQjfDy+dRvUPqyQEl4sZMtv3mgBEAtaPUdExDrNNBtBwv3PWskgPEKvvWaIMVJatjnSQuh9FCoZwcxk1FN51iQKSE3+rTZz3ozAM60KJLoRv6zv6p5+VDDF1YygdACPinyQPX7Zy5myb7pcBKakgulSTM6HDKxnTomUtX5uVcHrz9qHFkUn0+5GsICIGC5d5kluCtfILR4RyIU3AVX0A6pl6qbCjZUzeNm+MttWB5mmoDS3GQZVuzhTfrgKVrZi6/OpTad3PXLEmm5jLHLp20kEKHhu5q8VzwA1nupeE+52/OIfWK/PKZfQ+jDpuxjLdWrfi4qAjjXIiXxknNG5SYuwKO/7g7pNx4rq2bkX12a3/SZqPgWjYKCO4TF6qxcelhKa1d+LjCy3AttutRBM8z0IUVtnr8W8Pe//5S0lpGRyskRreddXvLpTBP4kzzTIJfDKA/PUY/nTugfuTMGMJSX2U7myoPju0nQ55EXaPnWw8V+vfHxrK7J6MvmxLccFdzfFQES+OEvxq4ezBupSJqslUvpmSY9bXoYKjmsBqaYWgB6jRqpp1Lse0SIKTUmLOTwkp9sCSVTBuApA5GF5vPgpJzw604oCB4P5q5VO16o/jHu4/70VyUQBkKQ+bXoliMhlranzWqAgJHdCdGJsvRUOEqt00zdgMoXi3YCCW/YCc74lViLUpNRwffZTy/Rfesy8YmStgnHef86ndcOwGlEGKQnt2kqicuIZ9IhXXCs8H23xWpmFeBU2fXNN9csq6BZvG+uOytVU+h4gP042yC8lHhrnQmElDSaJNIjf2FcBKnaMGLivfLMSYSIsD1IR0iKXQvt3tpZPW7V8bx5Q3VrYDvGc/vh0IRAqjS2TUadQomZjA5ijFf8m1Qx88YFwr84JT90ukgmkPlM777hyhcIwc4SChwu8Q+fW6b7c2Iuc9A309yy9gf8mLZ4cRyprCPghgt789VJhF7q7cLguU0C8mYg8pO5cHdhaMcyFVTw1E7WBaXOa/fSOyNPHL0ynvvGOn2nfJOqSx3iB1S6FGJ4ilvGpeQygoW5OWQuuX0EGHzecyPr5ddFOhqVS1XJs2EAocT33OyL3ltOfisuy0xZqsLLHVp1Tm2KVxVyHspDSeJL4n+Ofarhlkv0sRKx8pByUZ3LF2vnSoUPnauoh5ILqVbTZYuVyYJrqAQ42yTt5GMswDceElaoOiI80yBXwauQJ7f1gNUeWiHFNGJaNcNEtNvfcNsZ4qEcvyAZzSlVMWGp7cifbJ1Xu4wyGS0TeIk3oxZ7XAu7TKrJ7y8lkLg9QlaQNMJ9pkJV+R3hTKdivscrmKwiDxKTUSbLnWvRpY6/CTVVrpvWl8zgpTMZcyyBUCYbh3LhQ/m1drcSlVjJPyOjfhegcoF7ENHJlju02cfhieRnwC7XKWIGMRpDPLubiDrFI2IoMZ02+KU0JkoB3xLJrIkK0gCZI58CP39eJBfalOeju8oEQgUF1rkuCpc34GeLRyYy2UOHqgdzLRNJdCLyev1NjZAN5DD99Ny+Ivn641L4m4/Ff3Yi9yiWnzVMVCynMgZCPq20Z8R+nARytGBslLzFSzndpHOt7Oetl2w/81R4OrM/uPIFQg+nfpkacf/KJYbBWNkp+8uT9ZxZ7k6GkWXtFVwWuSSqUlQVsrzlYZBdXKa8ALsFVHl2oHL8k4IntukffzzyZixoOu/qqeCZBn7/KVsjk/FqJcg62/S8tM9KWfneZv/UBcnl0rxiC8ghhtzuCLfrC/Ck3xpD+lJ6RsMxyMIuU5/UhVWVICbcdqlU9xaQrWvXGMLSkZafI3n7NF8cvBkLKCwQawvwlExcfrUpHvzNEJaO+vEt+otTHnvvPU3Gq8BBKQq0NwhrqFzsUGiya7HJmgP+jMqga6OP/+/Z7MM1k4J7YtDrm6sP1I4HlRLgx+6Ob1shzgMFPq8VlrQzEt5/QjbY5Yt7Vunf3ZUbt1MXoeMQDmK0rJg6rHTVbspkdKRHUJjNqFfyPA2hEPm6sjRSordMixLrxEQx4jddlIpJ1cjnx/C6I8JCSCklrlOZpTbWeiDkSmAEuHcIb3xz9dUHBW9DADvDJL1elpFTays4AU8vmAjh0RCaz8VnYUILhMJgypPWgFCrayAyoUgfW4cSX/fRaK1HBTu7Akl42ZywFskCt2pRifU8MRlNWUR30hVzcb/2qPzYebsQVUWtIdR2m3m+iLyGnXwKqIzcy0NF3yE0NYQCJCAIiAiDODMSBjBX82kInX1Zma83hoZsTA6FbmfxSTRRzUiarApJzkmZ61QG+KWH49tWCMAgTyCsON1hIuEaQuvTx87Ju01HDM/HXfqvOIEwe5+zzVgrspepLUCeV9wvPxLfuCS/77a4MchJYY7IgUQ31dcpnygju/5cKyOzjDjkAo2qb/EnF9u+oSDvn52Q16f6BJ6s4KStmObff0p6T6CL13drWS82pHF/7qFHALAFzqLK4jzaBUGizPTuJw0PbWZnUa77HwUrXfJGnHNrt9dDLN+cIj4syamLm+XXH5PN9IDwYTM8VJkFYSRJCk406FceMR0kMGx5TW3tYR88RcWl59FZviLelLdcIm4zs4/ZOjKLN0E7JOsWK8EfvfB6R204su5XQYHisf74aem9ofcdn421i/+8U0j1ZqVrW8FcOy0EcL6dva0FxtqrLCDIsWMEoOPXC3PyFi8R7qZWPFn+++Nyiyk9ujGzUczJIpWGUCTcuUU5X+SV5Kyco/KbbyoKXHEV9HfXrk/kSDUZhjRWnteVgH55bNIj/KjIe2eaCZNKKcd/ZEJM+thWBUEqFlrL7CM7njyKgE6IBzY8ZlNWdwNoDAjpYqjpd+s+iFNrQ+Ad98cfOasuiSUJediJkVByxbC8jKq6aJ8oFYFvPqydyiQV3ehnlsbFI1ky/666lYb5ecJUui4Y8GrqaW2Yy7QUV1xS7rjllz/zGEv9sohTSr/1uEDIdK2KgICJ94qwU7vgkpi2tq3keBlVj/euGTuy/mQ3i2OoxX/pi6kAvvUaISm7M5zHe3B6pOnIVx8i5GkIsxVGPzh3YdSao+FPn5HKTuHywpUvEO4PHtqk23JM1Fy4Z41++ZERV23OtbDVx52rcig9TLMCvZQT4bqz8mfuyyLLWem9y8SrPhZZQWO9RSjoR/ZtZq/A4E4kTpIXJNnG2Z7s6cPxHXrv8YSOUOIT5z2SHoDvvz3Wk+HULl1oe+jhs2WpTYPSd5/e/XDcNTmGPOtEq0SX+/eum+pxa5D9LNAOedQ+ABHOt6iM94W8oWIlcKEd4qaLnm/rfX+OP35antq1P3l/egZhPlu/V0bfJe43H5fveUL+3pNxy3dPtWDrKmi0fRNzWSAPbYF3h/UePunzKcWz/PwD8RJj69d74D9ttIVvfv8puZofi9zN4naCd+Q0nWXk+WngKxAUIz2Q+XPQSp/uO5ZllNoEdWIhcHQSL54xmHBbIEzTu4ymQq60LHyt01ajXhXEPk6ULEbKjaVuzSmtIfSWmJ3fp5hV+ESujXntJyOvU1ze/pljSVN+1pC5uPThESy9tVhpgrUPTLAWVvJwP85s7bQ2zDUCTEQgn1MZ9X8r9HSSDvnYDo3bVi7+hGNmz3kDhoCVbqYhfHaXGkND1aNrAZ9Tmby9KW85VaRWWBfozUKkRAbMkFJ/3dbCLTyaKA4xZe2pUw3zGZUo5RWP+9zSapwwrTEtJWGebkOPTNerjaUhJPO9Cy7fYhZEqm256ykuEKrBUxUCbJATsNwh3guBEEnYibw4hE5TFFBIzgjhs577K/rGQ0KJZyd3s8WQ2AMvXdsbe9uqFoxgEjINoUleP0YnMibISG9D+4MrXyC0tH/+Ew6nZe9Zo08vlRW/13v0+FZSVnEP8Y8XU/bL1RcXg2dw731YvP+EvHcz93jQy0a4Lz37FmGtR1/30bCkvuViBzddTHxD9SJY0ah/IY2yev1Zb8RgPw0A7l6jZjhaOoK5m2q4Z210VxSsJt6CbmTDyf16/Tn51jv9IWV1xS/k8+vFwNe+PBRrvSy2LB9gJU/lwQ593dILfnqoZSm8iYtX9l5EvRjdKJcDyF0B8ugppM27K+RR7sfvkFdy3fGKVerV2dQXkbeIPNirO1P9/oOn5FqvbI2V1FFwZvQ3p+UvPTzCxu8qFEMkSf1Nxmf+FFCPFmuu3+/47Fm++UiqJCEI4REIFf/kWq9ldwiF4vOS0izjLjvXHueUVeVIFnlqsYrw/tS/9CBXTmWkmaWgFnwnIrLDNoLdWeIXxS0MSbsBAL7/C3FmQs8UC16vM8k1s5iUzkfXThV6tgXrMpWC1KmMUcc80DEGvF55hCNV6gMIvn4+Y17d7EVYapMScQkYSFtaNryMFvYvJT5C81P4TEaRHWEkSKyAB6pSKnJSmeNaSZm5Iz8NyQNtMlpg+MPhZXMCbJQC+GJ9hEMm6bvRqkBr5JhI5i/X61SG74kqX98nEOqj/IPjSRGCveeY9eECj2zpcnfeLdg9CHYZP0MgREIM2NB6yoz/5C2ueKutpHXoRfj0UsYvufyDNNXmf/CU/MhZ6a4be4zSNRquWIHwfU9LHb/LanT4flovraWKJz7TpN97soi594KhUAIAI8iEl8JcLxo5G6RbBEYN0JHI9zHc8raNejezGfhinZ50HFQSKCbcXie91HJDMp6647grKAae94ltWk+1GaoUdw8rU2sy46F7FkQyUsI3ujS0QrjORTRmlXxQeCZUfD5akNJLjwb3DMVdggFs9vH+E34JxF249wF5HeTln4iQpx+mAvGGfejlxLR0Kbl9RXqZZmIIn2nQjzBp39moRrcNL33kWQWZpfvTmBcO9UQozlLwqaTJtHpe7+GV14feBACaQ6zn6Bsv8+535YKSAeIcYzx3eOh5ZK2NoXklTLEzszUju+V3VClzyOe1T+ey2O5YJqPRy464VmHFw8A6lr3IAiAVrHKCcZx5GsLlTvI8jBGTYbIhCe6OpvOqqaZXwjydjMjXEB5vkL7lCGC5Q3yNsmQ8zZuqB23aWg2Ees9v3y216cNn/AJhIBA4vIS3DYelHbomihT119x6XDk8lND3HpXJHF/ALSPDkaCiL+aRlwWmZwRQ+kk91wLTyyiAtHkljVgGVUruk0ZBQRY5CiHMifzDLw9qAZ5uZG/+4Li8PWUjvRsN+ZZ91RQ//PJAp1HgveKLnF2V71mq0j0m0FRENtnVcdLhCYANYEqrr6ezTm/YsjqLgxc4heu9JBKSdw1UoMyzZ2sAUA2SCXu2ZZcI1qrpwCZe5QSbpjyN6rk5oLffY8ee4TR4dVeeI7bLvSNesQLh5y7KpQ7gTIMCjlAncHNxON3E/zxpBDzxssh+tIV7m7UZWHaM7r5YHkqKhbYYTJ68IzFpbsNK+YN3RPelTgWeaVDSOyZX2o/wL2+OAPzqozEv2kJ10jHOsbrVI/OkD7/8iLxnzZhYscMZezHkIQSvso9gq+v9S2qBKaNbl0LaivEUs/VebGUklvUe8TbkI5aP23/7xdh7B6YkWFNGP/yPp/ag0c2VqNnz6Sa5Pej92Rhm5lJ5a0tjmIQeubyQ1195n5A/NhS4JlvlCeBXr8s0dUGTlifgKuSBarqzLf9S7B4d6p6yXFxEvkXjGw4ZPLgtEAIrXSCffRHAWIAhi13GExZzlmXASjaIIWlEUFyCECyiQMEdwhQnSTLkOkmGAsTbvPqldeUS/A6hr78AnG+RQKYhVGne+VD82YvE5RCvoixKmVTLZFQw3ZdFuWAawjLt79aIg3mHkGB6kXEPTDme8fTe4zC22V/VY1qWdo8FjZ+jRMdEQ2gtZbxlyBZFrEUvb/3XoDSEebuYCxph0a7Nnr/+AMZNtyWhpOJVXQ9j7qlFPb76IDM/JiAVkFzwO5VxGJ6NNLq9AMYqIhCJfK4Gz1RVwAzsoTWEt9cJqZAGYG5MzI8laA1XojlzB2YDPrVDv/JITI4lDh/DgcBEFd94SAAYS6W4iOGnHJZPn6x5PbLq8ZPH7+klRatGOeWuDcJl3yKvWIHQC3nNV8COuzAwVex5HbM1wAdOSgDHd6gfw81SQN7IxWI0c19YkBf5yIlU8jCmfIkWlLaU2zOLUEwGv/NgPewbZ3FbFXDMbqeQD1ueeJl3Cmg9/9LDsQrBXNzpBZVyU5KpMvWWXsb0ZWTbu1PJujagqeApm0P83RmZt2d758LHzsm8EF4o7ET3peazifwDmD/s9QimgLaCUlwo40Y/Dwok8j98uuTMToB8XWw9X/aN8IqETy/J0QwlAUyJdJ92yQBAGZ2yvIqfmR8zMFQC81IcMJREPmcVOtV4BU9uk54UyjUl5dwhzDOdKKgRH0La9YJenX7v9fZdCcmkI+QPZs2l9WN89qIRcE9SkbvIhLD0L7ElS71UvG4Wh9AhIJKZKZ1GcrqJjT4RI5j75OR51ct/dFD8bwuZEOVqqzgopzLuHUJv4lBiLpUWRjpW4Wk4Tm9GLRCGaS0UPV89K/7kjQFK+ONB2lxcfWp8Za8CgcaQdIRJSl+q52rAvIymqGJWo2JOUsJjMlo8uPMmhRcmqqIi7AXTFghNJodS+sfz3Qvpmr5wKiOlH7NoLoVMTjtMqtBOhbdagGsms3ope+NXHgC4hpAgCRFBEhSvotN/z4uE1l6uMVsSa3xaGyJvcOnbZ7lAKIDveEFS3ljaMuowO+/ov2AMa6gGONFAM7Rz6Z9ahyp9rRo568I+ONViuGIFQtXfrRBPbPsTvON+v1WZtYO6G+qgcN3XCdd79F8fjHcG+H9ui70RC13wmmIXl1IMXoP+MpitPdVIUIjRnWZ5Gd2fvNA8o508tAQ8spmbSH/4zcfk7SvS6tzYsfwkZ6Lmoc2b2BaF1vs8tP7sDracvORN45UuHtsGDxvt9pph43T5Fp0yGiQegaD8rkk6TrR+aT6s9+hdD/tdFuURc9MyPb5NROhFpRrBmjL82XWBW9wIFuh4RPBVMPuUjuTyKwkHb9xwjlbDux+On9khTknBRshNaotZh4I3xe+vggWqoXpRvsmoLz2A000AePGMUL2bF12Nv3FNRpUBoXvtW2sIxwP8+7tjrTEovkP4bDP7VGZFsj6GTnyI1x4Wtt2QIizPZBT2+4HEY1vEhTfK0ZLdtSpbKf/HiVcXzxS8Yl6kUo1I+8uuYZS6vdGoHtkk5emUcjSEelXXC+PXzuGVB4SuqVcgVM867IShIcxvdgm85aW2haGG3DuE1h7qa/bxAAAGccYrq/+rAa6ZEl87nyiaLPjZ++MPnrKXswLJimmfsN6zxXVNas3kl/l2RjmedTnEEhUhyOzikYPZG8DAokHBRAVTVbs3I+lJybOr6xVcINQtaimQxyrZ888/EN9ZT37k+eZQoC3dslFqDj81cbSmV8uEkpLAOZQSkxGW+ebxsz12Nc1hlnSWmcHSEL4kdZ2Vhd9IUQF4cocs1/R651UvDZNRdvvxxiV53hEH9M+QdZb3VMipV+nTgnJwxQqECtS95F99VOpDMknYGhCAh9jZfx6D+D03Rycb9vuhrY7wPwPY6GOzT3rV04NS/y3DH2fp06/SfM+TWage991q2CsUoPC328hcOd+KriGV4AXLMJEX2sRDVIHtTHsFo98LL9rxZApO79Iz+X7DrCwuc0+A9hpfAFN/Gap7Jpw8/aBjgnkKdR5Q2Nf8eWQWDXetUtO5C1qqo1l1dOPElPFY/p2Pz7g0wX95MD6jc+WUBeB00za8KaBNgWE/Vqg9cBHrNz95b6xcvzaGRVUrxnnPGun4RXwYuE094g4he769TpvmzUlvXmtIFIyNTohr/zZTH28PgOfhgsRXGmQ7TtqSf3NaLpuxxdWzbmrFvWnDNitAgtbG6LzCZzL6d2fp0S3PlNGlKB5L03FiN9klnw8voxfaZOmj3EKkaeJl3UBmq03yFEmD1Y4kepEdCFdBvYuPnPXUgAtIExXb7rEbJVoRDZFMJDTNcf7ZCanCIWKUUxnF6hBl3LbWELomoxqUe49AZEwqt5C0IJbMHA7Zg+vxxeCbKfvHa6FhopKYuX7bZ6LHtwhsDVcDb7rqdyrTiex74JSq2updUtdSLFAD4MiEqAVJ//KyFIYqM2ik9Po395tavD7LdGZ97JyMs0FVlIVohPLzpuWs2aoCRya0wInXfCKKnLCQFjch0/OCcZ8ooONtKJxcHl7vGR1dcGEYWnGt0QIAvuMF4v/+qoBM0+uA5Y2VQKjvEI6SffRad2TC/sSNxinVvxWYjHJ7Ad0yMTsda5unPIAxGPJADeY4/+AgSvOTKX8qGDhG6Zd9h7zCBUIFT2yT5vv7MSkey5knHrjY9kSJceUxrgJydU1WggIoPl4qYKcAjH8wLBNooYAMzisX8HDq771rucS6XMiNS/KvT0v+xi03r1BveiKcbdHnWYTxPWmxeJdahy764KCkRsh6duUuwJ66RLjlEt1gRgUgXxX0nuQW1N6jWx04zevhUZw3fvVCTsvw93kXBfe3flmt6p13ADa0P4zSmG9boW0WDsQtsYAY66X1+oTp2824AOyMDQMVe1jvoR2RlWXgnF672Xn6k7vkvXPr/ixvMsrZOAXPUXgjYGeQobjU8aPb0zS/CrqPdLP94XF5rmWeEAFg3deLCUwgLLNzuRrCzb6fN0o0hAJKq6NXwKcLT8dK7gucAA4PbtBI5skyGV02hx8ngMszmoP8tcfirUHu9OlGRi+420ElyKQahfJC23a4HVGmOUloJkREygjI61TGot+lzq8hpASPDjvx4AadbTGWyaeRk8g8cHqXgjvq9Mrro1O75F4sh7NqNUPcvEwEjJlOXBSoszZNhTfsBFkXUyk7bujHeNxnNaaF5IVxplVLP6m92AiJbg4G7xGbBZGkWgACvv/2eMe371hAlETILIBLHVYFgWuns8Z8dIs6OW75eBEKxlnd3AIJ+FdfHfArlIbHy1FXRaw3qka1IBGQFCrdjzqxpCRwju4FXb5wxgzHP1YR9ieyB7nLcYVsUPKILLpl+MVXt1BrMHh7TYX9VNFEvJRrbsSrdHUjalz2/fBKFggvdbMm1cGpC7io5NncQb08cSizMF/fe4vntMma7eQbuNZ45X/3SmTeSuSx+kotAAAgAElEQVTKWtZXMnVN5CvFC+WDNAI4uYsnHKcaD2/S2RblVcG7d1rZLWfZBTKY96uCxCsU24rySvRCkeRQmIZT6NXh8JT85ZPb1ImKKLS0QP5yzU/WGXbxsCkAMvuxmH3P++jtqTKSgA7LYc2vix0icyJztFmDWAu9b8nmmD0HGc6uYyUoCTyj24mudOfmLX9p73tvibRf8tzbJnllsZQS2B0W6RAKUNnDxiHgKuwPyDlmHjr2kwr0S/Xg3kSC6e+Bf3U1hIpxcQeh1rBZV93a6arrdWO4Zy+jIGvW2M5IHF4tloZBmoWfzMbRD0ruJeDJbTsXf46kb/VgCQLu4J4An5mrukOoncpIQsz88uu0lg8YlyRuraeZP++QCAAB/OuXBcjhgjhIMhxmWCCA21bo5C49ldqZn2vR/3lrTObc1/nOt+gd98eURtqwQCmxLQtDC8jnnzNISdVf/vyEvCU9VtYFVYXQbnh4o5FZnP7KNYTFtvqhTKwuidlJjhjMozSE/JNhVAzA9LmiEfKMupW8dwi5AvlHXxEEAt0Yar+wPCp5OY3JNHCFMMuyukxbkgMQoMSnK0GaN04DYQjkLuiZ5TEBcLhla4Ss9gz9Gxc+tcmudxbct0Y3L5N+7915NarvvlaARRPhNCvQkVc0kbw4123VVS+jZaEbYbWb/byxdFBBBQUbDxG6EX7ojqRzbr1E+pKDzrL44UxfZ5wOOhiNU3anrHaI9V4pnYy9hwEAltojeKrfejJ4xfUegTY7WvYxym5xeVRl2Jws7z8RcxUfCi1S/AWVTmzt6Fxk4gxT3o4O4Lqz8t89NF1ECQDgjrrnlpr6utS2s2i4bYVuuZSvQTV/fviM3GCBhnhd3J8eYnwJcoM0lO5rq3/VVW/PJuFDuNc1ja+Sno4j3KOlawBMc2iRsQ9oDnG+XDRIy6KSNRRZ761rWnsY/87E5Ei8HW3ZzgG41MnCdj8XAUwSXnF9uN5nIzMnpV4JP3vR0JPnrnK+56uyYjHo9tGuOPRPMmerNSWVaFcRyUDV7w+OJ1HO4AhUrkCYoEr79mfvj5/YJqQbnHBMyKJ0uLqc3NYAf/pMuqjucbXXkLnsy8kiLV7fmlk5eLQduNcXq4bYe7TEZmIlyOQ05bEudO5fyuQOodAfYkIkPXcIFdQczo7IYHPByvVOMaUkeeMxgXzHm7yOmbsUz/dU5k8bsBni8W2yWF5dCy0Pe/l/Fd9cf7KCxWmwzhEoNRnlupeHN+lM06a3GmCYegH86DkJJqhzq0VK3cxI9rN4hEYStcBIY8VfcWHkkOfdIRxN6QpzyOSdAnyCvy6NLyqcNJS+fHaX/vUXYpgOTrwVJ0oUYtAStTNKVa9pwwH+iYD1HvEYj3M1fP1CRpou8fAEXrUgwGaWpSf/2zNyq28elDud9aN3Rttsyw6E0KucFghP7NoXjgA0w+QOGp/XlDN0VRzCWDorjLlcw7Rx1eDREF7uffCKFQhPNAzpWvfWSIttK8tIiCS8PmP46kmmhVXe0TuRbTwTysSGx0aeQ7lFxpM7I4jvxSDgmQZZIS6s580+/sM9hnPVvGYk4CNnc0dpcZOqhcbFb4s66foeSXxxlYi9LAkP5bufseh0j8n5T/7m9C4BeCC9mMoNORSo26QF2PIoIef4bfQmwbObL63dt1hC29NqwxM/sffLq2dTTfWeaud9v+uzpyXnr4ZmiD87YepI2YO50FPJBeQC135bfW1m2fKFMbTRjk5ipCzDRoyU9i20bmt/ekn+zH3JnJU+Ixxdlhce3aIsuHY5o/rLvf1d+TA0PR8oDaF7zGfdaAocLyCTVTEe+O2gLKY2O31L3zy4STvsUujL5zPWnGchnzJkGBtMbRlwx6p1DuhWQlX/yIRfAZGtmSZCzb0l7geBX31UqiHNCdAKgR+5M/7YOckxKAh47AQAvhALMmX3tc5EEnaHhotLpPIAAfNj2OgZNwsoTaBbQDN/7gzVTmVUyl9+RP7FKVsP9G9uj7VCQxK7kWgjgxDZ1Rv1f71LvPettSiU2OgndqquClBdDtQV8WsIfSyKGnUx8yZCzqgQQC1AY5gQNjCvgltqZCK8eFpwLVYxgx4SxgJj9nnvfKo6Pt0gNZKDnDSaDC2KCwEBwR3CuRpCC3QrTVfxinn7xMed71EqzMTsdqLXvpFgK/R0EgutGsPaZFeL391IG58TgNceER/9jkQ443LjV82Kb39Bdmzh4lfThO/pEiAyuBSLfG4NobyMCuDTS/Ts7ghWXysYvMNSERbl3yE0nMo4X92D+8u+IV6xAqHNvjjcD5lfrW7WkStzvLSRi6rexYv+NtLsYx5/6b787EX58fNJYMOBeaDrVgFAY+Bh+1x2rTz8wO3xqV3SlLt4OhF9eon4m4Ll70Kb3NbmV6q8TaQhSq+gKPjouVwOXALnS/hWcYnkEYT9EtHe/YK20hNQBe9+OJPjC1Cp9A9v2jyElb6k9FgANy9nqktyBnBe6fahho82b5Y8Ogvq+DUf8Wmqc9Jr8G9FvjHMm/GHvhi/5wmpX0YSK13fQg88vp0YhOji8mh7aIOkuesUQHEPFnwsmPIcSlqSWIO//LBS7dYOsd5Pfu7DdsU4svW1yd6MOq6CDywNYcTu5Ciwln11pBWY0dIUb8eNynQuJTnw3tfPsdm/+tN4kLqOYNhUkuLrUgSDKg6fuUifumBYZxjHlxoDAT4uPJYQED/8tcHHvrPi4s9EXObCin/VGsI76vLULg1iw/OcNhltDbMAVMSyG3cICVCKXGfNt7R5MVHK6WbCFde9/MKD8Y1Lxs6SOZVJFZLqhXfuKg2hSnmpQ7tDe7l4ukHNYdYySXrTDEHTMzQNpnpRotskoN41hoeq/vYA51rkNRlVR+S2htAxcnY3uExDmL7U3J0AfvBrEma4KjI5SuEM0sD0XEMYE/pxNvjVCsaXrJ+5L7Yc24QyCWqnCQhyGv9kqogrs9dnAqHhfhMoIULonxWR3OjjINLrxJR6JNIVNO4QwqiUBt1c2iJAq3M5mBrCZEAmYif7m7c2vIAFwyBz1Fl1zN4QANxRz77YVuXsWSnb1RXZ0HHSA2Yt7OKxQDWwGvmdiO5i+gwFmUDo47Gf2KZ7Ul9TVKK4fcAVKxAqcHmdkRNMNXHXFzCtMcS2FsZsOxA/3tfdEMGZLVbSUBY6IXTMXS52ck8pPHlLsJ7u6nmmRds+sdPKWBIIUJebPTMzfck9tvHYMk/l+xso3gDMUtJZlFO6QnXrpaJqeYkH8JP3xrdesvuPuPMPcx91scn8oCRUwhClmDzkNA6pS1/5FCKHIz+e0yNllDzFCTb7uSOWnL8FaIvGLQHAmSZxJ376aXeIH70zVg6QFNy3Rp9ID2vyQH0qGqj5NBfMCP1cXv7XefNEU+9LLxnG15zPkvPKJXLxziUnTZkleh9HIV/h8MfPGKNXOrfOrLnfSy9oWS2tBEItt3AQOWOMCwbE3gRCeMPlEbPN2ys8vEkP6qhorjCQz+0piAlCYK6GNxwNkD87XItrBdrqW50g/9HT8vpz2YSIU+svycxHFYafuS++a40qqdgzXkl2jdDRIZBzQ0zzysRNRs1LmAUHWGD8uqvgFcCPf13lf78mSaJ8e7hzPNOREioCgcDilIdvF/pgQgsqMjGOJaAb2SfISthwnewDWJxKhuj/+/IAqQgE3yC0zJjJd4eQTwRtGVgRaIXJKLI803D5dBCjH2O6akgCfIn74CnJ+bp+jACJyahO416a/dQFed86cY29Oxk5EHPno2S2Al7idJMutrOMSCmpCMyPCS5YaqgFSVOol5ow+w4h4UKLeH2JEgtJnqxqCoSC9ZTWEHLylNl5koAh43Iv1xInpOYsLzqNZK6Yrjsr71mzOTBDQxgA6eAZOic1uiD1OrHIMJ3KWFNCqSt3h/iblNMgSsxBuUdftx9PNzObGqtSlwuucIFQg/TZDWvInULmzz96Wv7ek55jm9suqaWN+Ce9cOdyfu5JFXk2swLgZRVvgV5mi9j6ZWmBfuFL8a2XpI4IzEe8CmWxH4VA4denuQrRbIT/cI99zDWSaXC/q7CTxfn48UxJvoSAtZ7/+IDHMnLlHOMAO499NzvFKjePHv7psS1a7RlpuVrmGz4RLfluxCmCP3+JtplxvIIH1ulhZnDLxxWxvJ66+OrF3xDzCqMgJlw0L15miVktbLS+6sAcsdZq242Saq716IOn5Go3lcSQbRvF4J3jocSHTjsnBaPOaMpDAZ76KCs7vyT23Agg80ZuyVz65WXf276SQTemdZyhR77XqFtHnNdWanpL+ifHxPd9ld/xu20yyspK3qRjXjN2ia6GE+zwfCk2z2rjAheK3GSZDseX956Nyh1rwuJHLeQaj/dgPmL4CWiGxmetIYyl0SYATu3Sdp9qqYZwspJsJfWuX0MoUqMYSrtSIdf3SgRLDI88Y4j0xbf+/sWLxHe9MEmhYhQpDI0h3vlw8jNkLaN46BdOe7AJkUVvVl8Hsedi526qb1RiwFB6LELnx4Rq7a+eTTB7WVjvDq5NRtWn8y1a79lfAVQDNM0wPyJdoCwNYS3AVNUYXdY2x8fJZp+OTgpt06tbxhpLNy7R7Suk7bpppNqcshawjgxceGCdrINL1S1fvyCu+46KV0NYNS89ajmwF2ctfKZJBHQiPM58B/Lm0sPSciWa0EBZGsEONQ5PJOQVawg5ECsue2nyG2R21k3L9MS2PVi4alppCNVPv4aQMR73r1OBt399EGbxJO2IbroowVjQUGKjD5dZiFktkNPLzwWuZIFwT0yPh48kAPjEBQIbUl48Z0cZLuq57fbiyB71lmjl2jeLyZEbkiGSkxtNsE754AYd30kOVH79MU/4V5e84qLdn3w1J8KfnzB4GvZAYE1a3AgP+cQY9ibrZfhQ7UME7adzNyM4B4km3o0uSD6ryPLjZ2eAXuqSlMtLZBrpeVvvFx6Mn921X37svPzcclGZw5isNcug3JdVv2uG6DIHqr1ohC+ovPaUvn40qg90ItpMzR2/YLrMtTZ1BTqx9dfKqKXlkn1UMOTySCpOo/Co449iPDx9mUKLB2F5PBwe3aLjO0Q5GFwJ35r7V6EkZCJNup6spB7XeDt+1Wx2ichq39ccEspFnpvLtdZTwNcBzgAJx8uoTiZG9ax7lpTmJT6ViAw81iJi8Yu3rlbuWE3eVXyEcQrBKqJfqpp+8KS80AYRrICEWgKRbEvVaqWYoC9nTlYTjylnmmS5ldF3CHUdFSolHanVCUzjJJJSsn0tec84cu1bn7vTsKpu6V4CgW4s/u6caIaIyVBoKIHwxTN+vj1iKQF89JyM0z1ID4/19OyS0iwurgCQhGsmcc1kNlbhaggJsdmAWhqhlIZmiM9ezHpSG9O+ZEYMTX2mSE1GeRf8+7ti9ZM7lbE92ZgtUBEIzNEY+GbBUFLsSMt5QCAud+VdSnTpQUq2hnHTB4wCPSOUjNRNncnwQ/BbL5GaBVp/NYhx9xpZAmFMWWfpgtRIhjkyFbVVkRwNcPeQGqHevzi16oqj12SU7R3JwNNqGG3IrSFgRCo5Wf0c+gRC/uaDp6RyPOOdBqoxNUend72dAX7xIUMgbAzxsXMe5sdSm181GR0Bj+0En79Eyx2yGs5lvMoIUQTjjN8aUn78OkH+0rDk03tY2V3k7qarHR4WHI4WAxVm9BLz0XPyI2elapSNfnaq55LKCW6GiRnGT9wbK9PtAiayTC109se3KM+FyS98KeZUwVdieRrsToHnqiR/HsZWeuOB/9UnTA2zMUtS4r4kwp2rMpQe7somIy2axxHRLxVhq13L37GdkiP8zEWP37Zi+Kl7E+zXnZV3rmYo9aHy930hbrKW4dglsN6j9Z6nRM+UZ58+f4ne+VBs9V1BUyvt5QixjfBfHjR6fR/LNbH29xYxMjty6gKnKch8ORKtTaf7xhkPABqDLEIM7wICPrdMWhovNesv9/73FQKaOVbO67j4xIEzcO4g1KfmFq9j8bh6fVCrx+kmLbUziUhlt+4QIh08roLOK2p6Ibso6HzSJ7kFB1JcaeYO7KQI52ifE3a6Sc0hufsaN/+zTEaViDiemtZVROaa1eUBLHWZoiEyBUfLBYvbelxDqFt7pWM3DGfZOQYtU33rjdFTO5QJhIqHFjg07mlkTpP6uNlPo7qx3rHYGB2YgUMlQEz49hcE//QagdQHDNxTCccOlriGMMXPNwBd04PjniMMOONTI+QKImNvMjWEMaEa2CpB9+RF1YLfv3WFRguyaSsMSckFV35Qw0chePF0KmMz8oJUpaleXkh5V8vjpZLrlCYZQDvC352R3NsNgBO7VCnSEAowpzJEqARCjS9lPlagIdQIH9wg/dPL6ugSiXWc0ldfM4kfeFkiEHGT0Up6egI13TxtaOCPnRRZRJMAQBYDgydc6xFgnyW5YLmYvCoQjoAHNoNPLcnvvSVWvvtsBijn+HEkn5F4nTITF2fiJZKp5BnGZGUvQOUnGCDgsVRBn8fI5vGFFh6FasPRgYCxBRyVu+cVAxEe2aRHNglAN8oGfZ4gx7vJWwVO5Jc2bLtqDWdaLLFv1Xarab8HAFzsUK8wMAN8RGZGMj5bZWvnKB4A+5j1az1Igus8Vg9Fq8r/9UF7HaPUAvAn7o0f0WE88y0eQ5k46S6AMsf/GrTvn4HpicFqkGaYnEq43WcWnRVhTT234vrBtWsqot+HBOkAiCmVKveIJy+9+/6uVXLdLBUwwd6U673EpVZBYr4sjIStAZQLHy9kfepMpVucq7lXYX/A9TOSTW2YPahDyQlzNlFqr2gB+ZQS+lkxK+daWEkDAqd3CG0vowp46IK9AhEaLPavd7HVLy1+NJGUBJBex7IXBOfBveCnIPK5MedaQWs9USLiGLucaTky5UVoU9vJaqbpjcxLTalFImnhx8CgkwFgzN9QZrF5LPIzDSEyEUhrdfqpaxGtIRwRKY77HJLZzmjvvwQAoczOIDRUBKSpFHrToqdI77IZCAF2Y9/yt+QZ3ikSwarPkwWWEx3zyo81DiNC1UyPVOFpFAog1SqTIyHcuUqWj3QupvLJWLAJwuxWDV6TUQE0w0z80yvJILZrGhP4PV44JqONAfHzCA1cQ/gtByONM4BfYodpGcuxKeNPVe7WIDltdEfXY1v0P09KLcipqXTttHjLSzO1sy6OnwJETEOooyxaTa2weQ19q8m6RzKnj1yB0FqLImm894UgeE5wpQmExHjWvz5N968bJ9PPNMoesSfP6Y/VHpCeplifrDd5+L38qHuUOHCU117CrLxuFls9NYopfOdD8QMbEsByJ5lC7kVz/fyFleQiWYF4AEDdQLMLZe9itoBa5zfe57y6WBLXF1ZIR4kcCRavoF+qUu5bpx+8I/7Oz8b3r/u9UBbAIC5KZp9XpQNDv37/Cfkrj8bka+SCZrde364WxJQebsR17xptpN5cre2T0n/evSqv3EjipovEk42YC2Zx2XsykhWDfzA4ZHtFvjtXaalNP3lvnDje8A14qy7exaFgCvAvaz16w6ci672b1U9Gibbox3SikRzr7OngULfP/ev0k/fGT+3Qf3s0BrDVt5NZcKnjHz/eIgre5HEwdcdS6HJvf1cs2GwEAcCNS3JrkHzymlUr1uf1R4XlZVQB11CZuYQTNg8wPQRS+uaP/knlu69NYny5AmE1EO7k5c8pVZ7itL193hE+gAc2aLqKIxNGfsUifM0cwOSZpTZx3muuZui+bMvA9KfrxBWmQBibzZ4IhCwOYZ6xj3IuosibqWbvO5GpcTJzEfDVqRkwsQSquDccy7jWZ02zDm/gAelYXepDz+1B4hFUq7w+fEbG0qNS1tRqPYl0WjVRfvpmeyIQMjpfezhRFVpDxfLwSZT5eFT4tV2oBfyAw1qNreYVJtkWNktD2Bh4NISuUxmZeglS7+9ZI65F/Ph5ebN5ZYMYEz/SqYyqzg+9PNCXhLlEwc+DOIXLHdoeJNNfhwwdmLIIEWKJZ3fTOQjAjIcBIJS2l1FF7WeWpH45XyNdhUqQKczhjG0O+hOP+XmiQcpgx+E3MiL5v4DdR+Umo4aGkOHXtbOkuz95RlIOtUrkfmzLM/bUczhq57aO7X1W1c8JrjSBkMO5VsIeIWVZ8iIakTNo7GdKkZCR3pvYyMLwW1ymm2WpTR85m8ubFhSn03xhJZlAf3e21OE6Z0wlYSjx5puijELzppmGe9fsq8letMtOLD6rScuwdxmFe2cGXZm5jNDOE3QjUhGT1Itnm/hPX4o7zk7jhdA8yymgXxJcDeT1Z2Uvdc1aUHXr+jt8tVbwdIN2Btmbix3iF/ZcIDIESP1gmocVgesQYk+dmNtNBAArXeL2pWa5Htpcw55nGuT1a2rN2eS2j0nSbz8utRmklTGXnpylIy/9SLCSnW+ZXwvXDe/s+/AZqXZ0lXfNZ4jL8XedifDj9xS5bnI2Zpva4orrAOVXYa+g1qKNPiKZaEi8jIdiel4xL4RAL0q5ljRlXnQylxdXYAiEhEGMm5cTzZXXZPQ5aQiBpU727D1EUzBewVRVuJ+++9qAE/bGG+Pl9LxDAr/9usqvfFNF74bWaakel/yIU4OOQy2ZMYj6q2SGqo4GkSOoQzOsSo0pEjwE3LVK/Aag7guFUhL+0UGh1x9m9KvM87J2GJq7FUeoCSBmUqvo1Iqj9x2XAfBr31TRvjpdRx1Iq6xAK+iItYYuC+kdQmtEBMLUGqXeQd1BuNQxfpK2JEzHBvch5xakCJNpoZQandoawnwZnoA76tmS9WyTXA2he+VP/cqceZpS6JmmfTBNpiIuU535Wl9Rw2cZt4mtuBrCdMhpwxNNmBWhUX2yzjssC/BMIDTf92PMjxlHFUgHW54GTDCvV4ZVM7LqcAYGrEF4y9yQxqqRlFUWtoZQaJyRzCZ7FsbTpO0Wx8mCJlAJhO9+OG6kBoxW0pEmoxdMJ7H/sE1G77rrrre97W1vectb3vGOdywvLz8fRbi6jpEPNoYC5OnfYp3A3askKbuUlSdWKVDmo3kaZKNc3+BWoIfF2RZ+63H55yeSE9tOREqoKLB4lISzrUSF3QqTkA8qe8TCMHJh2CLMJdV69taruJ3z9kUOfCHmHIBV7oV2LhdOZBgDe8kjdvFDGb/9jyc910qVX8cCLpx8jaP/diM7r9bBuuTxn/emVvvdyBOF1sro+qfhyS526A+ekmb6JPVtK3TDhbJrj07HfbiVz1iymM0+nmkYuyPvMi/axpASd3nm17yMeTgJ2BpQY0hWsjxRXH9yp/DI5SiPnuJPIxe3oSTtrlBT9fAmqdZohvuhDYVrFIAHvGp21g7F5wWndssT8vcavgz7oAVK2aUWzAc3qRX6uVjNrgVAP8btK9k1aWF61ICZK7lsbPpbTmOmJ8OsH+NMMxEIZ8cAp7tjSVVHYcKheNvNzONzlji1R7jXFPXNRmiTURUrIiMMb75WcJFDt54AGsPs6lTk2+t1YPpYZlvJF1ZomDKX1dTLKNcX2VaphEPjSbgOLcgRod4ltwc1l8ytK4lVU6SCZR7oL7O1zPcsMYeWibTPZSqBn311oKIU2NhEhkE33TB1NEqmkKwfYp/dnaUhBBu01uIzdHgeVV8lt8RpuGPrvEOYsqW1pLtHISINqeWml4T7N7KfQ5nYBltOZQYS73wotjDEqZwcSeOeoSsgUWmTUT0y+UT2awhZNUVKvFI/6uv6EdmNk853QAvSAIAXTAn1EMrkjdWrEoaSHOlUrTj3LUeCZJdFpY4Hk79utMJsBAoeOBGGtlDTHFE25rX8bN0h7MfYHeZoCLVSEYC1ZVOCH6btrkW764n98sKXTyCs1+vvec97fv7nf/4jH/nIG97whve85z1ftqLBesvbgCP5J/enO8hON5OHf3NHHBPuXcsmfjuE4RIzzRsTPnNxRJd62bI8woiw1Sftm2RnkFyvOp0ahFhHEqTJc3hoIty7RtqCNI+2n3sgvqNufy7Jtua958/WvtiLcNMyuZtuATSY5aq18cCczB6Rkq1x5JzHKA5Vvftinb7/dtOhSA5z7K7X3mMeTWovsj0keUu5czVRL8MdHuna/dpPRmqbOb7jJGCKyk+n4Yz/JNXJrHTSkeCcjheAZ/fyJZOUmHt5BTkON1wg5cIrpsQzk3/by8GwM8AXV20NPJxR4cXgKaiwdnxEFSBxwZ3auqDrz8kd7g8wH12BaKpAKtdqORi4ntBblm4iXUH3sNOFZkhDmRgOeOe7tTx6i/6HDv9L9kHFZ6j5eGedulF21uNh31PeSx+fK7A8aoAJiurnv/1ixJX2atV6cjspRdGgmPJjkwKAcaRCiMijo3CXMi/NWhvQizw+AznBeX5rtPJNE6+RaI8pepDr1rOw5ZmMqtitBKz3kpzvfjhupqHeqyk3LIQdwJ3T/89flDDWARN+BubWYDkp4bITUdazifQrjK9e+KpZ8aoFgXSCa37dPcLWihR3FvNGkkzNGEqjs0408Inz8gfviDlzXHyHUDPxbuwTbX3H9XsAHtygToTPLSeR371E6jZRKEQanD2AIbfou2o8fcZFmCajgxiLU0II4+ZRINAO6b8/YRwxEzu6tbb+OB2W33UTu2vH9VoluC/LDFi/8d4htO4Beq2KFM3cOFwRXwkwUcFMLUnmaghFWlk9FCcD0l8rjjaYPxM8n7g7Bm2h7e7vGeVMz6EqO1XFS2eFENlapB4U5U/vkEdDaLbIUzv0vbf4ApGxFo59kmpjmGjFx/PFMiumRTxKo7hX+LIKhN/+7d/+yle+cnx8/M1vfvPFixfL5yUTRqfPMua+cYooSpCIc/k3himNPqRXBH4G8La7PL4HeUHqtN4rGHz3TfFnL9rdLnMUoS5txY3Fk+VdGFNThhteZ2n2yKu5rJ6XjSwQOSJKuNXzpqdWdxvWpMhkEVsAACAASURBVFqcayk6zbyZD2gTScnjGbe7LcgcPPg0eBt9x6NXXkFOdqtPL3ZIobrIbn+5mLcGqsfxpXW704lyXKHmd5mL32pGSfjQabLSePGcaJASY7oR8tbcPNr4X3uoEwCc2qVvuSGy3pPZ9dLMkhJcahyMXILgJFD/r/aSh195RNbzzTgLFgQX812rngZXoOJAuO8vi5x2uplxP55Tkn3h/IcFX5590PqmxAx+78vLSOizcMX9KOmOUm5Jm9VZrLPmxa31Ry2Pyu8fpdZQ/BKRZdEQE0ZoCPM/IRXS+rH/bpgWYFyOh9JaAKgIvGRGKOlU1eVci/oRBSarXcCGud0iCc+mh8VG5O6UKm4y+rnlzIbNQqJNRoNUPiHH2aNICRCMTnfv0wKhh37nDY8Vnt4hJKsFiI2K9z1thImyQBK+7QXizS8UAIYSt14i5eMRwEqXzrTw4Eay6OaZjErzZXLFy+kU3dQ6sXpQB1JaXHTpFIwB4BaVxCQZ3REi/w6hxVMNYrxoOusgjacf20HewTKGkngWzVV+/hKpEKNgGmNlwprH6hCrTpBuW94LqPzB50zKU1N9IpOWTgAC4FuOiulq5vbTukOIdNEIRHKvWBkAq/avBv57pAo+eFLuOgEeuGZSUhYgFLB31Yzy9KsQCISoCExUEIhsdiSrogCA3aFPQ+gjz9Cyps/aoFr5TX1qh/RGTMCfn5D9GJUAY2ky95jV8kxx2S9RVEcnuUzwmte85jWveQ2AOI7/6q/+6k1velPJjO9973t/93d/l79517ve9fa3v91NeWprcMP5g684EIdhVVVtd3cXmAHQ6XbjeAwI2p0OMAkgDMN6PdHob23XomimXt/odmdUMpUljGpABcBgMKjXN1rtKUnYhYzlFBAMh0MgOf0YDAY7O31gTlUQCAaDATBGRFEsidDvR4/VYyknALG9vVMfH+7uTijakFodKGo7nW4TEphSn3SQw063C0yo52arVa93gcPq5+raGnAQQLPZ7AyCiYiiaFxRvrm1BcxvbGzWwwjAYDAHJCYgOzuNbndG0RBLma6rADAYhlImavPBYLCx0WkMDhzflkDwCHNy1ev1gPHNra06kr19OJwHanEsgWC32azXewCarSlVne3t7V5vHBgHEMey2+3v7Az7/Yl6fYPokJ7aYRRJSq716v6qr65OVqgVCeBQv99f3o56/aqqS2N3dzgc7wlZr7cAbG+PqY6Iorhe35Dy4PZOM4qmgYrqsuFwqLp+o1kFDgBYW1+vteRucxKYBjAcDldXN4FD29s7w+FkGFW63WG/H21stYCDD6z06tc0W60pYOpSRzYHCZvR7faGw0APiW7aX81mC5gioN/v1+vNXm8WGB8MhkDtoyda1c6gP5gGaoPBoNWKhsOaok3KQ4BQY8ka58PhsBskld3ZSSqrxo+UU41GKwwn1fhXNGxubi5tTyhilte22uGcTNx9JcODACICRLPZqte7cXyw3e6G4XgsRVq1LjDR7/c7iCM5qSnZ3NqqUwggDA/oxSSKIjX2OPR6vXq9pYbf2tpavya3tmrAvPraareAKTXCoyhSLbC1nVVNw+rq2vZQAAt6qOiyGo3der3fbk8Nw3Ggsra+XhEADvZ6vX4sOpDAxHozKULnGgzDQACo9gZhM6yq/oqi8Waz3+tVl9pjL5qUQKXd7QITOzs7wNzGxkanM9EbVNTwW19fHwxmgDHJLpO3221gaqfRqNcHm5u11d78T9zRiWVtfX2daEFK2tjYqPfjTmdG9cvOzo6aLHF8cDCMgVqr1er3q43GYHl3gqhar9fDcKHZGuiVQSF/cKc2V5WvmI3VuFKfJNEwjO58dvvaSbm7O67XGdXLAH7loSFQObmyvd6d2dzcieWcnuyfOweiWr1eV3NZdWivFzWb0Y1PR59cGfu1V3XC8EAUCaCihnQULWxv70o5044FIBqNRr0+CCX0AqVmYrs9BUz1en1grB3iE2cGQPWvT/SPt6ovnpRAZaVerwVoptNQwdNLay+akgDanWm1FKjmrdedKJk5cPjw4VqtNjrdlwW+DPtgt9slupZzSvWNrXocru9MAtODYQhUW612vd4FsLGbrIEA1PLY73XDYQWodYcRURBFcaczbEq5sTGQ8kC9Xm80xnu9sXq9tdmqhuHMzvZufzBRr2/0B3Nb2/04nlFjaXu3Va932705YGxre/tSFAEHm7uNen3QTncEDY9txq0wuGY8klLU63X9fq0XqK0NQBiGu7v91x0cP9+p8DQAWu2pMJ6o1+uNMAAObmxuynRIK9hp7BJmhsOQZLC2tqYqoj51umNArZ3uVv/86PRuU4bx1Nr6xlQn/o+Pzq32xjY31pvNsU6nSlUCJputtqLfMCQFAPzxU4OFmtSbLIBOpxtFKVPR6WxsDFSDr66uDcI5oDrodeJ4rF7f6Ham+nHSLJKI17HZmuoMIKMxoAoZEwLFWgxiY3cY9PuNxqA/GJdxFQj6MYaD/nAoVuobwOF2u93rB8BEu90CphrbW/3+pCJ1a3u7LtRR3+FqgEZjp15PTv7C4TxQazabU0MJmgaCKIqFFEDQ2N2t15WfhsOddqte73baU+u9qXq93m5PA5Or9Xog0E+Xpp1GY2cgXlSrzlXlLZjqDaNeKGIKWq2Was+1nVYvnNje3gXmGs2WlBP9/pA3ZhwO2x1ZCaC2vzCc32306mNDGR84s9I4Okj4kG5vtt1P9uJAYKkVtwb0dbMRMK62jB+7M1Q90mw2Cej0go2NHnBwe3u72x3b3Y36/TEAUVwFgigMiarDYYhhtLXZBw4IIkCQlMNhHBNUQQTEcbzdGi6tdCog4HCr3VlbW1NnN5uNKYRoNKLeYAIYm6tRMxQgWd9sEWYvrdQTfWN77mgQbVWjMJqOYzGUqAqEoVR7Yq8/32yFKytd4PDdF1qvH+/G8UECVF22Njf7vcmdxrBeH3QiARziY2N7e2c3CoCZXq+rOJB6faM3mAdqURjW6xu7u+PALIAwTBgkokMkZTKdt7a63TFgUm3QUh5qJVwoomghlmJjaxeYU2v4Wj8ADr52rvufX9H9v+6fD0EJX0QSCEhKNbb7/dntRhiIGSnjdqsDTEW9VhxVm81+FE1WArnTjudqY81QAOh2OvV6J51TUyd3p5ZW1nZ2qv3+RFfEamt4crXz8Uvj/+xI+HRjbHun0ehP1+sbu7uTwHSn263X22D8IYBGo9HtjTUrcX9QCwSODFsCCxTHcUyd9lDVrhkKIGmHdrfbCGK1PQlKWmZ3t1mv9wbpdqlAM5lg3FGtu614nhPrbWDy0a3MGQcR7TZbwFQAqqYnV+12e2NjoLkdADv9+PylzfGAFP/ZaLYu7z74/AqEb33rW9UdiVtvvVW9eeihhz7wgQ+89rWvfetb31oSyU//9E//zu/8TpmUxwe9+xrVb3xBUGsmkv/c/DwQA5icnAoCAmhqelrJ1dVqbXFxUWU8CKpW48XFxakzcaWS5J2amqpWk+fx8fHFxcXp5ZiAuXmxPYyrAVpyTO8GY2PjBw5MKidAQaUC0NjYuDpUqlQCIoyNV8S4EEICOLCwsLgYzDWkok2DonZqamp2VlifVBX0icD0zMzi4jxSMexDa4fVp9m5uU6XZiZEpZo48Vo4eAiIDh8+vHhEABgfjzTNlZkDk2Gy1AoRcOuXWq2mTTnGx8cPH5nqxVEvts+KJicnAXno0KHF1PXz2FgEUE8GAObm5hYXDwCYXU9qunDw4GRDKlKDIJiamlpYmB4fl4uLi7ouACqVqkhuwmNyKumve/tHf+BlwXQEIBwfn5iexng/6Z35+fmxLTkxKRYXZwAsSAIiACECzC8GQbiwsKAaZGxsDKBabUx1/epYkvLIkaOLs2JuO6GzVhs7duwaIFxYWKjVJQKanJwaDwcHD84CdKIzvri4OLMSA7ITiU6U1H1icrLGVJWTU0l/zc7OEmIA4xMTi4vTk5MxIBUln1ufet21M7WaBGhsfHx2dnJsV7UGhAgBBEHFPewbGxubTCt7oJeNotn5eRHEBw4cUAj1mDl0+PDGuVi9mV041I8zPdihQ4e0bQ6A6ZnZem0uCKKZmZlKlURg1GViYmJqGvxY6tChQ4vXiMe2aKmf4axWqy7NExOTi4szangcO3ZsYRyHkDQ+gJmZGUAqaiuVqmqBgzJLoOHYsWNBP3vPy5qfn19cXJhZjrdCCeDo0aMVASCamJykCFNTAOSFwSRAFZarVqsFAgBVa7WkiWZnK1U5Ozs32adeLFURiraFhQUgPnLkyNS2HB8kfX306NHx8RggbrA1PTMDyAMHDiwuBoeIJEVxdUIIOnL0qBCREOLIkSOLC2LqbKza88DCwc80Z9/2iiAIorGxCkCzs7MTfTpwYHKsLoWgxcXFajWamanp9lfIP38+fvmceNNiMHki1p+EELVa7R3HD/7ZP63Mz1O2mOjbR0EVoN3awmo/PnT4cBAk7Tk2Pt6OoYqrjSVrRaVSnZyszc2J6qxYieLFxblaLaoSAJqYmFhcnK5Uo4WDB0UQDUPVEQcWF4NQQk/qSqWyuLg4cykG5PjEOEChxNqwCoCqY/046ZFrFhfHAsxtGQsjzR5dPCo+clbevKEdE2J6emZx0ZAo/j7Dl3kf7HQ6wrS0mzlwaHFR3PJQBFBQrQE0Na12EKzUstk0MT4G0PT01EREAFUqVYCq1er0dG1uRhw7KipBtLi4eKArJ5q0cHTm8DjVavHhQwdrF+PFxcWx8Wjh4JQeS41gZnFxXtQigBYWDi4s4KWz8du/6eBYgLkNe+9b7QcApsaqQUh6XwYQtjPylnrVP70w+81HxFJP8jQAppdjglxcXBwbAAgPsyGtQO2ttVqtFuOaY8dEEGoMEye6AObnk91qeimemRQx4sNHjizOi7GnY0Bec+zogQFNhjRdAyCnpmcAOV7xGPU8uVt91YIhJk5OTVUaKVMxPX3o8Kyq0dFjxyrVCKD5melagxYXF2cvxYA8MIbGEATB6zizLsMxGt8lgGrVCkBCiEolsPy7Tk1OzB+YHN+WlQoAiiQmJibGYrrmmkUgnJ2daQUA5NzsLBAfPXxocjXZjhcWDqpNnCj85iNiYWFhcTFIR0UE0Ozc3PwUqpUYQFCpiEAApJZclWtudnZxcX5mOY6kvGZxcWopBuTi4mIgMHkyXeUOHBj2MAM6OimAOKhURfz/s/fe0ZZc1Z3wb5+64eXQ+XWrWy21EopIIEAkIzCGARtjbGNwYGyYsT/D+JuxPY4LR8ZezjN82LOMwWZw9jhhE4zJCITIQgFltULnnF5+99b5/jh1du2T6tZ7/VpqPd29er2uW3XCPqdOVe3f2UkDGBkZNethaHikCz0xOQl0B4ZHMpUPDgzIL85gu9UepKaC+fy1Wp316wanpqjd7DzQXfc65vne7uxcMecEHF5QczmevbkJ5OZVowvzW8w2RzcP0imlN28aBTrr1q0bPpmPjdHAaQ1AndGAbjabGrrRbP7sswdyPQJ0MkVLXTSyrN3OFkUgLaWyv94z8NrLhl+3UwFLQ8PDmzdv3rJlC4DWwXx9rtdNUvNgDuiLRtUdx3UjyxbaE0B345aplgKAo93OyMjA5KRqNLpKI891lqHZzMxiyJqdkZGBLVPjwNLQyMjU1DippWajWG8bN2wY2pePTwxNTanpJUiZCsDE5KReANAdHhoiyo1M22h2zACnpqYmZ4qnstUqBCSllpoNZRrfsGH98EwO5I1GY2pqCrQ0Mjpq3iFZ1lG5zocmge7mLVPtDN0ZDXQmRocv3T7W+lqnXeBlNLIM0FmmTPuDD3Qbw0MZdRtZZtbkurGRxvHG6NiYyvLRgexot6msKDgyMjw1VQC5kb1dIN+0efOEzgdP6OFhDDfymQ5Ue2i6U6yZ0fGJ6W53amrqX7/YAfTg0NDU1CiAyYXy5TM+PjFwRo+OUvNk3lDYtmWTok672VCEibG2Gd3IEoClTCkAA4NDI1Y4N2MBMDI6NjU10Wp15FPftnMIoNksLm3euN48+6pdiLUiigyNjI4C3R+8JPvMAa2UPjSHjxwZ/tFnjkkp6NEZ9Xi2+cVbyAjVwyOjq/sdPLeA8H3vex8fa63f85733HvvvW9/+9svuOCCc9FdWr3c26jLFFjM47klQi281mXU9To96vQljx6f1rvGImp66U7q2aVIR8SKfj36+vHMKop8k0st7HmidoyG5Ofw60f1bYeLgl6GH4cfobh/7/35147SunZQRjDDBz/0me7rL1ZesSiHj9v7cmgOn9jvfLKrgzJFDIxtLamgX/Chepw4qUPUFlf6YCxX758axcFZHJ2PrLS/eDDfO+OcSdFSrm/61+64DfnghfaJuO4AAA7MwvFt68V/TUq1U31DNeJGrWGUUS5vLnFQQe/uO38T81BN0Qa9Sx2Nt97a/U+XlytcvnO0trkWRWVmRvJmKBeXvLeWoSURZSTkNmxQXnr3ffnuM3pDm7DMe+3bM8tRBMey09d/sgvg8ellzvt5Q0/wdxCABm7cSHcdL0zEH5/RQJHRoStMRu847vgns+EiuU1pEaCSi038+dJnX92AG/FP5m02R8W3ALqTU0uhlXZSUYSBLG7Ebmimg5lp/ZyNFF0HjsVaYGrFS6vah9CM7ui8nrO+UuYZyagYpSl8+zENYOMAHY6ZcEdfSrIvPmlKjjbpqsmSBw6J4bRpAl0Ifzkde0JTkWC1W0AmXQzJyzkpoylyFNYiVpD4YpbBXVwPTI+ZWw7qbcPYMIDxFnJd2kDyMBetBNZ1Vx2sMbOTdsKy5OVv0CLWC6fKYEtCCHePI3PYXJq8OFFVuTBbPJLrQ2gmSsbiZt8iz/ITQCfXTUXktqmAM0saQCfHp/frpuJ+NTNAKBe8t8jhLmmqNhm1XI00nTwNzEzUZDTyvNjWvMY/JXJcaa8d99Vx7bqy0cNzWjoWyvfDWBMPnfbryuNbRZyOiTbNdHRX2KX/+u35zFIZ+7TCZFSLm0tUePqxyahMO6FF5FIuEH7Wo9yGVSTNd/E3D+cAXrSFPn9ITw3RoTl9fEGnMhMWL3Md3J6zoyfOh/DOO++87bbb3vGOd6xfv35ubm5ubpkhCGuT/Bh4iA7AQZvb6sRiIWNB3J6HTuuDab40cGDWSYAbLRP/FOkyEHM1vnpkukzJLUm6/eSVUqn8VPzlg0mD/rtOKTk/Nd3AUvTIGcc32uEn3Vo02J1kxuMq+lR7JX/zG7l3kiuaD3mkbuUZ8wq4/WTjk/vj1Q2dWdLSRWTPdKJcwHZ8EhKMSXruv3QeEPYCZaAIt5E/vCe/30ZoZLdA7h1i6nJgKccJG3k1ZKzOuqhemdFiDiqo0U7PxiFuuhauqvIz71WU0dtDCoMoSLSsg89/+KRXj6bEdcAXDmk+ac4s5kVAoPpUjV1lvqNUmfDDaejj+/ThucguRoUoX1GsTpV9s3pu1eOpPUn0hH0Hv/NCNWrtg4wPYbH4zV8NAC/9cCfcPSEhQ2v3vBeOQqMIScpifbgrwbkrZFaJqBSzY4RC6bMmaTemRUgmSoeORRk1+EImc5ORxsyx9M4CYHLBpbhNeeN7P7UuJueKCfz1zRlcF81u7kf257D4qXj3pu6+GSyK9GRXTkADf3Z/jkDiv2lTeT/Na+cDj+U6GJfM1mDc1bSOzLastJjHH3Ot0cmhgBs3UoMiUa9zXZ4McTVZnz2JNDjmhy8q2GMW5SUA9hISSAws1bvanin69UCC5ZnbgVtRDsGsf15djO0/+LgG0NH49IHcvPm1QPveHOQaPGe8SuNpJ+DTQ6fx2YMawGSLeDGbRn7sCoVgE4HblI17A+TjkmHxVwZuNWTm7Zevz7jNri5cMU2ZptIcvWnXGC3k/qKV9PF9mu9dI9hGefi01gBHVI7KFfIkAQRSNtgSv6xaCmNNG7ZX3FOe9mo1gyQOKhM+HYs57jyuAWQKitBUALDYxecP+kXl755pKpZLT5wP4R133LF3797v+q7v4jNsP3PuKBRkeUvv4dP6sWkt9yoQwg+vNY33P5i/antkazxcEp6Mq0UKkbAvQyZN4oOn9IOxAOspYRrBMHXsUkgywJeurJWU7QQzdR4KDcy6TrHRWnniGDY3mg7uTsXkSJp2wxik4CWf//QBrYFcY6aDg/P0gccKHn70892pQXj0b3v0FnEyXHshRZZNujDToTnsGAGMi/MyYZMXOdDr18xqJ/eVS9WdLFdUT426zqrTcKJpHF+o23nFavF307X/8KKXkNej67TEEC0WbySoVXF3mP8U26kPibf3HC0Q7e74gq74LvZ8t5g2v3lCP2uD/92Pzv9Tl56w76DEb3L2zPEDpyIhMWWoDATvWEccFLmzpYZQi9VolpjVEKKTl/KQfOK2DpH58L1qO90VJK8zv195AX3UZveKojDtKU9iBQCcWeoRVMa0nwv+c3uVgq+kojgm9PYuvKdefHT0kTktR1QE6iQAWMwx9v6lhTc3uSIBr9upji/kXjh+SQQ8Oq0/sU9fOFK0evNW9bF93f9l8wkx5vQiymjgS0f0bYccfniYXIaPvaQODEvIzkBq5XS0VkRXT5LRJXrCelesK6Mc8zQtirDQLTNhQGgIveHwPBMzb5uFq9YrioU7BZaT331u9vKPdCxmKLsrAKrodMHuvIQawgIQgmSgGkUFDOjmjlrVvu21CSbEY5E4nPuV+d8ptvgN/cMj+R3HNcQDzo1sGyYgAr2iGkLmUMd+ytc1Wa6YpIK6qGhxsgwqY863FBa78ec9PMk5ReDyvJQ7d/xP78856qlJkWL+5XbDhQg/fKn62D7Ns9pQGGuR2ULVMQ2hNHXxRhplEul7RFbpbQDhUh6JXMiPDAGLq/1dfOIA4Zve9KY3velNT1h3HkWl83Aue5gUyr+hVGTP9xTRU9c//HhVTW/zNRVv0DsbDagYFs7drdPoo96T6qgIwmRi1ZKx1+Y+q+B1v6xplmIiQqq8XCTm+NEzenoJpxaLDLNmMjs5DszqLYORJz4qZkcFdy55y0F9YBYA5jp+jOkUqw+f1jduLHYlom2WZxKr1PsZfzqiqR1jy+nPH6y7T1UHvS4L4R6YdX6eXioivDsNimbNXxmsWaNyAbnrR/L2WKABDpt53wP5D19WiKC59mcbNSck3cV7789z4JP79X+9OoEVE22ymI5gFaXebHwQfUn+/l356SANZrQdby1941jZ3Pd9qvvQ6+OfpDUDCJ+w76BUesiZNxLGvzyWv+TDhYgTVlSuxGaEj9EW/ZcrM1hZh+9Ig8pofvJjUWgIrYi8lItEZ6K7naPYPwsAw41EQEPgeZvUR/d2mb3oWvB0VuHHSAOnFvVEO77jEKa31hr/4aOdrx7VEGknJCmgnflxPhF968rnS5z03pue5Z40CTAf6J+/Tv38deqGf+4geGy5BfMRMU01VSlhm5YbVp8Whhjtauyb1RTogthMlFGftlkfJQOh9jh6aSnH9mFqqkLn5r1Xv3JE52I/zs/7RyDCsQV9xQTxiGTkVSa5DkuTUXuAygjhhYZKm4FoAM/eQEQ4s1TGEHKMe21TuS7NTIrqollzB4nKLQYI6NLhkJhFv5GPBdxdDwkMeDbk7oxHfGLLUGm06SC32GxIe1Q5tHBJm79fPapvPaTfcDHJujK/n0dddythKNO889LKsJiXWShSiN0s13Vt7D4T/0yYCTcf/bfe2v2TF2WGpcvGSQvmCWhneMmUeuuVaqiRbxICHm/95MKea30b1+1U//RoXl9iabhzGJLB6qwhjAJCPtFU6Dx1TUafAArlm2+WMXziDxhElT9/ML8tZlBXtuw+A9XLwLsaipVh9eoGF1wp9r33+YaREM+qJ8OZ849PRyySw0aQXq/VDEc/UUs57hIyOhc45WaE997mKSvKFGPmdrz7vlwGQUX9gaSb7Yptb568sxFPvXk+uVik+LvtsN43Kybq7FpOlnF//n/fzBGsHy6ZJ2p5FIpEqX57PDK66qfXVLT6XzyYf6h6VwWAiNwbbTDKqvfMao2HbW7P+045ZcLycpFXL+BUvyk+f/zWbifHXSf0f/uin9hG2/dAXBiNNeizFLvsvfc0cMdxvWdGh73cGbN7l8167SCYZC5/YsHJeN6T8z5pkzPN/gw1hAAePK3hziRLZqxUkbd1rIlffGYhMMhl0MpK1Bc+AuxPfushHTUZFfqxspZHbT9osU/ayzkmGhluYLgh0k4EElRhwsf8UFn4xGKh88kUCPjXx3M25zYlLxiOCGS+hjB9LN3JEGhUctebICX6DYktFGUz15nCBnc5N8uO08sIp4WtZgjDDH10b+HutZQ7+TMMezI6f6opDXRyXL2OYOfZ+5Lefkzn7k30WlDAbAcDmSOsA8hCk1H7k+yZTOA33hPkSuH0apeHPTO61BACAAYyEMVEdgF0P32k9Sf35Sg1hL7JqKEvHdacY1AL/o19LPeQB5mQdMISO3yM+MxLpujt1mgzqsqTBx7ajJKc7UfO6FsO5CbPillszuaCu+Vh1kAmTEYHxZPeoCL1CIBLxuj7d5VoJeTE5LeQw2HeukJ4y+0baSDD8zeTxAUETLTw9y/LAPzwZcpYAhoyql1TvWOX7LZh+qXrFRLSoPeKMz/ZaDn1/TJbBpkAhBElga180Yi+cHiVv4RrChCGxHEIpCS3YjJVo7d/z3QhFvsilzW9OzjXW6NVzZqXrKbmOI7NlwVf/KHuPqFR8VRAFQ0mpdi0tMpXZzr424fzsDxbwIeLvic05Vn1ynxsr37kTKSGL8UGNyIluGuxWwlx62c6ONTL9yfqWuDx4BlALhdn6mAPEomRps7cd9J5QDx5pWKXMVUr/JmiCjmpop3q57einTwowA2mhpla3l84pOXmfTTIUPUkVI8xykbFg/DoGf1/HojvU6YMBMx5EzgqOfzESW9ygBDLkwAAIABJREFUppew0I1opz+xLz64+G2tvLT7jL4lcKXoUzXJgBzSKY7lV3P3ZVgUVhRIXUqUpKaipUpHQfmmLUxG7Uvpa0d1mPkarq1mRAmAoguPybBYNNezab+hShO+UNdnjiUbvMKPzFkjNICAo/OFfzWXjBrU8UOXxSCu883VzojCLG38ntGBZTssnxKUEhUTbk61AgHUQGtKaAi1HZfsixfDwbkC0ncCNIVqDaE7ooYdJntk8Ywtdks28kBXSYAiWugW4jKAX39WdtUkAVDhxyvgX+44hCiOrRl5AZxc0F07mZ4OzTRlfHSjX22jisg1dk8rE3ogt85yjsmoLX9kXsukeWyFqN2JdTSEdqRbh/Gq7TTSLJj/v7vju/7MJ8lFLmcgdlBhMvrFw/qNn+7yT8PVXAe5LkIVtLMC+Xvz5rUj9yYavIWhoYhmO8XVqSE8c71fWYvngkQie8/YTZqMal0E4zAo9NgCTi1qI4al4C4sTjPV5VYIOxai16d8qOHYaacKs4bQ5KbXMecOXhuv3ZG/ZVfdbMw1aY0DQqb4trR2DkIBqFrSlS/6e07q02WImsjtNlqglG4wbLCaONGtIW/N/I9vdB+y6gsvAKn/ceIWEufN8e/dVel4FqtV8pZu2fz83EH9pSPaO+lJFZGuAzm+QorFcubWKxwaaQD47AH9J/dFWEsoVar69lrxGF7Z/gXXCuOQROcnvIP++Uo2UosqUjJRQE4vbxtH27njOP5tT7KHCj57quY8Jr2fchn/6Oe7s7H3sKz4sb0a7nhLU6joIqlhau7V/UOh3fXq8gRWjBrAI2f8y9HX4/EFbSy9ZV97OChrYlA6ONZus9O9TExDTvpUn8j6pDWUcy+khZvWRZyJoorVWpRxRFypi1uW5molIHTvFKtiCMXGHxuqea0Zqogo05J2j4HppiENvO+ByE6pEiL+6aVk1ETPShZADhydLzxjG8o3lDVVovITgw0VyH9ax4+LoYm/hjo5/vWxfKELDc1ytbw7cL0BCU4UiqGGM1qiAiKqmA+h0VBR4BjJv7S17ouqQJUoXLGzybGFSAzhY/uKz+BiHnlPtrMCARIw2sSxBc2A8CVTtHEACH0Io0FlxDZHuF3rqdc0cNrGI/HCePKZyVb5LHgTYtTvuZDp5zqFs5wW3ZUmo3nhug/7LfDelgA+e0AfntPaHYIGXr5NffgVjZdvU8Y82JitVuwFy5FKHXUUEZWa86C12Y42kfa1mPC5rtHCaQjFvq8DF+10NcaaxKBRBkwiKsMjeb23M39hy+E4fLqbDrkuvjumgV/4SveLh4shpF8/5ZOeA3OcwqlytXuTaRIHlIDQrfLaCxV3ZADhoH1yF1wBkR1K33P/aseTMe2fi0afLApFk9uP2UvwD/y61S0DcPdZwyqlfZ0oFkpF0Ut1eJB0YDZe1jyZZpMmbFlrSD8f7Y4lKgsa+mAiEonfe4wpyUn4tWYkkNLG9NQWolLwRb15DlcOi7DHRNgSXfXSiLcMZ5LL61IsC0v2JE+BWTQVFLs7dKhLzaF4afIZj8lwnl/zsc43joWCzVnRY9N6Tzqhy5eP5P/4aHJ7QgdnEBNSJe2b0dX5DHTwF8FSCevfETOYrFiK0ZY9BryJNkGh/m53PIxwWSvkw+0rnDQNfOWIZmuCA7P4orWl1xqf2p8Dq2DDOe8GUUw10keDKyOWsRrk7LCU4TQ0AMyILwLZij3FgtOL5V1pqlLk9b4p5u8zJuhvdutvHNMvselqHbWPEBYpthqbCmNBOuVO7qQhMZ0+dFrzQuJrMkBoHosyaiaHQ02UyhON3E5XZifTy9IRzdzAyvqoolWXxSw2sCx5ZpwAlnK8+ZbuycU457IWbFNm69k0MmwHxTflkjEC0MoKziXY49DlBMjEEwyocisvhhFZPLa9LwW55xl+5LpQwXEEdRMChMUtsyR+6BL1LVOFrmm0iZOLpYaQKSPsm9Es3iyK/CeF1O66/FW8VJjbjvXgIoZM7pxMtIkNjGX2LC3gh7Ymi/tmtTQZ5eCohrragdm8gHPhHvmhx/ODc+KSxsf2aQ678k/fmplIQt6niolXrhfThcfFp0sXTXLBsG35loNaA4+ccRnWAHBwVue6eCGYCGEkWvatkYFcY6xVlpFaXBWrYujV2/2zBqubGHveNTOxXbu9xSDfFOPwSFUaQnv1+Lz++93l1EpA6E2494prKRBh21Bh+OoXlu9AgiJsGy7OLLi7L5ldDCcWVtt9EMAaA4RMQszS/pngQTk6j0cTEmHqVR7/GXwIvZ/zXV0dGnt5WqzlV9Qi2Vp1I9UjZZIxHrUI7i9rVbPmySiGZpbK355lphRzw/kPe9TuJUlH5vGub+YIqsBdLSZsiYzVXpOSd1kce04UGpjt4I2f7u4JcuKlmqpeBtV6G0gn26B8OMMfejz39qXOLKFTT7WV4idVrKsRj7Vb2V3F9kGq0umlMmOV14Ws8vF9rrNlkoU0P+461Bp3HNe7T2tZIGS4oiNzqTD7jK0EHaxY/lWttwfw+UMRnDzb0Y9NO0Du5IL+qS91wwaRvtc995b6CPDsSQs5rKEihuWwN13eTZZ6ySIZVhJ6wocJA1NIkxZu7XbN9VlOGmrgA4/m95wsJRhHWrIHKcCzfZiuF9ZiBJxZwgcey7/lwyXrLCKHpACF0tQz7OWhM7S+rb9jRyEL8XDuPK7nu6ipIRxtYr2FBF74RzOBxlz2Hx/VP/o538qOObpwxPwsWezoMvBmOHumuunFYGavjAmXL187BoeMNHwN4d0n9KE5XWAw95LRMz82rVlD6KnXtAYBr7iAIETkis+fhR+UizfPUAOXjROkJUVMs0SExW4EEDYU3n1f6eF59wlMWynCC20SSinyYYFYAEsSEMI5ME6MxuEtL/gnr1n+azjRHFRG3HQJCDXALiTRHdiON+3AFw9rz5kzFXIJoinT56lFnF5ytiR4AD9xVZW3HoC3f7ULm9dB8gPgcwdLQGg0lhTeR9HmXcedPIQKml8+lisK2bhotIC+3r3zNLqGNzZVYM0/UGhrASzlxRe/Al8xevz4Ps3KGFYXywnfNkwffWUkLlo7AwGDDVw0Gm/f0ESLmgqK8Fs3Zkb17TmkZNR7R+NsaG0CQiYtHqEoWnjn3fnNH+6843ZH2gtpZgl/eE8u11NYXgcHALoax+aLh/zofI/wG/Xv8cpWgy9xxhI2hiUrpuXf9/rX5O8TCxppLyZJHiA0G6KGZGiK2S7ecbv4mrr9Hl/Qi13tKy7SzB9f0O8X4TH3zmiOgMqQ4NMHnPork2Wrb5acn5kOOjn+9uF89+kIQouSDLMZtZeoyUxEoR1EGV3KI/5yOoiVF6X7T2lZ90/vz78kAjiFz+ZMBz/5xRrBajxm0idDJXCPptyvrxfONFqyuoAGFnP89cNl8fc/kBv3kgr69H5t9kQem9asAOnJQ/RdhGBQ4bSnGjRn7j+Fh05r+bQ+PlOomGq+MQDcndadph6f+su4T0wsh10+TnLxc6IaM7Eybw0LqZxuLt6yK3RyHsKudr4pbFCjrG9PNGCgdN771RuycMUS4bJxusHmIyFgvot7ThYFHjqtf+ErXe4xXNJGCjdqbVi/L0mnlmjjAHE0TrLDOTCLTl66fpEdYzkPgvldY2QiP0MELJGC6WQLAPbNaE4JGy7sF23xZV+DSR45E/dxMsM1vbzr+RkCuLvduhdauZmMwDc1RP/4rY7Y+qtf737wMSvpur2Yn2eWoC1kjTrgXT5e1ts/W6ydEABIDaE0QmlnmBoCgptoxG7JUlc7oVMNNVQBJg3tmS61hYzkq106JZN7Z/S+Gd3R5br1BvLKCwgmqIy93RKW8Li0Bog+tV9/7aiGzQgvASHD8m4Q0KFExfaY4zOZgrnGYld7nAORTzk3K0d66yH9hUM6HlTGlhxtUtRkNDS45cV822Gda8eRFcGKgjj/pSNOYFtWqvPuQxSRRr2RKbBbAWBSd2wZREdriww1hM5fi+opainBmNsjrEWAmYqWwvaRSGvrB+zrK7YIufDzNtFARhlhICusRj3AzxrCc7RtuqYAYYV8U5ZxLx9f0McX4hokKRCfXsL/uN1/DfaQrTUA5DoSuSF1R5d1i6MKvehAKnpkypfZe8jJQpCLds8M0Msk0thzd9MbinLSF7v47IFIQXPq4/v0obkySorXqQ7KexP4L4/pdwdugezRa+9mj0mKisXROtGApQ+csltu1d2ILt73gAg26/aL2IRXKzm9hZRXDoEvpT6xkr50WL/7vpw5/OR+/aBQjv3BXY7dowZuPxrvU6eHEEUOHkt1JjY0K5BdhJfqW8zOd/GLX4mjXL7v3kL9swdyE84014HrTiwviFfgloP63uCJkAXCM7JZSX//SAT4H53XZpOrx7oSr8RooGNzabZTFQa5T8silmKft4lyjQdP6XtOFgvJkNRFFFWCgx7fONuRhZpOed7JDqPPO3yCr5KXFvjgHG7+cBdAO8N7XuiAgFwXmyPH5vHxfVoDA5nz+EhBn4Sp55++yAcTOpDe5M6vRunzBhc/czB6AwxKRyYuIFoLg7jwg+ZNu/lrwwzqrkbUZJT5MC17ER0NMzJf3/aREm22M7x4CwG4fLy4OtfBsQWd2+mKBpXJNcZbcT2Y1++vft3JjyuRkjzpuYqwgM72lowTZMQXAMOBDsbo5+RmR8l/MJAKMj3eekh/+Yju5CV485TnxvL2x69UsLfbwy1mI5sX5OE5aGBdm3i7wQsg5D07pQJDaK4OW2spcynXOClCHDF5nk1Mj1mLD57V0mhZ/JW0ZbBUxlKAoCAWgCdNydwnIc704L2jISx70dIr1eOtaWGVdguYCfE0hF2td47S3hk7bwCATBEzZvweK0xGd45GLvJi8KwGQiJg86BvU+0V4OpDjeKxNU0tBhpCuVOw6rSmAGFI/GreP6uNMW5MyNMa2D+jP+Xu1n9ojz5kI7BJgcbbZS/bcYWzKhk6JdHWFSyhNe48XrdwWStgSo4lCmZsxd70lw/6MqGdBx2eZDK2kW/8VDJWkmz0qI2Yql1pmJsNhcme96Iopv3XXHQsyzIZlY0b+ve9+pe/5qcHyN2S/LRXd2U8G70yf3SPbwE7V1vHZmp+WUT3iUpXIf3VQ/H7HpLUEHqfEE9zrgEvzlDPxourwZLgk3VCgUV7iR6fdr/Ee2eq2uFPO/MTLktzNVS512fMvwsaAN7/QP6ZAzqsIhl46LQOY1uHtJhHZu/EAlKAUJ44NKe/flQf7BWY98i8b76L2resTx6RkLFyYLpTbJ/P2Rk2E+uovEx5V3SWUhdTiQQIikoJPtyk0NrRAXoHJjQi926w5VeOFAvyD+7qmlj/ANYPOEzKh8i8TNYPUDRukwIuGSMeJkWSdzsnSAzHkFFHhMIf2Vid24ZJSnusIcxsqECtcfGYL7/xM+spTs0v4295cqH0fYrAdQ3Ym9XK3KbcwWqrH1NuC2woq4V2JTAZLQauKwP/SDqxgNQ+lJTgc/fzJ9ERxE0kmRCFAOEbyWTuUdQlJ7PKwyy4g7KwVEOabSmpIfSyRBiYdNkYEXBgVhsHVJ43HViUSP89adboaQg1+7nZdswjpoG/eii/5aCzbZpbfxZ5T4K1XdKCiIbCLXjr2Ssw0oxnfPG+rfwMes3yjTaDHWrEvWSVUAJLLS65cy6pqRzGGHlG9xM7OTYNUi5sRyE0hAB+98784GyVSx7bl4bnEQBCuYXB1KByNhACQltYEV4yRR95RQP2UfVEI0WFRL0yWbQnrUFAeGwB+4OYKx/fp4/OA+6d2DujHz5TfMYWc5xYdGrtm9HznggLpwWvj5QpqawrK4Y3dFm3uCO6WZn6WKNciRU+RT3bPjqvP31Ap0TSOgtXB0PgX1Je2TMTKQD4MCA6G6HeLMpt2Li82nMs8noY4XMpx2ynsKRlwaW63xRFEUhokByGkUyq1zTgRqiruag+dzBpx+jRO7+ZswFwSidfp/eK3uSlU4v4WCLzQR364OP5/SfLO+XRP4nANkfnnRgbdXhL0f7ZcjIfPq3ngjXkPZjehzksvJTH77g8+d9u63o55cNnOdUFEnsTHs13cXAOf/5gPP4N3IF4Be46vrLX29ObiFgPYALTGYh140bie83vtK1DxVdAuusQcHAuPvGe0Mk/PS2HyXgkUUQJaayaZedIKTixLLJnRn94Tw6Uab6duoZ5wX+Bi8S6lQKAInrWBgEIg+HohEjNz8hEq6wYNRltu9o5T0MY9luGaXEnWM7/C7eoXWP0taOaDXGjnMNKpe2MXr7Nl1pJlCQBbKK2uxBKOYdbe0mHWkr7FQvbOSx2f8zVHTbkCUvMEpCQYIYTMBA5/PCB57AHqyEMlWMbBoq7g14aQjknhgGjnjX9epaTTRsShgid3KqI5cyg4KRQnudaW/65TQBT9tHrutttoZnGHcc1x1PgLc7QdrfsOjFMOVLuxPMhZBptEmcuMVc9HX70vZ2LJL2GTHSZbUHSTrMG5C0uNYTuYvNqNhQ2DJAWa8/8lUk4De2fRUcXrnfFcw3ABYQA5ruVQWUoMjlknSTlhGexkrDpNJi0/+CXHcE9lu9AAO2stLyoYHjFtKYAoZnk04v6hJ3E6lAHH3xcG/2GDi555KlxZHcpNqrE1pRQnq5SXVInzvfsV45lxWLXvSf1mz7TNZkwZCO3Hda3H9O/8Y1y8m495PtA92RMmp7IUiaDrUehL3sUeEQYAP7iIWF7WWl5W5MeEL4ikva7e4dyT4uX4k/eVmC7AwmZbAX8LLeKLFmtQKrZ5r4ZzZkGdKBkk+1UocGKcAXupUen9X//Utc0e9thx1m/mkzJT+7XuwM4/UAszs2/PBZZirKpUGtRXA2OZcjH9z2QH+6lUpPVo5PW0VVwveebqk4XZuNZXprt4B23++bVPPPL3dpMRVTuU08qZCwg14WM62Xo0hpdjS1DtjzrYVBIuilyVHBW6cG6LENszyZzvkvGnrORGkrARaHOet8DOuxFEr/qZzvQwFeOasOGqWI2KLki5yFETOoNRSsPEJpgJyEgZJPRzJX2yr4EAokaYRaXbG1pRjjZwrXr6PC8gQo6YjKqndYywsf+Q2lJGQ5zrOWzEZJp81Xb1Y6R8qTRc5olFJUXJVjl/N3hQzvZgiPBByajTCY2jIEKck6Y+TDqrPE/DDWEO0fKAXsRcZj5kMxHmXfT+EZzWwwIDXkaJPmqlCAE4rFShK1DdO264nxu14MpL+MzkYsP+TO32C2SpHu3NPW5YeL1FqrymElDUkNo3glTQ3ErAIiZzIF7T5btEGGiRQAuHo3bf8pNCuMip0WxOkppbjbMQ/jve3UnLwChGawxwvRu2Xw38sgwZUEuFkMm+wVrg7/zQhV1uSQC72AUcNdthxvfOOCfnHU3hbcNU0+0cja0pgChoR6gSBzzflIdwSiURH2lVu2fFRLtyiiULKMt+5eIUhXrRIKRFffO6EfP+KLnA6f07tP62Hx55nfuzM8sRdqqaF5+gFnG3DejZWiKlKjKLRsnE6bdZ/S778t/507H+2736apB1owy2lM5ySzx33uEaQ23/4ANH5KSye47qf8gkRyymvYlMjpUb51Ugwr/uUj3zqPWGh+ol8sk0kgFMy7PPKiZzvLAc/Q7B2EM5hVe1pNbUfY+F3BGTKATNyVulaCxlMfBvDTK8hXsAIR5dkUXKVZnOnjn3b62utr/tue7d1nM9Akog+BlhBy454RG8L3PgVz72g9P9pVCPMRJ2LtAIA39+LTu5JHPnI5qCAEAr9vptCpFLmPaIKGUV5cX6kOnda7x+YPaROc3J6X3h5Hmo7oU2FE40psdF+9FSnWUl3bCTJ1ytWqeNlJraDgGaTL6KODjZPNzpIlNAzgyp7UFTqFaT4vWMm+WxE8jwV8yRsxwSvY1Df7EVerqybIIK9/uP6mjyyCkPBEWVZK8X3An8EuHy7tf2BO6UzQU+BAayNG1YVcMDTZw+UTZeejGKUlyawChtLH01rABhJndwlCu42UoK/IdJKCj0c4w2abnbSIOjpK7kM8oA4vnS2wrADAxLwDMdGLRfWps8PF8lj6EApJJGmlgIKOfuVbdPEVGvxcFn3A/grmNM8c4jV8s0f2I0GSUxwL3ofAo1JxHEy93tLPYDs8DQMvdxDGWqymK6v2ICg3htI0SsmOkHKNvMqqcM6l7tF0oUQ0/nhGsSgnzq0RrERBWy0nB1VzbMEE12wwOvJ95cMPikCC2dmtSaFHALcg0KctqPwwgyX3V5SpsM/A7qogIEv0ZLX/fSR09r3XkXQzgjuMOWF3s4uRCROSVvUdHvSyT0ejJcvFYWVxKGHxbo8Aj0nJiDVTQmXrZwI/M11YcrSjtRPVEhSCTaf9sb8DJx/wkernXejBpD8xNONnLHLRKaRn8lZfCd1FPhba86oRrSpTvJExGU20yMx94zD9dH7NFx8srOvQSBHDGTrKGHzjqU/vjD3ufqknKYbnWxsg51DLlIpleKcAlRDcuFmoI2cwvfMWlgspcMExEEbioUeTLlbddWYZKWdZ+vlktwALu3ce1cZ+eGsJrdlAmAGE4Lm9xkY3jx1WawodQrl6je4SdQG7ZLNfxVkQrKI/5zRlFce0MmSq8AMyspm5IYbYa8/Xi+6hdwboCEIaXGL7m4foJapn2u7GPgs9J8D3l6TI5QlwNYYFGeI8j2rj32XzNDvWXL8kuGSt+XjZOz9lI4Wa3Fg8LCSncWDMZN1fP1FZqCHONjAjA63Yq2SzE4yAV1N0cmwboqknaNIimnVDtatelrRPvgBh67/1FY3MdzS6OkkL50yMSJV0NIXkFWhkU4Xeek33q1Y3Ng5GmeAH4zLsLW1F5K+V5iRjZY5AsePN2plKj4J9kBacLR5yLnobQiEDrB1Cfoj6EFGA2ShiXQkDKFCRGcNUsJjapY2OEnvf3bGgNAkL5wIdy9WMym63921NM1KKY98FjqgAYqHf/Vq4hFBWjKrho+x4acS4tp3cW4EL+v3lCf9PNjV5HhybJ1RCW7OmYQKyDLSJT8sFTZXwgAEt5kI8xEMS9aexa4WMFVF3J2wEqvh81mn18JjltK1hIXo3DLiCsj1KqezdXUl5hddi+47i/opj2zerfvkOkJhP3tJuv5DVqdv5OCCP+aPVDc/rEQuyCS1ochL7vb/nKIIAj85gXK35ZezGhx5d5HCraCJHbiQVnc9orXNGYvwaCAjxFUb//Y2ICvaywtx3uqwOXTUYdwTEwF7q47yQQGl4C3dw36QwxQwqNsCSto9ugxV+d8iH0OlI2qAw/II60GpN6IbrOhMmotoZhO0boXc/PMiq32LyBnF7CmSX/JFvAGmq4LoJMZPPRefKiqX7xaBGy30gOsvpFI7RpEH96f242YUP52PzNqIgKZowdvGlkgaTwITQJBq0tZagJ9IRyBAWQeOFw5IxuXmVWJxv0fDd4RKcWcXyhvPuegosbXxTx/0hI3gzbwqwD5rxnMmo4/73nFlh5yyBdOk49XyZk2zFLaNtQ6Y7LuIVNnTOGMSiTYejgBcgqU+OgmNkVxcpnNrLlbQ6+FxTuHtqDnj6ExgSxpRwj2xIQwkFuRFjXhqQG4epJp6KnrtQau8/o6SUt94W1tQfhBzxzbW6l2haAInzltY1Lxwg2WK7ks2ILIwf+bndO4mpH68m2k+tPA12NbUPlDJs0140A4401k6ubKI6UTIWlvFiu0e0tQ00VeUV47Xi1PLTJ601zC+fgu7imAGHxLFWWOSIsGHlmyyleVnfuT5PMMDwfqZiQTev331PIC08eX4jEnJSZ5Z3yAayqoJSAbtrxIp2EOv3q9qWuLAVRPrFPF/E/gLtiWc6OLzg7u6dFVklDv/b1XBbQGg+cclowoflW5QGUd99DsDIXRc++jiQczN71zfyxIKX4cskz8KsQyffP6odO123WNPMb3+hWy/g1jUI9Wuz6HthG3jIO/SH4qWAy1Uv0NOcvTpX3LnZyTAd62pkOAfjCoSL2VQVvTJ5j853uyt8zrQ/P6aUgGYzTmi7/Gto/qx85E6/Rw2RUyivubrehWw7WWpMVk9+nZZGy4sV4i/7hEW32C3pqCHeM0JZBkjJW3FbCXDIdid137Vq+mb8pH0Ip6/PJjjY7ldrr2rNr5e0JLRyH5KqTj6SnISQqWz40q48uODFCCQVm4E+PUeOEW/uKMNgo2odQsJipYBFQW/aYLhjGhjY9Nm0xj6sfYAm4QeV3R8dkYp5/WA3hzlGnlDQuLeJkuufDBsNLjcKHUHeXE1TGAYR2XI9N64dPa7770iiJjQaHGmXCPXKBBPeS0hAWJqP2pI9+LbL1hiyvGpLteO6CZtHuGiVzplgbAJHDFb/5GeBxdaOwMiRMRktMpYFc48SilrKBFgdcLIyhItc2t3/ZOH3/JZFc8/NdP8rrSJNkgxkVCR6ZVCCGfe2oPr7gfpjc1MRkjX7NHVZUZg3hpT7WLGa4SZrsF6Ramw1gsYsPPV72bLYYLh4lGb3GZB00IYjNXTBicKjK2xRTgRYtx54LPlNitnT4mValK6R0RmUyqU2W3J0s1c9DuFySgnIdubMUFislJ+8717PZCt/lk4t4KOaxtuJbXL4sEk388te6v31HdzqIJbhUFWu3LldleNWg8EKAzk+lM+dUN+5zJe7IR/bkRsOgNZZyyNiMFTfrayLT3d8/ki8EmQ+Wxaehihxr3jGfy2NXU972kqY7xdaUR18+oqPpiZZFniFoBS9H5vG4iz8rCp+9yeg96ax6HvGtqHAfWhWq2bx3Q+e7uPWQX7U6R0tFgyGOOr2EYws9TEZDvJqnb9B0B7vTyL/3W6L2XejjwVUhNhfcMYKHTmuTVOD3n+tYFmrPh5Aw0SoUHZ6jmteyXGwkMox7wiIEFIGATD9ymbpuHZErPBlZaraHmhdJAAAgAElEQVSDx2cKSbfAS7YXiAN+QZUmo0Cu4XlWsxSVu2eYZMhHbt+MhT8jDQGlvHkwc+VJgYzTzGk5Cq5IhNPWCCWqVVCEjIoPKJs1RskIkcatjplkrSbrl0z1m7cqpJuq0hBaG04IPWRIpoD3/eLuwhwnTl0CgIGs1A+T60PIcnnKG7BjAaohz85T2dmo4ByB6rIhACERmgqZwmXjhfpXmhPzffTUZbC6OOtDqDPrc/iCzVTaDwO3H9NmTzMH5joFLvV2OhzLl2D1co92G4K80UEoWo/PFyG7eHo92LJjhLYNR+ZKfqnDT0Y3iFXD443iJYn5W+LWygc/arHJygZ+kxhtv/cwKsLl4zi1qD/8eA6r+KWAkwoXU0oElTHnluzLyigSQxxLQCvj2SAEX0PuWvru3riRIAx/LGB23o2rToFz7lOfpMjYQ6Iyf2s7QYXyU0WxijOfO6g/uT//tm3+J2ZZFmLLWhBH5uNIrKL9+lQhRH7xsE7FLq9J8tV8i7VNzd0tya5g4PSSowR+5zfzuUSOw/rSds0qEKmcKmrJ93W4a+C96yvoX1calKUOaRecrNbbR449pBMJfbWklKcrgsn8uM05IaWEmRoulMvVT1ZAnfkODs3FLQLmu86WRLT9iN1moq/U+a7ubX5cE/k/ekY/GoRdTTUS8lMTEB6dr5XFpA8aexILRhsGynelJ/QYNMUnCRhuFKKSFOJDFZAkhTKhnJRW+XPpYTkA7Qy3fEfD9KWokNK5h9OLeq6L+a5zl0NjV36ZmFdlpqC1H5aJx1XxgMAVN7kwZ9IzQn8zZqbIwUW6gQWatCPVLv9mer9qU62SOA+BPRqqFP4ck1EqTho+G4SWwqjR7dgyEaNKKrVY4R1hPsP7bLJudPJyFMMNG0gjUSt3M2qwclICmOiCevYGOjCH6SXNjXuOZARcPEqbBv3aLJr/2x7dspse3pph6OUNuWhBdMQf37EmPvvtZVI4AE0FBTQUnr2RwIDQwh6P5A4v93J8AeutZebzNtG16+gbx7RBjB/ZowFoTRVvfg381BeL6NmhpQmXNA8iK4SdFW6POy5yU8Hy+ImrnGVEwSLnoUnRpXRNtIWbKulcBxsQqChJ5a0nu2xSZFKLS7uDUNjLNTLC9evp6Dx+5stdblwFi78KEMaWK29P8M4RCWsLr2Uvho1H/LRuDeA3Gz2Z6sPNIq4yYiD57GlNaQjDd35UY8PES9kcVJSVYZR7yiJxq0hx0jwwPXFjfYpqmVK91+nRxzCVnJWAMCi22I08opEW0pekyShD/fku5hJxI71kBved1NXmfKlL0avnOriF3Fg913qtalrWAqhP5ccj1iCHb15Zb14tfvblEqqZwyBV6NHpZRQGcMdx/V++YDOIuOlGKizxKlqWZ/LEeb9KBb4N6oZnapK0MdaxW1yzzX9+tI/1VoG02AKXplBGJn7blcocGAWy1FCx8oeljf2z+m8e9t/Q5iaxDicPNITfd7EKTUaltDHWtHoDe2ayXeqXZjuYXoprmcwBI09tH3AF3HJQH0wY0pdyvzj5zrtzY8nsbeeb0e6xD7sBGK1AYFRUuDx5ET75qjlz13E97bopGkXTfJAo3DGPBNpZ4VGcJzC5GVRD0XM3UZEb3V7yWNLAf79Gve1KVR1pM/rsXb+BYK0TjYnsYCyADQ8NNgFJqZqzB+ZORU0BzUoYauCSMaEhpEKtxyCZgHXt0ltPVgewlOMfHskNXgIw5RoBKhsUtJpIBJjNrPedUbUR0FSkCAMZbv2OBuzaMGrMUkPoKvQgfQhR5C1knjmIq/Nud1e+dq+yIGQMo7ztjBz47AG9ZLWLCPAMH3MIiWLJUekSmZ4c8szleF9Gii5aNPvT12Q3T9G7boosPXNmlB1fCWNNzSYA0rw5ylFUvPdUfzI0kSy/LA0h3Dm5yBpmm/9mO/iPn+2an2yozxkmAWQKrcooo3JLziO+R3YvhmY751AQXVOAMKSoxoaJv2qG9sWSfTvl690GA4GqzCATycGWoSFMlPyzB/IwOzkM6A1Ofv24+tSB3psMPZmqQN01dVgVA49mgCx+hoV13BZ3uZ1GG8dKAWE0GmQ0o935Q6cW/QSJ9WlVNDwrgKApENsV2z2hDfOyaDqaNKWS1c8dzH/t610Ah1xV+cpuP6s9w35XsvGh/QJ805fLXs95rfnspPZi+rRc4g3sDW2SJxXhigm60GYJdzSENmymlJY6OU67igiye/Nci01GWRZ8zYWkgf99Tz7d8QOEesS9j7eKA0/nYGpNtAq9SgEIxeplH8J7T+poaDdp4yp5+OfH8oeD7wXnqOAlbeK1tNIawqj2g+MK3n9Kz3R8qf0Fm0kavIW8ETCYUbUPIZd82VZl/LKkTgb2Ppq5Wj+AiVYyQI6h6KuswFoaAN5wsYLYNWAw4PsQuk8xwzlHQxgwYTDVf7xUMdSnACQjoYQhK/HnKGMleIMtNIRuxXJhiL+8usu9DDGxEjk8d2MBFMlNT+KZjHpBbl+1vRy9OXrkTGSzb0HgZ/n+LPc6tX7eJn8etcZ3f6JzXGDFKyedyS4fbY2GwkSrBF1maKEyvKzr9qarNYQAgG/fQTtH6T9foQqT0eC+s1pyMLMhbXXZl7wvHiec3IKE9tIrmdt1BVdSDZ/Z6LqC6IJprOmcnOvgLx7Mv3FMK0I7K9gYFmbVGWGshbte1+BBeQ8aryjHjsDlz/qsliF8e8vuy6c1DgirqXThBSBMRKIl+dp9tb2YyurB1v49J/GBR+PbrnVooetESeGKD59OKsSWRctCPvxhO7Pkx3RZli1uT056Di0a0X4FpBOcr4qNpml4MWYIfv5Iwz2jm5wNpYYpd1WrdfvxZhP7BTLnXoXFaVgxpOhzUf2wHJrDHcc1goQfdZoKi1SYd0Z3gqrZ+/IR7bVpbJC6+bLTwctGfu/OrtbwbCDqAsIa4ZT6VIdYXvGSthnJlYWJXDtBZbhWdTjKQ0IRp4DFHB/dq2EMC3VxUgPvfzCf6yQj7wH4xKsaxlVGXuUH1gMV0gySl1OuC32O6cUzSLHSZBlbUvKwfxZ/u1t7JxWV4NaQidcSSslSQ0jB6LzQo958GsHOY0mJkkQYbFRFGYUAzN+xgzzTyqjSsuI8N5iyQzOainZm1Di2fPCsmtqeDyGHPO0IQf+Kcacng10zEZplMS9CQfLWBgktVpTmOsh1uQa8gkoMRBJ79wG4eAwkYtKGGVlGmnjX80sFZUs43PIK4Q+c/AZp8XCF0OXvduf32uB8jLL4a+V9MTnoTldj65B/x0xJDmBLwPfsdMMm2eNOjs2DZS5E9pZsJBaBt/CAcifIaAhvniIIH8JUdY94knlxyh2Q1PYB6omX5sFhgwhD0R2c1Ki5CpOX4sWE8l7oFk7FIYI1QVZlwCeP8RIQphmQr+Vz94lcU4BwuVoFDpXWs6J8vGsKytVi5d4Z/eUjfpEjlYkrJN1zUn9eRO3r9JK26gQpqaCaVbvah2Q1pcDqrMGp1sIRPb6c6JorUPetbA5lpYUuDgtNkdfguTZJXTHtTaSzj1Kdoj015LceWjYi/J93O1XkhmVNrqKcSIreoJ4t16/V04ew/tXq3g0ZdXoEdia8U6qYEcde0LmebPhNna9PwVOLeMu8nTk6QEVODHRPQxi1MUsRb+TPd/FzX+5CuEsogrbJCaNZtgyNNt1A864yROoZIJASXJnbFDOjiG6LEJULkly7QaO3l4xxSNJ5+y172VZCLBk6WQywfoDC0XlCp4pVlKP2WjC3aTGdh1ALRYGx6oQo0xBzBbd6mPu7qKLKpGchdXK0FC4YprtfcdqDZB5vV0yQB+bJMiO3+bwMB7D6QMYn00t6uFn4ejEqoIRpnzn3kT15rp2ocpIy5fOA4O1nooZWaAhbCj9ymYjYaf+SwAlm+JePE7fvG2cGGq1cO8EvQg9M+VZkoJhrvOlSeunWckbIRqCZY0BIDv/y5EJXN1X5sGd2eqs0hO6MSaSqrZ1k6EPIvHm3zvxkzapBhq/eXmzfyOc9+jriDRESOzKeo6MxGTU98603Po3DbmykV+9IvvM8ztt2F8B0xBsQ24fppVuVHFoxLoHHzUFUQ7hhIJ5N1BC/mXUNkWPFtKYA4XJJmndX0yNnaoU6qOpLHKck1DrqiygdSjhOpBhYFj0BSDKVDtFroaeH1WrRyQU/70LBwMoAoai1mFdF95npnKc5uL8SbF6cDYXqo+K8OPji4VXrUWoI61BNA+ay/LI5SvbSsylp8lr34eo18lUBYD3Xbc1O/ubhfH8N5WQfNFaT1g6oawk5owCE9mfXptUGSskJlRpCX84Txyb0CGxoxI5wZEJC2pBw1FBqo5b9uCDgkBaJ6VFhOJ3YgQoD9yurINpjd8E2DxKAzYNFIHhZ0oiw69txQ7iUARi52s4S8Yq/BDSoDGAozTJ9qVpIq2zM6VlLeoAwqgtpEB49kww73tEYyLBxABvauXSW84gIO0fKBHdyXGR3bE3ta9f5XRntH6+HLx/RQw0bkMZF7CGZEd12WD90uszWwEBUsuGRZ0tslOclIHStncN5KzdQyNnamO3oF2wuY8MsdK0eMoA3YZsnFyP7GnKqH7HBvboaL96irpp0mjizqBe6jprUU6tyjzMdi7ft2BGo4iVRsPZ4O2Ypx2ynyDh6YFbPuwk2ZfXw7rFi0By0MsckMrUgKfZQtzO/fNSHsKlAoAuGnbIj6Qib5N6mlqs35hfFczbSz1xbLFVvxYbzJskM/AWb1Y6RNCgVzfZNRs8JFVuMuncEzhUYsH1VhBD0Fu7BROrnc0fhx7WapHg311255mp14c0qt5a+tGcmbnm7sv6lu+A3jjlteA0enitjka9hSq1GCQhX8MR55OkZ6rd322GdugsrMBlNFYimAPVO3R84mso4nzUXyuFeu0WrsuB05U/UDpJ09wl9ZpnKyT5FqdSruBKMEfhKDaHIikYiyn9l3qyCdLB3LgPuMdwK8xBKkpaQ5tALW+1trhtiLzVOO1GBE6Raw0R96Gos5uVJTzXnmSeYqxcM03+63A26aFuLOuYFIS5JVIz7dHk+hA1VRkjOY7KaNz8ArrEoi2V6okAdkQh4WAEDAHQFIvWG5mkIFeH4vD65WGJLRk37Z8sGX7vTacX8ePZGYn3RiYUCVPPCIDHbUSYB3H9Kp/aXKwJdcgumcX5ZNV3RP2ygOE9G61tc1cBXj5TBUQD8yte7951yyos2ffrT+3MpJxBwZF6HuYW1eXiD2Tg4h5kOZjoaQnsWVQvPdspbA7tT8K1bqd3Lh1AGlWH1xvRS0dp8NxK8NzpSQ6XJKMx+AWlo3gFJQXHE3g+bBvxy8h3FM9ig0o7UG1qKZOEytGyshRDzZ8Hujw8I3VyXsqTHgLG8WN0NeklrKu3EcifJcxXo2fiy2pdvpbmulqEOjaPdEyn4a42vBDHua9IXgmxpy+h3xTVj1NNkdBXpd+9ctaQOD58pjyt0oYZ6iu/nP0WhjkfREnxDbzu0Cq6wnz1QzDUHxK9JnzmQLLoytV60wJGY5fmylvR5pSULn81lmb/2adVJyitsiUQEZeQhWyx3dXRR9BW2bEjbWkxd9iEk7LabFyzoXDQaaU0CwqEGnr2BwjAVsiSLpNryYN4Vw5Ub/Lz8FNFkG4s57jweX5EqeDajgM38NDCvEUMaGUlLVV8pFPXpktowo0VkDWEeJoW3tmrRO9VUBJSQTCoYUz54ky2aTicm7uZCk2mPoj6EGZHZUPNCZRA5OCGWxoO2DpGUnhVhrElHuppF7WofQphk6+WuhFM0usfhjcCkB+AWWLWe6lMCKtn+Ul4oyc1oTy3i1KKmEi1Uow83YSNweA4PnvLLLHaxpP3Z4F/TSzZJpqsh/OMXZhzV89Sig7cNGP7QK6pAgce2fEjzXpCGgmFLzWRTIVNkTuZCb8/q5ZDKDR0xBHILmzyrHmNGZVdfG+Zte1UEBZVVmF6wmSpUfwDaygftIcmV9of35F4Xq0VPaw2hoScgvv+JhYh1/hOZV0DDD/fSs/zq9LuqY/QUJmfZdjVvt62eyaKMQuStgvPTQPQsqae+PbW3wid//6787DWEbEfdLYKYr8Jcx01GV9Rw9NYnnF+W0cKTRb3VpE8IG31iKvUqhJYQiIxVnqMhlEFlrIDI4KTt5qmPdsTEj62UwMxxQ2FnTCryPAwVFXoksGWUK34Zu00NnFzA3Se0tv6uozab2bo2vu9iP38aL08jdbUVvn5Uz9rnTbJVGXPf59woVI3G1ZuiXWORSeB2PJfCogwAFDFLFFHDJqHOvaAyVJzsarQz1x3RHrREwnQAGpplWnn3JcuTgVOfJCmucIcFJnejjIYTyGfkW6LpliOLW2RsDwU8ZxNJXXdKbuZzC11/11XiWJNm/brAWhUAES4epaEGiAQgFIpWxJ4ChoIkrv7d7ny2E0cL/EiWf2PYuCs+KsUOSNDUpw/ouU5Sgp/vFvaTns0tib8nF7XcZEmpiCUnRM7nW4v4MVr3gBOya0kGLA1kpe2o6aLah1DeJj5jnsTr19N2aw6a68izqaIawkrmZeGGAa72ZxSTy/I/ebV6/mZiJhFII1uHCZVvHq/ZVAC5s6enNSBclkQV7nk/kb2fJYXBtatpWdFZKmh3OpP1CujYqsa9fFLE6b6eBOlHSQcHq0LskrQKTcVaWdmDHM07sqxQLufVUtLBT+/MiRp64z6tFml3P16Kg5mCIgxaZxsvMb1yq7QzPxpkNXWsr32IhdoqLvH44hQVwdXCeLOm+pUTBOv5v2DVQRsG8K02tMbPXpu9cZcVv8TfojtVjOvXb885NWg1IEyZSvJ0sQmZpItGySssjz3rUNkRB7VvKCzlhTGRpyE0+QB3jtKGAYrGp2ErVoo5LEXvaEoeNW1Kk1HPTFHLIaQBIbmJ6UMU9AvXqVdtJ7keFOF5mygTsY5SfDJvbEIMRGCA2ZLg+EDjLUfLdJOV2vlku56G0OvLJEk2J+SXTiLb8i9FlNsS05IdV5RSyRK6dsG890XZRIuiKHopL/PmAdg8SG+5vAci8JrRrmtGTw1htIDJnDHYcAAhglmqYIkvGmXjSBMDdkq/elRTgHOy2lbx3IULCB3+fbCdQLDV7VfwY3wdTR5Uo3ZOhU06e1pTgHC5k7Ss8k9pcWa52sjVAquru5PhMXX3ibPiso/Nniz60hH9yf1Vs38udl5WJSXJyqKMRukfHllTOrNF90kP5+RzB1fzpvaf3Z70Qt6TDiIcZITRJgv6OjQZpUqBhi95GjwIDaEEHdUinRCnin13ayfpB3LjfGWwC2DJWqi2FLGCK1PFFr4kfnKLwBWKZGjuagWXN5Bmmay8UA1FIZbJ0JBq1pkfF3BmFstxvFMv7QSAZ64jWFPVViwyYVPMFQKT0TCnIveeuk1d7WsykXgMQ+zBGcZlYvq28jHz8zbRBcM01hIVCWNNXCXS6BH5hqDF+TjX5aWM0CRnhmGR4Sf352bBG2RCYrW89Rk2aGRCyg8BHmx1RY6my2tHKmmHm37DLPAzIo1+ejYP+rha8mBgzxt2qZdMkQwcJXuRSHvLIH7y6lqIQG7dcijg4wu+P7APyBOtmQVz+Tjd/7rCxla+WCqgoJwTVnJ6xY/OF2p8hxMi81ZMRdwNSV4dcKOMRsF2cnsl4JxPpubndTup7BSACCG76rSmAOFy6SwRRZ+eXFpxUFZDT8q975lo7ulAnTweM8YLJrFaZJr9bNozsD5FNzhWtnsyfdYA9bwyGfVM4rX2M8L16QmmHSOlFFSGdTGAUFHLwpWum+COA2+wpFix4a0D6LgkoowyVe/Ehyaj/HJYyLXsOhPilxEZOaipdPLJAjczojKsMUcylEqY124vn6WIhtC9tHGAGDmook0KIXTLlU2dYytKGkREbhnGvcoCwlsOak+RW/rUwc3bYQ9GW85P7U7jqBtwP+QwJAcQuvK1oyGMKTo4PCxnEgcw2MBvPlvkb7C1rl9f6jxNUy/YTHK89V2nZMGrJunS8SJbo3BuJK3LRGKc5H25GkLpiQf4IVU4wQaX8Z6pEJ/z4hxplBbCITVVcjJy7SynMJav6UURGoqWNaVOLlxtwQlh9xnNt95k+PBaTQG8UG3omIwWJ/1qJHyY2TMz9O7L3XjLBXvGZDSmpo6S1wJrmOUMC1YdBmq1T6Ag7i7/MEya94nZZTjZyytnxfS0BoQPxqy2UrTQRZg5sE9PXXpyTEbdn32hWRJ/aVYX6jyyenbL956MNLWy1s/ehfh8TuE+38Xv3bWmVKBPRWLp09UQkjIiEQAg12UesFJDSJA5Hur0YqjChzDVFAcGZEHKaJuXcl+rzImzYV8RZ5ZE+FDbwXXrKCPcsIEkmuV3C/sQSqurH7hYAML0AKU0D+FDGFURtJQj+0Z9CG/YQIBfjKdL2WF+bJ/2oozyXBHhtRdGpLgb1peNHp1HR4SEeeD1TQ5xEXKYuk3dWFgarfGZA/rNtzj7ZCH2YOVt132zR3HIUKNM72HW42XjRdxLI/lHOdw4EDlpSrILKwJ0ZMigr1ZW+BbK1VI+GuJvdAhyLIWG0Jo9y1tvUpjIdiiW5oEXZ8uadkdfphVbLQaelbsAfrhUwIL8qyYL7VMdKvTz4jaawNcMjQqELHop6wYPF+8BeSfDtBPRpRJaEoUpVfLYJoWZmfUD5GR/SU+m18L16+mZ68vXS9SHMNVayiMUgMwnKcnsSijCLzxTNRVyXSQQrg/j69PTGhAuiyrikvWpTyuj/nqK0upOyyraLUdR3OG5lfDbPWu41Ld57lOKtNAjwdXCNRQyVYpusx0nlKLnDzPRplC+kYaIHn35iGZ7OaZqIWPLkNMjWQ3hXKdwqS394oSsafQSh+e1Cc8gccKzNlBGGG5AEa6asCI+M0NAoCGUozMyYlNFPLs86Z+nK7O5OsqScJI9IphA83NImIFxxcxKyYqKgKu51l5QGQneZDJrbuqSMVrfLtbA3hl9bKEsM9qMA4lqI7dO7qSRYKXW9BL2zmhpABm2YzQqihwNYTDw8tdNmwolIQ/T5BCvUFazci8kc0M5yR6khhBliqOWKvVF2q0LJIXvInWkq7o0ChzGTlI/X+Y0F8MJLEbLr0PL6gC9MCRXTxJiU808vPf+XF5txgZiNIQffWXj6snk7DmNB9OggTPiIW1nxTxHU5ukQLWPEoHFvMikCmCogbFm0kJBNmu2ZrySKQ1hU2FLYHBbQbKFF2+hV20v1aqZO7ckXlMp8t6cFEOtTMN2W+I3np01CI9N63OnSFhTgLAvIfWpPj0pFnfnlZnf+Ub7bEby8/ZBjgLClQHOs3cLP18nqU/nF3kwLyvSfxMHrDNaC1hYZaRVc3WiFW3SbV/IMV84pHOxu29ooDK5VQkPrCBlkoCGj5URvMxfEzT72DxmbeoFiZdu2kR/+9JMEd64S3kcWh9C5wGU3Jrc7peM0f/j+o9BmtHa84UPYRBU5kOvaHiyqaffI9GXU8zqG82IUj6EZAtHAZjhzcTnlGeqqVoW9PIQGqPTB0/rXGtvb6uinSNztThpZ/jei9TLtxEP7fJxArBpwAfeTBUnzXyyejmcMe9VHO4OIK32kRiVLxYKHGvEQcGN87YAGgotN+QSs8SIxZMcTFShiomc60Cagnq51LmX+oFViupueelDCODCkSJriHT3rahuyIuLQ8CHHtewt+m3npO9YVeczfALGJqMGpN4r9/vu5h+5lrVVPEIvSGRdxPdXhpuTeOumdQQxjiPakoNbRnE+oGyIlEZPv1c0JoChH3q03lOfSG+gtgp9Ly1NTx7tR7T2W8NPJ03F57GQ18GsYAhP/NNVaCO8KqUtpUFThXi+18/nCMhSLFw01IlwqlmkiUe85QxIOQCUkNoUhA9fEbvm/F7VMBgA1uHSIlNd14whpnBRiSQo6EhK99tHfJZnhoEgB+8hAC8bCuNNklZjO2J+K+8gDJXxPdQgfl52bgvO5LrQ8gRkj1AyAFgPE8t2dSzNpDHVTVVm4zKt01GRRyU4wvQwCNnSuUhUSTuJaMgqdJBWmhuKGwZwiVjJSA0OsYvfWcjBYArBFlzP3nxSEPKyTY+fzDfN5N8nXAOjBDIFf3yjQiGY7xhTy2Vyk+p2iW5sBUunyC5+SLzXhgFvve2ZzVyBck5iQPCfPmA0Ms9aP0WTDtXTpAJAqzgr0xE8WHAp2nq0Wk93SnGuHkwzYlGUxXWwmS3ZrxOch2JMnrTZrp2Ha0foB9/hkoZanoUbsfwXw+F2ltc1Swna5VtRu9F6CY6F0uWs1rUB4R9eprSkyJTzvadBmvQeashPK/4iqa271OfmFgmkxrC795Jmwch4YoTVMYemHPRxNws6/zlQ3lKY8NtDjZ6CC6+GG318KE2XvoQGjO//31P/sn9OVzpU2LaMpC9lcDYaDDlxNuwVTzrWdhUhzdvVUT4z1eoyXbpMSXxwM5RUoSLR+mVF5Rj86VeAJwtUJ4XPJOFAR4gXN8mRhQpOZKAkUbS404WA3qkmjTn3aAyRZxVY8sq7VFD4ZtbqL8MmjZ+Bjcl1b/RdqaGaCSIlGNKmnTnHP1F6ot2jODIPGY6ESUegDfuUjtHI+yFXYRo0Jy887h+zyOD4b6Ao1ekYrw/fU3Ek++ycXrxFrpwhDw1Jg8nyg+XYa7KB1kwkOseN8VvPJh8zkPI/PzAJQqsM3dLU2KiQh9Ck0wyc2cpJA1cOEK/eWO5IRPxIYzlITTlNw7gV2/IXrW9Nwgiimv4zSUvprESM5wibbnlBpFwsAzN1M9pAvM1BQjPK3GtT+c5PSmoY296M7JPTP056lOfzoYqcoX/5o3ZlRNlbje++o3XNbYN+xiyrQrpJ1SXMUUvSFGeKiUkD8gRFfZyZTY5W8D4iXkhHAp/LYB30qXLFgtnRmx9xgSFPP/K1YtjzUiUUQKhMiYAACAASURBVOWKYrCR3zNrdrhjmDYPFm6Zsk2DTK5dR2+7spSv5C3YNFi02Qjk5otHiXGvsmznGjKozMu2EkuHHuSrkEIrJNQR4+NXWUwCwowwNQQIPMC1JlrYaFU65Z11W/bOG+IsKZCAkO+FbCfGXjvDO2/yAVUxyQJXbByk11xY3op0kE4A+LUbFDvXpWAJBX+ZFGFmqTjgwmFJskr7aGSXoUbh7ntiARLxytgtKYr7EIoCXd0Dt6SIZSfWFrbtSv7eiwi8RRLwE0JEJIKywA2EE2Uz9MQLAxrlGmEU1Sj+r5gKg2O9xvlWevxHA+p43YWAkAJg7LHHpIMX4yrSmgKEfepTn9YAnbcawj716SlEBHzvxQoxOUkCwpZ1+yGQItywgb5vlzJXR23CvVdc0Fv8cMTcQAhO1nJxwkumlIlFmWs/rIvJKu6JTQs26r1n7ApPQwhAhB6Rwt/GAS3blBabHl01SU1VAoyfu069/mIF4Lmb6I9fmHkteL1Ib6XvvahoW8Y7MfTN72kYm1VyfQi7uc4sQwMZOOaKp/2QLE+2sWGAopc8SqmbJHk+hKZwHmzeveVy9fZn9ohZGd4puHPVsHnDOV6Og6kSfKbYl6j7mkn6rRvLbqNVRm2MlxR7Tqd26sJ1TvCD6HCbJG4cAUNZclxmqk0tGU425aTn1Q1HKquswOlAkZt2wi6Alg2PtL5NcJX5TKlYplGUCPTQEBJBi10kxpZewaUcjeBZXgGUun493fs9Da5OYp/LizwUehSnyEkAmwgqE9opnFOHmj4g7NPTlBbPW0+1pz2dXOwjwj716WyJgFdtj4AoAK/ZQaz9GLRBIE2Vqyfp1duLjF4jTQq3rlN6ku++SCjEgqvVW+Z8wCioqzHlqiULeSvREPcoY0h67os3MSCMMRBW9wqsb6OpSg0hXx1v4rLxclbCyBbwYoFa4c9AwatiMR6lhlADHZEdpKkK0MJoJCQCfvQK9XPX9fARky1U36ZuDha2x5uas0GGMYSSrmLBtKTugvGbUjaWDCSOqrGQvDMtAU42DOCSMRqxkC/a1IRNkpFyG4tSONGMnao1hAAGG5S6T4Qy/pPcU1Dir1NetBPy73XdXa7JqD3gz/PhOT29pAloKoKA6yYzpxdtZbhRaA5TzXpDkNFZonz66d2pxMBcfjH34/0isVwrpoKAdoZtw86y4fLeMKs17WysCyAjXDBclks9yB63bOjbqp0spD6tKUDYVyz0qT49nWNynOdkIln3qU9pWsEm79ORUrL4G3YpkwQP0hJSmEXJjG3VohKslPNcEfp/rFXIr5SWjTyWGO+xyWhGuGy8tPdSgrGwkV1j2DAAJTbsm8JP0rzsd47GAKEnz9khR+WzBhVJt/nqKy9QI27egKiGsJ05Wc7NlYbCszaQl4aObxmf1kAnL8f1PRepP3p+xuioGowZGm5gMC0+Gsm7ApPA5nMzxM6TOvYZrUYp8mcUscCYjBJ+6hr1lsuVVzKlSAl7YTJerPLijpGqKlkv9pxOUYCWhht+qaHwgs2U1BACP3qF+vnrMgB//MLsBZspBXTNeLcNAUBLYctgkdSxjlJXoq/wDYAViUBeh7MdzHXwXTsVL1pe2IDvXBdGG46CvRJo1VC1eVe/bZv6tWc5C90Awp5bWnVIvqlIMJ8IKtObMoWbpyyQDn0IRWsNhe3Dxflc45p19EfPz27evPo6jTUFCPvUpz71qU99epoT5yGsViIZMnahMjo/RN62MCRDqikJ1QazMuu6BI2RulTIuNyIiTI6s6QV4b0vKsU7M4owiKWpe9k4bRkkqUUZaBBb1mlXkZUys4Qwxosq+jLl+KQB+OeXZ8ahbusQAAw28F+vLpngYtuH6coJ2mAjyDP6/eprG9GJkYhU6wIeGxppYtNg2U4PJSAAYLxFg+nkH3VCVsoAy4rIYEjj3IhgiqJkyrzjWdmUTXMie5THP3WN+pXrswuGiSNM7hghbiGNzeJnCGhnztVG7M6GnESCwYRdmKkz8XjdrpuKvJyc8lmYaGFdGwAuG6fxVnLyjdmzUQg3VekOV9NkVPITDiRf/r6aMdSUQHIxxxt2EU+1sgtb2lIaatZZqYKlLJg3rxjrysj++44d9KItTlmzk5KySpXHFcwRgVDuTJH71xtmyoRB1mUN4Q0biCM5t2NbNubS1iH60CuKBzjXuGAYb71SXTWx+jqNPiDsU5/61Kc+9WmtEasdZGIJedXQCzar8ZajEoQV66O73SmBxzETJdxoNZDVYuDVk3TkB8twGWwy+rmDWhFGmhi34fg9k9EB1wjT/G1JQJiV/Mvg+B5LnpgaVRAxNQgZ4ZUXqItG/csmefpghu/fZRMYign/kcvUT1+j1rVdkBzpocTwzMBCjoNzvmUaYq5rUcSLXkKqYzKaKKmluslW0dYsy7FUDOrKwd6woYSmMqaL7HYggwdfBTgPIoTEiDcjDHmQoDQZjTUV2gwjPTl8ohkAQgAeIOQWwgdKxTAPrALK1GplwiTSAtEUP3CDuCQ0hMtDFGaxnVjQR+fLiku5rzpDzDkWVvGbAtXhTwl6o3fKBJRKser0W9njckmaLhP5AXtUmmGmrx3VADLCQIYrJgjALz4zM7sefl8uHibgzuP67NivojUFCFOr+9xNX5/61Kc+9alP5yGxJBEVB6UFYDsrXOOkhpDl1N4aQgPVCjuxoqPtVqtT4QUkuWK8ZwDhQg5FuH49febVBThQwEu3Envd3LjRb5JcP6t/eXm2a6zgwffmkgDGbSY0GZWF/+zFjYvH6G1XqmvX+b23rBuV5MebcIZGPZUlEhDOdfDwaR1allKNuyNvTeSq7QtplijYF+BoPUs5Ti85lxBbbFKmd7SCAZ8pCpVsET7Fhf/3KmfAnusaX5VydtiXg1fTk2OqNN0ZZsDs9ZIKQRme4ZQkDAIL/1X7mFRw5Q1ElnQB4fKg0UWjuGSMZjo4LZCYAYT8jJuDhvsygeXf682klwzhsSGjBq+wWn9sWst3C8UAMFwFuEmTGG2tYipI/IXrJRgOs9pk1NQyTjEZEVGhvv6l6+OPaAgvTdzUJK9nR2sKEPapT33qU5/61CdDVcZI4oDjr/CmfkZoZT1CqHtNmRaeu5EGsqTJZZ1GTLiv04uRjNVbBsmEHt02TD92RcQyc1hoJa6apAGbYc8TzWXLyt1JbokYniH/377DSSDuVUQgVoaCKSQyjE1NFGMs5REtn5G/68CquFmqy1iFINtwpVIGq589oN96axeuBjKl7OKrUW6rFwlPVxhGMtqChzSUa/YcRUdMFT6EESBnZ6blJjcw4MTY2UY0hG5DRD6HsMtJiSFvGKC3XVl666X4Z5IwmCGlBy2WBSx+4BL1w5cR3ECXS7mYT7swmgp/dXPmhRVtBvfuhZsjAIRbMw9ag4hiC9vbZvIKDAcpOsz1dQNOLfSaQ25cok2va+/hygiXj6ceRIdu3krPmCDqtVlG7n1ccbKQOvS0AIT1TJf71Kc+9alPTwHqB4SqJpOHkCWJDQOlkw+TlKX+78sapgxLww1VpKYIdTJhI1JIHW0WkKCMDNnr+ysFrKYqDO0eOKW9DzcJZsabeLbQEHILu8biXfgmozGcZui6dfTKCxQB375DvWzrMkSHH9il4E0OOZM81Chl07EW0EsQbMU0D94ZT1Y2h41AFZOK+G/IzMDWIXrzZZVqCvHTm7TMZc6gWRbK5fLwoGPJeeVMc8lGejnJ02GO72ilaFNxH8IEY7z+R5qR58LXEFIcyEUBjxnCb96YvdVms7xmkn7mWtXKCFZ7WWHC6l01/d640b4HqGRvWVSMS9QsNISWZ3Nw4Qi9bqfyFsmrd9BbLlchVz48tgfGT7VRG6NI4DSUOedhI9Y2Yj16/Va0X3aUTjsBYP1ArVX6pkvVi7fE7yOfVIThhqvXPZewLe1o3Kc+9alPfepTn56aVApqVPjmpfQkJhLDZBuDdrvbGJHW8YdhMvLf1FChkPPSNvSWtwgQNp/z3cAMT4jORBGtFxHefHlM5xCajIJYHg41b4qQKaxvY7JNgF7W8F145miNdo7QKy6ge09qArYOJRtlA05v+D6KSDsiNhwegF6A0PQ41MCWochYWdkbagijPZoCI00Yh0mPw6TJaBWD5UizIGKk5NPrpWQ4tRUSa8cM9o+en20c8Buv0FPJrPFwwYm8jxKPpcrLIQxmMPp2PnPpGPbN1FLdS5xp/v+WLU5I2+WajMqKTNNLEdVZ9B5dMkZLblzM6mBXTdcEPUo8n97EymGaXkw2kbC1OjPgPWiOnWpM/R7ezSjVwXVkcv+I5ha651BDuKYAYdKHkHpshrSzIr9tn/rUpz71qU9rg6SIJiNVSmKx7G1XliLKcIMaSleb/3m9mHa+f5f6h0dyEl3X3Ho3fyUg9GCMp10Za9G16+jO45oVYkmpMTAZrdAQmo68UKJ1KExI7SmmrllHP39d9r/uzlVCU2SI47t6GsIoGrnnexwRzptDpjDivyzf0yHN1xAGkxb+VBJ+i+qOsW4A4VJUCvr1TEZDv9CoeepYzPo3mkeuJyBha8yJFuZdkX205RSOQP1ejpFcEcCFIzTS1CmnUGcgQu4teGvTDevLrlaceUvW2zNTxjgxB7vGqDqIEVP0sb1igloKi3lpxB6dH3nmzZcpDb19REf3IMyxeawqlno1ygobNH9fupV4GuXrpZYe2zJT0bPRQMqWc30ObR6fFiajPWdvtNmrRJ/61Kc+Pf2II7/36SlHLGowAsmEnELBgaSfv069aIuKW7jFdsQhhC0jf0s8cM263sEhTdoGlpVDk9GbNtGbrckZARsH8IOXKACDWSmXRzspkQz5ZxBkS0NgEllT+opGv/BUNMxnheq18GAMEk9Xy8SSwjj7rUpBz7iYVkD3EF95Zzx8ErU0DrMdRkFanAEW6wNr2GgLHtJQhOjSeM5GGgqgcgjsmdXULSAUnn4jTXz61Y2LRh23t9FAefhcNx4SxSBEOFHmzP/5luy7d6pkcBp3SiWGN7RTRMddrg8ht+9nhHc5/KlrVAViiSAit8BLt5LJJWi0edW7Feb81BC2DtGPXaEm3IjE8jiVWLXODPBjyz9Z+f/Bb2uw3/Imm0+l4lGSVMfLWppFLIvnlVEfEAJ9J8M+nUsaXlNq+D49vWii1X85PvVIW6HEM+LKAjkJCWHreZtox7AVR9xL4y0/KwC5wpb5xzIr9TJZNMWGGgQXunh6hkvH6eYpxwmKrSupUrQiINcYbZbJ2bnYQOYHlQGg2LQsAQOiFEquo0380vWRkfOURlsu4ogQ2q5cEgqFodxiyvzwpcqkMmeqBoSjTXz7Dnr79VnYiyFPjA59CMO4GhI0kmjE8SEMOE8RX83SuhdJk23aMVIW9ERqPh7I8IwJv7mohjA1f7xCzAzsGKZnrqeGwvM3l/UZMJj/wvgxCFZC9KdMHlPHljs6ZNngij2xfUDo3ujoypQFmEJVtqEdI0Xh335O1qxhMlp93nSSFfCSUrXqwATjVOy9Fng3hJ+yCkAYGjZXU7G/5jLZ1xDWolRWlZ5vkJoK7gqKhnHrU5/gBrxaYxRur/ZpjdG5c1c4G1pmAq2nL7EAUYjjoTtTpewSlTtv2kSXjhGXYeLCXi1PpkmySoArI1aIlVIwSsn9kjTw+ovVNet8tkebCR9CAThrUlYEhJRIAD9hrXAljq2QmA01FRQl7Txlj1F625WKc5qZHluVIs7371J/99LG+nZKUCYP64439aYBp4zXvMnS7kmxMiuJoTpRW4qStvdLxyhMN1K0IE4PNoq077YjivorUkxlFLXGjKoNIdahUV0aHhoEaZnp7QiHTxwFJ6MbHNIlsk6UUacuIkBoBRpCQ97blxGu0YWG+wUpascC80Lw+bPXqtSro8fYAzBcGKAq/2od4sf2t56TIYjow76m0iaiThd8E+MmrLZMZN9nGbwvj9YUIFwxnX1aj7OHlH1aq7SG10Zqh+9Jp7U75U80na93uE+9iaVM4m1y8WCYhH7Vn746cqcpcPk4jdl839JktNpDpmzBFpPQJfXm5MIsM8mfISmKGLkZes+Lsusm87B8w9ptorb42FD41Rsyr3DKW6m65XYGhVKf6fHMFE1EEW12S8Lw28JFm6chcbM81PRDlxRGfQBGmmXwIaabt0bk+EYA+A1+aCqMt4oEcSniEX3rNifdiFMGADCQ4Znridx4pL4PoTiOxG4Vrfknwwm3ZzJhJetlYL9wxCkcF/G9ZePDuZIHAM/ZRJckounKWvIWRDcg5pYfOCO6QJj5LUMF7KxpMtpW8TbD106qvVquegBcBfWIgOjVxgV8Sd4C5T4pww1Mtp0WaoofdUxGw80C9FL4nw09LT73PW/PimdhuSvAUN9lce3RRaPJJeDLCGuI2tl5upjHE7nC1hKdu69Cn9YG8Ua18CEsr960KaI0cKqzM1ivLWoCNgyUrmhGEpVRRlO74CG1amoIqSxQ4t4EnhlvwQtvyMy8cIuabAUmo1SIqsvSELYUvvuiWqOkXkj7g9/W2DFCTeUol8I5DyPyp2xc355Iex1t+f9n783DLMuqesG19jl3HmO8ERkZEZkZkfNUOVVmVWVlZQ2ZNUIVVcxQYFWJ8AEyiFAiIsJTlH7YD7RFkFZQG2lbHyi2ONA+aPX51Mantti8h60NijLcyiFyiMiIO5z+Y9+z7z57OvtOMeX+fflFnrvPns4e19pr7bVkUK8S/Ld52DJB9MgMGUkrRWcoGJXxJIbw0DACQMaDA0P45gOmGloq19G/T+0iE5nIZTmZpGZJFGw2UcwLsw4kChJC7lNODNUODEcSy6wyoraGLAJfh9fuIfdNEdDPKZ/AgaHIS+VJQddWRsXqcQdPwJ13KGJGi9MRD4rhZMH48ZBvYPJOLIY46XFHDeBxywJP/BcSkQli6E2BY4c4LWgS9VFJH06ND4qk3FQ0RaBRio5XGe22GYQlzxLs7qnD5gBB2Jozvd2sqGTwpXN9XkMMBtkdeChN5PUd03mYL7oe2UgIOPqMPbDrdgx0zxpNi8l52Dqm59xnsyPtkDlBVIlExBzCUniGwSAhbFUv5AEYI6RMId/iNleHANw1SSCObVNUTMW28XVuM67GTO+caBk74a8byEm07aN5joWOa5L1KgnCq3e2/C7K3D6qLnbKDCEF9XgZW7H4QRj+fdN+MpXDJGd+RmdllL56ahfh7esqhYFKi0EM56fI/VOEpfU4Bm88LRrhlO8QojQkxJ+qKhnqgwBJL5IJkUrsI+Qxb6Co+a8YTSOovkvWVO+UiOKZbvr07GEyX0TZerAwQzW5tcAsAKOqenxWNvXVzQghjmJVGdiGvKkYQh1iW697CWFXHbOJOYSbEx62ljYl1n93d11DMoAVJNb+hA02r1C2vX/E9lq+H8Jb+wshDusQTLYgm/Sgjx88qZ1v7O6f3P8yRcvOuVG2MmpHfwpiEDAyPPRNUpLjKSe+fCVEaW6Uf8vzzx0whHZ3h7CtLBcDs7FTWffEwCFYhmsaUDEM6EJNVBdEMSoipqDCmYhTvnBMxi5lVhLCaEyeKBdqyHNoBGEqB1O59ntlWWYJ4R0VPD3RPvjg446nmkJSomx2TV/zrKD9VvvOw8QTPlkzkvuytCM39wHgni34+r1WlbWslWEJ0g5siVu7o4Ij6S7vELIkvlJCKKmso74IPpiEeSrj0kB6nVgcD53W3hqOIQToQUKI0oMNbopG7wR3VAY3wlcDygWLQfZbut7QtW0Yj5h0ZbvOs3es+ybvHnPMnkdczBfM9qEpLVsS9feUBgFnU8YGjFKhVPszuwl/2mKmqCBMCEb6ib3hp+1XX5iYyOCtYwghsWhlVCaaIRipcFolasuRLb+6eiruiRkZQk+lYWsDmdbXkXrszp4ZPhdDjiyrjOpi2s5ifTyCokoCVXRCAGaCX4gv6LlRFmWSU4+iT77e1zxDKYmx99XvnCAvn2vnJDg8lLkj9krpU1GokU5CyDNCqDIrcrBUF9pBFh/REF5SKlAUAq/LQgz1IVHPH/3aEJUjRAjbXtAa/jEnZDBMWEvIrUcfFBLCdptry2BxIhJCLoJgHadTCaGZepTZS2dl1ApdWBmlXra6bgXzvhKbygY3w/H8B25d70Za46kZ41a6ztF1BU9XtLfbu8a6b63+4NnDpDvTxG0SPI6c7Nv9EIt88gmg11p6hI7GhZtmYPQRyBGOBBX+0CCO2RPISiEt/5NXGS0lgSBMtBkGi6qi+AAGhpBjdIEborqyZGrefEhHwktQsp6tGQYJId/aBEOGMK5tZKuwfFlaozJ2teWzYsl1HKyHcHAIhUDQjBAMeRL2cyQFPoH7plB0WALgYbwf83ISHtgas7yMZ2D/EMosGQCUklpOhkgLqfIQxCwhNKQ9X6nlfDF/pQKnz3WourZydxuojihZe2wUz0woYve4qLJRbTnwREZXmpi6cF3O5ul2eBiB6zuftATUOv1hHVgcnxPs85nk/Eg0w6bJh7cMnxr3V5+IxxmWde4Om4oh1MHQfEdGEHpgurq7Q9hRacn1ziuJ6KIxV41lSodmDzqF2XSKufctT8vWEF3Xb4/RNFx36MtgoHnQZXptGXKfqK2/DKd65df6omfVL9xRsf0cszhaIDp58JYAHAwIApG/enw7ub0iHkC0CHpjVrESQlZKW2U0mhZCKjCeWJSowAn9ZXueAGUaofLtLKEmDGbKu60yqo+jq5XMtimiIaTstkmelZATVIy2Q/lUvaw1NKlHxMtOjBvPeGqRF08fF5OIAHdvEYcbHTk2K9WrdsZH2pJVDD8A2FWKNICH8CtnW04X5YMSpTBQNxEw+lfm9EaSTdZNbMYpWSCfxFgJkqeqlk0CFMxBDadgKqcYBT1uQgShlOxeN0RXuPClqHe9YGAUEWAy23qmSJEIR8di2le1LSGMSl8zUYG/zXIH4Uh70Q7craejWgwhl7N9nbvATcEQGtDpEaCA7tJ1VNx6ZyYkGM74dViFb0wQSBKg3pmGO6cszTPQPP/NZhvWA3oiF/rdeTb5jcT1IK0V5f/za+oscSqL7zmqcU7dVdMpKR4BdH/qy+Juqf1i/y1m4YzBgM0BPa/ooASGMqjzU/i/nPXUTtL1jYoakwZyKg/BC9UGhVeooedUVQWIjuqyxmwSmzusRPqQ0ihfycwX26SU8YU7hPbzaGsO/+ihSCNj9IH91XlgExC5VyZFltuHKWdaQtFZmpj7yqLSJmui7QVF3QSxRutaqSpnz+6W8sMz8f1AUDyGYBBq+OQ82T+ENIlw0qS8OKpTx8BoB7H+pf9CZ+hi/spm97G9Ngq7w3S+XTEWQV0fvpToKz9a1e4gpEOE2TweGkadrM8mN7kylE7rVI7HgyB4RDxjSnoqlVH2YFgJw1cJgqA6JxIOEQybJh9OUz05TwxbW0LlE29wG+FNwRAamo8gvGyOdC0hROnBBiOdcAgbiwhaBQ65O+wp44t2EMsDbxnmFGaieZXnWBdtucoHImbYVGYopYh0bkoMxG67u49AVB+RIEYkh2fG6p3mbGIIvZgIFHP9Mx9qz9+aoxnq3J2G7c0MXkSQ9iQH2RY0XMsFc1xBe8sod5zIC1nwhOyvbC0mEhMjD0zkohshBgmhEm/eTx6dRZbQfgFJeVZ3qn2EtBdzd6gVkwAAbMmizKohQFZzuJKUPtjSro8OCHBgCIV1jPWXUqUNo/pTupN3tLtDCHZedviNWJCryKmzfquSQukHh/HoKApX2T2E0xOKe4xCxYWsvOhXI6uYqua8hFAYco/Nqp1MGPQSCcJ4Bh/f1q5xgqhyUGdgC+xQI0zYJnRLkNzOsUuBXBBh/FsYZzqHpWRPrGZCZVQGZIbQ2DXtVMYhzRY3xfwaGEmzqRhCnaUBofluGWn/RsC7J3G+1GUDs6HWEUm9NTew/lxrCKyRpZbXKjQHbz/dpri7JyOxYiWEprer29uWjgH7JW/p+8fZZEibVKD/hiUu8eFpYpnhgEAQykmtTOwcd+mukra1k8KGk2HttiTBmcdkCqXZBju7ifGNbMnOmQVWDM6ojA1kLkJ4C8adi4p0lMQNcnEgtMyBqleouYVoztAzGgNk38WO6mnM2TzmE4o08jfqKG+KPWWke7RSWNQRlPknPUh7cHYyPmNKaO4uqU0RytrXtKWTsukgfUuC1PjKOB+41XvbwcgCwbhlpchLyY8pWRoPQSUF6QYocV8UHiqu3rDxLyx75SScm0JBVaGYhBOjiruOEUk1f6kVALF1MMdSMXZC1CzFFmfFVmCMds3OEkInKqM08mwe3nVLO1EXqluxQP21OsvkSshHDx2rjAKQsD3Z8vOx096D08iHsDpn/ZbhX11uNBqzMsovrW3JMLZDdCCcYN+GlxbWT8YlDgibiiHUQWh2Rp/lE4AIr9lD7pdkC93lPNBUGwLCp52fipG+0nleSAzc0Ch/QplTEQ0CHooqqMQTNMYlYDVhuSjb6J/0q6yOYLVKAoBED/GV4Y/211BCOF/Ev36BL2xvlGMXiPUuhLRmUh4AUiTmkudY1FfK/VsVke1bT464jyvd8uzspTvw+Kg6xtpKejcQAp5Y0UezkxDSODFN7/F3CFWkG8H4TPj6EO6vImZ0arN8P3rae0A1huUlxfLUTJDw9AK+qvQC4UvnyFycRS62jqGqYRX+FRHATpjWiq+pp4xKRjzIZlsqqvKZzUPEuZ/KEQWtwPNm8FNn+yP951uJl6ukPYU3I6bFKg+Pnzrh3Rb1/V1IqIcBHybrxI5lELj86agjkk1WDOeIH5ZB/5vKIS96imzZmsnL2CSFyqjqTKHHRRV7c0qkYyPla5ydFkLPKSiPN8Ode8olsqa2kV4wlv7p3UQY3nwllTOCxZwr4tsPEbAjdeiBhXjgMrCt8OZgCDWt+cZ9hPIhNu2rPOFWfHoEWwAAIABJREFUHkfFInaDGUnBWw+0umZwfT+SGsg5u6wSYAA9h0uQlg3rwYHft05XFApOu6NSYvFaszFzw/z3EArJ9stV8LpuWQAfLdaAG8MOSSGqj+PzrkkEgIemWzkqrY9QHoNtezpQVZnYaH1BRn9HkdZW0GWdDMdAj4SmIfloGu+exLEM/spdJkpL13fyAXYsLBUCYzGewaLm5ljfHZxserz/hHfruLbRdNQYH0EwTSGkZQxJ68YO9wq42WfTbRgVMJp1NYXIsRJIeabcPRlur8aE8o2jTqFMSxm2p3eR3XGqSYzQVEhIUL1CElTQKrpiZMmeTTQ+csZTq7RtzeGT820aRmZpGJJefzymQnQk8EWlvZawLhI5TGKzDuv0e/lJxKzjsCnDbJC0quG3Ni+lpJSgqJK6rxyRv9nvF2zm8thfRsYadT2kZVaWZ96sZjr/rJlfAqdkUCrWjlhOQkhtjepKtDkX+8kT3jsPE+AYwolMxHelrBts2Ft9Aj9x3AMLO+EAQABm8vjuI53JJ7rGpmIItSqj0Z+s206M4TsO2SqVzeYVsbqjhg2J2MBiVGYf+x6jM633g0/5UvteSSJhqWw5aFrPM1IYALAlqwicCTs95iv0b6n+CftZSg78S+XKFFXb7Q5OJWYqZ5u5oPVOs+iXZxTKKbFz6CMjinzHMwCaRZyvGh2HXWt8dWTQMtbPpJKTwejJZUebfWySrA87iijTQLqsKJgu/UweGU1pWS+lLzJZZhuboeGtchg7GHBkBA3ml2xoOPMMYqd4nspeCK9AZTO8eaEfQUgaqUCeEJdP0AXI+oqWozHUEOvzmm2vvMciKi+elZJiGAIUEgrRioFuFn7a3zakbXh+KyEozn05W8Mdwj6CRDURWOZpD2RDjpR7JBZOL4C6g1NF4wMTJDJfGLnF8qe9+dHTnqCaQZudcEr7whkH6lpPX3N5wLx+H+GvFLKiu8Z8EQ8M4cHhDvKwPIAQJISe8kzKSNFR0SXVE45oUGvKtfwGD+Hik6KCGUqtjaiQ3lPwMS1XxdE0CB3nJIQ9QUc4trkRm44JH2Y4zpBfr+1BbxZNqjgQ3TCyhLz98zxbMQmH+MMSnd9Ga4ymxc9OSRaobWA5vnsREXhRlRV5SgugHbqjoI4gGA5F4yfwb2bzilOr/kL3LQJ2l7rhxpU6P10M2ttVGsI8kQcqaaQupgxZu8YAWX9MHthy/jqb7zJYXvRiKqt8j9c4zXcI/+c7vbcfsiJlWTV6qY1O7Ydhaw6HUx0fITt0Ad7thAE6KpPh1DjeMoKo6hGWlr7yONfz4tIaqmZ0dDKIAKcntClYbpZuIeRvLCUjR0s6+MarjDagSfOJyJJlT3WZVUblc6tKBi6/qoODEzO72Iqjo7kBAOCeSVT7UYg+E4SsrxLT9WjuRpFbK7/3HfNeubPV0ikPbpWcP9G2PV3BadVZvwClviVEtXPlI4yWTaAcUk/L9O3D0yhfdqCHJm0ZI7T/soSyDxLdxLQ8gukR4xkYz4RSdCN7poOthFBjn1aZloIeDfjYOloS4ssqo/Y1Vx4WC/LY81PkZXPqKvMMofkkAsP40cA2CTEI3BwMIap/soe7JzFWaYFFnisoAg1Q+JYBSBD4yB1aI+DyeLWE0iyEnJVByU0H5cWeeK36vo7dV8x3nxl/QinnUk7JEy/6M/xNW9iXIgv2OXRQ6l/1F5bZKymMTl0mJrslmO7bYkqzvYAv3K5mZgwUjHwrMp/QRuYxxRmQaGUVlyTtwStDhajYu3w2P+0XYpbKVK5dVjQHpqPLE+XKZ9BfvhKizRfxA7d6fA235ePZbDDWfNAT52ZDLDPwwu3k/BRCHEsAmjuE7SFk6bkkjAwAM3ksJBSK/RRnQ3d2jC+Vb4jxkPO5dQxfuiNeOYj6jO593H3ijMeLKeyJdaW8iwJ7cC+hC9dtT4b1VqlULMcnCP/Drd5r9vRTQiUDuRYbTbd1CoZSKJ++0SXr7YeIzCvKUJrohPDAnb5JEs7KESDroCSB+SJA3IpNxexMS5lvVfq/kpLUYTJjtV522v58poJCrG0O0rNcUWHv9zSNr0zLwklYyZRsY0mqQy+MEELb6Q7F9+/X2s4g3HpoJSG0DuwLNhVDaCnxQulhewHNOwrwwiWejENFII/9Qyjrmhq0lns81zFrbbFn/lBHiZwv3kPYqbrtIAd1Wv2OvreXtjGrjCo+hAtKhqeDGR8qGQSA75M2Nll7R86HL+iMhYk5Cnkb4PUhY0u0AcuqpLm+JcekOK8y4WADA9kxmYV33ULGjT6XDTOIx0zORM4K5XY0FO/hGFr7dHxB2POybm99x/xWPiCLxIkGzuZxWmUkWQhKEsVYiuVAdHWQi+hZucHB9mhcOVCFtARRKyEEeN4MvmpnzPTCaPLfe8A7MAQ6RnJ7IRIZ4xYuNVFlsYYwo4Jdg5bCFGdspgAP/g6hnKp3Xf1eMmAMofIOoUB4xOrV9wU6ydht4wqPEfItOwN8RCWtnOL6YCKLpycisdhL8xaDYRfTC2afPecJg7PFEFrXFgGSXsxaWsm0jwI7xWfPeW85QDJ++1jZcmDLi4MSwhVitUa6MQcM+zdBIl5Y5EWvO9mmXGHLHAg3FyyNyvCIVevoEZuKIdRBXq1kxDaxfPAJAA9Nx9xNV95FTpKI64tIKeHf9lrQSd/LUhXlt4elaLPmb/FS2aBhTwWAjM9degwD75zQJpQrKX+mfOG+l1ngqaz3MsjzmV/B54utl+88hJQT2BWtW0d6LzSm0h6AjEPD+OgsEXQyx9IAen/rwynxZL3TC9kdoTvG5o4KkU3h0XqOpfGZ3TGH91tzAHpmG6QdBVReCimYeXG+OrGTbkcBdWPJAIPk37z+yEov5iS9C9OUB0kAcHwMH9tmmzsfDzXmSeQkThK4Oghpi/jmNpx2swiG62G7S3jIQkNe2JuyvqhZJ0dmPEnCOH8Mn2ied/RqQC/jMdxHInl0emEYNfPC/khISzdH10n1Lm/M2Qt9kxiSIKDO60xHW2csUMM1HVfJADsq9437yQ8eUnxDgtORuXWsZfyDcR3sMFd3hRLCmJSVpdxCKYkIwN/Kpg+8xoWOjaEBh4bbBzQ6pD2cyikufttgVwlfv7dlZrOn2cFNeR5CQ3nSJdV2DpqcK5nWGb1PYmwsmSeIJWJbm4/ZvlNqkUbJoU0NzHHdzcEQRukw5J5B9azORJWbMjlvvf3AkGIoj6ThDx9U73U9sv7m7hQ+wXyAxF5O6cUsLGxLFqn9TD4adfzaNYR7ej3CM571ylwNH/OZ3eTkuOlS77OHjbYcVc+WLVPJQCkBD0wrSpd5Woo37COWRtUFOsCGtevXOqTTwOELMhzcMFujd3GCVl2G56bI9gLKQl2KDGcpMRbKm58v3q6ddowyiPyMvrVBMam4qNm1womQA3exFkE6wzKTeu1w6Va9mQbVwVJC6GBAYNdWlpQQIkxL+vDCQbVHVCqjHLUXS/cLexNB+OFbCDXObohPzfTr2AAGw9UG82ikmu29n8cLn7GOVEYtQnTJIxJCaTMSUmgZQnVwlyCovjWj9MNhs98xlJMwrLo8prukgwhjabg3VCShIj9DcRi2pEcUVJzyooouw9E03L8VlYZYhBp20fg0yY4C7izh82aIINi3Wnai1LgSglEZk5VRTfgHT3pPbEcAGE3j1pwYX9iqDPnYAFVnIjpQIbCNoM+wQJmvhvWCzcUQanpV7n75Wdk3W7K4rYAtv2FsaVblLIxyEiouJ1TT24BkuMMpKx8LwzFtR1m9bm87J8NUl29tKR8MsF9HoLdJS8J+AdVSqAjhnu/ZgvPFSLgQ+dFZ25oxIYk5wXCqtf0gwNsOkVeqLk8KQW3tZX3mWb8td9VNBDMUR5J299f9qFRcWUn77mWaVNvykTxBZQV7MtM26qDISrXy6iLzhqBYfNlNgs4e5j7uHgsiPDpLOD+BAQCMZ+AFkiE4AMh4+ItnPKFupaTWi4lyXZKxNRcx+M7U2yDaAiJtF63gh055M3n8zH0xOvdoHJn5RJto08VxksNBwH6VVoazSadTGbXEz97upTgL++ZMEIDqLbMLVzbmGYQo1DiceXfmjf53B4Hys1n8ebANS6mT1rurcaVCmn3ai08mIDTYFsknmtVYGk5q7ulhX+c1dkIr90XvTjlC6M+9ZXzv0VZtzA4tMWQqmB0UYZwkCUxkIt1t4Bae2EaovdPYSSTX3BLyrTxLiEo9qAgEqaHeeZj81Alxf4mdSnR1+n9f7POm73V7fY9joQOVUW7adqMyGmYyIGwuhpADbUdKwOmIG37KKDVnhlMwnm5dWDf33e0V8tpQBEEQ8n7bKbOZSRNwj9HYRiwUZanyix1V56YIm0WGiYeqB54YjVUSMwkEFO2mjh17/xNCCSGfnukjjaRgX1kynM3zFXG0jkDp8gJ9aavQfnAuVLutZOBTd/vMAse+Mgp0vzILs81JimICTk/o62ZxZNj16PQwwrypM1etfeYKyGwtlaQJg5Y9bCvgBHc7cTTdvrCuPOixrKoAJaH2wFakskQMl6Z8os1chTfgW8dPNp7EMp760JqvHjXPo6sncgTZkREUzmVbFZMKFvSl276tut1liwl4YCt5fHuMAlL/6EYHAD01JkbTB7LjDCVDyNNesXT/07sIf2EvtlYTWQDujp9nJGSUhPgT2zC2oFhnRZaw1OFXJAQAaB1lyomsVEaNdLPMyXT0rdTiolw34QNPjuP7JYJ+EEh5aM8kxxInNtBKCKM/WwNVk8nzZ8kv3+URBALwo0c96ptK2I6/9YqE7OVLWS712xSjLIYtNr6LFuANrrImtJezydS4nMhygpSTppgmvQCLOnQE+UzEUCs/bKaudXzMy10v2LQMIT2kH0+Li76O6lU2BL85Ke3HsMexdNvsCj9DlOu4YQi2OZCuRqiZ+dxeiMxeM5JRR2RqxjIM3F1SrAgGtwHdQcf4PXuYAEAloz0x3VdG2XMo06ssJHFrTvw+c0Mpj20YHoyaWmGZ+Co9SbbKz+RxKosAkE/gA2EOBh5J1tJh4VoFIU1uGQ9/+5wHURGWXQ7xQzXjt+xx03hM3q5i+NXPchz6l6huFtAxcGgYJ7OKIsbTUE61Q3/8uMf4Q93qzAnxFGe0fELZf4O48nDEWZmzQjSdgzfvWubjl5JQSkKStO+oVDIoGMG3mcXlJOwrx0cDgMlsyxWndH9D7Bfl0YkMuYuFdY8JJ3mjxwaSlM/N2ZTpHXQs96J4fEfoPIa3Miqk6nQPCKe2VTTGsNlICAUQ1L5ioCqpvYiShM+x/DoGs96HzUmoGQK7qHT9GntQqLiBb00f91fsX0h0IiHsR4kJArL9M/mjzBLCJIGc31IZfeM+UkzEkB/tgvSvYlkUJTViA76F7TtaBwM1Hls9pYUOhqRKyGMpk+wUGR/+7PlWZiH4O4RdSAjtE3aHTcsQ8rzc9gIeC70m6Ehqs45yJQN/9Zgvx2wTZxECEVEVxwY9jlRzXOZBJXa54ec5jfbMbvLWA1qb0VkfAeD4KP7589nxR0j6A4DKRY9QE8XUlUL2akhbmvrpXeSEyjcGAHgEhlOoE/QpW0P3U3ngatnFdKEXimPOFdGoUkLhqRgSCksTI8g9MEsPPmlZco+lMLpYiO6o4L6hdhXunMCfOuGdmVDkpGNx5TjKBm8J2QgAwEwOhpLa/YBiR6F1ECBTaXy005zLxN0llHWE2DPvVhikCEIS9ajjor1mN9k3hMzmzV2TeDZqmfYdKiMHQpXkIiD6ii+R6vRidD7G7j0sh4KkfSp+Mkc4Zn1RR1S3KL0lXHYGtgluNtjeIUTwEM5rjC3x0eROuXUM05wZw7OTuKeEscarbYAIPolZiNhSSUtMkDiGUL/1mLdXpcy8CyjvVtgnRJXKKCLkRBfZCii3PF1l7H2r8lDeb7REfyf1nRP4l4/a+tTqnZkBAATI+eL4Qum7bBxaHh/F/+MhH0IGG0PCRlcuaFqvLYoYwNhGhIQ0Ds31ic1QTmV5SjVfNBnFUV5bVezF/Vi1CKoPU2Q8OE0+etqzWXxAFcc+YXfYVAyhzhb5ziKys0wlJQeaJqaBdMLzvJ8B+4fw6d0IXM9ZqnFGIkiFpDx4epeps+gOqhsoe8vtKnGlGCogPqc9hfdC8WqE/KXhw6OzZCaPr91DBE4AESazMKm5CiXmFhfrl85456fUsShZz/N1BGGu2B4VQiqmq6OsgDxLbY4A5FIAYL7YNsGHmr82QO4Bo3S8LhPhMNWKiJRD4u4QsolAH85NESrRxWgEED7cIs8Z2dYFcx3GyS5Roxvz5E58eLo9KuSvoNZcBXa6XdvOF2VF60m5GbjiR6YJALB7KTP5iETRXBDoTZPRTLKhyQJZQmgGey9rBAynQFBzKiZaxeUT7YK2cQnl0mRn1g59QS9UxYdv8yaybUP8z+wmr99HKCM3FPY4vyl0IDICyHgKE0pyNAjp7IwXM0qVG6dNleic6PE8HqMV6KjZJzKtjfurL0zQZ4Y/fsS30SE0q+CKu15XqklEtWrZd3df7Yx2AOV23AVsZJItCaExjk9AMFfRzRbDkSjmhrXXcuSR9eB9x9orcqdtKG/Eyq3ZRnoPADN5UwulVI43eL+RrAI2ZRnQUUPmfKhkABFevCNmJVDKHiichLBLKHxhaQhlg/yKHswru0AO9BFS0bxim7iSaWtP6ahhBChr7gsBwIdOeXSgy19BQ9KC/qemFCUMk3NnsR3Mk/V0XaMJR0OtXQT4/v0kKZF3KQ+VRsCEb5nMio6tmT9ZRnPsKeMfPOjLiqPtmxhcIAIarHEK4+SJbRExhTAhYyY2l6dMhewbajn2AGtFKcZijabblJOQ1sZGqyxvfPlc28WFkiZL6O19mYEAr5hXzyM2SW0y5ksfTUeSeATOb4243PCR84YS/hVKUR700Gd6TkGf76hE0imXDhvGWCw0fCgn4e5JnIraQ0OBsUd4yQ7Cq7wy8NGOj+IfqIwYv3wOLz6ZiNgD4N7uKUcCWcU8AqxWRDWA5WVka8h5jmdwOKwtTXh72Iw5H/eWW0mFsaoVzquq7dA1ZDpeCQPNJ/APPoGhVIS97wKosQkpRkOAcNhn/G4khNR3ohkegd0lk/cLG/AiVuyQIRwLRXYl6boUu/RrRsyiZLGRxRL9vUgI1xD9ErPIFrNloXpHPtzbds7iYhrmb+zY6E5CmPHhzVFNMeHcp1No5qZVWvO5w9O7yI8eEclN6otC5gJ6HAudJkeAX78n/qTz1LhoHV13eN0vbFqGkLYY5VgQ29Qtaoagcv4w6odn1l+yg/ARlKlYZOWm+8hMpNlfMU+YAUb+zsCpcTUBDQAv2EYippPCBUjeuuaL7QkgkKGGQcW3kiEapbbvmox8Ikap8B++xaTxxQcOpeDRWcWA/MCtXiUD5aTIv9E+PTGGu0sRFSN1QdJE4kVbCjI3mpVgSVJkCPXbqla+pKphrDBZOO49NY6MKyaagqIVw1wCIJR9CU4UEOHgMDKOPafilmcLyDOKOuFbtNAWGUQlSAr6HsUHiKOclEl8hN9/wOdn0L4h/JFb4pfd1lSNjg0WQi8ZUgv4yuMkZTVPc044lTGFrAp+cMcEVjJiW/K1umcLvmk/UVrY58MSJKq9Gb4cTuGQdKjEj3y5HQDAQ6iEoonX7iE/c5tk7Q1EvZ3RdMt1p2KQh999dhJPVzBciNqRachIik/SrirFSMpdIewDetSSkie+HxVKYPSvZXGo8RwgxOHH6vfuJh+WhiUPtYTQoko+woPdOu/WVaCj7LATaZu6aONeT/Pmp1gXZSmNyth391rBfkyacW4KY0W1Oe6IPBb0zpFuE6cwkHA0cGcJd5X0yXu4Qyjk02Meyhws2RLzMCslFcfilDSVN+Ke7gkPbAxv4y678XASQivwZILQSXdvIXI4fxuYylsEjKQUZj+VYiXhTIhfa+ShdnQkQhmDNCXozyxnL1FRYvSZrsnyNb9sOAFKSfj9B3xlcYrMJeJYzfoCAMBjs+T9Jwg/sVOq6SXn4CGkvTbFcG6KfOBWxYCcK0DKi+xbreQEAGAqiy/ZQd6h8lglu1hgROfREfyxo+Q9UTeyPCayWEiIgeyXcF2ZfvvTuwi9EGhuXtae5WSrhnL1QNUFYj4ACPix015YJUUmcvKfPukBQNceaeVEc0V4kd6OJSudJqxk4E37u1lzdnA3LdlfpWVgw81DUNWfETMCRz2aboVsUWlaIsKPHvFeOhfhEpFLno0a5k5yu6/Mg1G0Tq9oZcI1hGDbn+eBIby9gsp1w9Cb7NX2gvRKei4kWkbk2Ct+70l7kPX1KxLXDndJd0QFvpHvRyE86+PzVQdDfEGOIzQgCKxoFBuX9AAKazEMQrBAYna9wpi9zFPwYvmUpzgJjeSpop5taFkP4YGtvdJIGF1bOjUKYHaxGAuz6SChj2bz+PWXik0ZW77ifqM1n4DdjpPe8dSuyKl61/gPp7ztUam4nOlsHm+xu2MGABkfnj8jnj8qcXtFa9bh1TvJy+ZMQ7drK6PKEvm/5sg209AjcC72bnNX7KiHcG4K5Qs1PWoBDAi6r0sNjG/bVAwhxWwe+d0CIHKPhTVxJRORkBBQuMrZVcKfOO5BKNOTKXXl/RY+l2Oj+PHTHVyCoWl/934PVDNHh6kcvOcoAdW6TwOYdlYrEEEZWVkcm+q66EOpyPUhBLhvCkFaI+Tkh0fwqejFSJlCpbWtZMTkhURr7MqatOxTH9smLtPs1Z893//e3eSuybb0Ujjl3JJtaReEbyFFgsPDrUi8VuqxURzLIACUkq2zbeFQWSaSqAncfCKiIgj67hN+0r87iuLX8aXIR/W6fHSBuqVBSLW7JHaiEpRo8LkvVPJR8lsKUaERAAAqGZB9zobqwSYbQtR2Amsi+p/wDR7C6/eSsXQkE5bVvVtIxgfec1olA1m/7aiQr7+HsJte4jX2bzGp6KmX7CD/6SGrzQo791dLm4j2yX1TBAAms5gM+4h+S+xVE6UEQ3mKJPcv/Xs/t/cjwJ7owTbL5M4J8sI41xQO9rA/hrd8lfXx8LAYx7D+KzGSRqZUYkB7merWWY5SI0NAgsBdk30YbrwqSkcMIcFeJTmU7deJFGwy9uIqQCShrv03rqGE8IntZL44qOJlcuWvX2DLc5ST8PE7PRtp7Q8e7JKAv72Cf/JIH3ggtBYFG3JQBAL8oerWA4+/edw/MtLNufYfPugLfhTni/jqnT2xQgMaRjrKTbg81UesKkP4l3/5l88888xjjz32zDPPfPnLXx5UKY+Kl63Z3dOMDz9/R2ssJEnEZY1S+swCjoT29yDaSVSrU8BIuh0tn2jRggAwV8QRnd8wAAD4vj2kkAQIzT8aTlv3liMhwyl8kYZUotHYuT79e0eF3F4xDSklY6aIFrfNyLIvPgWRQnT46B2eUNztlRbbP5vX1oSnRVpEv74wIQeBzkCEQiK4f6r9lmGuiMXoFVCD9Q42DoUa0mdd9XaV8OS4OCSGkiLXwX+IukGiKtB80QLOTOAr5hWLQxfrEHJkkI4uURphiwwV4RUCAHzPTvL9+8XTFoLwkTs82UEf3yz8esq2NF5ggtyILSdhvoiMlaX/zXL2bGjIlizmEi1v17993qf36KL9Gy2UqxVFOYnzRVGQmCJq3V2+aCpmz/iwXXV9C6Wfs/mI3u/zZgiEzCSGVRpK4YkxAlE1CnlQHRjCo6P4E8cVauFiuaG5bdqSbC2V1wpdPj5a3S5b/1idfTAWlrqIumgodfFEBn73fp+PoHw2o5yE1+2N6WbkRovNiNBZjIutFcH+uHZg5q8yHvzp8zogxBGpbf3u6T/zwms1AOIiPDxNHt8WPdjthE9YO5ZwUOjXF5n0PvQRLFs+1ATpqbKoWsk7wo5C/FVebel9shO7bwi/x+JQ25DDIID6rux9UdJh9TbYRqPx/ve//w1veMNnPvOZV7/61R/84Af7XgTVIyIYGabAteycXqPPZlDKZjblPQ8RqDc5WU3lqV3khCSE5HF8FHlZMP8JAu6cUHdcrIiJYjavMNDEC80FXkiXT6SROTdrPPHNE7gd1Ra5Bznt4WEcSeOcxqqN8PCjR8mjswRRbTsUAM5O4mOzkWA5Jt/issqBjpwVgMZulV/R52IitHhpyDlaAfnWCj965dEj5LxvCHl7sPkE57PE7kvl/FFj+xQBaFkJji3UbTBTOWSn0bRNfNJiw2h8gnByDFNeKwedthgAHIxKM16yo31eww/d0xP4Dy/2qbjMsAHnEjCZwT0lBIADQygs2YZOZzg7iR882cHtABZT0G2OJQiEwy+mA89P1W+81Kfqoz92tPUlO0sofEXGh3IKJjJAdZP4id/uXK4g2nFUiESXi++8IpH0xNubAjXJf81YV2bx1xVWYR+0hCXhqNMs/dIj3qzRyp+wMPaXbGIrmL2EUD5vGpxtBgE5zoSvpXn6VvyeVUbpgqJbVsw2SPk4Bjw0bdL0MWO1emC10RdVTMuB3d9yu0PX/P//80Jf6R/CMqu+TOF1OwiV/Uu1BgaE1dOcbTQa73znO48cObK0tJRIJHK5XHwaAAC4cePGxYsX+ZBMJpNKKWRtzWZzPNUs+k0WkvcDAAiCYGsmAABECIIgCFrPzWY7pofwlv2k3mz8/jf5LINmswlBEATQbDY/dIp87580g4h3i/A5aAcHQZORko/NQj0shRUdBM1mACxBEAThdAqCIEAAWiiE9XxgK/yf34aHpvFn/x5WmmGS6Id7gBkf5Ms1tJR7JuE3/7/297KKsCFXTsKpcWDf3mw2kcuC1jmQ3HqEnxOwnOlDK2YQQOsjgH0XnwnB1rfTcIRIj3Axg2YzgOhbgKCYgJlcq2uCsI+ECtL/prPBcJIWHQDAZCYI6wm0hV81D/9yPfp1QZPl0Gw2AwSC2GyvoeRLAAAgAElEQVQ2y0kCABhEahJ+V6sf+WogQBD+RK5KoY+UAAJk/lLY6sban7Vta9CGgWkP8j6sNIMgaNLwSga/uxSwnBEh58P9W/EzX29lvquIzy236ranBBAETN5CS+HbPxwhAADvP05+75vBeBr+49cDwSV4s9lsNiFoigPj3Bb4wr/xvYCjaWw2mz6R+4jyDwEAHCizPJGvAABMZWFbAb9+NXhmF/z2NwCCIJ+A2VxwpRYkCOzIB/98rfUVBCH8GjowWm3ONyCG7UgnGv312t3wW9/AC8sBqxVNQutDRyA3Z2kRAevSuybgfUfxDX/WBG6c81OjtZjQzFuv2rO4SZuSH/ZBgACjaXHws9aWW5Lvl/YPbp1pRoYiQACIrfEZNJvNZpuXay1BrawCAEiSVg6shvR8jR8z7HNa3cd3YRD4BIIgKCch60MCgyCAUqL5qbPk8koAELTaMpzLXLp2mz86DR/+ivgtsSBkHQkWV2EfbDSbYNM+TQDjKKLAIFDmNpWB/4amjmDBzWZTtYB3j6A9MlubSEzO4SYU2V+agOG8Y7NvELh3ElKky+ynsjCdR37p6Bh0j9O0PdudTflHt2ab5kIIQLEdK2OK/bIpELClsuuhRdDUMuF+JL7XEELaekKvs7KVA71pHJsVP3NldDwTNUtTZ+g5E7rV9X0MB6qKBUGQDImoTpvLZh9cPYYwmUyePHlyaWnp0UcfBYAPfehDlgk/+clP/uqv/iof8uyzzz7zzDNyzKtXgwSWL12oNptlJABAKuQaQO7atWvF5RsAw416/cqVpVotNZcjNxpYrV5gaRv14tKVRahnANoaWktLS9Xq4o0buWtX69Xq8tWrKYDclYUFgJZ9hqtXrgDkS4lgHBevXQOAbL1ev3DharNZrNeaPgkWLlxdaiDAEAIsXr9eq3kAyWq1igALCwmaz9LS0sqKB5C4evXq4iIByFSr1cXFTL3uAySazebKSj0IEvu9aoIMrTQRAC5fvlyvZwFaRytXFhaW/Np4snz1yjWAfEioAgDUaisAyXL9crOZr1Yv1mpFAP/G0tLyMmk2EIBU0s3lBvgIKyt1gCQA5P3g+pXLKyutplhZXgZIXrp0aXExCZABgP3Fxt9f8QDgxo0bAKkrV65UqyuNeqmGQbV6JQjKN27UAFKLi4s3bpBrV+sAueXl5Ubdu3TpWr2WZS1cr9WuXV1uNDLV6oWVlTwCXLy4CNC6Llav1wAS5URzYeHq5ZVmo5G/cukqwTKlh5cWF5fqWK95i4v1anVpcTFTb0K1ugQAQTBEN5py89qufPpr17xLly5Vm40bN3L1GgIkT+UXqtU6AFytI8DQPaNL1erico3cP5H7g2+36rZw+VKjUaBtcvnypSQGQTNfrV4cxTxA9urCZYDi8aH6ly/5K8vL1eq1a9fSS8ukXk8AeAuXLwMUaT5lv3H58hX6M2g2V5brECSCZrC4uNxopGq1xvXr9Rs3CECq0ajXmwGA32g0qtULz+5MfPQf07VaUK1eA4CVlTxAkjJX9XrtcAnOlJd/79upixevA5QRYcRbeWpb4xNfTy9dvxoEmWYDPMQxcgMg3Ww2AUijUW82SbV6AWD4yakFADhQrJ8pJR77z4Xr168/99yNIChXq9WgWQYgyzduLCys7C5kv3WDNG9cW1lJrGAAkFxeXg6CBG3ed+5ZCq4uVa/B5QWffW/Ysyt0LAFAbWWlXiNjyeDSpcWgka9WF1qRwm5qNpu1WoOOf4Dc5cuXq1gfCtJ+gHS8AcC+9LWFsv/1q6mFy5ebzfzS0vLWdPLShYuXayQISvV6HSBxY2mpWl1s1kuXLl2rNhuNemlh4fr164nFGtTriSsLSwCFWq3WaCA0AcC7cmWhWq2trBTqdQLgXbx4sdkoUtlDo15/566ls/la0CxdvHA5cb15acEDKB1IXwmCPABeunSpWmts9TMAmcXF6wCZxcXFanXpxo0cQOq5555bWsoApFdWlmn31eullZXmwsISQLFRrwN4CwuXq36tXi8C+M1m48KFC3RlX17OAaSazebi4nKtlsjXli5dajabBbZYXb7cau2LFy82GgUALwiaEAAE2Kg3ALxarVatXmF9kailS4n0Qo1cvXKlWl0JgqFGowkBAuD169ebzdTlS5cBypcvX77hBfV6vtFEDKBavbC8nKeLFf2oRr1+Y6lWrS5eu5oCyAFAs1GvrTSr1au0oGvX0gSzjQAatdr16yvoB8vLiUbDp026srIS1KGG8IrZpa88l802aouLUK0unc7Cr19ILS8n3r538W+fK1xdWFhaTN5YJgCpcBFepMNgYWEhCACgEDSbi4tLrNxYjIyM+P56MRqwCvvgpWtLAFuq1ao5wys1hKAcG61RL9TrUK1elF9dvpyo1dLKVwDQCIDuudXqwuXrXqNR4DfcXnBjKUtWArraIwzRiWyIf+kGASgv31iqVhdZ4JUaApSr1erCwkIqlUqnLRz1dIVfPgoL3X73C0fhyrX0H1cT9qNdwEINCQ49p+nlyzUCUKY7uC6Hqwt+vZ5j6/aFCxfq9bp5Qt1Yyt5oAN/aOgRB+fr1JdqVmwa1lcLi9Xq1uhQEwYULFzyvGxGYH5RWVhp0+5CxsOADFJ+rVoXbm4uLmUQNLNvzxlJ2ZcXremgBwMpKYWmxXq0uNepFAD92Mbm4RJrNom7FqNVq165ds+dwrl9P12q+roksUa57t5f8anW56xwWr2duLJNq9Xov1ZBx7Vp6ZUX8uuvXMwlM03ZeXFxsNBrLy7Y1t9kHB7tNPvXUU9/85jcB4Atf+AINyWQyn/vc5z772c9+5CMf+bmf+zmbTF73utdZ6tUULy4RQiqViufVqLClVCwCNAqFwsRECaDm+36pVEp+p3l2FL/wr0GlUmFpU8n68PBw6ptNenC6p4yVDByo5CqVQibTKBaxUiGlhSZAY2ioDNCgqcrlEkDjninvPbeXPvSVJkDD9/3xsTFCasmEl/SgUqks1gGgRhB2jef/5noTIKhUKggwtBwA1AEgl82mFgOAoFQs5oIAsVmpVHLfbNBAj5B0KoUYVCoVxNa2Nzw0lEg0GN83NDRUqaDn1YfKJYDGs4fJ738z+JsLAQKkUymAYGRk2CP1SqWSTNQBgmw2m0bw/QYApHyvCQHBVkwA+PwDiTsnRj75b40/v9gEgEwmDdAcHRnJX201TiLh05i5bAagWS6XKhXi+/VkAiqVikdqNDyXy2UCKBYRoJHJpBOLwejISDLZrnYqmSgWU77XrFQq6XQDAcbGsrRNACCVTAIE0wVvqFweyaPvN26fG5v5cv3rVwMAyOdyjRokV4JcLlWpFHP/2qg3oVIpAgAhNXr4fWiqdHyx+bVrzZGRkcoIZjONdBAABMPDw5UKAkCmBgC109O5SqVQAXh3IviD32mVPjY64nmNdMoDCEZGRtIeJPxapVIpLBCAxujIMEC9lEnApSCTTlcqueJ3m9e8wPcD2trsK148nxgeHt5eaNxoBEFAMpk0YtPzMJfLeV6QSnr5fDqDAUDT96nuROB7XqVSeXUF/n658dXLQaWSA4DRfAO+06R3qFPJJDSgXE6nLgWjoxlaViqVfMEu8smvN26bLZGv1RM+YiPIZrMATd/zAALf9706VCoVgNp9O0daNzATAUA9n8+PjxcJqVUqFUJqCPDs8dw/XMluLzWvNIJioZBKNtNpBGim02mCrfV622h+y0QRAP7VC9j3tvouHEv0OdGEZBK2jGdmig026dhgJoSkkx5AUC4VARrDw8OVcXxPBb62EPz011rZFovFzGIA0BweHvZIPZ/L+X5QqVQSy4BYG8+n4LlmNputVAqJRJ12dyJRHx4ezq8EjZUgcTkYKqcAGslkwg+oFlYwVC5XKiSdaiTqAUAwNjbqea3B6fv+fKU8N4WE1MbGxipZ+Dc/AKg/sW/4NX9VgwaMjoxUyjhWbQI0Hp4vfPZbjVwuV6kUs//YAGiOj4/nvtGgzUW7L+HXX7OfDBcyAJSWCuicpfPR87yxsbGRkREAODbZ/OJzzWZA8rlcciEYGkqPpMDz2u02jK3WHh0d9f0GXSKouqbv+9sLkEwk+JXthyqwnGj+2H9tlEqlSoUg1jyPIAYIUCjkPdIYGxsFqA8PD2d88P1GswEeATolAZqVSiWbaQA0Ewk/l0tUKoXiQpMugAnfTyaBlVW80EQankgUCqlCAjJXA89rSZXTqVSNBKkEjgxnEolGPp+qNQM6YYsLzfSV4MT23N9tB4D05y82MgRaAiyAXC5Hn4eGhoIAAOqeR7LZbKWyYfRHV3kfxPR1gsCPASWyNUCsxUbLpBo1EiijDTeCZLKhy6ERAN1zK5XK5YXA97UxO0X2641iEung8bBWLpcrkrlFHuQGANRy2Wyl0ra0W2rA2w42KpVKKpVKpVKZzDodTsULzezVoFLJxkdVIVMDou/l5DIA1MqlkqEBR0mk7wghQ0NDZsoy/42GVwe+tXXwSC2fz9Ou3DRIpRr5fLpSKVKBWHfDvpCuZ9IJun3IGPYCgPpEpSJoD858p1lIgGV7Zv+pkW5C10MLANKpRj6XqlSK6WTdQ/UqwePGtcDz6rpoKysrmUyG7oM2KD7XTC80dU1kiUoF7uslPUD+35oZElQq+fionaB4oZlZDoSvK3y76YfEwPXr1xuNRrHYz7kzWF2aT3ziE1/4whfoLvitb33r4x//OABkMpkHH3zwn//5n/teXCWjvbHA32lR3ucR7tWMpuFLD/tvkbw4GKBTRKbhHsJRlUcRU4bG6PxL4erOgSGUjWoIOSMAQltpUFZYZ/4MlBcwzPVp59nh5YSUZ+vzXWEBKAx579FIzW1yk9/KdwiZOu5IKtIm/JCjjz6KFzIzXttzhniVhfspmk6B9p3v+WKkCJaWH8wILS+CyusH5n4ULqHtCa1itsx1aqaVDso7YLtL+Eecwcyx0Lud7hrAcArPhib+hGtpQjPu4AgP/k6R3A4Hh9oBiiZCAIBbx9rOGG1QTrU9Qxiwo9iu8mhaG/8tB8iDWztbKBgQYThlZYJM2UEIkeHEHj5+p0cN54qLqlQOMY6T6TwqUymqF3lGFkjT7isFJ0c3ko7ZKu+Df/EcsbE6YDnIDJf0bJZT5W7bO1iGJGpRWYnRtMJdStqD9x4bmHGGvqJT68E8iNFrmbCFqXPo3HRH7NbPMJvv0gHSekZfjJ0oLdjLBQl4+yESa5OJT957PWkdPIyYmtdG7rk4oeh1MnYGVA21zYLBlEWxepcrRkZGfvd3f/fv/u7vgiD40pe+ND8/3/ciJjPh/Z9oONuT+PDdUePmP3ubt68cszS9Yp4IbiKVxjkwXBD57Dxi6khGrAs2BlulWJPjcswzEwRCe54ydhdb983kyhQS8DvnffmtXA0dmSjY8/jDB735YmT1l2+0T+fa9g9pOIlS/wZan0H2J8maV2kggYURob+4n4UEnq+0JFp7hxQe1W4dQ+brciqHZyZQ9k1E+5TjtQA5Wz7yF2mZN+mBgY1hmv9JzgquwSAK31PyIotcTGU+suEWjL5VdtaPHSV8HBmjaXhwWu1nSc3PIADA7eNIraQIQyXr4w/fQqhpNWHgCYW/cT/J++2PMiwKsa90bUKt4MhFc5HjfROz5Bj6Mn7xdiwn4Vaj5SqW8MBwxEiM0Ixy3eQIMqVIX53fikdHFW1zCzWeHNeqT+0ivIXbV8y33BL6BPYPIQCcqQSPTzdMn7eOsQr7YNYHGzsN1m6yTW9Nm5pqW+kL+I3S5isQYDjVvTHDtQVCT8Z10x585A7taDC7rW/F6bxQew62F153cyMvuUHmISzaawUMD+wM3koHW/qaN8Hq1gGt1+3usHrTMZlMvve97/3IRz7y+OOPf/GLX3zrW9/a9yJk8ktPb0E2ar3rxBiWVO4KeSQJtdUrEtlKqogF0v77gQNkIou6Wu3hHKQK5L7hEwT81WP+jgImSIQNyPqwq4S5qCFBljP9+Rv3+kMpMT8PWzyzzjJnR3UDgOkcJgjwdlYx+rHK08pP3e1RrkDdyEomR4rGcHAYthW085cPF6x0VjLwk4folRU4EEqZ+A66cwIfnsZiEt5xiBRabgbFakxk8MAwZj1O6IGwu9R6+8p5Mkut4HIUuYGo0tHrwK0ah4fFDPn6KPGGfcyFQPsz+YTUkKZcgV8+6yUJzHPe1RlkX5EClJwJj6MjCACv2klm8hGOFcNaMXz0tMfbnt2WD6uEMBId5DSf9x4jpyfajIqAM5MkyTkbFMoFgEPDKHs3lvMR5p0Qroysg9CJKQ8qGfyBgwQA3nvMm8jGnLiz5kuHhlh1G8xWSROH5ryrhHRsE+ktDXl0ltw2jtsKeOs4CrUFgPEMvGBbxO2yUOG5Im7nRL5J0iKIDw3j4BzyrhpWYR/clgsemYpnmJWelmQYSL2RdLzaizeYLhO211h0IeZaJ0CEjhQWBPgEntab1LfhK7rowZRnSyRv3H4xoC+MSs6PyaN33qD3erKjGXvr2H3scOxrbusQym/bJAwhABw+fPjnf/7nP/vZz/7Mz/zMzMzMIIoQ6A9BES4if7MfwWii0floAPDG/WKTUiXv1+whY/pb66lQ00/OUC5uWnJzR3+XkkAQPATmbpWmvW0cy0lFrZl/jjMTmFQ5n5XFR8oI7JntLvTh+Ch50XYiJH/PEY9xv4bjSRZYSFBHTGI494CgWReUTcf3grLB+bqpJYr6fXS+iPuGUHfqee8WfOfhCCnMI+3BaAq2FfA3723t/9QdJV9VNhQN/HCr/twXPb0LJ62vCbzrljb10S4UAAFm8/jpu703a/So95bRJzDBuWdIEqobiW/cp0jSJulYiHFK5hJwbgpHW+431P0S+YmACC+dI8/sJkIcvvUODeNYqGMpD/Vfvyfi0lAuNeVBUjU+Bfza3d6uEgKIc8TwxfxSY4hWSsJoGtg3GuYp37xvOeAxrcLI4gZw35bW7+E08t/F6nzbOFLWequ8EHEBZybU/T6bV3ge72iP2+gkwKD3wYlM8NNHTUZWKJIEPn9/vBEBg4nzw8P4wZNaZoV2U4Ypsfe123hdGFu2tp/lrx6OjOD5qUHV3crtROd9Z+8nbU0kSxsC92yJaZjefQ9gP9ZSmoNZA64dua99jbguJMx9X9z4nC0D+4V10JwDAOuekRSw83uU3vahIClkKNkKZOV6LdZCW0khH44+QwB4/3FvNB2p8khay9BaMrpsIShxXoDlHdNrecWFlAcHeeYkGpH9etcRj/95cBgemhbz9LmFg2+TWzrxzgTK9tRUT4hgKIZ12UdPe1uyCABpz6Suozh0UOUvSEJCrgPD+BFuJOO19OIg2lY2ddCdd7z9kHd+Kv5cSSexUYZE3nJ/wxAEgD1lk5qWcJqQ9ky3JhDhZ27zXjnfZqe7ZiEof3toGGe7ugQusp120faWkd5i2pJDmaM2jJmYyiA8uDX0AWiVooX3HCUZT71c3DGhLlzoLwCYyKqXAt02xst2bWq7qxSJNbh99+YEQbhnS3yD7o27SWEAhirxc0X8vx7tmwU7frRbksUEV8/rYH9xahxfvGNQdJpB/YdhMotv7cSYAgA8Oit6JtRWAGHjGIeyRV8GmlmAj33Stu1VQsgYQusDl/6S39n1Yj26/1DudzjgdWyTMYStO4T//UUJallhaw7vmmzrUNmTTVanHXrpLQLkEu1MPL1LdCEVhtpxEI6Gl82RQkIdXyerAWkkpT14dFZBhpaT8EOSzIo9by/gQ9PEJ/DjxyOcHiP7ojwAUAp7bxl1CnICCEcjTki7Akb/Mp6HcqdJu2khku9KLjp8YItLJdOiM7YXYDKrSMNqNZJqa5AKBQk9zh5+65zP+3zn80QEQZQnsx/ISVYFPkfOjWGfSs015iFscJuGns0j3ddpZObFnp0uK3ie6PNQCsqS3rIOiDAjsXO56N4gT3Zak/NTWE7C9+8nguovALxLklwZKgDSJ+iiMWwv4CfOeDyppBuQz+zC1+8jaMEFTfds20zmluVwOSTlwVgamNUfMK6HseUqcds4gvUIdBgQOj1rENDSLkbgb2T0iLOT5FR4LSJjp524cSWEA4WNhJBXQLDErhJanvB6CCUNebOh0ftgMyvTkn4IxxiV0mMmAPD2Q9Zawv3DkRF8bHYzT2v524oJtdpav7DJGMJWC5aTEZU5kJ61yREA4PgofvoetbSC7Y5Zv83yiZqT4U+muulpzJnwdWbYEnIgcwX1sTr9+2t3e7eFm6Iua0ZNlpLw8TtbTN09W/Dfn/TArkEAwEf4wYORcXLLCCYI5KLr+Mfv9LblEaKcsK5WoDqyjXCA0Vf5BFAKAAG+Zyc5N4UZC7uOAm8zm2/pi8Z+OM+FClIUIemxUXz7IatJxEzdFBLwinlydLRdEwR43zHvyZ0EVGp45hqK4a0M0SdAuyPrg48wnWufOB7TXPuhoR6Br73Ij5SCgFRcqa9aPgFpbkfYlldXT11uh2YMy0nYV4YXbm8rSY6kMOPD2S3xHYEIHzzpzeYVGSO27rZB3Aj50SNki+qYQKjwS+fIp++OLCPlJJwLtb/Mcs6JLGqLkEajpV6AnA/y5wvGHATWFAEODuG+Mv7Y0fYHzhXxuP5GmZD/9+42WcNjS0Q+AUNJ7Mjas0N/0Qv5gag+L+sRD07jXeFJRNoTT4KUcKqJSqx5m5wax2nVaryh0ZdWJcYNNJ9YHxLC6I30VcbJcXxi+9pvDYM7spR759T4YKfs2rdmHzGbgz853/LSiNgihZUH3uY2Tfugo8ZeOU+orYWZPN6/laR9BIAfuSVi9aSQgF884yFnKsYjLcXRR2ZMDS50dUFjZuqTd3l3VnBvGWUVO2WlzSqUZijjTGQgn4DxUJGV/ndqvGVq4tN3+zZ3hI6PhoJE6Z3MsWwv4C+c9gDgy4/5OzizJerv1XzLD99CHt+maH9eGzYWKQ9yzASlXToaiy/64Wk8EDVVOpKCouqgVJT7SSXq2qGUhP/6Ah8BtuZazHPWh4enEQC+/JiCgEp58L/f79OsqH3Uh6eRhSC27NPwZcXz1QgPTpNPnVVfOOcmJu1QU378q6884b9wO3n1zrZk+9nD5LZxMTVGq4rSWx4vnSOTmcgHGipz12RbaN/RSJBhTqd8m/Jgijs1aPFOYa/F5sljV4nGj/CoygdF3aRX56bw+/YQANBpNPCYzLbXWEOF0x7kEy1dbgRIex3rljv0COxteL/7yGBdO3zyLu+IhT+njasyOlDYKC4NFD9+3LOxiryx0MuUYTCrjE5m8cO39TqzsB9dz042rSQuazrYNhzkthq0yuim0sAlCMVEwH7+h1OeQD3wunYdtSqL/Pp95PJK6/k37/X+YSEAAMFOSZLAo7Pk3FTb8pIf9iLviyySf1gx7hkDCFRxYTKLGb8dU1lVy6+LMMmoCFSWQkPuqKBSgTufgOt15CMnJXEiABwYwsmsgrv4tbv9d/9VQ8nGQ2g4R64MIihbSzmj+LcZH3ZLZjMNrUeVZ/6yGqgzt14fERTRkJMq66rNxEH0IeXBSAqoOUc+T7rTl5L4kh1II4+mUbY/zpJ4CHdPqovO+sCYJV3ddN+bJBFrqzyG01hIwNUazBXh+Bj+9QW1zxhLyDPa0P4nxiJOQRBhex4yPtTjLHEIEuOO+CV7KL6Fez48jP/xXu/U5+p8YD4Bf/u4D8bWE1594oxfTgJAQxiBCKA05ik4ePyRW8jJcencBwGiY5hfVUx10y9lAFBKwj++xE/7gADDqS5HiEN36LG1B91ZJ+zYCacyqoSN2wmHNYFZZTTnw8vnehXn9M648qu6TU6FBL5eZWnMQQklhenuEPaKjngkXXKGchJWnk784YNtrUtP1UW8M6hjoy1X1/zZua4+e0IHiTpJtIHJif1GngHja60j1wyE2q+c9SY0ctThVIRJfmwb+YXTnO1KBAA4OY7C1UQKHf8glG4It28NAPBQYRItVmZoM6JQ86yLQyFIV3SMAavAliw+MkN2FHAiE+HPaSNUMvC+np0vn67gr5y1yoQbsSJ3Lg+k81NIibn7t7YMgd46hnskFw4A8Ikz3v6uFM9E+Wr48Lq9hDenkfEgzTmhuUeletrRxml5Vhob00a32dIPm4zJLGQ4d4sAsKuEv/eABwAHpPEvCELfcZicmSSyNYgBbScEYUfoLcYRr6uPrpmpNddIZNiU7g16h426uEOn6IsO4f1bbW+j9ILej3vYRmaTVSkJ1ND6ZoL5rLOnbKV8B1QWw6aSEApQSgzsiXgDEiTi+8ELV9VCAvIJRR5ffLh9KWsnZzrvxBjWmpEaIkDGRwA4NopBJ1US8Jn7/GO/Vf+nq2pBFl8iQ6y9JuVxhTI8QSDptU3L2LK14V8SJ4SRw56cx2bQcVMRbF20E8BEuzsKiKDOd1sBz02Rz/9Lkw989jAZTiEA/Po9/r/768ZfXwgiAiUpk//1Hj/lwee+oY5j+T2IMFeMGIKT27wvpyGWA8m+UIG/HU3D3jKmO1yTdNTM3jKyy0XmU0zhilrW4noqBZNWKQ8jTM0VPrx8jvyX7zTEzkL1c2xuNlDOu2ISACBJYGsOd5bghuTE7g37vP/tn9pD/bV71Ju6rEC7p4RUjaILdk757bdVcDarVp1wGASwt9t364TZ8JzKqAao8a7k0At6b9AtWdxi7Syqa/ReTxt9mU2PQXx7oJH92Lt87AKbliHsutEemyUXlm0JDuT8JgPAi3eQe42GvDEqAiomYDmksnwCB4bwq5daRT8yQ0nKBnQ45WiUfCJkUzUR5Ff3bsFP/6M2si78+bPkjkpnjR3hMSRGaDQNd0+2FQhlzOYhn8Ab9Uhr8BqAkbJUjcB+Zn34uye0UwAR7t2CP/W36ldDSZgvIX4zEs4EWfKdb2XfUXGozE7oUmG0++jb9xwhhaSYUuYxNsRy/bpZsNkAABxQSURBVJn7+nbj6JfvErN6eBqv1/vZDPdtIewYhfbF7lJn+X/fHvK2vxDZr5fPEWqCqJiI3IJW4tgoPt94M5niRdvJmQmFyRz6uKvUDrt1DNmtHhb4wFb88+9CM25dlKv6lgPkd/65qYhqAeWH/7tj3vXrzUa833WH/qCXCbN+1hyzTaybGY5P7js2Sov2eNYDHH9iPgDd9AgGcET56CzK3IT5Zmnv2LQMIYTH3gxsyFJtSV2zjqbhwrJtEYgwlUN7g9pKETD96yMcGcHf+CdbeZryrUDq8TYAGRijIggiCokWvxo74NgWcn4rnpnAGaOVMFR9tbLyFHvK+L5j3v/4lWbYMmJial7yw19pymmFDLsTW/ULtHRGhac9yMTNtluGcdx4W49CIP+38dfhwr86bUllJTuCzMO3C9UnMYvLdINEljjJaZXPSuyM49YsG4NFG8/AY7OidNESunMZALgz9Eryew/4APDVy1r9W0QYSeHRqFEN5VdsK8C4yt/XG/d5OiONCECd94Q/ETW3muWKKauq60ddKkfBrwf0Quqtnw70+2Fhf1PCKdPetOgLF5eLHonehIglcbuD0uD8oBnvzcwQUtsGghEOADgzQRpB8N0bfSii076Ru3Ov6tKUDr91zn/w9+tcbjFpZ/OwsCJK5M5NtT1Zs1dffNjP+YDYEIhmmZTnfx62s88pS6vY3wkN/2PfKHLMnUU8OY5/8V018frorOLuE18xsJjeyP01g7nHeNP+eILke6LOfCsZPDSsreHL5sjL5mJqyHBmguwq9XSKZWgTj3MyFopkkV4jtFkoKxkoJPH1eicEPVbPshpCZN1pgvoMQnPQ0y/Y17/TnelHjhAAeOM+otx+eC9PO4oQxGllK18Pp+B6HX7yBPn8v2hHoJxwOOXsx6wL9G52Yj3AuZ3QwTGEfceAOIS+o3e9oefN4Hxo9X0jfPGGx9ZcH6zLGrCZGUId3n2ErDShZq3HZJg20zn80sOt7rGZD7lE2xcF/W++iNUbAZM4i4Kd6M+zkyiovmDUfIewEh0cxj/9thUbUIzqLvYR5pVxKqdgwzq9QyXg5Dg+vo38xXcbADCebiv0UvxQJ3eaEQe10gmDSlnEnRN4Z9SFPYLCBI4iZ4n6Gc+AQfZoyU0JsZjNpP1D+CeP+BeXxWiWykhTOSwmQHZVYglayEt2kG2F7jJoI+nBs4eJ0sZmFxj0BqnMf/8Qznbuqv5VO+O/+cl5CzeP3F+GuSJ+5VKwo4BqQ8AapDy1sVOHVUYvDMPbD5GB3nixh0+gqLre7+Aa5WZGj4zrS3ZELBfcnFhN5r+QgAe2DrC8Tbvlylzc3z/hp71W5yWJ2pttp0rVPgFeYTI26b4y/upZ0d6mGYYoidCmP8vHQyiH18mU1+cYnt5Njg8rLuIQI6MykoLHtxM5XFlt5J6FVw9OoyBdVKo4PrBV7dkC7A63EODfn/R2WV/rQoCPnfZ08kMeaQ+25mJ6TxDMmmJ2MuQODmOPw6Y7lCW9aNnlNAL8wmmPuZGMN1PUv1p+726i89hhjySBnzrhpVQ+dhFgTxkpD2wopgPJNsdmd90Ocrp3HCL8Jt0uossSOoPOOkV3pW+IU/ZNj144uh8/7vnrg8TwEXaW4qPdhBhJW20oDvZA3BiHWdi/G6S9X0fc0Ng0n74Rhm2fsL2AlnubEGsmh2MWTEJ3KCdhOIVmolD35v6t+Ol7IkT3XBH/5WUiGS5IFOnPuydxX6kp+Hj42ot9wwKBCAkCY+k+GCV7Yhs5IRmuYPAQfuKEBwBv2Ocp3bXzVVKHG38a8H0a84kC9g/h584rfGYoa6KMk0/gy+c6bkZE2F3CnB/TAa+Ywxdtt/oQm/pTMHOs5iS7Svieo96eMgAA70OilyHT+2rbKdM1kcWsJIm1p4xpcYfsFKptcjO9XU97kSDQBgAEyPlw/XsSsHE0qRx4+JuC1JvKodIAuMNQcvOQs+sEaOE9a52gX10/nIL7jPYUHTYENq3K6Edu92JtSCghp6HXbLpIaIPX7CEA8HbJ0iBF7ekEAGzh3P11VIo58lM76q9LRcjeHQX85BlvOs5IjA2YB3klFaizY0HhIfzgQfKFb5qUel+wDRfr+Ob/Em9tsBfxiznpaBqOjHSZ+0gK3n+i1fg/L/mLV1UGAeCeLeSXznjv/5vmf7usiwYA7ZxXE6whHpnBP/5WVPyrach3H/G+s9STvcgBkaqyhdJ2icbAbQVkRyqeftno172sbmwC9VRyDOzNa/FQymPdzaZ1AsMw3kD4pTNrsCRuCNzksp1B4BfPeImNMGv6qDkyX8Q1oTrWAzbT7Nm0DOHJ8bZAg3XY5877qXU/aOXVWWkeMJLEOjAWgmdwnp17bJZ87KvNHzpMrtXhZ/8+Jp+vcO4chJqcGsdb+d5hfKOUiWGjmlbZwBASdrfPidJF/X55YgxPjMWPp4PD+H8/3oeJdmwUX7gNaZVs9Fr7DtoOB0PBl6XpHQPOTKD5Q2w6cNWWYwMb9pE7POoo4uwkMhf3MZI97vlnT9kW3TVWk+bjyzo2ih873Zoj+4dQp4CgWcE201a7UeG5btjUIDeVntiqwHzeva7gzgJ6R7CJmnHjjNx+oBAnx1/zbu17BXo3JMVASd6ZPD7XiYFWeaowArHThOpocRE+f79n48tBxpce9njZbKfob1fuKMKb9pMn7BRBBwHWHbN5BIBiQrTWA+t4WexjvZR6B8xxn2WJu0vIdIoQ4cRIANaubjoqqJck3YkOhBSFBBTCFjs7iWcnO8tx3Y6omwfOPufmxqA9mzmsW/SROLyZ0UdB65pj8zOE7zhEMv4q9VcX1u2F5xNjmDDe8xUGH3J/Oy206/hDKfjyY7YjZ2cR61u0byez+JYDBADumyK3jPTNu+cb95EXb8exNILGnYsZNIHZv+Iqw8bGYxfozj5NgsA/viRBDwh0yPlB2oOVUO1XV06Pi2khAd942ape1/j4nZ6N9ZqHponh+IlXYNuWR4LdjPz1uZ1feLJvV7UcnboesE7MhDoMCG6W3czol1EZh82Bzc8QdkHWd6lq2I97QY/Oqun+vmg/gspWZBe5edgSE9ng1DieGtdGHkvD07sIAExktD4JzVVS2vtJe+uLnVtN9FdkpHPHJ3ODQsx9hfp80ZedqncBs72lXoZ0Fzg+atXA91jfsP+bx/2VlZWrXblFff0+MmPhZGI1ab6hVN+ymsr2LSuHrlFK4kSmb0d1DusNTiX4poXr975gMx2pOO3xtQQbSA9PmzoiIhKMDr7JLLz3WNvQP+hjUuwodKiyZZHnGuLBaXK6Mtg6dS3CMrv9GBA67aB9Zfz+/baLQGzeKD20fq71sOm9Amv4BQqv92HIk/PEUqt5rXvABLluNOQh46rosDp4aBr/p9vX/c17h26B62B9dlgrOAlhX7BpWnHzSwg7xZp0LaKt5EHAkRHUGbr80+f5OR/+83cCpYu/zYE3WTMzq4+7Jkk5aTKU2gv6uIWbc/qTR2wvUuZ8+ITeOGcv6Jf/hh5h3+aDuAksYCgFmU2kzKdkeh2d6uAwaDiW4KaF6/q+YDO1omMII+jxtGxdjQyzBz9LrM97ShsCd0/i9g7lsb3jjx7yM31lyuw1bxMEHgsVnn0ChUREzayXhthYjM/qsDFzBexOOdNxWQ4ODgzEbfE3K+6okAvLThvcoQ3HECrQpYpgD/EnM/A8ze3BHkvpHbIxyVXDWklr12FWkWz1r2Lt6Pal9NjvOjWOn7r16m9caN3vPDmGU8e74VP7Zp6k56zGMkgvu64H7Crhz1n4ruSxnmm+B6fJ7ZUIXVLJ4J89z4P1XW0Hh00AdJKimxX3b+19Y3QA2ETHrI4hFBH0cGLS0agIuPg7S/iDB02p2bugN85T/hmL/UPtFDfDYWIQ9NpikawG0GBdjAEzLHOj39LR/KBJRtMwmtYWYmgiWlbvH9v7KehEBqg53PiyBtDpQn7FhMLRhSU6qt7qzPbhFAynIkX5BGby+O2lVSneweEmxr1bcMxoL9rBwcGAzUQTO4ZQxFwR7+rQWRZDZ7RyJ/FZzFUmjoXigj6Q1l0WvXrlRgs+MITpbmfJ4CSEfeyGTv09dnbqEVdRc270be8fu5pjCbGnQyUlesxPsEplWb013+fWvAIODpse7z3mLAY5OHSPR2ZwqbFJNqv1ogS1ToAI0zl42Vw3zTK463Y8yX5kBL1OatcXZxgsq5tBQijgs+e86c49GQ4aa1ihlAc3nrLSTLUZexNZzOoJkkdmcLIfvgc2tEZH39V6NkprjKXhv79oVZ1MOjg4ODg42GNXCQ+vD7t3vcNJCCPoRd2rC7GAZVG8EuN/erizLutRATLgyMe+yz1isU6EhJsb9t3aaavYzKZfNhom3VXCnN+H3pBnwUDR3/HT+7QLuqrSmlsbIAil1XUy6eDg4ODgcHPCMYQR9ELJPW+mM13TDm7y9FCrJ7aTh6bbpF2nWSHHMKw+m7RWJOnqs75riMF1a19yRuyHymg/MlkrlJP4kh09NeXbDpLBHVc5ODg4ODg4bHQ4hrBvmMrh1GByPtWtAQkAGEtDL6QdT9MPJfFjp919gw7gSOq+oPdmXFXxYL8zrGTgfb3d80lHU+8tu4Hp4ODg4ODg0IZjCCNYn4SSwUJjp3jeDOlUC4vxhBkfHplZ1RZaG7cTgOtcZXRNTIw6bA4gwK+edcc6Dg4ODg4ODm04hnDNcHgY33VktSmze7d0Rv+vIbewzrkyS6yCnaHVwVp1x4YbBUdGcJ379bL1MjLYWjg4ODg4ODisFziGMIJ33ULGM6tECFUyUFmtshwcDNgcvLcBq+l/98+ev3kW1U0/MBwcHBwcHBzAMYQCDm4W67H9woEhnFwjrnUig9m1GJ4fuJWUk+t6GNwygtfra1Duum4UBzs8tYsknLMhBwcHBwcHBw6OIXQw4dnDa0Y8/tKZtbnp9Mr59U4v37+1nxIvy4xmcvCaPZ21zGrK5Rws8eHb3AVCBwcHBwcHhwgcQ+jgcFPjBw6ShMWlt7kivu3gRuXvnOpjF3hoGq/XXcM5ODg4ODhsfjiG0MFhUMCNwIpsza37KvaMX7vbG05t/s/sL3aWXIs5ODg4ODjcFHAM4QYAolO9c9h4GM/AtVqvI7cvI39L1k0gBwcHBwcHBwc1HEO4ARAEa10Dh65wk/fbi7b34TZmsBGkrA4ODg4ODg4OGxfr3X6GAziCeMPiXbeQ2bzrvJ7gms/BwcHBwcHBYaBwEsINACch3KB4wTZ34NIr3Nh3cHBwcHBwcBgoHMG6AYDohIQONyncwHdwcHBwcHBwGCgcQ+jg4LCu4XhCBwcHBwcHB4fBwTGEDg4ODg4ODg4ODg4ONykcQ+jg4ODg4ODg4ODg4HCTwjGEDg4ODg4ODg4ODg4ONykcQ+jg4LB+4cwpOTg4ODg4ODgMFI4hdHBwcHBwcHBwcHBwuEnhGEIHBwcHBwcHBwcHB4ebFI4h3ABIEnhs1vWUw80IpzHq4ODg4ODg4DBQODZjAyDrwyfv8ta6Fg4Oa4BgrSvg4ODg4ODg4LC54RhCBweH9YtSEjwnJXRwcHBwcHBwGBj8ta6Ag4ODgxZ//ny3Rjk4ODg4ODg4DBBOQujg4ODg4ODg4ODg4HCTwjGEDg4ODg4ODg4ODg4ONykcQ+jg4ODg4ODg4PD/t3f/MVHXcRzHP3QehHRKHeNsgRFqZl0NsLKfDt3ObLbxhxs2R5njYhmIbJDhpOVq4PhhtLY4KvthcKvTjS1Wa3TNUWRt5o6dqWw1RyJxjN2dTbngYHff/rjFGMj5/RrwPfg+H39xH+++97nX7nztzffrCUCjGAgBAAAAQKMYCAEAAABAoxgIAQAAAECjGAgBAAAAQKMYCAEAAABAoxgIAQAAAECjGAgBAAAAQKMYCAEAAABAoxgIAQAAAECjGAgBAAAAQKMYCAEAAABAoxgIAQAAAECjGAgBAAAAQKMYCAEAAABAoxgIAQAAAECjFttAKEmS2ltYMMhKEeJShLgUIS5FiCs68pGPrBQhLkWISxHiUmTW41pUA2FTU1NlZaXau1gw9uzZY7fb1d7FgrFx48YLFy6ovYuFYXR0NCMjQ+1dLBg///zztm3b1N7FgmGz2V5//XW1dxG76EFF6EFF6EH56EFF6EFF5qIHF9VACAAAAACQj4EQAAAAADRKhYGwt7f3ueeem//nBQAgFtCDAIDYMd8D4fDwcF1dXTAYnOfnBQAgFtCDAICYsmQ+nywcDtfV1e3cufOtt96S/yiPx3Pq1KnJK8uXL09KSpp+T7/ff+3atd7e3v+7UW0IBAJer5e4ZBofH//rr78MBoPaG1kARkdHhRC8tWQaHBwMBoPEJZPSv+fvuuuu+Pj4Od2SIvRgTKEHFaEH5aMHFaEHFZmLHoybz695tdvtgUCgqKjIYrE4nU45Dzl37lxOTk44HJ68uGzZsusW4fj4eDgcTkhImJ3tLnajo6M6nU6v16u9kYXhn3/+ufXWW2+5hX92K0sgELjuhxTThcPhYDCYmJio9kYWBqV/z3/77bdms3lOt6QIPRhT6EFF6EFF6EH56EFF5qIH5/YM4e7du/v7+4UQTqfT5XJ1d3fX1tYqOoLZbB4bG5ub3QEAMLfoQQBAjJu/M4RHjx51OByTVxobG2PqF7cAAMwdehAAEIPm9ZLRCfIvlQEAYPGhBwEAMYILwQEAAABAo9Q5QwgAAAAAUB1nCAEAAABAoxgIAQAAAECjGAgBAAAAQKPm9v8hnDfXrl2rra09f/682Wzev3+/wWBQe0fqC4VCVqv1008/FdfLR86K2q9g/nR1dR07dszr9d5zzz3l5eVpaWkkFsXp06c/+OADn89nNBr37Nnz8MMPE9cN9fb27t279+uvvxZ8HqMqLS3t6emJ/Lxt27aysjLikokQpqMH5aMHFaEHbwI9KJMqPbhIzhA6HA6TyeRwOFJTU48fP672dtTX1ta2b9++yP+GLK6Xj5wVjfB4PPX19RUVFQ6H4/HHH6+vrxckNrNQKFRTU1NcXNzW1rZr166GhgZBXDcyPDxcV1cXDAYjN4lrJpIk9ff3OxyO9vb29vb2V199VRCXbIQwBT0oHz2oCD14E+hBmdTqwUUyEP700095eXnx8fF5eXldXV1qb0d9mZmZBQUFEzen5yNnRSM8Hs/mzZvvu+++hISELVu2XL58WZDYzEKh0IEDB7Kzs0dHR/V6fVJSkiCuqMLhcF1d3c6dOydWiGsmPp8vFAodPHgwPz//8OHDgUBAEJdshDAFPSgfPagIPagUPSifWj24SC4Z9fl8JpNJCGEymfx+v9rbUV9WVtbkm9PzkbOiETk5OTk5OUKIUCh07Nix3NxcQWIzi4+P37Bhw8jISF5enhDi3XffFcQV1RdffJGWlvb0009PrBDXTPx+/5o1a1555ZXU1FSbzdbU1HTw4EHikokQpqAH5aMHFaEHlaIH5VOrBxfJGUJJkuLi4iI/hMNhtbcTc6bnI2dFU86cOVNcXJyUlFRcXCxI7EYSExPb29t3797d1NQkiGtmLperu7u7sLBw8iJxzeTee+9taGhYvXr1smXLrFbrmTNnBHHJRgjR8Ua6IXpQEXpQJnpQEbV6cJEMhEajcWhoSAjh9XpTUlLU3k7MmZ6PnBWNkCTpww8/tNvtVVVVVqtVp9MJEpuZx+P56KOPhBCJiYnPPvtsX1+fIK6ZuVwut9u9detWi8UihLBYLOfOnSOumfz+++/nz5+P/KzX6/V6veDdJRshRMcbKQp6UBF6UBF6UBG1enCRDISPPfZYR0eHJEkdHR1PPPGE2tuJOdPzkbOiEWfPnv3ll1/efvtto9E4MjIyMjIiSGxmRqPxm2+++e233yRJ6uzsXL16tSCumVmtVud/hBBOp9NsNhPXTEZHRw8dOnTp0qXx8fHW1tYnn3xS8O6SjRCi440UBT2oCD2oCD2oiFo9GCdJ0qy/mPk3PDx8+PDhixcvrlmzprKyMvIPfGGxWCIfv+n5yFlRe/vz5PPPP29paZm84nQ6SSwKt9vd3Nw8ODiYnp5eUVGxcuVK4pKDz+MNSZL01VdftbW1BQKBRx99tKSkRGY42oxrCkK4Lj53ctCDStGDN4fP4w2p1YOLZCAEAAAAACi1SC4ZBQAAAAAoxUAIAAAAABrFQAgAAAAAGsVACAAAAAAaxUAIAAAAABrFQAgAAAAAGsVACAAAAAAaxUAIAAAAABrFQAgAAAAAGsVACAAAAAAaxUAIzJ++vj6LxTJxs6OjIxAIzNbBJx/NYrH09fXN1pEBAJgV9CAQgxgIAdU0NDT4fL65ONqOHTsMBsNsHRkAgLlADwKxYInaGwAw+6xWq9pbAABANfQgIB8DIaCOyDUzhYWFQgin09nf32+z2S5cuLBkyZLs7OwXX3wxLS3NYrE0NzcfP37c5XKdOHFCCPH333/b7XaXyzU4OJiYmLhu3bqioqL09PQpR7NYLB9//PHKlSsjz9XZ2elwOPr7+9PT0/Pz83NzcyMbOHr0aGdn56lTpzwez9q1a0tLSyceAgDAnKIHgRjBJaOAOlpaWoQQtbW1LS0tXq+3pKTEYDCUlpY+//zzbrd77969AwMDQgibzXb16tXt27cLIUKhUHl5eUdHx4YNGyoqKnbs2OHz+aqrq6ccbcoT/fDDD9XV1Q8++GB5ebnZbK6urv7xxx8jf/Tee+9duXKlqKiooqLC5/PV19fPZwIAAC2jB4EYwRlCQB0rVqwQQqSkpKxYseL999/ftGnTvn37In/01FNPWa3Wzz77TAhx2223vfnmm3FxcUKI4eHh5OTk/Pz8Z555JnLPhx56qKSkZMrRpjxRa2trQUHBrl27hBC5ublLly5tbW3duHGjECItLa2srCxyN4PBUFlZOecvGwAAIQQ9CMQMzhAC6uvu7t60adPETZPJlJWVdfbsWSHE1q1bIy0ohFi+fPmRI0ciLXj16tWJ62eiCAaDf/7555YtWyZWLBZLb2/v2NiYECJyzUxESkqKJEmz9pIAAJCNHgRUxBlCQH2Dg4Pl5eVTFvV6vRDCZDJNXhwaGmpqaurp6QmFQpmZmUajMfqRr1y5IoSYfLeUlBQhhN/vF0Lccccds7F9AAD+F3oQUBEDIaC+pUuX7t+/PyMjY8p6YWGhTqebuClJ0muvvZadnV1TU5OZmRkXF3fp0qXvv/8+ypFvv/12IYTP57vzzjsjK5Gv5I6sT/zOFQAAFdGDgIq4ZBRQ36pVqy5evLjyP6mpqTab7eTJk1Pu5vf7BwYGXn755VWrVkU67I8//oh+5ISEhLvvvtvpdE6sfPfddxkZGQkJCbP+KgAAuDn0IKAizhACqtHpdF1dXVlZWS+88EJZWdnQ0NAjjzzi9XpPnjx5+fLll156yW63T75/cnJycnJyY2Pj5s2bdTrdr7/+GvmetNOnT69fv37iaA888MDkRxUUFNTU1AQCgXXr1vX09LS1tb3xxhvz+joBALgeehCIBZwhBFSzffv2L7/8sqqq6v77729oaPB4PI2NjSdOnEhNTX3nnXfWrl075f46ne7QoUMDAwPV1dXNzc06ne6TTz5Zv359TU3N2NjYxNGmPCo3N/fAgQNut/vIkSNut7uqqiry1WoAAKiLHgRiQRzfpwQAAAAA2vQvaAHHxx0mVD4AAAAASUVORK5CYII=" }, - "execution_count": 44, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "for (a, b) in zip(mhmc, mess)\n", - " eq = abs(a-b)\n", - " idx = max(abs(a), abs(b))\n", - " return eq < idx/5\n", - "end" + "p1 = plot(chain', label=[\"Noise\" \"SE log length\" \"SE log scale\"]; fmt=:png, size = (1200, 600), title=\"Hamiltonian Monte-Carlo\", ylims=(-4, 2.5))\n", + "p2 = plot(ess_chain', label=[\"Noise\" \"SE log length\" \"SE log scale\"]; fmt=:png, size = (1200, 600), title=\"Elliptical Slice Sampler\", ylims=(-4, 2.5))\n", + "plot(p1, p2, xlabel=\"Iteration\", ylabel=\"Parameter Value\")" ] }, { - "cell_type": "code", - "execution_count": 11, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of iterations = 1000, Thinning = 1, Burn-in = 1 \n", - "Number of function calls: 6115\n", - "Acceptance rate: 0.195503 \n" - ] - }, - { - "data": { - "image/png": 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" - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "mZero = MeanZero() #Zero mean function\n", - "kern = SE(0.0,0.0) #Sqaured exponential kernel (note that hyperparameters are on the log scale)\n", - "logObsNoise = -1.0 # log standard deviation of observation noise (this is optional)\n", - "\n", - "gpess = GP(x, y, mZero, kern, ) #Fit the GP\n", - "\n", - "set_priors!(kern, [Normal(), Normal()]) # Uniform(0,1) distribution assumed by default if priors not specified\n", - "set_priors!(gpess.logNoise, [Distributions.Normal(-1.0, 1.0)])\n", - "ess_chain = ess(gpess)\n", - "plot(chain', label=[\"Noise\", \"SE log length\", \"SE log scale\"]; fmt=:png)" + "As can be seen in the timing outputs, Hamiltonian MC is considerably slower than elliptical slice sampling, however, this increase in computational cost is accompanied by chains with more desirable mixing." ] }, { @@ -594,17 +549,17 @@ ], "metadata": { "kernelspec": { - "display_name": "Julia 1.0.0", + "display_name": "Julia 1.3.1", "language": "julia", - "name": "julia-1.0" + "name": "julia-1.3" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.0.0" + "version": "1.3.1" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/src/GaussianProcesses.jl b/src/GaussianProcesses.jl index 6fad36c9..9bc517dd 100644 --- a/src/GaussianProcesses.jl +++ b/src/GaussianProcesses.jl @@ -14,7 +14,7 @@ import PDMats: dim, Matrix, diag, pdadd!, *, \, inv, logdet, eigmax, eigmin, whi export GPBase, GP, GPE, GPA, ElasticGPE, Approx, predict_f, predict_y, Kernel, Likelihood, CompositeKernel, SumKernel, ProdKernel, Masked, FixedKernel, fix, Noise, Const, SE, SEIso, SEArd, Periodic, Poly, RQ, RQIso, RQArd, Lin, LinIso, LinArd, Matern, Mat12Iso, Mat12Ard, Mat32Iso, Mat32Ard, Mat52Iso, Mat52Ard, #kernel functions MeanZero, MeanConst, MeanLin, MeanPoly, SumMean, ProdMean, MeanPeriodic, #mean functions GaussLik, BernLik, ExpLik, StuTLik, PoisLik, BinLik, #likelihood functions - mcmc, ess, lss, optimize!, vi, var_exp, dv_var_exp, elbo, initialise_Q, #inference functions + mcmc, ess, hmc, nuts, nuts_hamiltonian, lss, optimize!, vi, var_exp, dv_var_exp, elbo, initialise_Q, #inference functions set_priors!,set_params!, update_target!, autodiff, update_Q! using ForwardDiff: GradientConfig, Dual, partials, copyto!, Chunk import ForwardDiff: seed! diff --git a/src/mcmc.jl b/src/mcmc.jl index 1ad1ab3c..ecaf8af6 100644 --- a/src/mcmc.jl +++ b/src/mcmc.jl @@ -1,13 +1,78 @@ -using ProgressMeter + +function mcmc(gp::GPBase; nIter::Int=1000, burn::Int=100, thin::Int=1, ε::Float64=0.1, + Lmin::Int=5, Lmax::Int=15, lik::Bool=true, noise::Bool=true, + domean::Bool=true, kern::Bool=true) + return hmc(gp, nIter=nIter, burn=burn, thin=thin, ε=ε, Lmin=Lmin, Lmax=Lmax, + lik=lik, noise=noise, domean=domean, kern=kern) +end """ - mcmc(gp::GPBase; kwargs...) + nuts_hamiltonian(gp::GPBase, metric::AdvancedHMC.AbstractMetric) -Runs Hamiltonian Monte Carlo algorithm for estimating the hyperparameters of Gaussian process `GPE` and the latent function in the case of `GPA`. +Generate Hamiltonian for the GP target. A stupid API hack but it works? """ -function mcmc(gp::GPBase; nIter::Int=1000, burn::Int=1, thin::Int=1, ε::Float64=0.1, - Lmin::Int=5, Lmax::Int=15, lik::Bool=true, noise::Bool=true, - domean::Bool=true, kern::Bool=true) +function nuts_hamiltonian(gp::GPBase; lik::Bool=true, noise::Bool=true, domean::Bool=true, kern::Bool=true, + metric=DiagEuclideanMetric(num_params(gp; get_params_kwargs(gp, domean=domean, kern=kern, noise=noise, lik=lik)...))) + precomp = init_precompute(gp) + params_kwargs = get_params_kwargs(gp; domean=domean, kern=kern, noise=noise, lik=lik) + function calc_target_and_dtarget!(θ::AbstractVector) + set_params!(gp, θ; params_kwargs...) + # Cholesky exceptions are handled by DynamicHMC + update_target_and_dtarget!(gp, precomp; params_kwargs...) + return (gp.target, gp.dtarget) + end + + function calc_target!(θ::AbstractVector) + set_params!(gp, θ; params_kwargs...) + update_target!(gp; params_kwargs...) + return gp.target + end + return Hamiltonian(metric, calc_target!, calc_target_and_dtarget!) +end + +""" + nuts(gp::GPBase; kwargs...) + +Runs Hamiltonian Monte Carlo algorithm for estimating the hyperparameters of +Gaussian process `GPE` and the latent function in the case of `GPA`. +Refer to AdvancedHMC.jl for more info about the keyword options. +""" +function nuts(gp::GPBase; nIter::Int=1000, burn::Int=100, thin::Int=1, + lik::Bool=true, noise::Bool=true, domean::Bool=true, kern::Bool=true, + metric=DiagEuclideanMetric(num_params(gp; get_params_kwargs(gp, domean=domean, kern=kern, noise=noise, lik=lik)...)), + hamiltonian=nuts_hamiltonian(gp; metric=metric), + ε::Float64=find_good_eps(hamiltonian, get_params(gp; get_params_kwargs(gp, domean=domean, kern=kern, noise=noise, lik=lik)...)), + maxDepth::Int64=10, δ::Float64=0.8, integrator=Leapfrog(ε), + proposals=NUTS{MultinomialTS, GeneralisedNoUTurn}(integrator, maxDepth), + adaptor=StanHMCAdaptor(Preconditioner(metric), NesterovDualAveraging(δ, integrator)), + progress=true) + params_kwargs = get_params_kwargs(gp; domean=domean, kern=kern, noise=noise, lik=lik) + θ_init = get_params(gp; params_kwargs...) + dim = length(θ_init) + post, stats = sample(hamiltonian, proposals, θ_init, nIter - burn, adaptor, + burn; drop_warmup=true, progress=progress, verbose=false) + post = hcat(post...) + post = post[:,1:thin:end] + set_params!(gp, θ_init; params_kwargs...) + + step_stats = [[step_stat.acceptance_rate, step_stat.tree_depth] for step_stat in stats] + avg_accept, avg_depth = mean(step_stats) + ε = stats[end-1].step_size + @printf("Number of iterations = %d, Thinning = %d, Burn-in = %d \n", nIter,thin,burn) + @printf("Step size = %f, Average tree depth = %f \n", ε,avg_depth) + @printf("Acceptance rate: %f \n", avg_accept) + return post +end + +""" + hmc(gp::GPBase; kwargs...) + +Runs Hamiltonian Monte Carlo algorithm for estimating the hyperparameters of +Gaussian process `GPE` and the latent function in the case of `GPA`. +""" +function hmc(gp::GPBase; nIter::Int=1000, burn::Int=100, thin::Int=1, ε::Float64=0.1, + Lmin::Int=5, Lmax::Int=15, lik::Bool=true, noise::Bool=true, + domean::Bool=true, kern::Bool=true) precomp = init_precompute(gp) params_kwargs = get_params_kwargs(gp; domean=domean, kern=kern, noise=noise, lik=lik) count = 0 @@ -33,8 +98,8 @@ function mcmc(gp::GPBase; nIter::Int=1000, burn::Int=1, thin::Int=1, ε::Float64 θ_cur = get_params(gp; params_kwargs...) D = length(θ_cur) leapSteps = 0 #accumulator to track number of leap-frog steps - post = Array{Float64}(undef, nIter, D) #posterior samples - post[1,:] = θ_cur + post = Array{Float64}(undef, D, nIter) #posterior samples + post[:,1] = θ_cur @assert calc_target!(gp, θ_cur) target_cur, grad_cur = gp.target, gp.dtarget @@ -61,7 +126,7 @@ function mcmc(gp::GPBase; nIter::Int=1000, burn::Int=1, thin::Int=1, ε::Float64 ν -= 0.5*ε * grad if reject - post[t,:] = θ_cur + post[:,t] = θ_cur else α = target - 0.5 * ν'ν - target_cur + 0.5 * ν_cur'ν_cur u = log(rand()) @@ -72,18 +137,41 @@ function mcmc(gp::GPBase; nIter::Int=1000, burn::Int=1, thin::Int=1, ε::Float64 target_cur = target grad_cur = grad end - post[t,:] = θ_cur + post[:,t] = θ_cur end end - post = post[burn:thin:end,:] + post = post[:,burn:thin:end] set_params!(gp, θ_cur; params_kwargs...) @printf("Number of iterations = %d, Thinning = %d, Burn-in = %d \n", nIter,thin,burn) @printf("Step size = %f, Average number of leapfrog steps = %f \n", ε,leapSteps/nIter) println("Number of function calls: ", count) @printf("Acceptance rate: %f \n", num_acceptances/nIter) - return post' + return post end +function get_joint_priors(gp::GPE; noise::Bool=true, domean::Bool=true, kern::Bool=true) + priors = UnivariateDistribution[] + if noise && num_params(gp.logNoise) != 0 + noise_priors = get_priors(gp.logNoise) + @assert !isempty(noise_priors) "prior distributions of logNoise should be set" + append!(priors, noise_priors) + end + if domean && num_params(gp.mean) != 0 + mean_priors = get_priors(gp.mean) + @assert !isempty(mean_priors) "prior distributions of mean should be set" + append!(priors, mean_priors) + end + if kern && num_params(gp.kernel) != 0 + kernel_priors = get_priors(gp.kernel) + @assert !isempty(kernel_priors) "prior distributions of kernel should be set" + append!(priors, kernel_priors) + end + @assert all([typeof(prior) <: Normal for prior in priors]) "ess requires prior distributions to be Normal" + mu = mean.(priors) + sigma = std.(priors) + joint_prior = MvNormal(mu, sigma) + return joint_prior +end """ ess(gp::GPBase; kwargs...) @@ -95,10 +183,13 @@ Journal of Machine Learning Research 9 (2010): 541-548. Requires hyperparameter priors to be Gaussian. """ -function ess(gp::GPE; nIter::Int=1000, burn::Int=1, thin::Int=1, lik::Bool=true, - noise::Bool=true, domean::Bool=true, kern::Bool=true) - params_kwargs = get_params_kwargs(gp; domean=domean, kern=kern, noise=noise, lik=lik) +function ess(gp::GPE; nIter::Int=1000, burn::Int=1, thin::Int=1, noise::Bool=true, + domean::Bool=true, kern::Bool=true, lik::Bool=false) + params_kwargs = get_params_kwargs(gp; domean=domean, kern=kern, noise=noise, lik=false) count = 0 + prior = get_joint_priors(gp; params_kwargs...) + means = mean(prior) + function calc_target!(θ::AbstractVector) count += 1 try @@ -117,15 +208,15 @@ function ess(gp::GPE; nIter::Int=1000, burn::Int=1, thin::Int=1, lik::Bool=true, end function sample!(f::AbstractVector) - v = sample_params(gp; params_kwargs...) + v = rand(prior) - means u = rand() logy = calc_target!(f) + log(u); θ = rand()*2*π; θ_min = θ - 2*π; θ_max = θ; - f_prime = f * cos(θ) + v * sin(θ); + f_prime = (f - means) * cos(θ) + v * sin(θ); props = 1 - while calc_target!(f_prime) <= logy + while calc_target!(f_prime + means) <= logy props += 1 if θ < 0 θ_min = θ; @@ -133,28 +224,28 @@ function ess(gp::GPE; nIter::Int=1000, burn::Int=1, thin::Int=1, lik::Bool=true, θ_max = θ; end θ = rand() * (θ_max - θ_min) + θ_min; - f_prime = f * cos(θ) + v * sin(θ); + f_prime = (f - means) * cos(θ) + v * sin(θ); end - return f_prime, props + return f_prime + means, props end total_proposals = 0 θ_cur = get_params(gp; params_kwargs...) D = length(θ_cur) - post = Array{Float64}(undef, nIter, D) + post = Array{Float64}(undef, D, nIter) for i = 1:nIter θ_cur, num_proposals = sample!(θ_cur) - post[i,:] = θ_cur + post[:,i] = θ_cur total_proposals += num_proposals end - post = post[burn:thin:end,:] + post = post[:,burn:thin:end] set_params!(gp, θ_cur; params_kwargs...) @printf("Number of iterations = %d, Thinning = %d, Burn-in = %d \n", nIter,thin,burn) println("Number of function calls: ", count) @printf("Acceptance rate: %f \n", nIter / total_proposals) - return post' + return post end diff --git a/test/mcmc.jl b/test/mcmc.jl index 1f148c17..da2a30c9 100644 --- a/test/mcmc.jl +++ b/test/mcmc.jl @@ -1,5 +1,6 @@ module TestMCMC using GaussianProcesses, Distributions +using AdvancedHMC using Test, Random Random.seed!(1) @@ -10,21 +11,70 @@ Random.seed!(1) X = 2π * rand(d, n) y = randn(n) .+ 0.5 - kern = RQ(1.0, 1.0, 1.0) + kern = RQ(-1.0, -1.0, -1.0) # Just checks that it doesn't crash + @testset "Legacy MCMC" begin + @testset "Without likelihood" begin + gp = GP(X, y, MeanZero(), kern) + set_priors!(gp.kernel, [Distributions.Normal(-1.0, 1.0) for i in 1:3]) + global hmc_chain = mcmc(gp, ε=0.05) + end + + @testset "With likelihood" begin + lik = GaussLik(-1.0) + gp = GP(X, y, MeanZero(), kern, lik) + set_priors!(gp.kernel, [Distributions.Normal(-1.0, 1.0) for i in 1:3]) + mcmc(gp, ε=0.05) + end + end + @testset "HMC" begin @testset "Without likelihood" begin gp = GP(X, y, MeanZero(), kern) set_priors!(gp.kernel, [Distributions.Normal(-1.0, 1.0) for i in 1:3]) - global hmc_chain = mcmc(gp) + global hmc_chain = hmc(gp, ε=0.05) end @testset "With likelihood" begin lik = GaussLik(-1.0) gp = GP(X, y, MeanZero(), kern, lik) set_priors!(gp.kernel, [Distributions.Normal(-1.0, 1.0) for i in 1:3]) - mcmc(gp) + hmc(gp, ε=0.05) + end + end + + @testset "AdvancedHMC" begin + @testset "Without likelihood" begin + gp = GP(X, y, MeanZero(), kern) + set_priors!(gp.kernel, [Distributions.Normal(-1.0, 1.0) for i in 1:3]) + global hmc_chain = nuts(gp, progress=false) + end + + @testset "With likelihood" begin + lik = GaussLik(-1.0) + gp = GP(X, y, MeanZero(), kern, lik) + set_priors!(gp.kernel, [Distributions.Normal(-1.0, 1.0) for i in 1:3]) + nuts(gp, nIter=1000, burn=200, progress=true) + end + + @testset "Use" begin + lik = GaussLik(-1.0) + gp = GP(X, y, MeanZero(), kern, lik) + set_priors!(gp.kernel, [Distributions.Normal(-1.0, 1.0) for i in 1:3]) + kwargs = GaussianProcesses.get_params_kwargs( + gp; domean=true, kern=true, noise=true, lik=true) + + metric = AdvancedHMC.DenseEuclideanMetric( + GaussianProcesses.num_params(gp; kwargs...)) + hamiltonian = nuts_hamiltonian(gp, metric=metric) + ε = 0.1 + integrator = AdvancedHMC.Leapfrog(ε) + prop = AdvancedHMC.NUTS{SliceTS, ClassicNoUTurn}(integrator) + adaptor = AdvancedHMC.NaiveHMCAdaptor( + Preconditioner(metric), NesterovDualAveraging(0.8, integrator)) + nuts(gp, nIter=1000, burn=100, metric=metric, hamiltonian=hamiltonian, + ε=ε, integrator=integrator, proposals=prop, adaptor=adaptor, progress=false) end end @@ -34,6 +84,6 @@ Random.seed!(1) set_priors!(gpess.logNoise, [Distributions.Normal(-1.0, 1.0)]) global ess_chain = ess(gpess) end - + end end diff --git a/test/optim.jl b/test/optim.jl index 7c3dd5ab..e1c47b3d 100644 --- a/test/optim.jl +++ b/test/optim.jl @@ -6,19 +6,19 @@ Random.seed!(1) @testset "Optim" begin d, n = 2, 20 - X = 2π * rand(d, n) + X = rand(d, n) # uniform in unit square mean = MeanLin(zeros(d)) - kern = SE(1.0, 1.0) + kern = SE(log(0.5), 1.0) @testset "Without likelihood" begin - y = X'rand(d) + 0.1*randn(n) + y = X'rand(d) .+ sin.(X[1,:]*2π) .+ 0.1*randn(n) noise = 0.0 # Just checks that it doesn't crash # and that the final mll is better that the initial value @testset "Basic" begin - gp = GPE(X, y, mean, kern, -3.0) + gp = GPE(X, y, mean, deepcopy(kern), -3.0) init_target = gp.target optimize!(gp) @test gp.target > init_target @@ -26,7 +26,7 @@ Random.seed!(1) @testset "Fixed kernel" begin init_param = GaussianProcesses.get_params(kern)[1] - fixed = fix(kern, GaussianProcesses.get_param_names(kern)[1]) + fixed = fix(deepcopy(kern), GaussianProcesses.get_param_names(kern)[1]) gp = GP(X, y, MeanZero(), fixed, -1.0) init_target = gp.target optimize!(gp) @@ -35,7 +35,7 @@ Random.seed!(1) end @testset "priors" begin - gp = GPE(X, y, MeanConst(0.), SE(1.0, 1.0), noise) + gp = GPE(X, y, MeanConst(0.), deepcopy(kern), noise) init_params = GaussianProcesses.get_params(gp; domean=true, kern=true, noise=true) optimize!(gp) @@ -52,7 +52,7 @@ Random.seed!(1) end @testset "Keyword arguments" begin - gp = GPE(X, y, MeanLin(zeros(d)), SE(1.0, 1.0), noise) + gp = GPE(X, y, MeanLin(zeros(d)), deepcopy(kern), noise) init_params = GaussianProcesses.get_params(gp; domean=true, kern=true, noise=true) @@ -96,21 +96,21 @@ Random.seed!(1) end @testset "With likelihood" begin - f = X'rand(d) + 0.1*randn(n) + f = X'rand(d) .+ sin.(X[1,:]*2π) y = collect(rand(n) .< normcdf.(f)) # Binary data lik = BernLik() # Bernoulli likelihood for binary data {0,1} # Just checks that it doesn't crash # and that the final mll is better that the initial value @testset "Basic" begin - gp = GPA(X, y, MeanLin(zeros(d)), SE(1.0, 1.0), BernLik()) + gp = GPA(X, y, MeanLin(zeros(d)), deepcopy(kern), BernLik()) init_target = gp.target optimize!(gp) @test gp.target > init_target end @testset "Keyword arguments" begin - gp = GPA(X, y, MeanLin(zeros(d)), SE(1.0, 1.0), BernLik()) + gp = GPA(X, y, MeanLin(zeros(d)), deepcopy(kern), BernLik()) init_params = GaussianProcesses.get_params(gp; domean=true, kern=true, lik=true) # Check mean fixed