{ "cells": [ { "cell_type": "markdown", "id": "11bed717-fd94-4e66-a839-285e30377757", "metadata": {}, "source": [ "# Using Julia via pyjulia" ] }, { "cell_type": "markdown", "id": "253d3b48-62d8-4960-93e7-ef13059f0fbb", "metadata": {}, "source": [ "This notebook demonstrates the application of pyABC to models defined in [Julia](https://julialang.org/)." ] }, { "cell_type": "raw", "id": "ce90781a-637e-4b5b-bd1d-b0c2c4b65e62", "metadata": { "raw_mimetype": "text/restructuredtext", "tags": [] }, "source": [ "pyABC's Julia interface is the class :class:`pyabc.external.julia.Julia `." ] }, { "cell_type": "code", "execution_count": 1, "id": "0297966c-447b-47cc-ad70-423fab03ecc4", "metadata": {}, "outputs": [], "source": [ "import tempfile\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import pyabc\n", "from pyabc import ABCSMC, RV, Distribution, MulticoreEvalParallelSampler\n", "from pyabc.external.julia import Julia\n", "\n", "pyabc.settings.set_figure_params('pyabc') # for beautified plots" ] }, { "cell_type": "markdown", "id": "e763761c-3255-49d9-a0d2-9d1bfb90872b", "metadata": {}, "source": [ "As demonstration example, we use an [SIR disease dynamics model](https://en.wikipedia.org/wiki/Compartmental_models_in_epidemiology). For simulation, we use an implementation of [Gillespie's direct algorithm](https://www.sciencedirect.com/science/article/pii/0021999176900413) in the [DifferentialEquations.jl](https://diffeq.sciml.ai/stable/) package.\n", "\n", "The code consists of multiple functions in the file `model_julia/SIR.jl`, wrapped in the namespace of a module `SIR`. Importing the module and dependencies can take some time due to pre-processing." ] }, { "cell_type": "code", "execution_count": 2, "id": "a9ed8225-6884-44ab-9d73-a559cd916e68", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 33.7 s, sys: 1.46 s, total: 35.1 s\n", "Wall time: 34.9 s\n" ] } ], "source": [ "%%time\n", "jl = Julia(module_name=\"SIR\", source_file=\"model_julia/SIR.jl\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "ce3cd228-8798-42d2-9fef-6b1558758e2a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
module SIR\n",
       "\n",
       "# Install dependencies\n",
       "using Pkg\n",
       "Pkg.add("Catalyst")\n",
       "Pkg.add("DiffEqJump")\n",
       "\n",
       "# Define reaction network\n",
       "using Catalyst\n",
       "sir_model = @reaction_network begin\n",
       "    r1, S + I --> 2I\n",
       "    r2, I --> R\n",
       "end r1 r2\n",
       "\n",
       "# ground truth parameter\n",
       "p = (0.0001, 0.01)\n",
       "# initial state\n",
       "u0 = [999, 1, 0]\n",
       "# time span\n",
       "tspan = (0.0, 250.0)\n",
       "# formulate as discrete problem\n",
       "prob  = DiscreteProblem(sir_model, u0, tspan, p)\n",
       "\n",
       "# formulate as Markov jump process\n",
       "using DiffEqJump\n",
       "jump_prob = JumpProblem(\n",
       "    sir_model, prob, Direct(), save_positions=(false, false),\n",
       ")\n",
       "\n",
       """"\n",
       "Simulate model for parameters `10.0.^par`.\n",
       """"\n",
       "function model(par)\n",
       "    p = 10.0.^((par["p1"], par["p2"]))\n",
       "    sol = solve(remake(jump_prob, p=p), SSAStepper(), saveat=2.5)\n",
       "    return Dict("t"=>sol.t, "u"=>sol.u)\n",
       "end\n",
       "\n",
       "# observed data\n",
       "observation = model(Dict("p1"=>log10(p[1]), "p2"=>log10(p[2])))\n",
       "\n",
       """"\n",
       "Distance between model simulations or observed data `y` and `y0`.\n",
       """"\n",
       "function distance(y, y0)\n",
       "    u, u0 = y["u"], y0["u"]\n",
       "    if length(u) != length(u0)\n",
       "        throw(AssertionError("Dimension mismatch"))\n",
       "    end\n",
       "    return sum((u .- u0).^2) / length(u0)\n",
       "end\n",
       "\n",
       "end  # module\n",
       "
\n" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jl.display_source_ipython()" ] }, { "cell_type": "markdown", "id": "0de92a0b-2a17-42f8-b673-9180ae248187", "metadata": {}, "source": [ "The Julia code defines functions for model and distance. The model returns a dictionary, whose entries are internally converted to numpy arrays, while the distance returns a single floating value. Further, also the observed data can be defined in and imported from Julia. Note that also only a subset of model, distance and observation can be defined in Julia, and combined with Python objects." ] }, { "cell_type": "code", "execution_count": 4, "id": "b44e7de7-2e85-4116-83eb-86375065d3c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = jl.model()\n", "distance = jl.distance()\n", "obs = jl.observation()\n", "\n", "_ = plt.plot(obs[\"t\"], obs[\"u\"])" ] }, { "cell_type": "markdown", "id": "c1280569-b384-45c5-b125-9cd94877fc9e", "metadata": {}, "source": [ "We use a prior on log-scale, the Julia model applies the corresponding transformation internally." ] }, { "cell_type": "code", "execution_count": 5, "id": "19c2edea-0344-4c95-a928-5b34f1271c1d", "metadata": {}, "outputs": [], "source": [ "gt_par = {\"p1\": -4.0, \"p2\": -2.0}\n", "\n", "# parameter limits and prior\n", "par_limits = {\n", " \"p1\": (-5, -3),\n", " \"p2\": (-3, -1),\n", "}\n", "prior = Distribution(\n", " **{key: RV(\"uniform\", lb, ub - lb) for key, (lb, ub) in par_limits.items()}\n", ")" ] }, { "cell_type": "markdown", "id": "0dcf794a-9df7-47f1-9861-713be26cf171", "metadata": {}, "source": [ "If we use parallelization, we need to call all julia functions once before, to perform necessary pre-compiling:" ] }, { "cell_type": "code", "execution_count": 6, "id": "f47a8141-e1e4-4556-b326-14453e1e01d9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "297286.7590759076" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "distance(model(gt_par), model(gt_par))" ] }, { "cell_type": "markdown", "id": "9345e035-f08a-48f5-8cc1-387893ece3a2", "metadata": {}, "source": [ "We are all set to run an analysis, even with parallelization via multi-processing:" ] }, { "cell_type": "code", "execution_count": 7, "id": "11832983-ac20-495e-b439-de59f61c1921", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ABC.Sampler INFO: Parallelize sampling on 4 processes.\n", "ABC.History INFO: Start \n", "ABC INFO: Calibration sample t = -1.\n", "ABC INFO: t: 0, eps: 2.18842571e+05.\n", "ABC INFO: Accepted: 100 / 212 = 4.7170e-01, ESS: 1.0000e+02.\n", "ABC INFO: t: 1, eps: 1.45222795e+05.\n", "ABC INFO: Accepted: 100 / 203 = 4.9261e-01, ESS: 7.8092e+01.\n", "ABC INFO: t: 2, eps: 8.71552898e+04.\n", "ABC INFO: Accepted: 100 / 268 = 3.7313e-01, ESS: 8.9681e+01.\n", "ABC INFO: t: 3, eps: 5.17737477e+04.\n", "ABC INFO: Accepted: 100 / 211 = 4.7393e-01, ESS: 9.0513e+01.\n", "ABC INFO: t: 4, eps: 2.39628036e+04.\n", "ABC INFO: Accepted: 100 / 346 = 2.8902e-01, ESS: 9.3795e+01.\n", "ABC INFO: t: 5, eps: 1.14595719e+04.\n", "ABC INFO: Accepted: 100 / 317 = 3.1546e-01, ESS: 8.1326e+01.\n", "ABC INFO: t: 6, eps: 6.61310965e+03.\n", "ABC INFO: Accepted: 100 / 403 = 2.4814e-01, ESS: 8.4728e+01.\n", "ABC INFO: t: 7, eps: 3.66662784e+03.\n", "ABC INFO: Accepted: 100 / 556 = 1.7986e-01, ESS: 6.2655e+01.\n", "ABC INFO: t: 8, eps: 1.90359721e+03.\n", "ABC INFO: Accepted: 100 / 683 = 1.4641e-01, ESS: 9.1709e+01.\n", "ABC INFO: t: 9, eps: 1.02475108e+03.\n", "ABC INFO: Accepted: 100 / 989 = 1.0111e-01, ESS: 7.6864e+01.\n", "ABC INFO: Stop: Maximum number of generations.\n", "ABC.History INFO: Done \n" ] } ], "source": [ "abc = ABCSMC(\n", " model,\n", " prior,\n", " distance,\n", " sampler=MulticoreEvalParallelSampler(),\n", ")\n", "db = tempfile.mkstemp(suffix=\".db\")[1]\n", "abc.new(\"sqlite:///\" + db, obs)\n", "h = abc.run(max_nr_populations=10)" ] }, { "cell_type": "markdown", "id": "78bf4a7b-0b7b-46a1-9f06-23e400366e63", "metadata": {}, "source": [ "The posterior marginals show that the data constrain the parameters well:" ] }, { "cell_type": "code", "execution_count": 8, "id": "a9e65eb6-ddd3-4317-96a7-d737f0b6b5d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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ciwFMAFYCq4AbE7w+FHgWWAwsAyams25XcUE8+OCD+uCDD3bqnA937NNDb6zXW+e/kyep2tK4P6TH/uRJ/frfFuViOc9dCNmObH3AU6ZMaed37ay/ONYV0b1794x9wJ0hXRmT+ZXzVR2uM3LF+9CDwWDsvMx0YKYnZjsAP06h9WFABbAUOCpuzgxgivn5KKAhnbW7igJ+/vnn9fnnn+/UOXf8+z2tmVqvazbvyZNU7bl57lt6+Pce1y270y9zmQTPFWi2I5ssiETZAN26dUua4ZDIX5xI4fh8PvX5fFHfb66Vb7L3UwwZDOn62pN9xv3793enlJwCPhl4IubxTcBNcXP+DEyNmf9iOmt3FQXcWSKRiJ7xq2f1oj8uLOh13/lwl9ZMrdc7n1+d7VKeK9BsRzb3ZmeKn5MkSFXk23kLTrLAX/xn19Hn7E7JZHjpA06n5fyPgC+JyAZgHvCNZIt1xbb0nWX5xp2s3ryXC44bXNDrjhzYk2MG9+bBRevdP6yWNHH9jiLS6ZKNifyu5bidNxu83l1X7EG4y4CZqjoYmAj8XUQSyqyqM1S1TlXrDjggf5H9YmLOnDnMmTMn7fn/XPwBFX4fE0cdnEepEnNx3RDe+Wg3yzfuLPi1O4uI3Cwiy0RkiYg8KSIJiySLSNjMWSIij+Xq+rFK9/LLL0+pePv37592kMprhVNspLstOtluQp/Pl10wLlPTOdtBei6It4AhMY9XAwemWruruCAWLlyoCxem504IhSNa99On9Gv3ZF92MhN2NDbriGnzdNojy7JZplD3Zq+Yn78J/CnJvD2dXTvVvdnZDRNuwChd/2qxlXQsBr9wOjLMmjVLKyoqkv4fAF/UTO61TE7KxQACRqEeSmsQ7ui4Of8CrjQ/Hwl8AE7uckejqyjgzvDcu5u0Zmq9Pr7sA89kuO6+N3TUD+dn08rei/v0JuCPSV7LuQLu7JbhTBRWMSg9V45C/jHI9n3PmjUr6a480kwQiB+eKWB1buCJwLs42RDTzHM/Ac41Px8FLDTKeQlwdjrrWgXcnusfWKKjfjBf9zUXrIV8O55Z4dSH+Pc7H2e6RCHvzek4MYo3gQOSzAkBi4CXgf/qYK3JZt6ioUOHdvwGO6F8XSUSq7RzWR8h34q6kAHBAtRYjmipKeB8ja6igO+991699957U87b1xzSo38wX/9nzpICSJWcphZHjqkPLc10iVwq2KeNco0f58XNuwn4cZI1BpnjMKABOCzVdTu6N2fNmtUp18OUKVMSuisqKiqyVpaFsE7TzUBIR9ZUfygK0GWkQa0C7loK+KWXXtKXXnop5by5SzdqzdR6feG9zQWQqmO+ce8beuxPntRQZgV6Cn4v4WwGejONeTOBi1LN6+jeTDfNzLVyO5qfrRWZrcIqlFJM5w9FR3/YMlH2ia5HqfmA8zm6igJOl6/OfE2P/+lTmSq9nPL4sg+0Zmq9vvT+lkxOL5TSHR7z8zeAhxLM6QtUmp8HAO8Rt5Eo0ejo3ky3GI2rYFLNz8Z1kI112pndZdla2amUeKJrZPuHKskfl8zutUxPLOZhFXAr2/fu18O/97j+tP4tr0VRVdU9TS06Yto8/eGjb2ZyeqEU8MM47ohlwFxaXQ11wJ3m51OA5TjxieXAV9NZOxcWsKs40p2fiesgG+u0M+dm68NO9Yeio88oxy4Vq4Dd0VUUsJt+1OGclxty2nQzF1x9z2t60i1PayTSaYvc83sr25HKB9yRtRavYDqTspZKcaa77TkdhdWRZR5vkWdrBSdTsH6/P+U3hBwHFa0CdkdXUcCvvvqqvvrqqx3OufiPL+r42xZkouzyxkOL1mvN1Hpdsm57Z0/1/N7KdqSTBxyrCJOlpblt5eMtyI4UdkfXTKfwT6JCQIlIZZnHKthc+JrT/aOVyfqdwCpgd3QVBZyK9dv2as3Uev3dM+96LUobtu/dr4feWK+/eqLTFdk8v7eyHePGjcu6k0RHlmImCi2dczpjqaajFN21c5EJEft5dpCnmy/Xg4tVwO6wCtjBrXy2buter0VpxwV/WKjn/q5zldy0CO6tbMehhx6aUS+1dNvyZPKVPh0l2FnFnipLI5WPNlMLtSO3Q543nlgF7I6uooDvueceveeeexK+FolEdPxtC/TCPxS28lm6/Pqpd7X2xnrduqdTPek8v7eyHcm2s8YqnkQKojOWYmc3UKSjBDO1VDtaO5n7JBsLNZcKvZOfo1XA7ugqCnjRokW6aFHiQudvrN2mNVPr9f5X1xZYqvRYvG671kyt138u3tCZ0zy/t7Id6fgnO+NaiKlHmzHZNMxMJ7hXyE7HudpAkkYB9nisAnZHV1HAHfG9fyzTkd+fp7v2NXstSkJC4YiO/fET+u0HFnfmNM/vrWxHKgu4I9dCvna9uet3ZO1lo9gSrZ1r10Nn3ks6pFGAPR6rgN3R1RXwvuaQjvrhfP3W/Yu9FqVDrr33DR1381OdaVvv+b2V7UjkA073q31nOl8kIhfFaLJVbC652oacLzr6v0l2Siaj2OsBWzpg5syZzJw5s93zT739MbubQlw0rrCF1zvL6SMOYMue/az4aJfXohSMfv36MWPGjJRNL/v169fuuW3bEjc2TaeY+uzZs5k8eTJr165FVVm7di2TJ0/uVC3bSZMm0dDQQCQSoaGhgUmTJqV9bjy2LrGDVcAlzNixYxk7dmy75x98fQOD+lRz8rDERaSLhdOGO12Z//Nu1+pgMmnSJO655552hcBTkY3SmjZtGo2NjW2ea2xsZNq0aZ2SIRXpdg5OtxC6u+aAAQMQEUSEAQMG5KYjcQckK8Ce7PmMydR0LubRlV0QG7c3Zppj6wkTfv2cfuHPL6Y73fN7K9sRe292tkjMlClTEs5Np4lmIb7yd9ZPnE0h9BQBsZy8l/jrpvC3Z3Q/eHozkqItvZlzCfA2TneMe9NZt6so4FAopKFQ2/q+v3riHa29sV7Xbyu+3N9ETH/8bR3+vXnp1in2XIFmO+Lvzc4Eo7IJXHWURZErv24+Amsd5RLnYTdbG8o6DY302tIPBxYDfc3jlO2ItAsp4Lvvvlvvvvvu6OP9LWEdd/NT+tWZHW9PLib+veLjzpTK9FyBZjvi783OWI3ZViiLz6Lw+XztrLzOtjjKlXydXTPX1nsOyOh+8NIHfAKwSlVXq2ozcD9wXtycrwG/V9XtAKq6qcAyFjXHHXccxx13XPTxE299xJY9+/nSSTUeStU5jj+0H36f8OL7W7wWxRMmTZrEjBkzqKmpQUSoqalhxowZCQNciQJzHT0fj4i0eRyJRGhubm7zXGNjI9ddd11GAbt8BNY6OrccAnbF3pZ+BDBCRBaKyMsiMiHZYl2xLf2YMWMYM2ZM9PHfX17L0H7dOG146XSF7lEZYMzg3rz0/lavRfGMXGYXJGPatGntlG0ytm7dmlHArjOBtXSZPn06FRUV7Z4PBoNZrdsZ0g0sZkSmpnO2A7gIU1vVPL4cuCNuTj3wCBDEad65HuiTau2u4oJobm7W5mZno8U7H+7Smqn1+qcFqzyWqvP84l8rdNhNj+vuppZUUz13IWQ7srk3U5V57MhdkG6x945Guq6OXPmUY9fMV9+7dK6dposoMz2Y6YnZDtJrS/8n4Csxj58Bjk+1dldRwLE+4BsfXqrDp83rbG2FouD5dzen26zTcwWa7cjm3kwWkIpXrp3Zypzo3Gw3fOSKYuje3InAYkb3g5cuiNeA4SJyqIhUAJcCj8XN+SfwKQARGYDjklhdQBmLmrq6Ourq6vh4VxMPv76RS+oG0697+69rxc64mr4E/dKl3RDpkOgrvoi4xkmURO6CZO6Ba665pp3/+Te/+U3OXQmdJRcbR3JBsk0u6Wx+SYtMNXcuBqnb0gvwfzhpaMuBS9NZt6tYwC63PP62Hnpjva7dUhqpZ4m4+E8v6ud+m7I8pecWbLYj23sz3iqkE+6CztYh9tL6zGetiDzJkZkOzPTEYh5dRQHv27dPP962S4/633/pN+59w2txsuL/nlyptTfW6469HRYP8vzeynbk+t4sFkWVa4qlVkS+fcB2K3IJc//99/OXe2axtznMNacf5rU4WXHyYf1RhVcbEtc7KFeyjbDnI/MgXfKZHVAstSI6kyaYEZlq7mIeXcUCfn3JMp344/v0ir++4rUoWbOvOaTDp83Tm+d22L3Z83sr2xG/FTlXtWvzkXmQr/KU6V4/n+vngYzuB89vyHyMrqKAf/XEO1oztV6Xrt/utSg5IQ0/sOf3VrYj9t4spPsg2z50uSzQXip+6E5SfAoYmJHP9ZONrqCAP9q5T0d//1G99m9pF7Ipem574h099MZ63Zm8iHxB7yPgO0axDEjy+peB98z4cjprxt6bhfJzdtaaTEe5diT7smXL9Pbbb9cf/ehHevvtt+uyZcsykqPEyOgey9oHLCL9koz+OFkOljzw66ff5VTfKo5uettrUXLGicP6E1F4vWG716IgIkOAs4GE+UYi0g/4IXAizrb6H4pI385cI19+znjf7HXXXdepnW3ppF4lk/H0009n7ty57Ny5E4CdO3cyd+5cli9fXrCSmKVELoJwm4FFwOsxY5EZB+ZgfUsc7368mwdeW8+Bh4/mjNNO9VqcnHHcUCcf+OU1RZEPfDtwA46llohzgKdUdZs6tUqewqnulzb5CKAlyp/dujXx55lM0SZTrv369Ysq97Vr17arLdGtWzfOPPNMWlpa2jzf0tLCM888k/+c2hIkFwp4NfApVT00ZgxT1UOBj3OwviWGSET53j+W07MqyDfOP42RI0d6LVLOqK7wM2ZwH15Z7W0mhIicB2xU1aUdTEunlom7XsI6JfmIsCeyMpORTNFOnz6dYDDY7vmdO3fyla98hbVr1wKO+9JVwq7soVAo4Zo7d+4smsyGYiIXCvjXQLKvXr/MwfqWGO57bR2L1m5n2mePpJIW9uzZ47VIOeXEQ/uxfONO9u5P/IucK0TkaRF5M8E4D/ge8INcXUtVZ6hqnarWHXBA20JJuS7Ek6412ZGlPWnSJHr16tXu+VAo1M66VVVqamqisvfu3Tvhmr179/Y0Za5YyVoBq+rvVXWpiFSJyPUi8g8ReVhEvg38JQcyWgybdjXx83+9w8nD+nPxuME89NBDPPTQQ16LlVNOHNafcER5fW1+/cCqeqaqjoofON/oDgWWikgDMBh4Q0QGxi2xERgS83iwec5TklmT/fv375Slnaz/XCJilf748ePbWc/BYJDx48fnP6e2BAnkcK2/AbuB35nHXzTPXZLDa3RZVJXv//NN9oci3HLBaESEU08tH/+vy7iavvh9witrtnLaiMKX1VTV5cTELowSrlPV+ILFTwC3xATezsYpKOUp06dPZ/LkyW3cEN26deM3v/lNpxTd0KFDo66GdOa6jB49GoBnnnmGnTt30rt3b8aPHx99ftKkSV1a4bYj0/SJ+AG8nc5zhRjlmIb2t5catGZqvf75P6VXbrKznHvHC3rRHxcmeqng9xLQgElDA+poW0L1Kpx2WquIqdrX0Uh2b3aU89rZfNhc5M8mShmrqKho11WjjNLIsiWz+yvTE9stBLOAk2Ienwj8LVfrd2aUmwJe8eFOHT5tnl7+11c0HI5En9+xY4fu2LHDQ8nywy3z3tbDv/e4Nu5v1yeu4PdSrkeie7Oj/Fgvc2cTKfIS2xxRSDxXwCuAiLEYGszPK3CqmC3L1XXSGeWkgPc0teiZty3Qup8+pZt3N7V5Lb4nXLnQQZ84zxVotiPRvdnRxoeOXrPKsKjI6H7IZTGeCTjBi9PNONQ89zng8zm8TpchElG+M2cp72/ew+2XjGVAj8o2r5922mmcdtppHkmXP+pq++ITeGV1UeQD552O8mOTvebWx/W6Xm4uyGvLnyInZwpYVdd2NBKdIyITRGSliKwSkRuTrS0iF4qIikhdruQtBX7zzHvMf+sjvjfxSE4dPqDd68OGDWPYsGEeSJZfelYFGT2oNy97nA9cKDrKj032mt/vL4tdZcVSeN0rPCtHKSJ+4PfAZ4CjgMtE5KgE83oC1wGvFFZCb6lf9gG/eeY9Lh43mK+eemjCOdu3b2f7du+37eaDE4f1Z8n6HTS1hL0WJe90lB+b7LVwOPHnUohdZbm0WLv69uRib0sPcDPwC6CpkMJ5yUvvb+X6B5ZyfG1ffnr+qHZbPl0effRRHn300QJLVxhOGtaP5nCEN9aV5x+YWDrKj41/rX///lRXVyddK9+7ynJtsXb57cmZOo+zHaTXFfk44GHz8wKcfMxk603G1KAYOnRodu50D1nx4U4d9cP5Ov62Bbp9b8cNNtesWaNr1qwpjGAFZue+Zj30xnq97cmVsU97HkTLdmQTIE6UEUFcmli+A3G5LqFZLA1Ac0BG90MuN2LkFBHx4fSDuzKd+ao6A5gBUFdXl6yASlGzflsjX77rVbpXBLjnqhPo063jBpu1tbWFEcwDelUFGTWoNy93kUBcOqSq86Ca/9s+lxbr7Nmz2bVrV7vnKyoqusz2ZC9dEKm2cvYERgELzG6kk4DHyjUQt2lXE5PufIWmlggzrzqeQX2Sf8102bJlC1u2xG/QKh9OPLQfS9Z1DT9wOqRSci0tLXn3neayoM60adPa1ZYA6NmzZ5fZLVe0belVdaeqDlDVWlWtBV7G6Za8yBtx88eOxmYu/+urbNmzn5lfOZ4jBrYvhJKI+vp66uvr8yydd5xy2ACaw5G814UoFdJRcvn2neayoE4yWTtTh6LU8UwBq2oIuBZnT/0KYI6qviUiPxGRc72Sq9Ds2R/iy3e/xpote/nLFXUcOzT9mt7jx49n/PjxeZTOW044tB8Bn/DCqvK18jtDIuUXT76DcLksqGPLU2J7wnnJvuaQfuHPL+qwmx7XJ9/6yGtxipKL/rhQz/1dtE+c5/dWtiPbe9Pd/YZp/0MBtyjneuddmbUoyuh+8PyGzMcoBQXcHArrVXe/qrU31us/F2/IaI2PP/5YP/744xxLVlz835MrtfbGet2xt1m1CO6tbEcu781CbkXOl7Iso+3UVgG7o9gVcDgc0W/fv1hrptbr319qyHidcq0FEcura7ZqzdR6/dfyD1SL4N7KdhTLvdlZxVfIDs4lSkb3g5dBuC6JqnLLvBX8Y/FGvnPWCL50Uk3Ga5111lmcddZZOZSu+DhmcB+6VfhZuMqmoyUik11pmWym6PIbJvKEVcAF5q8vrOHOF9Zw5Sm1XPvpw7Naa9CgQQwalLANWdlQEfBx4qH9WGgDce3IdFdaJtt/bcAsP1gFXEDmv/kR0+etYMLRA/nB545KusU4XT766CM++uijHElXvHzi8AGs3rLXazGKjkzrKGRizdp+bvnBKuACsXT9Dr71wGLGDO7D7V8Yi8+XnfIFmD9/PvPnz8+BdMXNJw5vXwnOkrlbIBNr1vZzyw9WAReATbubmPz3RQzoUcmdV9RRXeHPyboTJkxgwoQJOVmrmBl5UE9P+sMVkkx8uZm6BTK1ZnPdwdmCzYLIN/tbwnrRHxfqyO/P07c27vRanFLH83sr29HZlkQdkeg8Nzc4WWZDbB6x3+/vcK6lU2R0P3h+Q+ZjFJMC/t9/LteaqfX66JKNOV97w4YNumFDZjnEJYrn91a2o7MtiVLRmY0ZZbbxodjI6H4Q1ZIsHNYhdXV1umiR9yUj5i79gG/ct5ivffJQpn22Xa35rJk5cyYAV155Zc7XLlKyd5x7TKJ70+fzkej3UESIRCJprVtbW5uwjXxNTQ0NDQ1pz7FkTEb3ZtGWoyx11m9r5Hv/WM6xQ/tww4Qj8nKNiRMn5mVdS2EZOnRoQsXYmRSvdAJyNpe3+LBBuDzQEo7wjfsWg8BvLz2WoD8/H/OBBx7IgQcemJe1LSAi3zG9CBOmYYhIWESWmPFYojnpkIsUr3QCcjaXt/iwCjgP/O6Z91iyfgc/v2AMQ/p1XL0qG9avX8/69evztn5XRkSGAGcDHZmH+1R1rBkZV/DLRYpXOko80RwRsd+kvCRT53ExDy+DcEvWbddhNz2u1z+wJO/X6gq1IOIo2D0EPAQcAzQAA5LM2dPZdfNZjGfKlCkp6ztMmTKl4FXUugiZ3WeZnpiLAUwAVgKrgBsTvH498DawDHgGqElnXa8U8L7mkH76V8/qybc8rTv3Nef9eps3b9bNmzfn/TpFRKHuy/OA35ifO1LAIZw+hC8D/5XO2rm6NzPNaLBFdfJGaSlgwA+8DwwDKoClwFFxc84AupmfpwAPpLO2Vwr45rlvac3Uen3+3S6lFAtJLu+/p4E3E4zzgFeA3ppaAQ8yx2Fm3mFJ5uW8YWymijTe+nWHiOREri5MRvdhUbelV9VnVdXd7P4yTt+4ouSNddv568I1TDpxKKcOL8zW2YaGBps+lCGqeqaqjoofwGrgUGCp6UU4GHhDRAYmWGOjOa7G6dp9bJJrzVDVOlWtO+CA3OzoK+Q2ZEv+8FIBDwJiI0gbzHPJ+Crwr2QvishkEVkkIos2b96cIxHTY38ozNSHlnFwrypu/Ex+Us4SsWDBAhYsWFCw63UFVHW5qh6orb0INwDHqWqbqkci0ldEKs3PA4BP4LjLCkKhtyFb8kNJZEGIyJeAOuDWZHPyYWWkyx+efZ/3Nu1h+vmj6VkVLNh1zzvvPM4777zUEy05QUTqRORO8/BIYJGILAWeBX6uqgVTwNnUc7BFdYoHLzdipGpLD4CInAlMA05X1f0Fki1tVn60mz8sWMX5xw7ijCMKm5Pbt2/6DTwtmWGsYPfnRcDV5ucXgdEeiRVVmNOmTWPdunUMHTqU6dOnp6VIJ02aZBVukeClAo62pcdRvJcCX4ydICLHAn8GJqjqpsKL2DHhiDL14WX0rAryv5/L/VbjVKxevRqAYcOGFfzaFu+xirT08UwBq2pIRNy29H7gLjVt6YFFqvoYjsuhB/CgKV6+TrNIeM81M19sYMn6Hfzm0rH0615R8Os/99xzgFXAFkup4mktCFWdB8yLe+4HMT+fWXCh0mT9tkZ+9cRKzhh5AOcec4gnMpx//vmeXNdiseQGW4wnA1SVm/6xHJ/AT88fnXVroUzp3bu3J9e1WCy5oSSyIIqNe19dxwurtnDjxCMZ1KfaMzlWrVrFqlWrPLu+xWLJDmsBd5L12xq55fEVfOLw/nzpRG+T11944QUADj88u+7KFovFG6wC7gQRk/UA8IsLx3jmenC56KKLPL2+xWLJDquAO8Gfn1vNi+9v5WcXjGZw3/yVmUyXHj16eC2CxWLJAusDTpPX127jV0+u5LOjD+bS44ekPqEArFy5kpUrV3othsViyRBrAafBjsZmvnnfEg7pU8XPLvQu6yGel156CYCRI0d6LInFYskEq4BT0BKOcO29i9m0u4mHrjmFXgWs9ZCKSy65xGsRLBZLFlgF3AGqyrRHlvPCqi3cetEYjhnSx2uR2hBfjMVisZQW1gfcAb/79yrmLNrAN8cP5+K64vD7xrJixQpWrFjhtRgWiyVDrAWcAFXltiff5Y5nV3HBcYP49pnDvRYpIa+88goARx55pMeSWCyWTLAKOI5wRPnBo28y+5V1XHr8EKZ7uNU4FZdeeqnXIlgsliywCjiGdVsbuX7OEhat3c6UTx3GDeeMLFrlC1BVVeW1CBaLJQusAgaaWsLc9+o6fvXESnw+4fYvHMP5xxZt+7kob775JgCjRo3yWBKLxZIJnipgEZkA/AanHvCdqvrzuNcrgb8B44CtwBdUtSFX19+0u4nHlnzAjOdWs2n3fj5xeH9+edExnhbY6QyLFi0CrAK2WEoVzxSwiPiB3wNn4TQ+fE1EHovrq/VVYLuqHi4ilwK/AL6QyfVC4Qgf797POx/uYtmGnbz0/lZeW7sNVTjx0H78+gtjOfmw/kXtcojHdkOwWEobLy3gaFt6ABFx29LHKuDzgB+Znx8C7hARUVXtaOF12xq5+p7X2LM/xK59IXY0NvPx7v2EI85pInDEwF5cN344nxl1MCMH9szxWysMwWDxbAqxWCydx0sFnKgt/YnJ5pgWRjuB/sCW+MVEZDIwGaDbwYfxwY4mulX4Obh3FUcc3JNDeldzcJ8qRhzUk6MO7kX3ytJ3fy9b5lRmGzNmjMeSWCyWTCh9LWRQ1RnADIC6ujqdd90nPZYo/7zxxhuAVcAWS6lS7G3p3TkbRCQA9MYJxlmAyy+/3GsRyhIR+RHwNWCzeep7pn9h/LwOg8gWSyq83IocbUsvIhU4bekfi5vzGPBl8/NFwL9T+X+7En6/H7/f77UY5crtqjrWjETK1w0ifwY4CrhMRI4qtJCW0sYzBayqIcBtS78CmOO2pRcRt/X8X4H+IrIKuB640Rtpi5MlS5awZMkSr8XoqkSDyKraDLhBZIslbYq9LX0TcHGh5SoVXOU7duxYT+UoU64VkSuARcB3VHV73OvpBJEtlg6RcvxGLyK7ga7SKmIACbJCypQqVc3JrhMReRoYmOClacDLOJ+pAjcDB6vqVXHnXwRMUNWrzePLgRNV9doE14pm6ACjgDdz8R5KAHtvpqBssiDiWKmqdV4LUQhEZFFXeq+5WktVz0zzmn8B6hO8lE4Q2b1WNEOnq/1/daX3msl5th6wxRKHiBwc8/B8Elus6QSRLZYOKVcL2GLJhl+KyFgcF0QD8HUAETkEJ91sotkY5AaR/cBdqvqWR/JaSpRyVcAzvBaggNj3mmNUNWGCtap+AEyMedwuiJwG9v+rPMnovZZlEM5isVhKAesDtlgsFo8oSwUsIj8SkY0issSMianPKm1E5DsioiIywGtZ8omI3Cwiy8z/65PGL1tSlMN7SBcRuVVE3jHv9xER6eO1TPlCRC4WkbdEJCIiaWV/lKUCNnS4lbScEJEhwNnAOq9lKQC3quoYVR2Lkx72gxTzi5FyeA/p8hQwSlXHAO8CN3ksTz55E7gAeC7dE8pZAXclbgduwInalzWquivmYXdK8D2Xw3tIF1V90pQdAGeDS/H3+soQVV2hqp3aAFauWRCQeitpWSAi5wEbVXVpKXXzyAYRmQ5cAewEzvBYnIwoh/eQAVcBD3gtRDFRslkQ2W4lLSVSvNfvAWer6k4RaQDqVLWkt3929H5V9dGYeTfhbAH9YcGES5NyeA/pks57FZFpQB1wQSlXNEzzvS4A/kdVU+6OK1kFnC4iUgvU56qGQDEhIqOBZ4BG89Rg4APgBFX9yDPBCoSIDAXmlfL/bTm8h1SIyJU4m1nGq2pjiuklT2cUcFn6gNPcSlryqOpyVT1QVWtVtRanItdx5ax8RWR4zMPzgHe8kiVTyuE9pIspWn8DcG5XUL6dpSwtYBH5OzCWmK2kqvqhlzIVgnJxQXSEiDwMjAQiwFrgGlVNWASnWCmH95AuppZ3Ja2dbF5W1Ws8FClviMj5wO+AA4AdwBJVPafDc8pRAVssFkspUJYuCIvFYikFrAK2WCwWj7AK2GKxWDzCKmCLxWLxCKuALRaLxSOsArZYLBaPsArYYrFYPMIqYIvFYvEIq4AtFovFI6wCtlgsFo+wCthisVg8wipgi8Vi8QhPFHC6zetEZIKIrBSRVSJyYyFltFgslnzjlQWcsnmdiPiB3wOfAY4CLhORowojnsViseQfT3rCqeoKgBQ9zE4AVqnqajP3fpzi1W+nWj/gH6HdKoqjA5Ffnffop+0xqH7naP4GVqhzrDL/JdUaMI+ded00QDdzTrW6zzlrVZs1q8zHWWn+rAZ9TqlRvzhHEQhHnEnN5rgv4szdY6qS7pIwALvdo6/FeR3nuFdaaDKv7cc5tpjHHzd9N+F/6Jlnd9OtW8Ptnl/yRvMTqjoh0TnFgCkm/hvAD9ypqj+Pe30ocA/Qx8y5MVUH7gkTJuj8+fPzI3AR8eSTTwJw9tlneyxJwcioIWMxN+UcBKyPebwBODHZZBGZDEwGEPrkVTBL59i6JcJ/Xqhp93zv7u8N8ECctIj5BnYWzr33mog8pqqxBsD3gTmq+kfz7WweUNvRulu2lG2t/Da0tLR4LUJJkDcFnG5TwlyhqjOAGQB+32BbZb6IEEDCJRfvTecbmAK9zM+9cfrxWYDPfvazXotQEuRNAavqmVkusREYEvN4sHmuLPCZbyzuMWBcEcG4Y6VxN1Sqjyrjpoh3PXQ3uq3a7/zdqQw4foVgwLggfK1/j1wXRKDFOUnNMWQ8BE3mGn5x1nBdKD5pK2+nUJBQ50/zmHS+gf0IeFJEvgF0B7K95y1djGI2S14DhovIoSJSAVwKPOaxTJZMUPCF248y4DJgpqoOBiYCfxeRdr9TIjJZRBaJyKLNmzcXXEgvmD9/Pl3B150tnviA45rXPS4iS1T1HBE5BCfYMVFVQyJyLfAEToDjLlV9ywt5M8W1Hts+1/b3M6BtLeCAa4G6wbqYIF1VNFDX1vLtZizf6grHaq2qcMzNYNBYsb5I9HotIcei9olzDIXbBuWCxlgOxlm+EmOxx1vvKVGQcMl5hdL5BvZVYAKAqr4kIlXAAGBT7KRY91hdXV1ePohIRJn1ylrmLv2A3U0hWsIRPjPqYK7+5KH06VaRj0tacoBXWRCPAI8keP4DHEvCfTwPJ7BhKWEEkFDJKeDoNzAcxXsp8MW4OeuA8cBMETkSqAIKbuJ+sGMf331oKQtXbeXoQ3oxuG839ofC3PHsKu5euIZvnTmCqz95aKqso5wyYULRJrcUFcWcBWEpFxSkxFwOyb6BichPgEWq+hjwHeAvIvJtnIDclVrgNuMf72ri8797gX0tYX52wWguPX5IVNGu/Gg3tz7xDtPnreDjXU1M++yRBVXCltRYBZxn4vN/fUkeS9wxaNwNriugAh8V5rXKaL5vW9dDdZXjemh1QThaz3VBqEo0IBdx121xXguEHZdEIEnesus4EYRoTM/IEe9WaYeCtJScBZzwG5iq/iDm57eBTxRaLpdIRLl+zhIam8P8878/wciBPdu8PnJgT2ZcXsdP6t/mzhfWsGd/iFvOH43Pl38l/PjjjwM2GyIVVgFb8k9pZkEUPXe+sJqFq7byswtGt1O+Lj6f8MPPH0WPygB3PLuKQ/pU883xw/MuWzAYzPs1ygGrgD0iPpDVmo7W9uiPPgb3lq5wLWCTZuZavNFjpZMEX2Eei9kJpyrRn0MmLzcYcCxffzPR6zjytJXTDRLGBuFc2dLRraXmgih2Vny4i1ufWMmEowdy6fFDOpwrInzn7BFs3LGP259+l2OG9OH0EQfkVb4utAMuK4o5Dc1SJoiChKXdsGTOb55+j+qgn59dMDotv66IcMv5oxl5UE+uu38xG7Y3FkBKSyqsArbkH8Uxk+OHJSNWbdrDE29/xJdPqaVv9/RTzKor/PzpS+MIh5XrH1hKJJI/v/zcuXOZO3du3tYvF6wCzgN+lXY5wH714Vdf9Ct87Fd5cP4jnOE87/5z1wqoEBAICFT4lAqfUhmMOKMiTGVFmKrKFqoqW6g0oyLYdgQDIQL+sBkRAv4Ifp86Q5whOLE1P4IfcaxXJfp8rIzJ3ksirAWcO2Y89z6VAR9XnlLb6XNrB3TnB58/ilcbtvH3l9fmXjhDdXU11dXVeVu/XLA+YEv+UcAq3Jzw4c59PLJ4I5NOrKF/j8qM1rho3GDmLvuQX8x/h08fcSBD+nXLsZRw5pl2V3Y6WAs4j7hWpD/GOox/HLUg1RlRC9RYvrFrBHECcUGfOsMfcUYgbEaozQgE2w5/IIw/EMEfiODzO8PvM0NoM1yLPIAQiLFyAwms+JQWsALhBCMN0inKLyKXiMjbpsj/vemtXJr89fk1RBSu/uShGa8hIvzsgtH4RLjxH8socOqyJQargC0FQCDsaz9SnZVGUX4RGQ7cBHxCVY8GvpVz8YuE5lCEB1/fwMTRBzO4b3ZW66A+1Uz9zBEsXLWVR5fkvojbo48+yqOP5rzoYdlhFbAl/yhISNqNNIiWhFTVZsAtCRnL14Dfq+p2AFXdRJny3Lub2bmvhQuOHZST9b54wlCOGdyb6fNWsKspt/V7e/XqRa9evVJP7OJYBZxD0gm+ufjUDPO8Hx9+fATU1+ZrfqsLgmgQLuBXAn4lGAwnHFG3Q1zAzeeLcTmY4Jv4QHzgE3UGzk0R7wIJqo+g+sxjV1YnOBjvVmmH6wOOH6lJVBIyXvuMAEaIyEIRedl0sShLHl36AX27BTl1eG7q2Pt9ws3/NYote/Zz+1Pv5mRNlzPOOIMzzjgjp2uWI1YBWwpDYgU8wC3TaMbkDFYOAMOBT+GUh/yLiPTJmdxFwt79IZ5++2Mmjj6YoD93v7ZjBvfhiycM5Z4XG3j7g105W9eSHjYLIge0s3pjdoolK7zuHv3RHWYOEreG+x8UxAmOgWMBO0dTx8Fvaj6YY/RxoLUMJYAv0roTzj363KPPvW7bo1uLwi+t8rv968LivpcUQRwVNLHPd4uqJu2KTXolITcAr6hqC7BGRN7FUcivdSxUafH0io/Z1xLmvLG5cT/E8t1zRjJv+Yf8aO5bPDD5pJwU7PnHP/4BwAUXXJD1WuWMtYAthSEzF0Q6Rfn/iWP9IiIDcFwSq3Mmd5Hw2JIPOLh3FXU1fXO+dp9uFXz3nCN4dc026pd9mJM1+/fvT//+/XOyVjljFbAl/ygZZUGoaghwS0KuwGmA+ZaI/EREzjXTngC2isjbwLPAd1V1a37eiDfsaGzmP+9u5txjDslbJbMvHD+Eow/pxS3zVtDYnP02xdNPP53TTz89B5KVN9YFkQUduR6c131R14Pb2cIt5djaASNxT7hoMR7zetDsgAOocHu+Bdu6GvyBto99MWUowXE3tHNBuK3rzTFg3lJFnFyVxu3Qgo+QcT2EjKMikiqPVCUthZvw1NQlIRW43oyyZMHKzYQiymdGH5y3a/h9wo/PPZqL/vQSf3j2ff7nnJF5u5alFWsBWwqChqXdsKTHgpWb6N+9gjGDeuf1OnW1/fivsYcw4/nVrN26N6u1HnroIR566KEcSVa+WAWcAfHpZn7a7lhzU88C+Aia4aZsVeCnAn80lcsd0TSv2NoPKlTgjACt6WeBQMQZJr0suvPNpJ35fJEkQ9vvgDMjmtrmg6DPKXlZIVClYobTk64Sf3RUqBOQC+InGA3bJSBDF4TFKbr+3HtbOG3EAQUppH7TxCMJ+oQfz307q3UGDhzIwIEDcyRV+WJ/Cyx5R1XQkK/dsKRm+cadbNvbnPf6vS4H9ariW2eO4N/vbOLptz/OeJ1TTz2VU089NYeSlSf2t8BSGKwFnBELVm5GBD6Zo80X6XDlJ2o5/MAe/Lj+LZpabCX9fOLJb4GIXGwKp0REJGkeqIg0iMhyEVkiIosKKWMiOuN6CCRxPbhf192v75U4I4gQRKKPKxEqYwrwVPic4FtFoH3xHafITmuhHb8/jD/GFSEm+CY+jf7s8zsj6sYwo9KMKoEqgW4I3RCq1U+1+ummfqrcgTPc95IUkwccPyypWfDuJsYM6p1x5bNMCPp9/OTco1m/bR93/HtVRmvMmTOHOXPm5Fiy8sOr34I3gQuA59KYe4aqjk2RsG8pcjTiazcsHbN9bzNL1+/g9JEHFvzapxw+gAuOHcSf/vM+7368u9PnDx48mMGDB+dBsvLCkzQ0VV0BlGyL7ETpZtA+lazCWMPOc/7ocwCV5nGlus+3fd1NA3M7IFf5I1SatLOKCufopqEFA07eprsTzk0/E1/b9DDXIobW3XIBk7LmrlllLNNwxLlw2MgRMkdVHxEju5odcJrqv9HWA86I51dtIaIUzP8bz7TPHsmzKzdx0z+W8+DXT+5UEPCUU07Jo2TlQ7GbIQo8KSKvZ1gnwFIMWBdERjz/7mZ6VwcZO6SPJ9fv36OSaZ89itfXbufeV9d5IkO5kzcLWESeBhLloUxT1XQLhZ6qqhtF5EDgKRF5R1UTui2Mgp4MIPTJRGRLHrEKt/O8vGYrJx7aD38B0s+SceFxg3hk8QZ+Nm8Fp484IO3uGffddx8Al112WT7FK3nypoBVNeueJKq60Rw3icgjOPVhEypgVZ0BzADw+wbntMR//I631ueTux4AE3QzrxkXQ2V0Z1lbl0NV3LHauDeqjN6qDCqVFW1dDoGge2xbjMfdERePLxKJFvAJmbkVQacOrOtycDe1tW5uc+SM1u9VH26Jn/hjMlRBI9YF0Rk+2LGP9dv2ceUpmXe+yAUiwi8vOoYJtz/Hdx5cyv1fOyktV8Shh3ord6lQtGaJiHQXkZ7uz8DZOME7S8lRmi4IL9shvbpmGwAnHtovV0tmzKA+1fzw3KN5dc027lq4Jq1zTjrpJE466aQ8S1b6eBKEE5Hzgd8BBwCPi8gSVT1HRA4B7lTVicBBwCMmUBcA7lXV+V7I6xIffIuv8xBr+brPV0YtXzfo5s51HrsWbzfiLF9jZFQbi7UyGKaiwrF4o0djvUbLUBqL2A20xePzRaLWsTu3Ms66d+Oi7tGtEeFrMjvdWnwQl3KmKctRlp4LIqYd0lk4JS9fE5HHVPXtmDmx7ZC2G1dZTnhlzVZ6VgU48uDi6Cpx4XGDeOKtj/jlEys5aVh/RuV5W3RXwZPfClV9RFUHq2qlqh6kqueY5z8wyhfThuYYM45W1eleyGrJDSWYhuZpO6RXVm/j+Fpv/b+xiAg/v2A0/bpV8N/3vpGyhdHs2bOZPXt2gaQrXYr+t8BSBmj7QjwlUIwnZ+2QRGSy2/Vj8+bNKS+8aVcTq7fsLQr3Qyz9e1RyxxePZcP2fUx9qONuyiNGjGDEiBEFlK40seUoO8ANvsW7HtyAWrR0ZJKSkpXqj7oeqrStCyIadHNdD64rIup6cI5VFY47oaoyREXQdUE41ocbfHPdCX5/2zKULq47QTUcLU3pHtuVp4x223C7a1Q4a/uCzrx9AWg2f7fdzhgdFeLBySUsNRdEmsS2QxoMPCcio1V1R+yk2ABxXV1dygDxqw3G/zus+Aqa19X2Y+qEkdwy7x3+8vxqJp92WMJ5xx9/fIElK03K8rfCUmRoSbog0m2H9JiqtqjqGsBth5QVr6zeRrcKP6MOKQ7/bzxf++QwJo4eyM/+9U5WBXss1gLuFG7aWbL+bsG43W3VGqAC1+JtG3RrtYCdtapdy9fopW7Guq2qdI6VlaF2wbdAsh1w/rhecK78MYaqa/H6zZNuelrQWNcVQcfidXfbBUzwzuevhD3Oa2os4bB2bAG7WRAlRrQdEo7ivRT4Ytycf+I0Ar07l+2QXlmzlXE1fQnksPlmLhERbrt4LBu2v8R19y/moSmntAsW/u1vfwPgiiuu8ELEkqE4/4ctZYUqRCLSbhQzXrVD2tHYzLsf7yk6/2881RV+/nJFHT2rglw18zU+2LGvzetHH300Rx99tEfSlQ5WAVsKQGnmAavqPFUdoaqHuVk4qvoDVX3M/Kyqer2qHqWqo1X1/myvuXjdDgDG1RS3AgandvBdVx7PnqYQl//1FbbtbY6+Nm7cOMaNG+ehdKWBdUEkIb7sJLS6HqIt491+bXGuBzfwVoGPbklcD5Vx+b7dXdeDKY4TDb4Zt0NlsKVd8C3aA84NvgXauiKiATfjbsCn0YBctCiPOuu7rodwyJE3XOk8Du4313R32cUU+NHdjisi3JJCmRofsCU1b6zbjt8nHDOkNPJsjzqkF3d+uY4r7nqVr8x8jXuvPpHulVatpIv9rbAUhEhY2g1Le95Yt50jBvakW0XpKLETh/Xnji8ex5sbd3L1PYtoagkzc+ZMZs6c6bVoRU/p/C97gGvpuiQLvrXugGvbQdgpXJ6kxkNc0M3d8RabdgZQGbP7LT745h7jLd/4NLTYlLN46zh+Dm4ZSuMiqDDWjBuMi107ZNoKNaewblWFSDhVoM4SjihL1u3gguNKr47uWUcdxG0XH8O35yxhyqzX+e8xxxDw2z+yqbAK2JJ/SnArshes/Gg3e5vDHFfTx2tRMuK/jh3EvpYwN/1jOVXBgfzusmO9Fqnosb8VloKgEWk3LG15Y912AMYNLf4AXDIuO2Eo3//skcx/8wNuengpkUhOCxOWHdYCTgM3/zc++ObH1+ZYkaDQTrzrwc33rUrieqh2XQ/BuJzfYKhd8M3nFsqJcz24u9lc3B2jIu3LVIrPfa3tjriIcSuEWkyecKC10I/rrmgxr+1PEYRTJLqeJTlvrNvOgB4VDOlX7bUoWXH1J4fx0aIn2PDmu/y0upL//dyRJdv9Jt/Y3wpL/jEuiFJLQys0i9ft4NihfctCWX3+06dw8LAjuWvhGmY8l/XelLLFWsBxxNZ/iE8/iz8GzLEivgZE9Cjt0s2SWb7ujreKaN+39qUnowXX3Z1v8cE3f1sr1iX6OEbniTnHXUv8ba1pFzd4FjRyiLRax83Nzu2zd1+QjsncAjYFbn6DUxn+TlX9eZJ5FwIPAcerqucdtDvLtr3NrNmyl0vqhqSeXAIcc8wxjB49hk33L+Zn/3qHQX2r+dyYQ7wWq+iwCtiSd9ydcJ0lnZq8Zl5P4DrglRyI6wmLjf/3uKF9vBUkR7S0OK6z2y4+hk27mrh+zlIG9qqirrZ0/dv5wH4PtBSEDF0Q6dTkBbgZ+AXQlDuJC8vidTvw+4Qxg/t4LUpOcOsBVwX9zLi8jkF9qpky+w027SrZ/6K8YC3gDnCDb/FlJ92db8G4vm6V8S3l1Rd1Pbjt5StN4Kwy6B5NsZ1g+7xfiCk1GYjEuCASB92irgZJ7Ipoc47ZcRct6BNs69aIBuPMzjifvzWAFzLPVe+rdI57UwSNNGMXRKKavCfGThCR44Ahqvq4iHw3k4sUA0vW7+CIgT2priiPfOm6urroz327V/CnL43jv36/kP++9w3u/dpJBIu00FChsZ+CpSAkKUc5wC1UbsbkzqwpIj7g/4Dv5EPmQhGJKEs37OAYj9rP54NRo0YxatSo6OORA3vy8wtH81rDdn427x0PJSsurAVsSFR8vX3Qzd0Blzj41pqG5gbhoMKsX2Ws1Or4Gg8VbtDNLTvploN0j6273tz0M4mzgJNZvomCcfGWb8C1tM11/eZ6blDO7VzhWsaqQmWT866qKpvNewjREaok23q8RVXrEr1gSFWTtycwClhgMgcGAo+JyLmlFIhbvWUvu5tCjC0jBdzU5Lgaqqqqos+dN3YQi9ft4K6Fazh95AGcPuIAr8QrGqwFbCkAjgsifqRBtCaviFTg1OR9zH1RVXeq6gBVrVXVWuBloKSUL8DS9TsAykoB33///dx/f/vicDd+5giGH9iDGx5ayo7G5gRndi2sArbknww7YqRZk7fkWbJ+B90r/Bx2QA+vRckZJ554IieeeGK756uCfm7/wli27mnmfx99ywPJigvrgkiCX32trof4nm9uT7j44Jvb/cKcVylQZWIqlearf9AcK6MuB+fre1WFYw24rodgResOOPcYCMTlAbvBtzhXRLI8YJ+/tRiPG3Tzuy6IKnM941aId0G47o1wS4DKquY2MgYDKVwQkHEesKrOA+bFPfeDJHM/ldFFPGbphh2MGdynaDog54Ijjzwy6WujBvXmuvHDue2pd5k4aiCfGX1wASUrLjr8rRARv4h8XURuFpFPxL32/UwvKiK3isg7IrJMRB4RkT5J5k0QkZUiskpEbsz0ehaP0falKG05SoemljArPtxVVgE4gMbGRhobG5O+PuVTh3Hkwb348dy32bO/4z/g5Uwqs+TPwOnAVuC3IvJ/Ma9dkMV1nwJGqeoYnEaGN8VPiEnC/wxwFHCZiByVxTUT4ldxBm2HDyGIjyA+Ama4jyvihzqjUoVKFSpwgm8VApX+iDOCZlSEqKwIEQyECQbCVAZbqAy2sOewvbx7/lbeuGgnb352F9tr9lNRESIQaB2+QNgZvkibIaLpDV8kuoY/GMIfDBGoaHFGZbMzqp0R7LbfjGZnVDsjUNmCPxDCHwiZ+hQhJ0UuEEn6GbsWcAY+4LLn7Q930RLWsvL/AsyZM4c5c+YkfT3g9/HT/xrFR7ua+O0z7xVQsuIi1W/BCar6RVX9NU7+ZQ8R+YeIVAIZmzCq+qTx74ETOElUADXdJPySZ0dtE+uO30dLdwWB5m7Ke0dH+Pjg9sVzShK1CjgZS0wLonJTwCeffDInn3xyh3PG1fTlshOG8NcX1rDyo90Fkqy4SPVb4GZRoaohVZ0MLAX+DeQqYnAV8K8EzydKwh+Uo2sWFZuO3YvGeeMjAWgYkdyqLC1KsydcIVi6YQcDe1UxsHdV6sklxMiRIxk5cmTKeTeccwS9qgL84NE3UW2/cajcSRWEWyQiE1R1vvuEqv5YRDYCf+zoRBF5GicvM55pqvqomTMNCAGzOyd2wutNBiYDCH1SzvdrYgM+dvdbsuBbu51vbh5wfOEdv1IRcG6qYNAE3xIU2wl1T6xo91e1Brr8wXDrTjjzdV+SdMBoF4SLKbTj7qJzg3Bu8M0fd3Tzhd0gXMR0v/Abl0PsdRPtuItFtbXDhqUtS9fvYMzg0uj/1hn27NkDQI8eHdtpfbtXcP3ZI/nff77J0ys2cdZRBxVCvKKhQwWsql8CEJEq4P8Bp+K49F4AeqU498yOXheRK4HPAeM18Z++VEn48debAcwA8PsGl9Sf0mCjj5YESriqbLbN23rAidjR2EzD1kYuOb48KqDF8tBDDwFw5ZVXppx76fFDuHvhGn7+rxWcMfIAAl1om3K6aWh/A3YDvzOPvwjcA1ySyUVNicEbgNNVNVmoNJqEj6N4LzXXzSmxO9+gbb+3inbdjt0dbvGdjo3la9asNPdP0K/taj0E4yzgQDDE4LeCrD1uP5GY/w1fWBneEGndqRZoLcju1mWIt0Al/r4VbTPPDb45P5saEHFpaK4FLO7ON7cWRLNbKyIStbzTRTXzNLRyZumGnQCMLZMCPLGceuqpac8N+n1MnXAEX//769z/2nq+dFJNHiUrLtJVwKNUNTYD4VkReTvp7NTcgbNT9ymzhfRlVb1GRA7Bqfk6UVVDIuIm4fuBu1S1LDO3+2+oIBgMsXZkmP3VUNkEIxoiHLJZnU+pDIhYF0Q7lqzbgQiMLkMXxOGHH96p+WcfdRDH1/bl10+/y/nHDuoyre3TfZdviMhJqvoygIicCGS83VNVE/7vqOoHwMSYx+2S8LMl3vfrWr6ufze27VC06lm023Gc5Ru38cLtcFzld/29kajFG7V8g203L7iPB21RBm3xUWE2QgSDIQjG1GwIhvHHtAWCVt9uMh9sdANGoLWKWjKL1xd3dOtNuIZrfJU0aO2knNK6zbwaWlmzdMMODj+gBz2rUhW0Lz127nSs+9690/vjIiLcNPFILvjDi8x8sYH/PqNzCrxUSfe3Yhzwoog0iEgD8BJwvIgsF5FleZPOUhaUah5wuhuBRORCEVER6aiwUBtUlaXry6sCWiyPPPIIjzzySKfOOW5oXz59xIHMeG41u5pa8iRZcZGuBTwhr1JYypzSs4Dz3Y1jw/Z9bN3bXLYK+LTTTsvovG+fOYLP3/ECd7/QwHVnDs+xVMVHWgpYVdfmW5BCEw2+GXdCfMnJCvzRdLNqk6RbFeeCqHaPyYqtV4SjQbhgoK0rorXWg0kHi5adNI/dOgsVbkH2UDQ1rF3wLZkLwk05c48VoXblJwPVjsvDb46+6raWh7i+2wSuh+gxRUzOKUdZWgqYmI1AACLibgSKj3243Tg6VQx+6YYdQHkG4ACGDRuW0XmjB/fm7KMO4s4XVnPlKbX07lZ+7plYSu63wlKahCPSbhQ5KTcCxXbj6GghEZnsFp3fvHkz4OT/VgR8jBzYM8diFwfbt29n+/btGZ377bNGsLspxJ0vlH835a4RaiR58M21fOOLqgfxRdPN3I0W3ZJYvt1NxbPqYFyx9WAoYdoZxFrExtJ1LeA4yzcQbN0Y0drB2LWA277Hdhsw4iqfubUeAALdjMXbra3lK6Y6G26Nd7MBw11bVVo3ZxirNhTuuI2OlmEQLqYbx5Wp5sbmqNfV1SnA0vU7OfqQXlQEyutzcXn00UeB9PKA4zny4F58ZtRAZi5s4OpPDqN3dflaweX5v28pOkowCNeZbhwNwEk43ThSBuJC4QjLN+7kmDJ1PwB86lOf4lOf+lTG51/76cPZvT/EPS825EymYqTofwssZYDxAcePIidv3Tje/XgP+1rCZVeAJ5ba2lpqa2szPv/oQ3pz5pEH8tcX1rC7jDMiuowLwiVZ8C0+CBfU1iBcNxN8qzbH7mZudzfv1wTHulWaXW8xfd7i835b83rjuh4HW/N9gWjOb7RwejCEzxdXgN2XOAjXmv/bGnwDCFY5ZSYBAj2cfc7+7s5jMa4IjBsFt17vvrZra6Q17zdsXA+prFktwSyIZBuBROQnwCJVfazjFZKzxLQgKtcMCIAtW7YAMGDAgIzX+Manh3Pe7xfy95fX8v8+VZ55wV1OAVs8QCFcYgoY8teNY/G67fTtFqS2f7fsBCxi6uvrgcx8wC7HDOnD6SMO4M7n13DlKbV0qyg/dVV+76iT+OPaDkV3veFrn3bm7ngzxmG3OMu3ygSw3DZDlcGWaBAuEFcLIlrZLJoqltzydZ4P4/O3tXzdx+26IUdrP5gOyGZ3W7Db/qjl63Mt3x7mWB1qs5buD5g1nadbU85a/bdRSzhFRoOStCtyl2Tx+h0cO7QvEh9FLSPGjx+fk3W+Of5wLvzjS9z36nq+euqhOVmzmCg9s8RSeqgQjvjaja5IOKKs2rSHY8vY/QAwZMgQhgzJvsrbuJp+nDysPzOee5+mljJpUBBD1/wtsBSUUt2KnA/2mapyxw7t67Ek+WXTpk1s2rQpJ2td++nD+XjXfh56fUNO1ismyt4F4eb/xpedTLTzDVqL8lSqn2rc4JsJxrl5v6bIelWFyftN4HoAJ/e3tXNwW9dD0uCbP+7onhcMRwviJCvGIzFlJ6E1+OYW3Al034+/1z5nTm/HFSE9nOCbmveC+bwkbMpRuh9kjAvCbSnvZjJoyk0V0mUt3ngam8P4BcYMKb8KaLHMm+e4zrPxAbucclh/jh3ahz8ueJ8vHD+EYBnVCy6fd2IpWlQhHPK1G12RxuYQww/sQa8yrIAWy1lnncVZZ52Vk7VEhG98+nA27tjHI4uT9mQoScreAo6nXfqZMfH8UUu4dSdcRbTQely5SZOqVW0s3ipTVyHW8gXHynXTz1xL1k1Diw++RYusB9oG0NzznGLqbee6O+Ki57hrVLgWsCk5aVLM/D32I72M5dvTWL7djKVr3pO0mDfZ1HZ3m9vDLRJuVZ4RY/mmsm5VUwfqugqNLWGOHVLe7geAQYNy277xjJEHMmpQL37/7CouOHZQ2XTNKI93YSlybBDOJRxRjqvp47UYeeejjz7io48+ytl6IsJ140ewdmtjWVnBXfO3wFJQnCCctBtdlXIPwAHMnz+f+fPnp57YCc488kCOPqQXdzy7ilC4PDqGdzkXhEu7HnBuHrDb6Vh9rZ0v4spNVpuv+G7RnYpga4djICbw1trHLRDniogGyuJKTCZ1Sfhj+rm5rodofzfz2LhCfJVtg2/RnN9e+1uDbt2d9SNVcR2VI8Yn48bkIm27IkfCvpj8XxOES9UCVSFs84AB8Ilw+AEddwouByZMyH0JcccKHs7kv7/OP5d8wEXjBuf8GoXGWsCWvKNZuCBSdaUQketF5G0RWSYiz4hIUXd07FMdxOcr/z9GAwcOZODAgTlf96yjDuKog3vx22feozlU+lZwl7GA49PP4o9uEK61R5wQMD9XuBawCVTFl5hMZPmC6eMWn04WH3xzU8fclDLXuo3uemsNtEUtX2PpRtPMjMUbtYDjSk1Grd4eLUR6upav2fFm7gAxG+FoMkc37azF1HsItR7ja0CodqxQMg3CpdmVYjFQp6qNIjIF+CXwhU5frEAM6lvttQgFYeNGx0+b62CciPA/54zgqpmLeGDRei4v8Q7K1gK2FIQMfcDRrhSq2gy4XSmiqOqzqtpoHr6MUzbS4jFPPfUUTz31VF7WPmPkgZxQ24/fPvMejc2h1CcUMZ4oYBG5VUTeMV8bHxGRPknmNZjGn0tEJOMuzBZvcSzg9gMY4HaKMGNy3Kkpu1LE8VXgXzkV3pIREydOZOLEiaknZoCIcMOEkWzevZ+7Fzbk5RqFwisXxFPATabk3y+Am4CpSeaeoapbOnuB+A4YLslcEO5foqgLAsFNlQ+YpQLGTRB0i9y4u9ra7V5rdTPE72xrt5st/miulWh3mxt0i9/h5naziC8tGXU99HTmR7qHiZjtfJFgXIeQkImkmWCZNjtuBtcFEW52bpVQc6DVHeHmBqdwQUBSF8QWVU27k3BHiMiXgDrg9FysZ8mOAw88MK/r19X248wjD+RP/3mfL54wlL7dK/J6vXzhiQWsqk+qqvvdwX5tLHOUjHvCpepKAYCInAlMwymIvj8XMluyY/369axfvz71xCz47jlH0Ngc5v+eejev18knxRCEuwp4IMlrCjwpjjn4Z9Nbq1O4Fm087g44iUtHi60d4e4FC5rJQTeAFhc4iwbY3DKRvtbUsmjgLP61+DoO8R2OXUvYbUos2hqgMxZwO8u3p1vfwXk+0tscuztrhrsJkUqzsInE+/Yby9tNJWs2gbUm59YINznfA0LusTlAS4t5LRqMS6FMFcKpUtUSE+1KgaN4LwW+GDtBRI4F/gxMUNXcVH+xZM0zzzwD5KYWRDJGDuzJ5SfV8LeXGrj0hCEcfUjp1dfImwIWkaeBRHko01T1UTNnGhACZidZ5lRV3SgiBwJPicg7qvpckutNBiYDCH2yFd+SQxQhnIabot156XWluBXoATxo6uuuU9Vzcye9JRM+97nPFeQ63z5rBHOXfsAPH32LB685ueRqLOdNAavqmR29LiJXAp8DxqsmTuVX1Y3muElEHsGJiidUwLGdZ/2+wZnZW5a8oGRsAafsSpHqPrN4QzatiDpD7+ogUyccwQ0PL+ORxRu54LjS8mZ64oIQkQnADcDpMSlE8XO6Az5V3W1+Phv4SabXdIvwxOMG4STusQ/wu26AqExuYKzjXmyxx1h3RKJz4kmWUysSs+PNLcpj8n5bg25tXQ/h3sb10MPsXKuQaN6vz+1z6DbV2G8+h0bjVmh0ghqhvZXOscl53NJcQUuz445oMQG6UBqVzTJVwJbSpKGhASCrxpzpctG4wdz32jp+Uv82px4+gAN7VeX9mrnCqzzgO3Daej9lUsz+BCAih4iIa+0cBLwgIkuBV4HHVTW3m8stBUGBcIJhKV8WLFjAggULCnItn0/41cXH0NQSZurDy0jyhboo8cQCVtWELU5V9QNgovl5NXBMvmTwJQnOdUSqHV+Z4K4Ziaur4NZg0Njdlq5lbYJ+YnbAiQnGaQ+TbtbTmRfqaSzfajf1LIyYdWW/KcvZbNY0lq/uMRbvHseKaNnrHPebY9O+Spr3OxZwc4uxhNNoMW8VbtfivPPOSz0phxx2QA9unHAEP5r7Nve/tp7LThha0Otnit0JZ8k7rg84fljKl759+9K3b2Grvl1xci2nHNafm+vfZsWHuwp67UyxCtiSdxRoSTAs5cvq1atZvXp1Qa/p8wm3f2EsPasCXH3PIrbsKf6U8GLIAy4oyfKC44nQ6g5wrTV384C7AywcU6IRWvNhY4vUxLsYJNpPzQ3Omblht+yjCYIZN4MmqBoW7QVngnJUmQI71c7jsNntFnU9VDa3nhx23AZu/q9/j3FJ7DJ5vruM62GnUzSmaVc3APbtdR7v31dJU5Pjpmgyrev3t3T8d9z1AVu6Ds895yQrDRs2rKDXPahXFX+5oo5L/vwS1/z9dWZ/7UQqA/7UJ3qEtYAtBUAJJxiW8uX888/n/PPP9+TaYwb34baLx7Jo7XamzHqjqNvZdzkL2P3Fj8QpAPdRJPp6q9XmbiIIGUu32VipFWYnWEvI+RijJSTj6jk4mICZ+GMexRBNcXMe+kLGqo2tuxAfBDTXU2MRqyle4dZ5UF/b9yihAIF9ZqffHiOrsXwjOxwLN7TdsXibdjhFw/e5FvBu59i4pxuN++Is4FCKcpSUpgVs0iV/g7MJ5E5V/Xnc69cDV+P8d24GrlLVtQUXtAjp3dvbXWmfHXMwO/aN4vv/fJMr736VO798PD0qi0/dWQvYUhDCou1GMRNTi/gzwFHAZSJyVNw0txbxGOAhnFrEFmDVqlWsWrXKUxkmnVjDr78wltcatnPJn17i/c17PJUnEVYBW/KOYwGXnAvC1iLOghdeeIEXXnjBazE4b+wg7vxyHR/s3MfnfvsCs19ZW1R5wsVnkxeYSJxLwrXMQhqhxfx9ajaxrmbzVbvFBJ2aTYnG6G63Dqw6NxjnHv0RSfi8i1uGMtrOviUQbQ3vBuziXRLROj7u0S2SY/J1/fuFwC6z7g4TmNhiXA9bHJdD0zbn2LjdOe7d2d057nFcEHv3VrO30XFB7DUFexpT9HtzFXCJkagW8YkdzE9aizi2TsnQoaWRn5otF110kdciRDlj5IE88a3T+M6cpUx75E3uf3U93z1nJJ8cPsDz2hHWArYUhLC0H+VCTC3iWxO9rqozVLVOVesOOOCAwgrnET169KBHj+JpPnpQryr+dtUJ3HrRGLbtbeaKu17l/D+8yEOvb/A0SNdlLOCwmCLqpiaEaxy6X0dCrgUctYSh2bzWbFLX9hsLtMlYvv64kpIuboHySNhHwJwTNJasW8LRLdAeCJvdayZVJt4SdueFm1uiRdEjphykWzTdZ0pISoupY7HPkScQabMU/sYwgW3mb+4mJ90savlu6QnA3q29nKMJwu3e4Ty/a6fzeNeeanaZ+hB7zPX3pTBuldbPt4TobC3i020t4lZWrlwJwMiRIz2WpBWfT7i4bgjnjj2E+19dzz0vNvA/Dy7lJ3Pf4rNjDuGC4wZRV9O3oFZxl1HAFu/Q0vD5xmNrEWfBSy+9BBSXAnapDPj58im1XHFyDS+t3sqc19bzz8Ubue/VddT278Ylxw/honGDObBn/ov6WAVsKQjFnvUQj61FnB2XXHKJ1yKkREQ45bABnHLYAPbuDzH/zY94YNF6fjl/Jb9+6j0urhvMlE8dxuC+3fImQ5dTwPH5v+5jNccW46rYrxH2m6TcJuMWMFUgCbhf+cW4BMzrYbNrzXUzhAJ+AiZHOGRa1UeDaq4LwrweMK9H4oJzUVdFRYhAlVMSMmBKRQb2OcE1NUfZbeZGTH5w0OT6Goer7PbDVuevevhjx9XQZI57Nzt5m7uNC2LnNnPc6bggduzqYY7V7Gly3p9JJWZvCuvWCcJFOpxTjNhaxJnTrVv+lFY+6F4Z4MJxg7lw3GDe37yHO59fw5xF63ngtfVc/clhXDd+ONUVud9RZ4NwlryjKKEEw1K+rFixghUrVngtRkYcdkAPfnbBaP7z3TM4/9hB/Ok/73POr5/jxfc73Rs4JWVvAbu+x/gaEPHpZyFj+Ya11RJuNrUg97t941yr1O0cvN90DI7WiDBpaqZGRGXQj7/FWSNoLNxAXEflqIVrOh6HjEXs1o6IprgFItFuyAHTDdm/q8WsbSxd8958TabUjfuE2+dtd2Vr0G2TY+Hu2dQHgF3GAt651Tlu3+Ycd5gg3E5TI2JnY4CdJh1vl/ms9krqKHKpuSAs2fHKK68AcOSRR3osSeYc0qeaWy8+hgvHDeZ7/1jOl+58hRsmHMHXTxuWs0Bd2Stgi/eUaB6wJQsuvfRSr0XIGScN68/cb5zKDQ8v4+f/eoflG3dy28XHUBXM3iVhFbAl7zhpaKXnA7ZkTlVV6bQFSofulQHuuOxYRg/qzS/mv8P2vc385Yo6umdZX6JsFbD7lddtM9/qiohzPRjF4Pokm83jIBGajFvCdV+I21fOuBzcIj1hNUE344KoML3S9gciUZdDRcDdNWdydE0wzs0PDpoIX6jFKR0Ziesy4fNFou4Kv3FX+Pxtv/r7zXXdnnEuEVM0J7S7iv1b3Xxfk9+7xbgatvQBWl0P27Y7Lortpizl9r3OGjvDEnU97DGuhz0pXRAlmYZmyYI333wTgFGjRnksSe4QEa45/TAO6lXJd+Ys5Yq7XuWuK4+nd3Uw4zVtEM6Sd1QcH3v8sJQvixYtYtGiRV6LkRfOP3Ywv//icSzbsIOv3P0qjc3tahumTdlawKmIlqU0vvSwCbi1GGuuBR9NpoiiP6ZTMoAaSzhkLGB3J2OVCZyZeBsVPh8Bs1su6DfpZv5I22PADdI5xyrzlcZNZXPT0UQ0WqrS3XkXLfZudsYFTB83t2ecWysitM9JW9u/u4pGs8Ntj7Fwd5q0s1bL17GMt+1yLN+d+4zla97TLjQadHMt330pLOAS3QlnyYJJkyZ5LUJe+czog/mdwP+b/QZTZr3BPVedkNE61gK25B1FaSHcbljKl2AwSDCY+VfzUmDCqIO55fzR/OfdzRmv0WUtYEvhsEG4rseyZcsAGDNmjMeS5JdLTxjK9sbMOxx6poBF5Gac+qoRYBNwpWlLHz/vy8D3zcOfquo92VzXLcrjc7+eR4NwJsfXfCnYTzja2SLqesDk/UYL97R1Rbg75irN/EBECJrAnN+sFTB+hKAbjHNdFAETBDSBtJYWN8e4tV191OVg1nRzhltMechApXMjiHFvuN00QqaN/L7d1ezZ1bbIznY32LbDKTu5Y7fjxti2zzl3t9Gbu8zntlciNBqXQ6M4fol9KaxZBUI2D7hL8cYbbwDlr4ABpnzqsIzP9dICvlVV/xdARL4J/AC4JnaCiPQDfohT6k+B10XkMVXdXmhhLZnjuCCsBdyVuPzyy70WoSTwTAGr6q6Yh90hYZTmHOApVd0GICJPAROA+zp7vfg0KH/UinV3wjlHnzrWnE8EcUtDxm16cVVJizm3wljCQbdspbtjTlt3z7kfdEDa7qYLugE78y3G7TDsWsKhmA7MIbfGhAm6tex3gmtNJufSb9LP3CBd2FjIza4FvKea3bsdS3fnTre2g7Nnf/tuZ60dZtfcLvNx7Y5avm7ALRQNurlByqY0dsJZF0TXwu8v3k7ExYSnPmARmQ5cAewEzkgwJVFXgkEFEM2SQyIozWkoaUv5sGTJEgDGjh3rqRzFTl6zIETkaRF5M8E4D0BVp6nqEGA2cG2W15osIotEZJHq3lyIb8kRCjRLpN2wlC9LliyJKmFLcqQYGtSJyFBgnqqOinv+MuBTqvp18/jPwAJV7dAFISKbgb1A7ssX5Z8BlK7c76jqhPgXRGS+eT2eLYnmlzMishtY6bUcBaJU7+VMqIrXX+ngmQIWkeGq+p75+Rs4LV0uipvTD3gdOM489QYwzvUJp1h/karW5VjsvGPlLm+60udk32tqvPQB/1xERuLEtNZiMiBEpA64RlWvVtVtJl3tNXPOT9JRvhaLxVIKeJkFcWGS5xcBV8c8vgu4q1ByWSwWS6Eo563IM7wWIEOs3OVNV/qc7HtNQVEE4SwWi6UrUs4WsMVisRQ1ZauAReRHIrJRRJaYMdFrmTqLiHxHRFREEqVwFR0icrOILDOf95MicojXMhUjXelzEpFbReQd834fEZE+XsuUL0TkYhF5S0QiJpkgJWWrgA23q+pYM+alnl48iMgQ4GxgndeydIJbVXWMqo4F6nHqe1ja05U+p6eAUao6BngXuMljefLJm8AFwHPpnlDuCriUuR24gcQ1MoqSNOt7dHm60uekqk+qqtsy4mVgsJfy5BNVXaGqndpkU+71gK8VkSuARcB3SqWKmtmqvVFVl+aq/XWhSKO+h4Uu+zldBTzgtRDFRElnQYjI08DABC9Nw/lruwXHurgZOFhVryqgeB2SQvbvAWer6k4RaQDqVLUotnR2JLeqPhoz7yac7Zk/LJhwRURX+pzSea8iMg2nrOwFWsJKJ833ugD4H7OnoeP1SvizSBsRqQXqM9mrXWhEZDTwDNBonhoMfACcoKofeSZYJ0lW38PSlq7wOYnIlcDXgfGq2phiesnTGQVctj5gETk45uH5OA7yokdVl6vqgapaq6q1OCU4jysF5Ssiw2Menge845UsxUxX+pxEZAJOLOPcrqB8O0vZWsAi8ndgLI4LogH4uqp+6KVMmVBsLoiOEJGHgTb1PVR1o7dSFR9d6XMSkVU4Xbq2mqdeVtVrOjilZBGR84HfAQcAO4AlqnpOh+eUqwK2WCyWYqdsXRAWi8VS7FgFbLFYLB5hFbDFYrF4hFXAFovF4hFWAVssFotHWAVcZIjItSKyqpSqoFksyRCR2SKy0nRDv0tEgl7LVExYBVx8LATOxMkPtVhKndnAEcBooJqYdmMWq4A9Q0RqTZ3U2SKyQkQeEpFuqrpYVRu8ls9i6Qwd3M/z1AC8ShlXQ8sEq4C9ZSTwB1U9EtgF/D+P5bFYsiHp/WxcD5cD8z2SrSixCthb1qvqQvPzLOBUL4WxWLKko/v5D8Bzqvp84cUqXsq9HnCxE78P3O4Lt5QyCe9nEfkhTn2ErxdcoiLHWsDeMlRETjY/fxF4wUthLJYsaXc/i8jVwDnAZaoa8U604sQqYG9ZCfy3iKwA+gJ/FJFvisgGnGDFMhG501MJLZb0aXc/A38CDgJeMk1Iy7n/Xaex1dA8opSKxFssqbD3c2ZYC9hisVg8wlrAFovF4hHWArZYLBaPsArYYrFYPMIqYIvFYvEIq4AtFovFI6wCtlgsFo+wCthisVg84v8DohlUpMZbkscAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for t in [0, h.max_t]:\n", " pyabc.visualization.plot_kde_matrix_highlevel(\n", " h,\n", " t=t,\n", " limits=par_limits,\n", " refval=gt_par,\n", " refval_color=\"grey\",\n", " )\n", " plt.gcf().suptitle(f\"Posterior at t={t}\")\n", " plt.gcf().tight_layout();" ] }, { "cell_type": "markdown", "id": "b373ff11-81eb-4ce3-8663-6e78e69d8c79", "metadata": {}, "source": [ "The accepted simulations closely match the observed data well, as we can see from data plots:" ] }, { "cell_type": "code", "execution_count": 9, "id": "6124db18-a5d6-44ac-ba33-6300864ce942", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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42OV1ZnHBtdMI6LDecVuPv6XlIaMV/QcQw1CMQpeua+PYBp5j4NomR7OcYWiiUMzSAt0otgey+/bKOKbSsNWFw2XJVw4jntgICGyDRVXzuetzup7LY5sdjpcZnmNhmQbDto6/peWhohX9BxjbMri8FmCbBp5lYhuKSVJgGh55JZu9Nj2X7b5PVlWM5zmlVvRdk9Ok4mhZsNVz6Xs24zjjk1dPsS2DYeBwNMsIbBPTUPT9tl9PS8vDQiv6DziGYXB+6GMbUqevUZRlTaM1e5OUeVqyFrhcGHZoajhNS0LXIK0ars9yQsfADQ36nsMyKfnC3pRnz/TJqobQNfFsE9cy2pYNLS0PCa3oPwQopdgZ+NimQim4dpqwbfqkecP+NGGWZAy6HjvDgLpeEGNCAAfLktdOM2zboOdYeK7J8TznVWvBpfUeN2bpalSj0U7kaml5SGhF/yFirePy1E4fwzA4WeR0zhoUdc3BLMOxSjZ6HknZoOcxhmmS1w2nSc3V05TH1gNc20IbDcfLEkst8S0Re8c26HhSLtrS0vJg05ZsPkQopRgGDhdHIYPQph+6fOeTm6x1HA6ikrys2O65OLaDbys2Ow5dx2CS1OwvCoqqBt1QljXjRc6NWcI4ztkbRxwvcu7n3dstLS1vjVb0HzIs02Cj53K271M3YJkWf+iDZ1gPHXbHKXWtOTu0MQwb34LtroVrKvZmOXFZYxqmzAsua8ZRxmRRME1LrowjTpb5vX57LS0tt0kr+g8hrmVyaT3k4iggLipqFN/9zCbrPZfTqMC3LTY6NlqZDEOL7a6DqeCVowTLAFMZxGXNMq04WCQskpJlVnJjmhDn5b1+ey0tLbdBK/oPKbZl8uROn/PDgEVe0fUdvuWRET3PIso124OAjmeBMtnuuwx8g7zWvHoa0wssKq2Jsop5nHMwz0iKkmmcc7LMqZvW5mlpeVBpRf8hxjQUT+10WQ9dTuOSc/2AS5tdTFNR1hXrgYdhWAwDh/PDAN9S7M9LpklJx7Uo65pl3rA/TxkvMpZZzfEyZ5m20X5Ly4NKK/oPOb5j8ezZPqFrM0krHlkPGIUORQUd38Q3Zezidt9lu2thKnjhMEZpMA1D/P2i5NppwjwtOI0yJnFBUbW9eVpaHkRa0X8P0A8cPnC+j++YGIbBxVGAbRhUDfQCh7yqCR2LM6OQ9Y5NUWt2Jxn2akHIioaTZcbxPGMal5wsMxZpca/fVktLyzugFf33CBsdl8c2QgwDtnoem12PomlwLIVjKk6igp2uw7mBi28ZHEYljVYoGrSGrGx49WRJXJbM0oJJUpAU1b1+Wy0tLW+TVvTfIyilODsIZDqWaXJ+LWQtcGg0hK5F3WiWuebSeoetnoUGrkwyLMsga2ps02Ca5lw9ihgvC6ZRTpS1ot/S8qDRiv57CMc2OTv0WQsd+r7FKHTpeDaeZWEaiijJsZTBE5tduq7JJKlYZjUGGqUVplZcn2VkVclpVDJeZmRlfa/fVkvLQ0fVVFTNnQmqWtF/jzHwHbb7Hmsdl82+h2eZBK5Jz7MotOY0KRkEDhdHHoaCvVlOVcGyrAhcizQvuHYSsyxKTuOijfZbWt5Fyrpkns+ZZBPiMr4jx2ibqbzHMAxF33eoGygbzdEiZRZreq7DqVlS5DmFozjT9zhe5BzHFYu8wjYVeWViGibXThPODQMC22Ia5/QDG9ts44eWlndC3dTkdU5WZ29E9xoMdWf+p9r/1PcggSMtkze7LpdHHQxl0A8s+p5NWiuSqiH0bC4MPSwDTuKKvKrJygrbhLyseO00ZpGWnMQ5cd5G+y0tb4dGNyRlwiSbcJqdsiyW8pEvOYwOeW32GruL3Tty7DbSfw+ilKLrWTRac3E95HCZc7xMGPo286QgySo8U8Yp7vRsdmclp2mNYxg4toVpGJzMc8b9jGHHYZoUdD0bsx2t2NLyDSmbkrRKyaucsikpqoJSl2RVJrfXOZayqJsay7gz8tyK/nsUzzZJi5p+YHNu4LFICkYdzXFsESUFRd3guxaboctJVDFJKnq2ws4Nep5DVlbcmCZsdn3Gy4KNrkfHbf+cWlq+Gq01WZ2xLJakZUpapdS6ptb1rYStoQwsZWGYBvvRPruLXXbCHZ4YPfGun89t/Zcqpf5r4D8DNPAl4E8BO8CPAmvAZ4A/rrUulFIu8E+AjwKnwPdpra/ezvFbbo++b1M2DRfXQ44WGaexZqPrEmcVedHgmQ79wOHcoOTVcc44rbHsEs+1ME04jgtOk5y1xGGWFK3ot7QgIl81FUVTkFYp83xOXMSUTYmhjFtevWVYuJZLXMRcX1zn6uIqJ+kJy3TJvJxzvnue//ip//hdP793/F+qlDoL/JfA+7TWqVLqx4DvB34f8Le01j+qlPoHwJ8B/v7q81Rr/ZhS6vuBvwF8322/g5Z3jLGaf6s1nBsFLLKKra7L0TwlLmoCr8azTNa7PidRxTyr6eYNrlUxDBzKsmJvkrDdcTleZGx0XVyrHavY8t6ibmoqLRF7WZeUTUlSJJzmp2RlhlIK13TxTR/HcjCVybJYcm1+jSuzK+wn+yzSBctCxP44PWZRLjhOj+/I+d5uaGYBvlKqBALgAPjdwH+6uv9HgL+CiP73rr4G+HHg7ymllG4nc9xTXMskcBourAWcRjk3Zg3rHYdokhJlFV3fxjENHl33+NxezDStCe2K2DTouIrJMudgmdILHJZpidttRb/lvUGjG6IyIqsyQMR/ns+Z53OSKsE2bUI7JHRCFIq6qrmxvMHuYpe95R7jdExe5eRlznFxzGFySFzFeKbHE/0n+J1nfucdOe93LPpa6xtKqf8JuA6kwL9F7JyZ1vpmOccecHb19Vlgd/XcSik1Ryyg8Ts9h5Z3h45rkVcOF9Y6xHlF1vOZxBXzpMAxFY7SrIUuwyBnklRkdYORV7i2g6k1R/OczW7B0TJnFLoYbUK35SFGa01apSRVQlEXNI2I/yyfUekKx3C43L/MyB1R65qr86u8cPoCVxZXOIgOmKZTqrpCm5qoiDhKjyiagp7d49m1ZxnaQxQKw7gzxZW3Y+8Mkej9MjAD/nfgu2/3hJRSPwD8AMCFCxdu9+Va3gI3q3lGocOFUUCc12x0HeKsZJHV+LbCwuCJjYBfv7ZgljZYRsMyKwkdk1lScLzMOF5kXBwFdDz7Xr+llpY7QlqlxGXMPJ9TVIX49nUKGnzTZ+AOMA2Tg+iAT+x9gpenL7O73GWezSl1iW40FRVRFTHNp2g0G94G54JzOKZz6ziWYaH0nQmebsfe+T3AFa31CYBS6l8C3wYMlFLWKto/B9xYPf4GcB7YU0pZQB9J6P4mtNY/BPwQwHPPPddaP3cJ1zIZ+A7L0GWzX7DIS6K0ZH+Zo0oDTzdsdm36rsEirxn6JnFWkgUOymgYL3NmScHRImtFv+WhIy1TJvmEpExYFksUikY3t8TewGCaTfnCyRc4io64kdzgND4lLmIaGjAgrmPG6ZhKV/iWz1PDpxi5I5RW1KrGxqahoWkaltWSZbW8I+/ldkT/OvCtSqkAsXe+C/g08AvAH0EqeP4E8BOrx//k6vtPrO7/+dbPv7/oBzbjyGKt4zKNS6JeySwtSYoahaaoTB7fCPn03pJF0dBzFIu0xDJgkVfM44KjecaFtbDdodvyUJCUCafpKXEV0zQNpS4xlUlTNxRNQVREzLIZh9EhR8kRy3JJVEbMszmH2SFxGVOt3G7P9Ljcu8xGsEFohMRVTF7mFBSYmDRGg2EYWIZF1+rSd/t35D3djqf/SaXUjwOfBSrgc0iE/lPAjyql/trqth9ePeWHgf9NKfUqMEEqfVruI0xDsd5xSIqKQWAxi6VkM6syKjSLoubc0OPF45h5WhFYJnFW0fEsolW75UlScLLMODMI7vXbaWl5R9RNzaJYMM/nLIul1NFjSKuEKmNWzBgnY6IqYpktWRQLkjKhbmqKuuAoPeJ6dB3HdHis/xg9p0fP6WFjE1URaZ2SFzm1rmloCKwAz/RQSmEqk1rX5FoSvHeC26re0Vr/ZeAvf9XNrwPf8jUemwH/ye0cr+XOMwhsTiKTYegR5RWnsc00zilqKJqSojG5vObzpYOYpADb0KR5jdYwS0uivGJ/nrHV89sdui0PDI1uiIpIWiGUS/Iqlwi9gazKmJdzltmSSTZhXs4pq5KiLiSSbyo0mrzJeXH2IotyweXeZT649kGqpiIuY6nT1yWWsgjNEGUplFYElgRHaZVSNzUaTUmJQqHU/efptzyEGIbBWsdlnhZ0XZuNrsfxPKUuGmqtiPKGS6OAV08SokKSvElZYZgGy7gky2tmUc4kytnoeff67bS0fEPyKhchL+Y0Wvx0U5n4ps+yWDJOx6RVyiJfMC/mzFKp0DFNk5oapRSe6XFleYWXZi/hWz6/ffu34xgOB9EBZVOCAguLntPDUHLFUFQFylDkVY7SCkc5YEJRFhimgalMPPPO/P+0ot/yWxgGDj3PoeeVUqrZ8YkmMXUNcV0QOh47fZfXTzOKWpOXDbZZM8sLpknOMHQ4nGcMQwer9fZb7jNuNjubZlOiMkIpJclYZaDRJGXCQXzAOBkzySecxqdMiyllXWIbNqZhykJQLphmU64trxFXMdv+NhveBot8gYGBZVo4hkNohxjKIKqiW100bdPGN310LdU8aZ1SlRVKKUJCXMNte++03D1MQ7HRdZnEOQPfZrPvMY0zqrqm0YqsrDk7cLk6yUhKjWvVFJVBVmpOo4ILaw2LrGKZVQxD55sfsKXlDtPohqzKxKop5mSV7JTtOl1sZTMrZqRlyrJccn0qLREOEonUdaNxDAfLsCh1yWFyyMvzl4nKCICO1eGRziN0rI6IueFjWZY0p1GQ1umt44V2iK1tKiqSKqFqKpqmwbM9NoIN+k4fU5koQzHyRnfkZ9GKfsvXpONZ9DybOC8ZBTbD0CUvNFFRUNZgKoO1wOIkrggdk6yoyYucKHOYpQXDwOFwkdL1rDbab7ln5HVOUia/qbulbdiMvBFaa06zUw6iA8bpmOPomKuLq4yzMU3d4NoufatP4AYYhkFWZ3z25LMcpUd07A6XOpfwLR/f9AnMQHz6RoGx6r9DRVVVaK0JnRALS64QmgUAjuGw5q+x7q+z7q1TNzWpTmmaBsdwWtFvubu4lsl6x2Gaiuh3PAvXUaSlSaNrTNNko+twElekZYNpQF7BLCs4XuZcXA9ZJBVxXtMPWtFvubtUTUVURBRNgYFBrWtswybwAqqm4vriOnvLPY6TY2bpjNPslHk+J69yAjtgFIzoe31MwyQpE75w+gVemb2CqUwudS4xsAe3+ujcjMwtbVFTY2qTUpegwVa2+P+6JmoiTMPkTHCGC50LjPwRjuEQlREn6QmlLnGUg2u5BE6ANu9MRXsr+i1fl17g0HVzYtdmFDrMoow4r2hqjW0beKZB1zVJyxrHaIiLkm5hMU9KorQmsBsmUUbPt+5YJUJLy5tpdENcxqRViqEMPNOj0hW61JRVyfX4Oq/MX+EkPiEuY5I8IWnEZvFsj81gk01/E8MwWBQLXjx9kS+efpGiKVj31tnwNrAMC9uyb7VD1kqLP49G15pCF1RNhY2NYRo0NHS9Lo/6j7Lpb2IaJlVdcZgcMstnaMQ+Wg/WGfkjsYmUzZq9dkd+Rq3ot3xdPMtkGDoss5LtXsDxPMfLa6ZRQUdrbNNks2Pz2mlNWWuKWoQ/zkpOooz1jsskLdmpGjy7bcTWcme52SKh0c2tNgaLYsEylyqcl05fYjfaJS9z6rqmUpJUdUyHntNjzV9DofjS6Zd4bfGa2Dxa6ujPBmfxDZ+O1SFwgltibysbrTWzfCbHtSwMbeBbkhj2bI+RO6Lv9Cl1yW68S17J8R3LoWf32OhscL5zHmUobGVLFZFucJw7kw9rRb/l62IYioHvMHZyQs9k4FvMUpOlZRCVNYFj4JUGlqEoGqgqyGvNPCk5XmY8ttGFApK8akW/5Y6R1/mtenm0TKc6jo9Z5ktmxYxFsWBvtsdusgtaRN5yLHz8Wx0wkyLhS+Mv8eXJl0mqBEtZDJwBQ2dI1+nSsTtScmkYVE1FnudUVJyWp5S6RClFz+nhGi6O5eBbPn27z5q3RkrKOB1TNiWhGdL1u6z5a2yFW2z4GyilaGrZ7ZtWKY7p0HW6rPvrd+Tn1Yp+yzfEtQ36gU1aVqx3fcZJiRuXLIuSnudhmxbroc3RsqCsarLcYGEXzKOcaVyw2XMZRwXD0GktnpZ3lbIuicqIsilpGinDPM1OOc1OKZuSqq7IqozXJq+xF+/h2R7bwTaWaWFgQAP7yT7H8TF7yR4n2QmWsnh68DRb/haO4WAbNrYpZZq1rsmKjGk5lR24dY1hGAz8AVveFrZlY2LeEu3ACpgWU5IqYeSM2Ag2cC2XoTuk63alPLRKSMoErTUDd8BmsIlruaAlGXwnaEW/5RviWgY9z2aRFHR8m6FnM/Fs4rwiKWpC26TjWhwuCyqgqDRFpZkkOadxxqjjskhL8vvN4qkrKCIwbbA8MO6jc2v5hmiticqItErRWpPXOTeiG5ykJ6DBNVyUVhxEB7w8eZlluaTn9DgTnpHnFhGTbCIJ3OKUo+SIvMk5E5zhif4T+J5Px+hQU1PVFZWuaOqGWT5jnku5p2M6bHe3OROcwbEcyqakpMRWNo7pUOiCNE9xDIcn+k8wDIYUTSGN2mgYZ2PqpsYxHQbOgIE/kAVmtQ/ANmw8q92c1XIPUErhWiahZzMMbbq+w9DPGS9gkddsdxxCGxxTUTZQ65q0qFjGJofLjAtrXRyzZp6W91b06wqaEuoSygSSGegaLAecEExXvjZdWQjaq5L7kqIuWBQLyrqkbmom2YS9aI+0TAnMgFKXXJlfYW+xx1F6hFKKnc4OXbPLLJ8xSSdEWURcxxxmhyzLJaEV8szaM6x76wzsgXTErGLqpsY3fKq6Yi/eY1ktMTDYDDa53L+Mb/tkTUZURVjKYuSOcCwHAwOFwjRNOk4HpRXjdCwevtW71VAtdEICK8AxHQxlYBuyYLimi3kHg5BW9Fu+Ka5t0PMs4sCm41v0fZeul3G8zCnrGts0GQYWR8sS31KUlSauG8azjEVSEDg+k6hgs+vePYtHa6iy1Ucu3wOUKZSxiLu/JveXqSwGtQ1EIviGBcqQz3YAZvuvci/RWt9qgnZzuPgknzBP52LlNBWn6SnjfMw0mRIVEZ7h3epUuR/tMytn1I2UTl6LrqHRPNl/ksv9y3jKwzItoioir3McQ4T42vwa43yM1prNcJPHh48TWiFpnTLLZ7imy5q7xtAfSu8cpbEMCwsLwzCkv44dsOFv4Dv+rZ22jum88bHa+HW3/jfav+SWb4prGZiGQejY9DyLjm+y1rGZJCVR3hC4sigcLUtqbVA2DWVZchjnjKOMzb5HXFTEeXXne+3ftG2qTIReGWLfmA7UBdIAfQDeAAwDqgKyGWQLEXivJ1cAzeqjLuTKwOmA27mz597yNVnmS8bZmCiPiKv4VhOzaTYlLmLSOiXJk1tN0ZJaErG+41PpikW8YFbMUChO81NuJDcIrZD3r72foTvENuxbbRAM08DA4DQ5ZVxI8rXv9Hlk8AhbwRalLil0wdAfsuVv4VkeRV1QNiWOKQlcx5T6/Y7TEf/e6aIMhdYa0zAJrADf8u9ZjqsV/ZZvyk2LJ7BNNrsup1HJKPAInIyoaOgZDr5t4NsGed3gmQZFDXFesj9NeHKnR17WTJPyzoi+1hLNl4l8rjIRe7cnIm6YK3Gfi/gHI1kcsqXcViTy3HgM7hS6OxCuaqSbWh6TL+V1vb7YPy13lKqpmOdzJpkMLsnrnKZpyKucWT7jJDvhNDklqRPyKicrMpJKkquu6zJ0hgAcx8ec5qcsyyWTfELRFGz6m3x47cMMvIGMOlxF92hZYOb5nLzI8V2fp/pPsdPdwbM8al2z7q9zJjxDYAWMszGzfEbXleoez/GwDAtTmXTtLn2vj6FkY6KhDAL73or9TVrRb3lLuLaBU5n0PAfPMQh9m82ex+I4JilrfNuk55ocRSWNrSnqGrtQ3JilTOKCnb7PMiup6wbz3WrL0NSQL96wb6oCaETYDUtEOlotANkc8hjqHI5fhDKDpgDdgFr9G6QTiE6gSmD4COx8QKJ7fyCvl83lWE4oC8odmmH6XicuYw6iA5k/qxsUiqIqOI6PGWdjFvmCST4hK6SfTa1rsibDVCY9r4djOVxdXuUwFs8+rVMAhu6QD/U/xKO9R/EMj3ExZpbNyOucsi7J6oyiLjANk/P98zw6eJSBO8C1XTp2h4EzQBmKeTHnyuIKSin6dh/btFGGtEr2TV8qd+wAy7BwTRfXdLHvo0ChFf2Wt4RrGSjAc01GgUOcFqwFNtdNRZRXDAOTvm9xFJWUDdiNom4UJ3HO0SLhzMAnK2vmacWo8y5tOsnmYr/YvnjyaDBscLtgexLNx6dw8iJEx9A04PdF5MsE6kYEvVhAMoEilUWhSOD6J+D4Bdh+Btw+KFZ2kSlXCt7qKsIJ5ZhW21judtFaM8kmnKQn6EZL/XwlHS9n6Ywoj6S9cT6jocE1XRoaykq6X4ZGyFF6xFdmX7kl9D27x1awxba3zXqwjm3YTPIJk0wSuijABLMxcSyHnc4OZzpnuNC7QMfqUDQFppKk6mEqi0jd1DhKdtD23B6BHTDwBrJAmC6O6dyqwrkfaUW/5S2hlCJ0Lcqqoe9bHNoWoeeyFjrcmKZUjfj6oWMQlQ2eBVVTU5SwN8l45kyDZRhMkvzdEf26eiPqtlwRajsQEb9JlYplU+ZyX57A0VdAKwg3wQlg+qrcjpZkrdMFrwuLI1koXj2SxK4TSh4gWIN0JK8XrsvxnI4sPP6gLf18h5RNyX60z0lygtaaWtfEZcxJdMKN5AbzdM6smAFgKUs6Xjbirxe1fHwl+gon2Qm2snms+9itjU83e95nZca8npNWKUVTYFni+/umT9/qsxFucLF/ka7TJa0lWWwgjdZqXYOCNWeNvttnPVxnzV9j4A4I7fCeWzZvh1b0W94ygWOSliah4xBYJq6lWAsdjpc5ca7pOoqRb7E7L6i1omw0RlmzN0uYJBmh2yErG9Kiwndu80+vjEWMbV+idMMSv/0m8RiWxzB+Ubx7Xcv3TSH3V5lE/vEx6Gpl17hi59iuvJblwfLojTLOJofZdXltO4Ashk1XhL7O5WojGMoi1PKW0Fozz+dcX15nns9xlENNzUlywrX5Na4vr5PkCZhIeaPhkJYp83xOURakdUpURRykB+LXe5tc7l3GNmw0Wvx1q4thGCyLJXmTU+gC27DZDDbpel02vA1CJ6TrdCkbaZ2c1zmBFWCaJo7t4CufwAnoOl22wi22wq071u/+TvNgnnXLPUEpRdezCD2Tta7LMisJPIfQM5mlNT3DZi2Eg2VJXNQ4hkVFwyQq2Z9lXBh0qOuGaVLenug3jZRZWp4kWNHgD9+orV8cwmwXTl+FxR40iLDrBnpn5fHHL8DyUMTb6YkdZNgS7Ru2vJ7pSFK3ScEIwPEgj6Q6qEzh5EuQncKZD0rUn85kMQnXxGJq+boUdUFe50yzKYfxoWx4Mhym2ZSXZi+xF+0xjacoQ7HmrdF3+iwLGVcY5ZHMo20KZsWMk/wE27D54NoHWXPXpPBgZbO4pkte50zSCWklls+av8a5zrlbu1+10lRNJZu7FARGQN/pE5gBlmUR2IF4+t6ADV8WiAeZVvRb3hauZbLWcTla5gSehWcZrAUuszgizitCz2QUmBxHFT0NSjcUVcX1ccIzOxUj22GeFGz3PIx3OkO3jFd190osHq8vG6+SU0nuTq/Jx3xXErN1IZG6HUI0gfxUntfZge4WBBtgrco3ywzKSJK6WsOqnwtVIq/RPQfb75cri/ErML0Cr01h6xlJ/gLMb0CwLlF/a/fcQmtNVmfEZUxe5xxHx5ymp2RVRqMbXp+9zrXlNZbZEhQM/SEjZ0RURVydX2VZLimbEqUVWmkOs0MW5YINb4Onh0/TcTrSmth20VpTVAXjZExcxTSqoWN36DpdzvfO0/N66EaTV7m0NDYcRu4I3/HxDA/P9jCUQcfuMPSGDL3hfVF5827Qin7L26br2ayHLtM4x3dMOp6JbRjEZU3gKHY6LidRRVw2dF1FWVXsz1NOo4z1nkutYZGVDIJ34O1rLf696YilYjpi8UTHYq+MX4aj50Xsy0REu7Mlj6lKEXSnAxvPwObTYNsQjSEZgzeUCH5+AI69Ev1arhC8rtg6B5+D+XXYfhbWH5cF5/gluPEZmFyBjadkIWmOZCHyB3Ls9zCNbm4NM8mqjEW2kHGE2ZikSEjrlGvza0yyCQpFz+3Rd/ukRcor01ckKasBQ/rTl7rkWnSNtE55vP84F8OLBG5A6IQ4hkOcx4yzMUVVoNEYyqBn9dgMNznfPY9pmreuNAxlMPSG9JyeNGIzLHzLZ+ANWPPW8CwP17yLmwrvAq3ot7xtTEOxPfA4nCf0fJtpZNP3bY6XOWnZEHomXddgmTcEtvQTn2Y5u5OEyxsdPNtilhTvTPTLVETYMKEswO+9UUMfjWF6XaydupTI/GZ5pWVJFG8HsPEk9M/C/ufg5CWYvCqLhD+AcAOUB0Yjidv+uVWSdg3Wn4bp63D4JXjl34lVtPEErF2SfEEyhtd/QZ6z/YE3dgN7PVkc3mNRf1ZlMgS8LoiLWPrd5DPG6Zh5NsdQBst8yY34BkmZ4Fs+oRVSNAWvz14nqiIc0yGwZfBJXufEVcxevIdG8y0b38LAG9B1xJefllMOogPm6ZwGaa9smzbrwTqXe5fpOl2yKmOaTbFNm4EzoOf3CG1ZLHzLZyPYYOANcIyHt0FgK/ot74jQsdjpBxzOcxzbZK3rcJoURGWFZzls9RwWJxlZpXFcgzytuTqN+VBaEboWSVFTNxrz7Vo85cpmaSqxWEwbFvsSZY9fg8lr4u27PSjmUqJp2eLTex0wHEim8Et/A05eeON1DUteE8QGGj0qFs3JS1KmqQDTA3+0itxrKQWdXYfOOigbUHJ1cPoqZFOxgnpnZFGocvH5nfA90dcnKiKSKqHRDeN4zGF0yHF6LE3SVtH3aXLKUXoEQMfpUJYlJ8kJy3JJQ8PIG6GUIiszpsWUk+yEuIoJrZBvP/PtdLwOfbNPTc1+ss80m1LV1a2NUH2vz7nOOc52zpLVGUfpEbZhsxVs0ff6BFaAZ3kEdsB6sC7zad8DC3Mr+i3vCNNQbPY9Nnouu7OEjmUS2AaLVJM3moHv4Fo5aakJTE1pVJwsCk6WKds9lwbF8u1aPFUhEbzlvhFBz3fFzhm/DtGBbJhSjtTed7bEbrF8mFyVxSGZwss/Dfkc1p+CYEsEHRPq1Yat+BiOviibusJteb7lyIKx3F8tNq5YP4sb4ut3tt/w8KsSMKDREB1BfATDi9A7LzaR7T+0/Xy01izLJVmVkZQJx8kxN5Y3mGdzOnYHwzFYZkuuLq8SlRGmMnGVy0l6QlImmJh4podjOFS6oqgKXl28ekvsP771cS53L9OoBqVlo9SilAZsXatLYRRYhsXlwWUu9i6ileYkOaFuajaDTXbCHbp2F9M0CeyANW+Nntu71z+2u8rD91fXctcIHZMzfZ/XvYipuZqylSfEScmw6zAMLA4XJSVgNg1RXnJjmvDoVhfPslikb1P0i0iE+Ka9E0/g6q+urJWpiGhdQbkUET7zYRHrq78Mk9eltPP6r8prPPbd4u3nSxFg25PNXvEYBhdh8xkR89NXpNzzJr1zsP4Et/51gg1ZLKpCdvy6oTw+mYHhg63lCiQ+he4erD0utpEbvNETyA4eis1dVVPJbtlswjSbMs2mTFLx6Qf+gKzMuLq4yiSbUDc1HbtDkiVcS6+RNRme6WFaq6sqYJ7NeXX5Kpay+Natb+VC7wJVU5E0CaY2ZfatqunaXSqzYpkvCeyAR7qP4Lkeh8nhrah/299mI9jAMi08y2PkjR64+vp3i1b0W94xlmmw1ffY7HnsThPWAofDWUZS1tQ17HRdDhclWalxTYMsL9mfZxwvch5Zl578TaPfWhVPU0t0b9oS7dsBvPaLMD8CtHj2+VKi8PVHJYpXBnz5X0lyFw37nxJ75bHvltLL+a7YPk0BmZadusH6G5H8xW+Hx34vRIeyqORzOP4yvP7zErX3zsjVhLcux84XYj/RSLI5m8DgklhMupFkc1VJApiRCP7NXkHB2gPb06duaqIy4jQ75Sg6YlksictYhoQbJkVTMF6MOYiltYJjygJ3HB0zL+aUdUnohHi2h9mYTIoJ+8k+82LOhrfBx7c+jmmYpFVK3dSEZojrujjKIS5jTtNTlKHoel3Odc+JRaNh3V1no7NBz+5hW9Kfvu/06Trd94SN8/VoRb/ltui4FhdGAa8cLynLmo5nElcNaVnTcS08S1HUmrqCRFVM4oJZXFAMapRhEBcV3bfShK2I3/SNhv0vimVjOSuBXUhpZm9dkq7ZDF78abF8vAFc+/ci8Je+QxLAkdRk46wqawxHvHxDQTqV18tO3hDmmy0aNt4vkf34BVjsynNNRyL+cGsVxQ/A6kF8ACdfEQvJD8Hqgnksi8joUTjzAeiflxLUdLpacB6sfj5JmTDNpsyyGZN8QlRE5FVO1VRyWzYhqzIRbF1DDcfZMbNsRlzHWMqi63YxMdmP9jlIDyibEs/0+ODaB3lq9BRFU1BUBYZpMHJHmIbJIl9wVB2RVzm+6bMVbLEZbGKaJr7ls9PZuSX2tmnTc3r0nf591QPnXtGKfsttYZkGZwcePc9mFmX0AodJXJIWFaFrshbY3FgUlLpB1TCNck7jnEVe0vUclulbEH2tpWrHsORzdCKee1NBUYvoK1OE1BtKBH/wRam1tzqw+2tydXDxd0otfzwRAQ+3Jbp3OpInSGdQLMWL1w2goEmQ7aAD2RSWJ9J754nvBV2sKodSSd4eflbO1xvAhW+Typ7FPtQJFA7oCNIcFtfl8ZOrsPMsbD0tPn82k9d+AGh0wzSbcpqeEhURy2LJNJ+SVzl5lXOcHssOWxwaGrIiI6ojkjwhbmIUir7Tp6FhN9plkosNtOlvcqF7gUf6j2AZFkVVUNe19NEzTE7zUxbZgkY3uJZL3+1zpnOGvtvHMR36Xp8tf4vQCeXqwfRudbdsEVrRb7ltuoHDIxshB7OUkW+zaxqkZU1W1pztudxYFOS1xgSWWcksKphEJcPAZZmXaO19Y2/1ZpmmMkRE5zckEi9WVoo7EFslW4ioT6+LH59OYHlDFoud50Tsi6VUzwwuySJhGLJrd3FDXgtDLCANmAqw5PFNucolKFkcsoVcOaClHPOpPygR+2xXavlf/ilYewK2Pii7dos5OGehvyULRXwifYDKWN7T8AKMHpFcxZvbSdyHZKVUwizzJct8yVFyxGl6StXIaMHT9BSNZs1eI6oijqIjZtmMWtfUiJffs3u8sniFo/SI0Aq53L3M+c75W5ugmlpaHpd1SVVVaEOzTJdoNKET0nN6Us/v9BkEA4bukIE7YN1fx7VcbMMmsANcs22J8dW0ot9y27iWyflhgO9Y5GVDz7Eoq5q0bOh2bTxLkdca34S0qjlepsR5SVHWWJZJWtYEX68tg9aSwDUsEcp0KknZdCaia/fEE09PJTFaLOHGb4jYWx5sfkCi5zIV+ycYwOhp6J+RK4blsQj64IIsAMUqsrcdea1sIdaP35OrhvRU7q/z1fkpmO+J59/dlsVk8Agcfg7Gz0sl0FN/CPIZRPuSZO6dkzxCOhWLqC7FMprtyXmc/QiE91/Ef7NtwjSbStVMvmBvsUdSJSitKHXJMl9iGzaWstiL97geXacsSxxLdsqGZkjapHzi+BMAnA3PcsY/w1Zni9AMb41D1Fpjm2LN1LoGDQN3QOAGDOwBXbfLRrDBRrBBx+0QWuGtuvyO3blj82UfBlrRb3lX2Bn4bPVdFmlGL7SZZQVl3ZCVDRsdh91ZTqMUWVlzssyYJQVRUdEzDBZp+fVFv0zemGIVj2FyTZqguaFYOrYNyxPZeJXN4dqviDBvfxjWHpOrgjwWa8Z0IDgDtiFee5FJOWb3jJRb6gac/kqQ5yLiXl86bsZH8rrNahpXterFb7ngDEHVUp6ZRrKwPPKdkuh9/efghf8fvO8PQ7gji0B8CN5IriCiQ7GMbvbsyeaQHMO5b4X1R+7q7/AbEZcx42TMJJ8wTmQn7XFyTF7nhHZIoxuiNJLHFjGH8SHjZCw7XsMhnuHRc3u8NH2JVxevMnAGnPHPsB1uc6l7Ca00B/EBeSMe/cgfkTUZcR5jGiY9u0fX7dJ1u+wEO1Jnbwf0nB6+7d/aSRtYwXuyIuftcFuir5QaAP8L8CxyQfyngZeAfw5cAq4Cf1RrPVXym/g7wO8DEuBPaq0/ezvHb7l/CByLR9a7XBvHdGwT2zQpdUVa1pztu+zOcrJSov1JUrJISmZJyTB0WWYV21/L0dBaqmxAKl+WJ2LFKEOqd7SWaD06FT98/1OySFz63dDfkY1TdQ6YUkZpWlDMYJ6C3YGN89A5A71NSegaprxmXUrJZZnKwrLxOIR9mN6QPILjyGPzqVTsoFcbtzpyvNlVqFPp0eME8OJPwvP/Eh79PWLhREeySJmu5BXyqbR2KCLp8lnGkMxh8Syc/fA939CVlAmH0aF0wszmZHVGWkjr4a7bpaorTpIT5tmctE6ZJlNSndJzewz8AZ7hoQzFbxz/BifpCWfDs5wLzrHmr7HpbzIv58yyGaZpshVs4Zkei0JKPz3lMQyHdJwOG8EGO+EOPa/HyBvdGlDi235r47wNbjfS/zvAz2it/4hSygEC4C8BP6e1/kGl1F8A/gLw54HvAR5ffXwc+Purzy0PAYahuLwe8BnfJs5LfEeR15AXFesdR6p4Go1jwjKrGEcp8zSkLCu0tijKGsf+qjK6IpJouiokIo72pE2yP5AEbLEQP7yIYfKKRMuXv1NsmJPXpRUyhvjwTvhGm4VgDYK+VM50N2UBKVdTt4pUrghMF05eFoE2bBFdfwCmIZU62BDdkNYP0eHKty9F5JtSdgjHY9h8Fp78A/DSv5YWDRdq2HgU0oWcLwrsrrR9QIud1NRQ1ZD/CiwPpEdQb1vO/S4zTsa8ePoiVxdXScoEx3Ko6op5McdVLst0yXF2LHNqi4R5Ji0Q+m6foTuUks264Nf3f524jHms+xhnw7O4lnTBPEwPQSPDSJwAE5Oj5IisygjtkO3ONkNvyMXeRbaDbUbBCEMZaK3pOJ02QfsOeMeir5TqA98O/EkArXUBFEqp7wW+Y/WwHwF+ERH97wX+idZaA7+ulBoopXa01gfv+Oxb7ivWOi5nBh7TJMNzLOy8IdWS0N3o2OzOCpQSX/9omRNlJcusoheYLLKK9TeLftOImBum7IKd7cF8LPd1tiWin16TBGmzSsaOHhexzqbQZBKlm560ZHC7Es27oeyK7V8Q37yqILomVxRKSeUNq1YK0ZFcVagarFA2VFWFvL7TkXbKSoGBfE4mUstvmCLk2RL2Pw2dDdj+GBx8Em78ulx1jC6tuoMWsrgViZyL5Uo1UDYDcyj2FFosrbVHYHD+rtTzV3XFq7NX+fL4y0zzKQChFZI1GYt8gUJJVF9MqaqKSTphkS1wbZeRM6LnSwOzJEv45cNfpmoqnuo/Rc/rYRjSj6mmJjAD6XtvmKRlyqJcYGKK7dO/xE5nh81wk4E7uFVuaSiDntt7YPvZ32tu56d2GTgB/pFS6oPAZ4D/Cth6k5AfAlurr88Cu296/t7qtt8k+kqpHwB+AODChQu3cXotdxvXNnlsPeTaSUzXszmNS1SlifKKna6IflmDoTTHi4w0r5mmJf1QevOvd990iX6zfXJTSxfLYilC7vfB9GWXa3Iqojx9RRK94Q5QS3WMYlUz3xObpopFvE1TBHpxQ2rty1zq84Oh+PvZapOV24HtD4lg60ZuyxYiyIsjicCbElArm2a1lT+P5Qqj0dLrRxsQTyWpPHpcrkiOvyw20egR2WcQrkNzuKrXX0peQWXSBtov5SoFQwbCVLlE/d7gjlk+y3zJi9MXeW36msxQsLqkVco4HRPVEapRaK1JqoS4iDlKjijqgq7bZd1fJ3ACbMNmnIz55YNfRqG43LlMaIeEZkjfl171jW7Iaplzm5fS4ti3fJ4YPMGF3gVpaexLNY9lyE7am6MIW945tyP6FvAR4M9prT+plPo7iJVzC621Vkrpt/OiWusfAn4I4Lnnnntbz22595wZhYx6LkfLFFdpSsMgrxp2+gGOmZDXmsCGWVJxGqcME5ezdU1Sqt88NL1MJaI9fVUEP49EcDffJxUv09fFHnG78v3gsvTiyeZyldDZlO+Lmdg3wWo84sbTMhlrcSSLh7cavmLYIuLlQo7buyiN1JxwVdt/IhF5U0mVjz+UpGyZiaDrHtjV6gqlARJIU7m6sKzVLuJQcgjzqyL2pg3DR6U6aPgYOMeSD8hnUFpy3tRyZXAzv1FW8r4HF6Qq6V0U/rIuuRHd4NriGsfJMbayOc1POU6OqeoKz/Lo2l2yMuM0PWWcjplmUzSaDX+DDW8D27bRjeZzJ5/jtflr2IbNo51HGYUj1t11Bs6AUkmVT1ZnmKYJNaDgTO8MH1n/CEN/iGM5DD3x8l3TbaP6d5Hb+UnuAXta60+uvv9xRPSPbto2Sqkd4Hh1/w3g/Juef251W8tDxCBw2er5HM5SPMcmrnKqBrIKhr7NUVSgNKRVxfEy5+ywZJ5UOF2TZV5JL56qWPWxr8QbL2IR3XBTou6TF6X00enA6csi2N2d1eSqWMQ+HIhl4q+/IfTBurRULpaw5snOXX8gwt5UYhmVmbyeriS6TyerMYjrMLq8EllDbtM1zA8hHcuxbo5fXNwQO8ZIxb6plYxiLGsZsl7Gct7pVMpIt5+B/gi6G3Lus105dhHJ+RSFvHbvjNg+0TEsDqSnf//cbe/irZuaSTZhd7nLPJsTFRFlVXJtfo1pOSW0QzaDTRkqnk1uzbLN6xzXcjnbOctGsIGhDJ4fP88XJ1+kaApG7oiL3YsM3AFdWypvCl2wzJYyo1ZZt6p7nhg8wbMbz8oVmoINf4O+e3/vV3hQeceir7U+VErtKqWe1Fq/BHwX8Pzq408AP7j6/BOrp/wk8GeVUj+KJHDnrZ//8OFYBucHAdfHEV3XZppWKFWxiHPODkT0ay16eTjPibOKRVqy1nFYZDdFPxVxnV6V6DaaShQ+egSu/KJU1jihWCfz69A9D1UDFGLn+IM3+vNsPCW7XVWzskkaSeTavkT+pieC31QSTXc2V49XIshFKq/nD3+ruGoNm7HkG8YvyvCV3hkpAY0PpXooWcgiU2Xi/Ve1jGdUNiQncOXnpTeQ1xF7qX9W+vaXsQh8PJYcgqplMfSHUiFUpbIXYfQ4nPuo5CneAWmZsrvcvbW5Kq9yjuNjdpe7JFXCua5U2UzTKVcXVzlMDlkUsiN24Aw43zvPZrDJlcUVfuXgV4jKiNAKebz3OF27i2Ea9Owe6+E6tpJFo9IVrunSdbqcCc/wxOgJznal/bFrumz4GwR28M7/CFu+Ibd7zfTngH+6qtx5HfhTyJ/2jyml/gxwDfijq8f+NFKu+SpSsvmnbvPYLfcpmz2XYeCy1rHZncUYDWR1zYV+gGnEFA04BkzjnEVWchrnPLoREmUlWmtUlUuEu9wXjzwdS4Ozoxck4veHctuN35BKm3AbDC1VO064slxsaWdsOWIVdTbFZgHx/9WqPLNYymelZCiK133riVKlxPvfekoSs4dfhuPnRawNX6ptTB9yf9W/J14NTXcl8rcdSRbPr8B8dV43fgPMn4LN98vs3f5FWTzSmVz9KORqwR1IC+nTl6Wu/8xHZVfvWzx3rTXH8TF78R5xEaMbTVRGXF9c5yCWWOx87zyNbnhl8grzfM40n95qh3w2PMvZ7lmW1ZIff/XHOclOcA2Xy53LbHgbNKrBNmzO985ztneWpmp4bf4a03xKz+lxoXuB8/3zPDZ4DMdyUIZiZI/oub1bDdla7gy3Jfpa688Dz32Nu77razxWA/+32zley4PBMHTZ6HlsD0K8o5hElzQa4rJh5FuM4woPiPKS06hgFJZMkoK1jkccx3SaWna55qn46boGaplw5Y/EOtn7pNgww0clYkdLQrVMJVLvnxcRbyqp0gkGUpvv9VbD0AMRSMsTIb7dihjbg/PPifjP9qQNxHxfrBjTlMXLWe0tsGPJNeghBDsi2nUhkb7bkwXt4LNw/CV43x8R+2dyVSL+qgRnIVcya4+K5ZXOpH109IQ81u19Q6+/rEuuL69zFB9RNRUamV27t9zjKDnCNVy6dpfT9JS4ijG0QVzFpGWKoxwu9S+hDMXP7f0cN+IbuKbLGf8MQ2coZZfKZM1Z49HRo/SdPnvLPa5F16ibmq1gi2c2nuHRwaMM3aF0vzQ9Qjtsd9HeJdrsSMu7jmMZrHddhqHNKLBZZAWWgiSTjVoncUUJ0MBJnLCZulKy2dHMo5iOV0tEny3EAjFsSXBaoYjj3ifEluldkkibValnXYLrS+Qf7kgFjdt9Y8CJ2xNxtgO53b4DIhOuy8fao2JPjV+Eya74/PHJKkm8BaktC5oZgPOILA75AlQkyd7BORnL+OUfhUf/Q7jw22RH8PSaXJ2cxmIBrT0uVwPlQmyiPJIrBH+wuqr4zcRlLOIeH1E2JSjZfLW32OM4OcZUJoYy2E/3aZoG3/Q5iA44zU4JnZBtf5sXZy/yyvwVXMPlXHgORzvYlk3X6dJxZPj4hd4FpsWU50+eJ65jBu6AJzee5Jm1ZxgFIzq2JGhDO3xoBo4/KLSi33JHWO84dD2bnb7P3iwSJ6Us2OqHGCqm0mBUMI8qlnnJySLj8npAnCTQLKR0MjqUckeFWB/DcyKCyoC190O9kOi9qSVh6nbFUvGHsiHL60okHPRF4N3VvFzvLkxK8rqSaO1uw+Cq1NsffglOr0CVSOK5ymS4iu2B04W6lo6cyUQS0FsflGj/1f9DrK4LH5cBL/Gx5Bpme6u20lMYXgZWfYDqHHY+IMdeCX/ZlCyLJfvLfemMWUYoQ1HXNXsLWQRqXdPQUDUVaMirnP3lPlERselvkqmMn73xs4D0zOkYHeqmxnVcem6PDW+DwAnQjeb50+dZFAtc0+UDGx/g6bWn2Qq3GLgDXMuVSiCni6EerFbSDwOt6LfcEdZCl2HgcHbg8eV9h7iowFCkZUPfs5ilFaYBy6wgKWrGy3Il+DVZcoA3uy7dMvO5CPXwkkT5yYkMLakjqd6pCqBeRe898eqpJdLtnRXf3HQleet25eNuoZTU+du+1NUH6yLEJ89LJc+Zj65soF2p7bdsKA1p4ZCdyuJ15uNw/Hk4+gLMrsDWB+TKxfElf1HMZR9DmcLoMWk1MV/lQs5+GD28SEJNXMYcRAccRAckVYJnejRVw8HygMP4kLRKMQ0TQxuys7ack5YphjI42zvL89PnGWdjtnwRbqMxMA0ZOTh0h2x3t7GVzUF8wLJcYiqTx4eP88GND3Kud07KMA1HumTaIaEd3r3fQ8tvohX9ljuCa5sMApte4DDqOCxOKhqkVHOr6zBNK1CQ1rJ5a5EVnM5iAj8jOXoFb3EodogbwPC8CNyrP7dqihaKuFmBRPj2SgDdvuxyHZ6Xtsm6Aox7I/i/6YfRge6WJJUdT5LKB1+QSP/sc7D1DBy/IBZQqiGLJJ/RlLLRrH9ZLKv5Nbj+K3L1svGsWFbemtT1n74ilT7rj0sp6vIAXh0TrT9FtnGZ0zpnd7FLWcuAkptN0XaXuzQ0uMqlrEoOsgOySjZMDZ0hFRW/dvhrGMrgsd5jWFgorfANH9dxWffX2Qw2KeqC1xev0+iGy/3LPLPxDBd7F9kKtwisgFrXlE3ZCv59QCv6LXeM9a5Hz0/Y7rvsnSZoXdM0ir5vo4BKQ1VqFknB0i85ntc8kr5OPb0OxYlE7YPLsqkpPhVfHyW+fbAh4mhbUsni9SDoSWQ9uCAWh6GgtyPi6NxjobllKSmpOHL7Mq938ppE/+eeg8lQfHk7gDJa9QOqxes3bWkTXSykYuf6L8OZD602kW2J3bM8kMqhtcdh82nS+IRm99eIZtd4ydEkpoNjBYzLMafZKQeRTKmyDZuj+IhFucDGput2GfpD5vmcTx1+ijV3jXV3XaZSKovACaS1sbdB1+lK7X6yT2AFfGjjQzyx9gTr/jpbwRaWaZFWKY1u6NidthTzPqAV/ZY7xmbXo+s5bHQ8AscgrTRaNzRNTeiaJEVNUcEir6jKisVkhmW9QFZW1EWF6Q1E8Kt8tWFpJt87Q6gbUCW469L10rKlMsbpSr9XXUkN+5t87XuO96aqGm8g0f/135CqpDoTsfb7Mgoyt0Ct6vuVKZuzdCNR/M6HZbHY+xT0jmSXcmdHnp8cwekrpOkJSf9xDgybV48/Q2W5GN0t5m5ArBtm6Yyqrmiaht14V2bP2jJtatPfpNIVP3P4MwycAX27T1mXdO0uPb/Hhr9B1+5SNAW70S5lVXK2e5aPbnyUS8NLDN0hI29E0RTEZYxlWPTdfts+4T6hFf2WO4ZjGVLBE7qsd1yuniYYlkGjFSPPJMprtAFpVpDnCeRXifwlVpmQoul01lbtB+Ywu7YqvxxK7XuxkLp8wwVM+dzbkl2ztieLw+C82ED3E25XEtF5JNH7Y98Bi6fh+CsrO6sH5z4Mp69JT/9oLCWctQYMCB3pzTN6DKKujF6M9qWNw/pTEK5RWD7x8pjXo0MOgpDE69PNI+piSWkHHBsGM0qiUsowLcuSJKwXsB6so7Tin778T2X6FAEKxSgYMfSGrHvr2NhMs+mtNgoXBhd4du1ZLg8vyxxaw2ZZLlEoQjtse9zfZ9xn/xEtDxsbXZeBZ7LVddmdJtQ1GKph5NtcnxdoIMo1ZjHDLMcsqenVMxKvQ8ftSBnmdF8qVgC6Z6X6Rder+vwC/DPim/fOi19extKU7H4T/Js4odTkFxGUSqqSultw+jocfF7KUcMzsmvXXu0nmN9Y7VloZBNWZ0cS2f5QKntOX4TFLsXaYxx3zvJlsySuckaLmF6SsOs6FLokmt8gdS2WyqK2HQLHZ+Ss0fN6rPlrJFXCv3jtX1A3NevuOl23y/nOefp+H6UVy2pJVEYy0NzucqF/4VZlTsfpgOLWSETP8trqnPuQ+/S/ouVhYT10GIQe/dDBsy2KqsZqFLZj4lmKstY0TYNeTmisjCiao+2c1N2WKD+ZSCVLGUl5punI0BFvJJG/ty72TTCCrWelCsbtSsR8P2MYYvc4oWyuQsH2+yT/cPB5KVE1TdmxOzgPNLA4llp9Xcj77ZyR0k6vD72zNJNXcA6/wMB+hdHaJWq3S4ZJVJxQZjUzx2OOjUqXrGHRBJvg+gSWTUPNT1/7aXYjaYS77q5zJjjD48PHMQ2TqIyomxrDMDgTnsE3fS70L/D46HG6VhfXlqZogR3gmd9k5nHLPaUV/ZY7imNbDDsOg9Cl71ucLCowTGqtGAYWB4sSt86ws1Pwc5IyJ7ddUC5pnuEvj8UKaQronJVqFsN7o59OuCX19+c+KuWZWSbVOrfZhOyuYZgi4Plq0Ht3G8yPyRzg7pYkaef70onTcGRSWJXLkPd0AcE6te2RKYto7XEm6ZTzyxt8y+HzfGl4mU91Bsw0mKZBmi0oNNSOYt3sYFUR09zms9FrXE8OMDAIzZB1d53L/ctc7l7mKD9imS7xTI9znXOseWs0RsOmv8kzG88Q2EE7hPwBoxX9ljvOeugxCsTXP14UGAoarVnzRfQ1DVWV4RYRkVacMmK7qSmKGj+dSrtkkAhel7Izt1rVpXfWxcoZXBRbx+2uWhI/QCgl0bphi/j7Q2kut9iX3ITfg8Na3rsdiPDTQF2TFQvqKmFBxUGdMbEMro8u89xsl/dPr3DanOGz3T4TbCLLYlAkhIVD4Wt+vRjzarGLjcnI6GArm6E74qmNZ/CtkJdmL6GU4mzvLE/1nyInJ6kStrwtnl1/lq7bJbTDVuwfMFrRb7njrHcc1jouaz0X6zgiL2sc2yBwDBxDkzcWRd1QNxnasFhoh35tkixO6CcnUC1F/FQNetWHvrspg88db2Xr3Bxo4kg9/IOIE4itk05XIyEN2bhFR3bYHr8gYyItB5IpSV1Q64KFaXENOGlKvFrjK8Wvd7f4yGKfb5/vMzM0nwsCXMOh9DeYVBH/Tk/JFTxRW/RqTeUovHCDp/uPMitiXl3u0XX7fGBTNledpCc0uuHJ4ZO8b/19v2mSVcuDRSv6LXccxzZZ77oMXIeeZzOJcgwMGjRbbsFe6pBjkmUNftdjUdkkRYNaXKEulphNBb0LoM032in0L0iitn9REppNvRpT+IDPTL05SSuZrKJ/U2YKWDUMzsr7tFzSpiYrYqba5mo158DQOFaAamKyeklh2PxSd5vvXBzwB6cHmNWIz3T6TCyLX7YzXA3fljYE1LjaIDRNBrXBteSAmc7ZcUc8PXiCYbDGoljgWz6Xepd4dPgoA29wr39KLbfBA2J8tjzorHdc1jouG6Er/fS1xlE159wCjcGcDktctGEzq230Yh+VzlFVIjtvLV/aKTiueN22J9Hw2iNALZH+wyD6IO8jXF8tcF1Yf0K+99fA71M4LrFlM1Ga18yGG6omrXKiOmNqNCwMm1iXFJT8cm+dfcvlDywnWGXEL+g5PW3wXO2xVjdslpoL2mUHCzMb01kec84IeTq8yKCpMeeHdOuGR3qXeWz0WDvY5CGgjfRb7grD0GGz7zHqeljjJXlRMfRLhsYEC58JA2Js5qVNbboYyRi7WmBQQfcCsBJ0fyiVO5YlLQcsX/rx+MNVozXzm57LA4FSqwRvJN8PL4FhUpYZ42LG3DJY6JSoWFBohaFzzAYayyYxQNUap6wZGw3/zu/x2UDxC4HHtyUZWxWcOjWR32erNujVJVUeEXsdtjHZqDR+tsBxB0DDoKq4ZPfoW+Edm8vbcvdoRb/lruDZJhs9j45v0XUs5mmJU8XYVcpFdcKuXiPHY9rYnGumFEVKx4goDB+MEMcJZdetPxLfu3tGeuwsDqQnfmfz9nvi34+4UqZa5HPS7jYn8Qljr8eJaREbGlM3BJgUuJg0lHVNYhpYhsPSLnGrjJ/su1y3TX7/MuGvjseUSvHvuyNe6XbJnB4nSuFVS4ZNQU/ZbGYRfU4xtMLqn2XN6tMtIuntE4we3JxJC9CKfstdZLPjsRbaDAKLaZyhy5SwGvOIkfBavcMBI8wyoscxfeY4lBy7F3BNH8d2ZaSgPxDR2X4WkimgVztvH0LBR2ywRZ2S6prTJuW0O+TqwubYgSbosqFruumCxvFItKLKI3pVQYxBqQz+Tc/nxIDvWGbslA0/0enxu9OE71mc8pE05leHZ7jSP0Nlb7BR5pwxbEbKwmsqHG3g5znezVHWhiWlsMHaw3NF9R6kFf2Wu0bPtzk39On6Li4TrGJGr5lzzspRteaIddbqBTYTHrUOifGZWWv0zJC+ZYIzkBYM/TNi9WRzEfw7MQzlPqBuauaFDCqPiohFvuD12eu8Vk5I7BDLyVlq2DA9wjqmqBtiv4ObLhg2Jb8QWBwZBh/JGi40ECgHLJfPBSEXy4hLWcQfPn6d3cUJL609xWD9Mtu4uE2DS46XzzGtUDbJpV+Svv1bTyPtINZaq+cBpRX9lruG75hs9QLWQoeRXePFU8y6pGe57Bgzxs0Qh4JH2CdUOZ/k/Ti1g61dcsPFDYZgmzIwJJtLcjNYu9dv645QNiWzbMayWJJXuUy8mu/x2uw14iIGy2bphwxNj7mTsYjANVKcWpN3RvxkPed1W/Ntcc7jJbiYjJSN7zgs0XyxNHkpGPJsMuN8tuT8jU+RL/bJz38rTriJb3pQzmX4ujcUgb/Z/nn7WSmT7e3cP83sWt4yrei33FU2ug6bXZtlsw9NRK5sTENz0TjlE81jKAqetA440X1e4xyXqAgMi8Tq4tqeDCKxXOmm2Tt7r9/OHaFqKibphGWxpKor0irlYHnA86fPM8tmWFjU1NiWT2IpZklO1wspc4VRz/mUzrhma54uFe+rDbbqipGuyQ2DoqopbJ84HLJexszsHl5YMUrGuMsDvOf/BfTOwWO/V6qFqGXnr+lJv6P5DWlzvRzDxY/JQBe32/r8DxCt6LfcVXq+w/mgJlZTpnVGaZl4VFy253yigo+Z1/BVySeaR8iUw0x7BJUiViFD05a2C7Ynts5DaC/UTc00mzLP5+hGUzYlh8tDvjj+IofpIYY2wAJDGxR1AYDh9Bg3Jcf5IdesGEPD+xuXi7aHNjR2mlDmMUGZkNJgGIpNZdDpP8qW5dFZHlJZPpa/Ddmx7AR+8SfhfX/4jQE1SgOe7I1IpnD912CxJ3MA1h+XXIsTPrRW28NEK/otdxXfNtnSJ5zUp8wVlI1DoRu2rAUXOOA/sj7FS/UON6oRpgtTHdCjoKt8CruH0z8j82Ufwsiy0Q2zXCydqqko6oIb0Q0+e/hZrkZXcQ0X3/DRjSbTGZWuUI3iOD/lanyVvMk5a4S8rzHxlUmnNqjtgGOnz3qeYiVTusWSTtowtBUDdYKz/hjupW/Hmr4mbZy9QHb9xvvw8s/AE79fkuRVLldYblcWguhUxllmMxkAv/V+qaa6uUjY/kO5KD8MtKLfcldRVcZmtsfQinANi1SbaDSdesl/Y/04IRn/e/XbCXXJ0HCISou8rklwiDoXGXW37s5g87vMmwU/LVMm+YS9+Z5E+PEhPbtHz+2R1RllVZJWKXmdc5QccZwd45gOT/aexNYNTZZiljm4HqHlMbI71B2LqLdJOD1mMz5mVJeYxRJ3/IoMZF9/TMYwLg/BDGWoy2IXXv5puPw7ZINctmoKZ/mSyG06UGayY7hIpMPp4PwbYx6dUHoFPSjN794jtKLfcneZ32CU79I1alxlkeuaWpv4zZzvMj/Hzzcf4tf0s3yUV+mpkqqpmak+prFBxz/HyO0+dBHkTcFPy5RlseQkOeHa7Bovz17mMDlk091k6A+ZZBOSKiEqpZJnP9knqRPWvXUuBhdJmxSPLqcdFzcvuGCFbFo9Gl1RNgU9b521848wKBL84xdQyURq74sY6kT8+WBNpnp11uD1fytDWl79RZnl6/egqmSaV76QHdK2DVUpPYKKFM5EMp+4synCX6ya4DkPWBO8h5hW9FvuHk0N49dw02O6jsa3a+IMjKZiU5/QNTJ+vv4wB2wRs0tWNTSOy6FaR1ub9Guf2nB5mCrEbwp+UibMshl7yz0OFge8OH2ReT5n29tm3V9nL95jmk5J65RpNuUoOwLgkc4jrLvrVFQEZkBURYzcEed23kevbjiavM6wbjjnDjnTOceW08WrE9nkdvIKTK+IOO8/D8O5bHq7uQnufX8UXviXYvVc+/ew9WFJ8jq+RPPFHJpVi4y6gNkVmXUQHcDG0zK+0TCk0qpMpJfQQ7qf4kGiFf2Wu0c8hukVVBGzbhes2SZRVmLVcFEdUGvFFXaY0ueYAX5jsGF3mDQ9PKPHonZZZhWD8OHw88umZJEviIuYcTpmb7nHSXzC1cVV0jJl3ZPJVTeSG0zSCXEZc5gcMq/m+KbPY73H6Ht9DAziPCbRCZvhJh/f+ji2aXOQHGP0NxmogMfNLmuWh7IDaELIc7F0BufhdCX+010Z6NI/L/69HcD7vx+u/Qocfwn2flXmDg8fXXUBNSEZSyVVMJIOp+kUrn8Oxldg6xnYegrCDXnDyWT1uFb47yWt6LfcHZpavN/4GHTFmlEwMjUTFI2uOG+ecIMNLutjPsEzXGWHbqkZKouJGhE0IUdJzSIvHwrRz6qMZbEkKRP2l/tcW1wjKiL2o32W5VJGDRoGJ8kJ83zOrJixG+9SNiXr7jrngnP0vT4mJqf5KWVTMvJHfGTjI9RKKoAs0+Kpc7+db+09RpicwuSqRNxOF7beBycvyYarnY9KBH/8vPx+jp8Xe8btyP1nn5N5BVd+DsbPy3jGjaekw6k/gCyS5zk98DdknGV0JD2RTl+Wwe39czL0XTdiIT2EifgHhVb0W+4O2UJEP49Ba3yd0TcKbDPkXLOPrwqe149xwTxirZpzyogFEyaNT2UHHGcma1nBZJlzfvhgD9qOioikSlhkC144fYFri2vUuqaoCpblElObVLoiKRMW+YLdaJeD9ABTmVwILrAerDN0h+hGM87H5HXOdrjNR7c+SsfpMMtn9J0+T689zfs33k9gB9KMznRhvicCbQdiwZy+CNExDM7J4JaTF2QTVjqGMhfPvsyhswHPfB8cfgaOvgJ7nxQff/QEdNel7XUxk5JOdyjRfXQi5Z/JVF5/cEEqr0aPvNEpteWu04p+y52naeSff7EPVQFliapTBqaDp2oeU3sU2uRLzSXOGcdcNE74bPMYJ/Rwmg4oj6aEKK85jQvivKLjPZgWQVImxGXMLJ/xpeMvcXVxla4pM2bjKqauavImx1Y2s3LGa4vXOC1OcQ2Xi+FFht6QntMjKzMm+QQUXO5f5mM7H2PD22A32iW0Q54YPcHjg8dF8EEqnkaX37BtZtckATt6Ahpk563dlWEt60/AtU9Ccii/u3gs4yq7O3Dut0H/Ehx8Tur0owPonoPBIzC6KINf8qn8nntnV0nfqQx9j8diHS2PYONJefzNmQEtd41W9FvuPGUCs+vSJrguoVxAU9O3YdNacrac8LI+R43CUnDZnPHZRnPICLNyWFcueV6yTHIO5ymTpHggRb+sS5bFkhvLG7w2fY39eJ8NfwPXcrkyvcI4HZOTYxgG02zKq8tXWZQLAiPg0e6jbHY20VozySZUdYVt2VzsXuSj2x9lPVjnRnQDA4OnR09zvn+e3lcPh3cCEf5wTYR/8roI8uiCtKqeXoOTmYygfOL3wOEXYXINqomUcuaRiHawCY9+p8zuPf6yVPgs92C6DVsfkGRwU0N8IBG/txpluTiQYyQzSE/EJtp8n5yP02lLO+8Srei33HmiY9nI0zTyz1/mUBf0lcF5pjiq5jPVozhkRGafTa+gX6UsdcCkNtkwDMq6YZbUzNKC8SJ74Cyem83TrsyucG1+jUk2YeSOqHTF5w8/z7JaYioTajhMD7kSXSFvcnpWjycHT7IVbrEslyyzJQqF7/hc7F/kqeFTOJbD7mIXgPetv4+Lfbki+Jo/H8MUq+fcR2S28NELkowN12T28GxXfl/FErY/AP2zMH4dpq/Lhqw8gu6GRPtb74fhY3D6EoxfhOWBCHnnDJxZlXguDuSzHULvjFQK1YW0cUhnYjdtPgu9LTkHb/DQleTeb9y26CulTODTwA2t9R9QSl0GfhRYAz4D/HGtdaGUcoF/AnwUOAW+T2t99XaP33KfU+USEWZT2byTR5LMaxS2itlqjim1yXHdRxkmE9XHNk223YJ5FrCoIMsrbMciLkqWWcXBPOPJoiZ0H4yY5WZ0/tLkJfaX+yyKBZ7pMctmfGXyFRrd0Hf6FFXBi7MXOclPANhwNnhi+ARDb8gsnzFP51i2RWiHnAnPcLF3kYaGWTaj63S52LvIpf4lem7vmy+ISomghxswfhXGL4klMzwPWV9E/vjLYsM8/rth+gTsfw7GL0v/nWQO4VCuHM59HPrbMD+G6Wswvwav/BQMH5HIH2ShN0yp8zdM8f6rSo6dnML6U/Ia/jqMLrWJ3jvIu/Ff818BLwA3ryX/BvC3tNY/qpT6B8CfAf7+6vNUa/2YUur7V4/7vnfh+C33M8mqbrupIFuK1dOUoBooMnrNnF226Jk5h2qArWyU3eWcbfJSBnkF4yThrNMnr2vSouZ4mXMSZYRu516/u7fEoljw5fGX2Y/3yYqMoi44LU+5MrtCUibkTc7Ls5eZFTNqXeMaLo90HmEz3CS0Qk6zU6bpFMdyGDpDNoNNdro7WIaFZVisB+uc6Z7hbHiWrtt9eydnOdIuubu9snNeF19+/WmYvgr7n4fuWejvwBPfBWuXYPczkJ5KojaZQXdfFpD+Wdngtf1B2P1VmLwiSeOzH5eOnKYlZZ75DPK5NHTzhhBPIP8M5I9Dbyn3bTwF3tt8Ly1vidsy0ZRS54DfD/wvq+8V8LuBH1895EeAP7T6+ntX37O6/7vUg3R93vL2aWppxRudQqMkkVfXcnmPgmKGQrPPOlqZZIZHbrik9pDQtQlthQYWaYPWDUWpKcqG0yjnYJpS1s29fofflLzK+ezRZ7k2vwYairrgJD1hb7HHcXbMFyZf4IXZCyyKBY5y2HQ3+dDoQ5ztnMVQBkfpEbN0hmd7bPqb7IQ7bIabeJZHx+mwGW5yqXeJC90Lb1/wb6IUhCO4/O1w4bdJ9K8LEd7BIyLwRy9JtU4whPPfIk3W3O4bu3H3Py++f5NIQvjpPyhiny9WC8AVWBwDWhYG24fohiSDbR/qHA6+ADc+DycvwrVflRLTunr3fhktwO1H+n8b+O+Am39ta8BMa33zN7UH3Ox/exbYBdBaV0qp+erx4ze/oFLqB4AfALhw4cJtnl7LPSWbi7VD80YJYJOtLvGBbIbGxHB8rCbEzGFGj8D0wfTY6vu8Pk6ICkiLEtd1icuSTmVybZLw1E6PYXj/9nOv65pPH36aq/OrhHbIMltynBxzmpzywvQFjrNjenaPkTMCwDZt1r11PMMjqRKSKqGqKgI7oO/12Qg32Al3cC1XqnjcHue659gKt3DMd8EOMQyJ+jubsPsbYuWEQ+htyuLdVFKTbzSS0HU60mYhnUu55vIA8i64Puh12HxGBP3aL8P+p8Tnbyq5LVyTjVrRsVwJOj0Z1jJ5Va4g+jvyep0tsZg6m7Lz13wwLL37mXf8E1RK/QHgWGv9GaXUd7xbJ6S1/iHghwCee+45/W69bstdRmuJ/MpYovvoBMoUihxME4oIdIUyQjZDG6/0CBvYM4dY2qC0O5zvWbw+TqgamEQFG7ZNXjZorTlZpuxNM/q+g2HcfxeMWms+ffRpXp29imd4TNMpJ+kJs2zGp08+TVRFbHqbBGaAZVrYhs3AHuAYDkmTkOaptEW2bHzbZz1YvxXND90hQ3/IerDOmrf27gj+mwnX4JHfBcGG1OM3lVgx6SovY/igbFkkdAWqJ6WgdS79d+JcFgevKzX7l78Trv0S3PgknPm4jF1cHIAbiL1DA+kSbFeatCWHkkjOz0GeyJVEZ0eGw4drUub5gFh79yO3s2x+G/AHlVK/D/AQT//vAAOllLWK9s/BzQGb3ADOA3tKKQvoIwndloeRKpOEn24gm0gL3nrl55u+RP4AVoftwCZMNPgdKu2z0Cau4+PVDT3XYJk3zPOKTd0Q5zVaKbJCc30ScWnNp+vfX0m/uqn53OHneGnyEgDTfCrefZnz2ZPPElUR54JzuIaLZVq4yqVjd1CGIq5isirDUAYKRdfust3Z5pHBI3SdLlv+FqNgRMfu0Hf6777g38QJ4Mz7pfHa/ueli2ZnHeYHcgVHI4LtdKXnTlWCNkSQm0quAOIJ2KsdwJe+HXY/Abu/IlU/2x+AuoH4RMpH/a74/coETNnRe/oS1BdheEFq+7OFbOryelIJ1DvT1vi/A96xp6+1/ota63Na60vA9wM/r7X+Y8AvAH9k9bA/AfzE6uufXH3P6v6f11q3kfzDyuJQxEGZcPK6WDtVJv+kdQVlBIYD4RDXVqz5ijrcoWNrYh2iUZQ17PRdNJCWkJclZd0QpQWmoThaZOzN0nv9Tn8TZV3yuePP8eLkRcq6JC5iyrokqRI+cfQJJsWEDXeD0A6xDZvACAicgEY1zIs5i3KBgYFlWIyCERf6F3hs8BgXexd5cvQkF/sX6Tk9Qid8Y+PVncJypf3C+W+V8k4nlFLPrfeBO5DfpxPAzkek4sYfAVquALyuLAp1IQt8VcHF75DHHH0Rrv57ZOEYyRVCdCKi3jRi5aw9KtO6xi/D4Zcl4m9qyRHEY9k1vP856efTysjb4k4YZH8e+FGl1F8DPgf88Or2Hwb+N6XUq8AEWShaHkbqUrx83chgjmQs//xNCU5fPFwA5YLXRdk+20GfIOkT6oqjxmdAIxZz1+Xl45SigXlSsd61mcUV5weQFjX704xH10Mc+957vWVd8uWTL/PK5BUqXVE2JXmdE+URnzz8JEfpEX27z7qzLrX2to+rXLI6IyoiyqYktEICK6Dv9tnubHOpf4nLw8us+WvYpo1hGNiGTde+S5UthiH+uuPDwZfEoutuS8+dyTWJ1HUtvXXsALy59NzJlyLSdlcsoWwmv/9LvwsOPguzqxD/KzjzMYn8i5mU9ZZLyELp3x9uyWsuD8Va6mxJEri3Op8ileqwYCjH9/qSL2j5hrwr/yla618EfnH19evAt3yNx2TAf/JuHK/lPic6kYoPtwOv/XuxBsoEzAAw5D7MVatdC5yAre1z9PfgRHdRqU2UV/Qch6pu6Hsms6xmllZs9GCRleRVhWs6nCxTTqKCs8N7K/p1U/Pi5EVemb9C2ciQk7iImWdzvjD+Atfj6wRmwJa3hTIUviWCPyknpFWKQrHhbbAWrOEYDqNwxOODx9np7NBze2itsZTU6AfWPdiY5g/gwselncLyQPrmrF8G401VWRrx5QcXoSxlcc9OpeeP1YFiKu0ftj4IvQuS3L3+y5K8PfNhGeKSR3IlqHMgk6uN4XlYHks30Nn1lfBvy+MtR6L96ESqjgbnV+Lf9vX5etz78Kjl4aKpRRR0I1Udiz2J/BXyD5pOJPlnBqvRex6Em3R7A9aGPtfmQ4JKkxYVfd8BFNt9j1kWk9UQZSme63G0yHhyx2eeluzPU84O792QjqqpeGXyCq9OXyXNU6IqIq1TDqIDXpu9xvX4Oray2fF3MAyDjiX+/SSfENcxjuFwqXOJrc4WURExCAY8MXyCdX+djt3BNV2p4HH62PeyLbHlwOaTkkxdHECVrnrmr36vpgmZkqlbtgXDy5AEItRNLN5+tpTxim4XLn+X7OSdX5MJXXYoTeCGj4EfgmHL61a17BXo7kj/puk1+RvzRxCuSzO3fCGW4nxXzqmzIdZTW/HzW2h/Gi3vLskqaWv5sPspSBZAJf/AGJAcAwoMT5J3dgidTQzb5fz6kC9XHQZFyt68oq4rHMtkPRShq2qI0gbXVUySmkrX1FpxPM/IygrvHlg8dVNzdXaVV2avEBcxURlR6YrDxSGvL15nP9mn0Q1n/bPYls3IGVHqkkW2kElXpsfj/ccZ+SPmxZyO3eGJ4RNsh9uEdsjAG+BbPj23h6Hug940Somg2p5E5TcTvMsjiA7Bnkt0X6w8+N45sDsi7HkkQlxbIv7RieQJzn+bWIDRIex/Wj46O3D+49KbJzqSTV5uFzaekOcmY1kQsqUca/SI/D3Nd2VBGFyURK83ADcEt9dG/yta0W9599Ba6q6rEvIUxq9Isg8tDb2KSHqtG+7K2vElUgvWwAk4G67RnxvMkwrLKEkLje9BgIFnKcpasywaNrVmkhScLDI2+x6nccHxMuPC6O6W8ZVNydXZVV6evUxapszyGXmVs7fY40p0hUk6IW1SNt1NOl6HrtmVKp46J2syLKxbffFnxYyu3eWZjWc43ztPx+4w8AaEdkhoh3f1fb0l3O4qip6Lz9+3pW6/u5R8znxXWnBopPeO9QTEp5AegfJEjItExLw6lKuA4WXoX5ByzcUuvPCvZKPWU39AEsfxWATdG0nbBl3IseIjKBYwekzEv4ph8prkAjrb0tfHG8jfnLcqL30P04p+y7tHvhRLB1Zb8KWHDKYJWr2pTPNmlO+J6LsB+CNGgw3OTmKOFjGBDYu8IvBMtDbY6DjszXLyEuIsQ5k2x4ucMz2fOK/Yn6bs9ANs885Hw1prFsWCo+SIV6evklUZ43jMPJ9zFB9xI77BJJkwraZ07S6b/ia+6RNXMf//9t40xpI0O897vtjjxl1zz9qrunrv6ZlpNhdTFEmZsM0hDFD+IUKAF8oQwD8SYAE2YNryD0F/LBuwAAkQBNOWAMkQTBugDNG2vEiiZFukhpwZTu/VXV17Ve437x778vnHieyqnum9Kru2eAsXmXXr5s2IuhHnO9973vOerMwoKLCUxWZ7k41gg6iI6Nk9Xl57mXP9c3TtLi27Rdft4pqPcIAyLaF6slACuGFCpIVe8Qa1i+dcPmcrk12C40uWnkfSBewPZPdXaRnTmM5l97f5utg9D9+H723DmZ+XxrEiE1op3JPf19mo33MK++9LQXj92xLkoyFMrorbZ3tTir1ZKIHf7T61tM/TedYNjgfRoWTzZQr7H0gjllKgLVHvpOO6qScAtyfKDLcvN77l4rT6PLOieHd7QsdzmKYJeVFRacVGz+X2JKXQEGaKTstgbxaTlqLv3p4mvJiW9FrHG/S11kzTKYfJIVuzLZRW7If7HMQHHEQHHMQH7Mf7TIoJbavN6eA0tmGzSBcUFFRUuKbLRmuDgTsg0Qkdt8M3Vr8hWny7g2u59NwetvGY2Ec7gTzyjnw9onw66zKUZX4gU7O8ngR4w5JrJRpLoHd7wsnbLZFrLvbkPbxlWG3D6AP48H+DvR/CxmvQPwdWPbRlvg1o8QsyFIzvQJrA5ktiI5HOhHo6vCo9Bv1Tcmx+v/b+6T11ls5N0G/wYFAWwtGWidxksy2R8hkGoMVkS1dC6bS6kp05HeiduJt5GQZnllostRwWcYm1SAnTipZrsdKWjFcZEGY5S4HFItFsTVLOLgVM45zdWUzHs46tQ/cowx/GQ3YWOygUdxZ3uDm7ySybMU7H7EQ7TPIJXbvLKe8USinSMiUnBw0dr8Oys4xlWWRVxkprhVdWXuH5pefxbR/btOk5PczHsenI9oQ6McZC7Syfl53c3jtC96AlA7faEnStrXpASypZdzQU3t/vC1VUZpJErLwki8RiDy7/r2IB8ewvi4tnVciOMhlLM4cuIdyFO6nQO4MLUldIF3fHN4Z7cu0Fy1IMbq/KAmA9JovsfaIJ+g0eDKKR8LNlAcOrUCxAWRLoDQXpSBq1TE+yuaqE/qaM0DNt8WEBui2HM8tt9iYJPcdkmhQ4toHCoOdZxHlBWkJaVCjDYG8WcbLnkJYGu9OEs8sB3jEFzFk2Y3uxzTAaopTi+vQ674/eJy5ipsmUG7MbLMoFPavHRmuDoirw8clURkXFkrdE1+lSqhIHhzPdM3xz45s8030GZSixYnD7j9WcgB+DUvJZJjOhUixX7JW9nih+Zjugc9HTrzwnNNB8R4K7Z0KeSYBXiNTTG9TqL0PkoEUmirC3fhue/U493P0sZKuSaEy3pMZQ5HWxeCR9BkGd3WeR6PuLTKhIZ088/b2uqIO6J574gm8T9Bs8GIxvSnZXZuLNnpXS7206wsEWiSh2jECecwPhfm1PuFlHipWmoTi37PPulk3gmYzigqosKZRite1wdVhgG7BIC/otj9EiZxSVDAKL3UlEmPTw7Acf9MMs5ObsJvN0jmd6vHvwLm8fvv1RAffK9ApJlTCwB6z766ChZbXIqoyszBi4A9pWm7Iq6fk9Xll5hW+ufZONtiwOjuHQc3uPd8C/F1737mePlsAcrEqhdXKrHteYQqsPliGOmnEs2bbhQYnsALIZYErmrw1QU+ichsU2vPc7QvdsvCLZfP+kUEWTW0IjxSOhgOJDKRK31yTBUEqSE0vJAkElzV/zXXEDba/K9K/W4Im0eWiCfoP7RzKTopvpwvY7Yr9gmEAuN1g8kteZDvRWxEu/c0Lkd7puxb8n2G12fdY7HvMkw53nZJUiAPotG41sHOZpSceviAs4XKS0PJNZorg9jljuPNjiZ1ZkXJlcYZbN6Fgd3jp4i3dH75IVGZNkwgfTDyh0wYq9Qs/tYSgDW9kUupCFwBsQ2AEVFeutdV5afYlvr30bz/KezIB/BNuTh9ay6GeeqH5aS8LLT7ekyNoaSJZ9eE2GqiRTuZaORigWOUINGZAbYERgnYfpLdj5nlx7ay/fNWRbex7y0/X774sUNJ7VO8sL0OrJzN84FCVZ4YlthFby+nC/zv778n6dE9Jo+IR8Pk3Qb3D/GH4oW3DDFJOsqgSVA6b46KeTuoDr1YUzF1aflRspnUsh9x60fZuTSy325zGebRCmOZZn0HZNFKCUokIT5wWuaTIMU1Y6LhYmO9OEF/MS9wFl+1EecWNyg0k6oet0effwXd4+eJu4iBnGQ67MrlDogmVn+aNGKtdwQcEiW9B1uni2R65zznbO8uLyi7yw8gIocExHOmyP20PnYUMpoXNsXzLrdCEJgGmC1xZq0G3DyZ+Sebs3/kAWgHgkslCnJe+Ra1F+WS2xaxhchGhPsv54KFx953Tt7tkVo7b2qjRtze7I2MdoDMsXYe2FenznQq7BIpLmM9uTxsF0Jse52JeGsNaKDInxB4998G+CfoP7QxbLVt3qwMF7Mve0KuWGsny5eaocjJZkWKYlGdTGK/K85f2YX4prmWx0Pbq+Tb/lME8KklzTcky6vkVeVLiGJkpL3JbBLMqZJTmBbXG4SNiZxZxbvn/NflzE7Ia7TLMpgRPwwfAD3tl/h7iIGSUjrs2vkVYpS/YSviG2CrZhYyiDRbEQUzXTptIVz/af5UzvDKe6p/Atn77bp+N0Hs+C7f3gKPiXuQT61hJM7khQTmcwOCu03847sPMDUePkiQRkwxZ6pkrA7IMR14G6B4vbYuQ23xH//aQDcUvsoZfPiwx0UReOFwdC42y8IpSP24UskSJwHgvvr0tJTmxfJnktDqSQHKyJuZzX/bwzfWTRBP0G94f994QftQ04+EDcNHUFGFLEm96Q11ktaG3IVn/lghTM4pHcRD+SOSmlWG7brLQ9Bq2U3VlCVmpaymAlcLg6jOh0TNKspCg1mVExizJ6LRs7NrgzijkzCO5LxZNXOZN4wigZoZTi5vgmb+y/wTSdEpcx12fXicuYntWjbbfp2B0cy8FRDnmVYxomFhamafJM9xlOdk9ytnuWC70L9LwelvGU33pmHcDdjuz+ggEcfCi1Ia8nYxmDJWnOOrx6d9QmGioDHE8ShiKRoN1el/GO0R7cGkP3rPx8WBuydTbAPi+Gf7Nd4f0XuyLfDNaFXuqdkpoApSQzVS40UJFDEsqCMd2WYvTgtPzMYyj5fMqvvAb3hXgqUjxvSW64xa5kcLqsOf1aqqkc2RbbdQF3/Rui5NH8GLVzhK7nsNpzWZ45tA4tFmlKWVmcW5JpWkVZyzfTEsMwGEU5y0mJa5QcLFKmcfaVp2pVumKaTNkNd4nSiIP4gO/tfI9hOkRpxfvj9wnLkK7VZcVdIXACLMPCVrY4TaQRAKZncq5zjgtLF7g4uMgLgxfwnnBlyJeGUpLxWxdEqTO5We8WC0kITEd2jPN9GciTziANoYzF3sHyIZsKVXTqZ6WAu/cGTK/Kw2pJIB+chd7ZWi7sSe9AMobxvoxxHF6W6V3906Iq6mwCWrp77Q5Usfzexa7QPcMPRW58pApq1Zp/07lbLH5E0QT9Bl8NWsuNUlbgmHIT5LE8XxZC4YT1TFSrJRkVGtonYOMlabW3/U+Vx7U9iyXfodeyGfg2aVESpwXLHY/VjsNwkbEemOSVpqgqwrRgkaQEjs08zrkzjum3nK9UHJ2lM/bCPRbZgq3FFm8evMl2uI2nPN4av0VYhvSsHqutVQIzAAW2YWMrm4P4gLiIWfaWeXn5ZZ5bfo4L/Qu8sPTC00flfBmY1l2TtMkd4eerTIqzyxdh900xaksCybrnuxK0lSW0T5lAfCALx/P/thRxZ7flNeGuFIwPLsHqy7DyvPD9UVcWkiKRhsLwQB7Dy9ILsPKc7BZMBc4Agk1RIyUTsZQYXxfe3+vKMbsdaUI72r2YtuxGHqZJ3iegCfoNvhrme3LjeT3J9ifbMiijKmpNdav2za9vGMOSx+arospIJrLl/hQopVgKXJYCh6W2y2GckRUVWVny7KrP/jyjrAAt3L6hDCZJQc8vGIUZB/OUMC1oe1/uhguzkL1oj3Ey5s7sDj/Y/wH78T4ts8UbwzcIq5CBNZDB5RjigW8HmIbJQXJAVEYM/AE/tflTvLT6EhvBBs8NnmsC/heFE4j23uvC5LYEVrsl183yRSnwhnt3HTfjoSwCplPP8D2Ua6s1EAqxjEX3P9mWMYx3/gDGV+HMn5QdquPVVE4BVigS0XQmDWXRUHYIwXrddFYvTO0TIhGd3ZFdhjIkySlzsYPII6lDeB1QC/k5qx4F+QhcB03Qb/DlUWTimmiYQuUc1DI7XdSDUgLhPstEtuBBPVGpvQkbL8prNGLB8BmQLN9hqePiT0KKoiLLKta7Ph13wTitONWzWCQFWVEwjwoWrQzbMhlHUgu4+CWCfl7lDOMhw0g6bt8cvslBdEDLbHFleoWwClmylzjbPktWZmQqo2N1sAyLSTohyiIG3oCf3PxJXll5hbX2Ghd6F7CeUo+XrwzDlEEp7TVRz4yuy07ScmXH6Ab16MTVu35Pix35Pg3F7C86lF2A7YGzBCtdqJ6R0Y6Ta/Dh/y6D2oNl2SkopOjrD2TRiA5l0MtiT1Q73VoVFO7LAnOk5fe6EE1kAVCWvMbywBrXtM9STQ/VIySdVi1FfXjBv7kaG3w5aC0a5ngqF/foWs3lp7WeWsn2dvguYIC7Unvp+7D+HHRPSgHXbUuH5Weg7Vp0fYfllsXAdwmzgrQs8UuTCyst3tyaU5RgmyZppZmnBdMop+U6TBY5e9OEE32flvP5l7nWmmkyZT/c5/r0OpeGl7g9u42jHA7jQ/bSPTzT42RwkrzKKVVJ3+5jOiaTcEJURvTcHq9tvMara6+yEcjUK89qOPyvjI+C//pd7XwWSXA1HdkBGLZ0ebudu8HfWUBRAVrmMhdhLSM2xI8nWIGdN+D274tNw+BiXTswpDmsc0J2EvMj/v4KzPake3zpGbmeD6/B4RUpInvL4iRaxrI7UIZQOovduljdF87fr+mkLJIFzHKlH+FrTgqaoN/gyyEeC+9p2HIjRiMZfF7kotpxXOFeqxy8VQnuhpIB26uiT6dIPpPaOYJSikHg0A9c1nsuB/OEKM3Jy5Kzyz6XdheM4pKNns10kZPmOePYpNNyGEcZ0zhnZxLzzNrnjxacZTN2w10ujy9zaXiJm7ObGMqgqAquLa6hUJxtnaXSFQrFwBlgWzYH4QFhHtKxO3x77du8vvE6JzsnOdE+0QT8BwXDkOultSIZeDyG3JeGq3QKlSV2zaYt19t8TyigZC5qnU5XaJ9wBPFcakwnf1p6SkZXxLRt5UXJ9B0fTA1UIs3sn4TRbUiGdxOc/llYeg48TxaD6ENJgIJlyfwrpK5V1Kq2oh4Zarof2Y3gBHXxt1srmZx64fGOXQ3UBP0GXxzJTG64qpQtcDKVrCWuqR0q4S8Xd2SaktuT52xf/M97p2tnRV9qAV8APd+m4zmsd11uuBZRXlBWGk8bnOy5XB8lWIBpVKSVYhwV9NycjpcTJlLQPdHz8d1PvtS11izyBYfxIe8P3+fy8DK3Z7cpqxJLW9yMb5LpjHVvHcdy0FrjWR6WZbGz2CHKI5bcJb65/k1eP/k6JzonWAvWnvyGq4cB0xLKx2kJVdJaE0FAXs/KzRY1heKKvcPkjmTq+UKUO96qFHTLVK7htVchG0nhducHQj8uvyCB1/Xl+nZ8kY9GnbtU0v57sgAsnZMhL86p2ntqVDeUtaR/QFdyTMGq7Ai0rgfJ+KJQCg9lZ9FaqXe+vtw/dqs2r/OOhQZqgn6DL4aqlBsqT8QzJZlIYJ9sSeGq0hLMp7cALVtaw5KLNliH5Qtys8aHIov7gqqawLHot2wmLY+ljscwyigqRVIWnFv2uTFKGEUlbdclzSvKsmScJLRjS+wZXIvb45jnNn482z+SZo7SER+OPuTd4bvcmN8gzENMw2SSTZhkEzzDY8PfoNQlSil802d7vs0iX7DWWuOnN3+aF5ZfYDPYZK219vUNLX8aodTdAS7JVBYCuyUBsszkGk1nIr+0fen4Pbwm/Hz3JJx4VXYCyUxer7T47y+2he+PD2HlZWANoYfqBsLWqjjE2i3J4KMx7L0v1E+wDivnpDAMQj8pJfRNGsrO16vtJ0wPqnqeRFlKU9h8B2JXisFO3Q2Mkl1A79QD/y9sgn6DL4Y8lpukTO923RaF8Ky65kt1JTeN2ZIFwbLlJlm+KNOL0vld58QvCMNQdD2brmdxuu9zZ7QgLiosbdJxLZZaFqOoYLPnUJQFhVaM45KlKGNvkbLW9dmdxZweePju3aJuWZWMkhGjeMR+tM+bB29yY3qDWTaDCtIy5SCVITBnWmfQlaagoGf1OIgPmGdz1oI1fvHML3K+d14GorQ26DrdJ89D51HE0QCXj2wdbElGLL+WTqZSDziihXbekoQki2QX4PakuGp60uHrBuD0YXxZfPsPLOHqWwNwl0SK6XSkKMsc+utQrdVD2XeETvJ6dzt83U49JGZZZKPzXXk49cwBvyfzBoIVOY4iFzloHkvW7/Xl2I4BTdBv8MWQx5JFJXPZUhuWTDVKx3WWbwpvCZIRWW7Nxa5IB67blUWje+JLc5Ydz6Lt2az1RMmzNYopi4Jc2ZxbbvGD2zPitMKxbIqiIMsL9sOUXuCwyFKcSLE9S3hmVYJ+pStG8YjtcJuszHjv8D2uja4xzsYURYFSikW+IK1SNvwNXNMlrVLaTpukSJhkE9a9db5z7js8M3iGnt9jM9ik7z3mtsiPI45sHbJIqBSrkOfLTK5Tryu04uAc3PwDUdmMp/IzCvGEslry6G4KZTO+Wmffh9Lha7egfaqetTsQ6qYyhIMfnJUEKNyXe2SyBda+/N7wULL79lo9KGYqC0ByCBNgfE0Wmt4JeU1Wj5fMF1K76J2s+1seLJqg3+DzcTSiLg3rwlklmcnhB7VFbSBBP9wXvxLDkIze9mHwjFy4ZSbF39aXv4jbno1rmywHPptdn8k8Y57kKKPidN/l7W3FzjznpTWfg0ijyoppWHC4yNiZp/iOw/Y44swgwDIV42TMTrhDWZZ8OPqQN3ffZD/ZJ81TFAoUjPIRgRWw4q6QVime5aG04jA7ZOAO+M6F7/DS2kt4lseqv8rAGzQB/2HCadU+ObVdg+GJ/LLMakO3Fiw/IyMVDz4QMUIRiay4quqdq1Hz+hdl1xCPxSZ894eyA/CWoV2I6sxyJPFJp7K76JyQ3W46Fe1+eCj003wbho4kO8vnpQicTGoBxBjCm2IJ4fVE+99ZEXqojD9X0vxV0QT9Bp+PIhZKJ48gjZCoeF2KZKpuPEnrYu5REctpCY2zfEG2xGUuMrivoEwwDUXbNYlTgzPLPruzhFmakxQVbc9ms+twc5xiWwaGYeCoijSr2J0mLLVdTvVajMOcnWlMNxAtfkXFlckVvrv9XXaiHeIixtAGtmWzHW+jlOJscJY4j7FNG9/02Uv26Fgdfvn8L/Ot9W9hmiYdt8NKa6UJ+I8CVM2D2zUvnkcSmLubdT0qhFM/ASe+IYN+Jndqh84xRAvZtYYfSBH1yE//9E/D5rdh67vSFZxOJDgHG9KNrpQkQGkIji1qoe4Z0e7nc7nuy0K6gQ8uy3suXRSXWesFOcb5vnQPH74LYV8SIzuQYz4GNEG/wWdD63rwdQjJouYfY9h/Vy7m1rIE8vmWLACYkvnbnuia26vC+dsd4S+/IjqezTQuWA58Vtsxs7hgfxqR5CbPrgbcHKfcnCRs9lxG8wrPqojykjujiLODAHvJ4PL+kLMbOVmR8eHoQ35/6/e5s7hDkifY2kaZir10j6RKONM6Q5iHGMqgbbU5TA4JrICfP/Xz/MT6T2CYBq7pciI4gaEeL8OtJx6mJbRKkd6d4AXIVB8kM994WRKS8EAaCae3YTGUgm80loXAqRsLDU/8otZehlv/Ugqz0VD6B5yevE5poWeyPakv2IEE+MqQ618XMhVstiU/f+v3ZSfSOSlzeze/Vf/ew9rPqie7jmNAE/QbfDaOtrl5LMFeF3XTyh25eWzzLn9qBULheH3pxD2ytKWSgH8f8rOOa6EUrLQdVjoO09BhEqWEWclm16XrmuzMMl7a6DBeFFimQVWWjBYpV4YL+p2Ka+MFjmuynXzId3e+y/ZimyRPUJWiMisO00PCMmTT30RphTIVS84SUR7hOR4/s/4zvLbxGiUlgRlwqnuqsVd4lGG5ct0VqVy7yrir7jEsCc6Dc6LqWXlWagLzHen+HV0Tima+J++jTOk32Xwdehel2Du+Jr/HDoS+cfryOxQ1zWOIEVxZyc97Hei8KIXneCS8fTiEg3dkVm/vtMg7VVfut3h8PP8tx/KuDZ4cZKFkIOlCuP2qgu23oSihswSYQvOAjLPzAvBa0FkWl8SjUYit5fs6DNM06Lg2YZZzfrnN1jSmH9jsTzOKUnNh2eON7ZAbo4iub7JIC1zDYJHl3Dgcs9YP6fjwL2/f4aD4PnvhHkmeQAGVWTHNpoRlyJqzhmu4KKVYcVaIygjbtvn26rd5beM1lKFYaa1wsn2yCfiPA5T6+ASvMpOibzKRa5rat+eo4Do4BxuvSrft4TXZBUQHolorq5rG8eHsz9dD2A9geAkOP5TMPDgBlDKFyzCgMkG58vOzmSRKrWXh9g1HFod4Khx/NJIFxl+qZw2sH8t/SRP0G3w6qlK2sclUMg/ThMPbIn2zHSnagrgYGnVxy+1Lxt/eEFkaWrbBD8BpsOtbzJKcM8s+vS2L2HOZLjIOw5wXNjtcHsZcHcb83LkeUVpimgrDKDlchLy/43Pu1JBr03fJjD1yQoqyQJuaWTljUS5YcpdoW20MZdD3+kLvGAYvLr3Itze+jW/7nOicYCPYaCidxxFH2nnLFeolqz16kok8dHXXLHDjmxKYp7cl24/qjt7kUDpuKSHLJUBf/I74+Wx9T4L4yZ+sLZ9DSZSMvJ7925Jdx3z77u9xAhE6GBuyA0lmdZI1qe2dHzyaoN/g05HMpMiULeTvZQ57b0u21N4Ao5KJQroSTbETyHQs25dil+GJ0uELdt9+Ho4oHtsyeWa1w3Ahnvl78xStFC9uBPzg1pxbk4R+yyYpEywT5lnJzdltwoNrxHqLVJf4rRIUhFXIPJ/Ts3v0jB62aRNYAXERU1JysXeR1zdfZ729/pEsswn4TwgcX7ppi7U6868N28Kh1K6ctih+2utC+8z3YN4RTX6ZgmuIhHmxC1Ybzv4C7L8NN/4fUQCd/0Xh8eNJbUgYy/3gendtS8oS8kNZBJyOUE1Hds+VPpbTboJ+g09GmcuFnozlAnXbsPeB2N2atmQyIG6bqvYOcbvSmBUMpAHG0NKA8iPjEL8qTNOg7VjMkoJXTnV5d2dGWhSMFgnDWco3T/f5YDfi5jhltaOYpYVQse4BU32TZDaj1Y4ocxc39YmNfSb5hLbVZtVdxVIWrukSlzFJmXCxf5FfOPULPLv0LH2vT99tdPhPJCxHqJ32Wm0xUtMti325/p2OdMb6S7IIzO6I5048liAez4QyKovak2cgNYHJLVHqtNclm1em/EySgKqEKi1TSZh0JXUHw5DRo5Yvi9JxnO5X/UGl1Gng7wPrSEvBb2mt/4ZSagn4n4BzwA3g17TWYyV3y98AfgWIgD+ntf7j+zv8BseGcCiFrCyWQlVZyAzSNJRik+WIEqFMwe7Kltn2hNPvnhTpnOXJjfIAA2XXt5hPCvq+y/nlgDDOCTyLeVpRVvCNkwH/6vqMm+OEvg9ROUI5u2T5AUVeYiYenl0xKSZEaoxv+Kw6q9jKpqIiKRJycs71z/Fnnv8znO2dpWW36Lm9JuA/DTBM4fdbS6I+OxqsUmQShI2uJDIblXj5L4ZS05rekQlcxRyqFVjxRQ46viqzo0F6V5bOix+/1ZaaQh5Jtm+59fzfCrKJfJ/Oj+UU7yfTL4D/WGv9x0qpDvADpdQ/Af4c8M+01n9NKfWbwG8C/ynwHeDZ+vHTwN+uvzZ41JAn4iOehbLNdbtw/fclyzcMyVqKss7yDTDbEuC9vtjHen25eXqnZIfwANHxbAyVME0KvnG6x81RSDtxCdOQ4SLj5U2fd3Zm7M00pjMkU7fJmKCtOWXlECUdCvcdMjXDIWDNXcE0TQoKTEyUqbjYucivPf9rnOiewLf9JuA/rbCcuiu2tnaOp3U/SiVd58GqiBXWXxBKZnhDhr5Mt2WXbNqSLGktks58IXLNg/flfll+Voq/hik1M5TUyioti0H2iAV9rfUOsFN/P1dKXQJOAr8K/GL9sr8H/Ask6P8q8Pe11hr4rlKqr5TarN+nwaOE+Y5kIVkoGch8D3bfEG6/vSozb7NdaT6xA7AtMbZqLUljidOqh12vPvBDs0yDwLWYxTnPrAScGrQYhykj22IeRwSu4tmNkj++oRjObJzekKqKsYwWeVaie2+SqRC7WMHTa2RWgWcqbNPGNE1OBCf408/+adbaa7TtdkPpNBDdf/eEXM/JTMQN8QTyUgK6LqQoe+5n4MLPS9H38CrsfwAH74o1Q7aQPpbeWVEB5XPpddl7WxaOwYW7O2plSqHZf/D3DzwgTl8pdQ74NvCHwPo9gXwXoX9AFoTb9/zYnfq5jwV9pdRvAL8BcObMmQdxeA2+DNKF8JlFba6mgFvfl8zfcCSLp87yAayedOF6vVoZ4YsR1vIzxzYcoufbzJOCtKx49WSP7XHMwSJlbzHi1rTE8m8TtCvCxQVUsozyxhiqwl29BKqimr2M6ZYUhsaq1mhZFY5Vshws853z32Gzs0nX6TYZfoOPw7Tl2nY70JrVlg9JbeEQCo9v2JIYPfOn4Jl/XeSew8tw+/tw8KEUgeMJmAMxYytjSbLufFcKx70LUlsoUiA7ltO477tSKdUGfgf4S1rr2b03idZaK6W+VAlaa/1bwG8BvP7668dTvm7w6Zjv1lxjIlxjfACjS/L3YFW4+sV+PRTCl+2oE4hU022LBrmz8cAUO58EoXhipnHOhdU2p5YDPhjeItcTJuEE05/S64+IkyWy8EWc1nsYvQ9AGyQHr6AMA4Oc9VaLjtUmSjOWPJ8/ceJnOT84T8fp0HcblU6DT4HlgLUi130yEwq06golEx3C6IZQoX5firqb35QBQslMiruHV6QBbFZ7+7c2xK9nvgUHb8HIhcF58a06jsO/nx9WStlIwP8HWut/WD+9d0TbKKU2gf36+S3g9D0/fqp+rsGjgmQmBVyotctj2HlP1AmWJ1tOTHHXBLD7Upzy+5Llux1xDBycO9bDNA1F25Nsf7Pns9QN0caEyhmRVQdUCZRmjNv/A7LwBez++1B5lKOfAjUFFVNlm1h+wKKYsOYu81z/NV5a+Ra9JsNv8EVh+3JfZKFMirPr4UBHNbFoJGKIe6dknfyWPBb7cHBV6J3JLQgtSaJ0KovB8H2RRvPXHvhh3496RwF/B7iktf7r9/zT7wK/jhztrwP/6J7n/6JS6reRAu604fMfIVSVcI/JRCSYyUw0+KPr0nnYXhVb2cMPZDFwe+DUs0n9JWkx752sbWQfbPH2k9Dzhde/NtpiUl7G8GoJnRETFzFFmaGcKf7SH1LlS+TD1zHtEKPqUJQ2pQoYpTEnnGWe673K2faL5JlLb9AE/AZfAkp9/HqvKgnWwZIE/2gkEtBwX6gf+8iQsC01gLM/Jbvr3fdlItd8S9w8i1DknseA+8n0/wTw7wNvK6XeqJ/7z5Fg/z8rpf48cBP4tfrf/jEi17yCSDb/w/v43Q0eNMID6RS0/LoRZUs4ymwuF6jbE+5yeEl8S5y+FKb8JRlP57ZlgtAxZ/lHaLs203SLtw7fYZTfRLmH2CqlIiQzZ5RFidm+DkoT3/73UEZKZb6BXa1jl4A1pUyXObn6Im31DGVpEyUWUVYSfMpoxQYNPheGUTclerWYofb+iSeSUGUhJHFtyzwDDNkhnP1JOP1tec3wmtx73eOpad6PeudfImW+T8IvfcLrNfAXvurva3CMSBeyxdQVYAofOd2F0c17DNQ6sP092cb66xLwW516iEVLOMjuhmT+xwytNXvhDrcW7/Hh6BqYExwzpLDmpGqGrjLM9h2UkVJMvoVpTSji57CdXTBKDMsDvYKZnSKLVphEsLQwODAy/MMFL2422X6DBwTDFDWb0xJ9fxbWcszorka/zOsaWgFYsPGKCCGOQf0GTUdugyKVNvI8kox++IFQOpMbIkdrL0tgD/dgdrMu3gbShOV0a++QE9BZk2aWYw6WRVWwNd/iyvgKO/E1pumESi+YFyNSc0hpuBitPbAXVPNngArLu00RX6TKzuAGHxCoNczqBEXusD3OOdmDwzDFtAzKSrPkO2wMmsHmDR4wDFN4fbcjuvyjEaRVXg8qyiTwF/O7dszHgCboP80o6wHPyRwwhN7ZeUcKSVkolI3dltdt/5Hoh/1VkWjanXrYxDp018Qcyu8f6+HmZc7t+W2uTq5ydXKVqJiSE3MYjZgX++TVAmVnYMzQ0Umqoo3SGsc10P4WaXway49wrU1syyetYJbC1WGM49g4kYlG887OjK5v0/Lu3ySuQYMfg1J3s/+ynk9RpPXAlRyMZakN2O6x/Pom6D+tqCopfGYLMXeKJ7B7SdrJs5mocoJlCfQ73xdpmb8uF6pl1BawK/Xg6SUp4h6j1XBWZlwZX+Hm7CZ74R7DeEihC6L8kP1ki0JnRGVIbsSY+SZlOcDAQNHFUiXt9iFZcgqyMziWRaUNPNsmK0p2JzFd3watcEyTkUr5/u0x3zrZp9tyju2cGjTAtMDsSPZfFtLZm9fe/1YT9Bs8SGT1KLcsEvnY4XWxkc1q3/zWslA3h1eE2rHaUrS1rFqa1oZ+PVKuuymB/5gwT+dcHl/mID5gns7ZXmyzSBZMsgk78RZRERLriIIMX/nYyiVSLoWyMLSHbZgMvDXMtmZ/brHetlGVwrUMqCAuKrZGIS3LxDAgcAOG85Q3tya8uNllpe0d27k1aPARTAvMnhi85aEkXMeAJug/jSjqQRJZJKZpo1sQbouvSBIKbeMvi9fI/tuiNOhsitRMI9ROd7P2zB/IPNEH4Jf/SZilMz4Yf8AknpBkCVfHV9kJd1jkC3bDXQ6TQ2Ido1D4tGibAZaXUVUluW7jmR365mn6zgDVMRiFsDevuDDwCPMS17HI04JZnHN7GqOVwlAG3zzVYxLmXNqecXFds9H1muJug68HhnGsgogm6D9t0Fp0w0fWyYdXZGBDNBeKR5cQnAYM2PpD6TZsn7zrC+IGokHubEjxtrNWD0t58JilMy6PLzOKRsRFzKXRJa5Nr5EWKfvRPgfpAZnO8PAwcbFxAIWFyUq3oIqWWOIiSvcpVclS4HFuxeDKfsyio/FMA8MAz1REOUzDBFsBaC7tKV472SfJS67uL1DAWsfDMJrA3+DxRhP0nzZktZHabAf23xf/kGQhOv2ktk32u3Dj/5PM31+B1hpQgqnAq/n7/jmRarY3joV7HCdjrk+vE6YhcR7z5sGb3JnfYZEumCQTZsWMTGe0VVu4e21RUuEqn77X51zvPL3idXYmDklSUukufauNTcbBLOfqQcRPnOkSJiVt16RAs8grnDDFtmRbbSmTVzY7ZEXF7VFEpWGt42KZjT1Dg8cXTdB/mlDm0hY+25b5n9lcikazHRkFZzvQ2xRfkOkNGXvYf1ZMoYpCsvpeTeu4tavmA8zytdbERcw4HbMX7hFnMTvRDj/c+yF70R6jaERapCRVwryc4ygHaf8AVIlndFn3N3lucJ4/dfZPkqUOvxfN8FQbs2qBUpxZ9omzij+6NeXqMOZ83yFHsRJY7M0LxmkF8xiFxjJNbBNO9FsoBQeLBICNbpPxN3h80QT9pwVVJRbJ0y1p+87mkMYyASjcF7/v7mmRcO78QIpIqy/Xw9AT0fB3T0J7INp9NxBe/wFNxdJaM0knzNM5o3REmqVcGl3i3eG7DJMh48WYnBw0TPIJBgaOdlAoUND1OjzXe5meu8bLg29gmx5+W/HSxjrX9io8w2YcF7Rcmxc2LXbmKTdHCX3PILBNTNtms2dyME2JsopRlGMbKTt1La3t2yjAQLx/1jpuw/E3eCzRBP2nBeEBTG5CPBJKJxrBYkuModBSjDUsuPZPpVlk+UVZCKpMFoCg9sp3u1K87Z54oE6as2zGLJ0xz+Ys0gXvDd/j0uElCfjxmLiMSXXKrJih0bRoYSkLZShWWiu8vv46fb9Pz9okr2yirOLl1XOcfLZFGh9wMItxTIO8rFjvObx+dsA42ufaYcpzay3KuKTvG7Rdi7goibKSYZThOQYtL6esICsWlDrAMAxMQ7HSPh5JXYMGx4km6D8NWOzD8ArEh3ctFxYHEE6kMcQJhKr58P+U6T7tUxLci6xuJKlnhLot6J2pG7EGDyzLD/OQncUOs2zGKBpxY3aDD0cfsh1uM42mhEXIXM8pdYmJiYuLiYljO6x4K3xr7VsstZZY8VdYaq0QxS4Da5O+s4IbmPzEuZLfu7RLqTVZVjG3Ss6vtPjZ8wP++Ycjrg5jnl/1mcUlvmtSaUVaVEzCBFMpHMvENgzyquTasCIvNWleorVmpd1k/A0eLzRB/0lHeAjDq5LRVyWMrgrNk0f1oAbEIvn2dyHaB6cnRdo8FC8ey4Huqkg4O5t3B0g/gCxfa800nXJ1fJVJNmGaThkuhrw3fI+daIdJOGFRLVhUCwyMWqVjYikL3/Y52z3Ls8vPMnAHdNwOK60VVlpLrC+f42BWMgwzTvZ9vnGyy/Y05gc3D3Edg6KoKAzF2dUWr0UZf3hrxvVxwjPLHnFWEXgWZqaZJxkH8xTTVFRac3Y5IEoK9mYxloKs0ORlxWrHw26Kuw0eEzRB/0lGMpNpPfMdsUseX4PprdrkqZLBDWZLhjePPpTJWGvfFBu9qhS5ZrAq2X2wLI/BObFbuM/sNsojbs9uc2d+h2k2pSjFU+et/bfYj/eJk5hYxyz0AhMTGxsHB2Uoum6XjfYGz/SfYeAOaLttNjubnOmc4Uz3DIYyKMqE4TzDt02W2y4/eW7A/jRldxpj2wqUgWdZnF9pMYoLPtiPuHKQcKJnY9kGnmuSliZJVrA/SShLDVqz1vdYJAUjO8O2DW4eRlSVZrnt4TvH15HcoMGDQhP0n1REY9h5E+YHIq0cXYPdt0WnX+ViwaCVTMAaXZK275WXwPFlkEoRQWsd1l+UYO93YOmCdODeRyNWpSt2wh3uzO9wEB4Q5zHTfMqNyQ2uDK+wn+5TFiUpKaEOsbCwsTGViWu6dN0uy/4yz/efZ7OziWu7bASyAGy2Nz+adrXe8Yizkt1pQss2WWl7fPNMj8WHOXFW4nuKgd9CYfBCVlFVFddGCddHKScKzZmBS8ezqVCkacFwkaB0RV5WtL2MvCypKui1LLKiIi1LNnstWk5zSzV4tNFcoU8iwiHsviM0jtuFvfdh6/si2VSWDGWutFA448uyEKy8LH748Uj0+W5Hxrx5tbFa/xwsnRPvna+IoirYDXe5MrpCWIakRcpOuMPWbIsbsxscpofyOlUQluFHGb5ruAR2QN/tM2gNON87z7neuY/GGp7tn2Uj2PjYeEOlFKf6PteGIduzhM2ex/PrXcZhxg9vj5mGGX3f5qUTHbSqKDT4jsXVYcSdaUZRac4OfDqOidKaaZyxXWoqKtZLn6wEXSmSwqHtFiR5wTwuuLDSbvx6GjzSaIL+k4Z4CvuXhMsPlmH3Pdj+gQxs8Hq1hzfirDm7Jln/0gvy2nQkQxycNmy8KpOxbF8onY1X7ivgp2XKMBpy+fAyB9EBSZFwZ3GHcTxmd7HLJJnI66qUWTnDwsLBwVUuy8EyPaeHZ3uc7ZzlbPcsPa/HRnuDE60TLPlLnzjP1rZM1rse+/OUUZgROBavnOyxSEveuj3m9jii7Vq8sN5FV5qqrPBMuDpK2J3nVFqzGbi4pkHXt5lGGbdHFVFacWY5YIuQaZKz1rGJspJFWjKNC04vtdjoCt3TFHkbPGpogv6ThHgG2z8Up0y7Dbf+ALbehCyWCT66ErVOuA/RgXzfOy+++FkoC4PVho0XJMN327ByEU586yvbJmutWeQLDsID3jh4g635ljRXJXPm6Zz9xT4HyQFRERFXMZnORJmDQ9fq0vE79P0+nuFxtnuWs/2zrLRWuNC9wHKwTMfufGZg7Xo2ealJ8pKsKFGG4qUTXWZRxrWDObeGIRdWO7yw2aWqNGlV8YJlcGUYszfPAcVa28K1TNa6LpMwZ2eWEKYVFzcDHGWwP4dpXNJ2C8ZhyjBM6boWax2XU0sBg5aNYTSF3gaPBpqg/6Rgui2UzuSm+OTc+q6MNixKaaJSNoyuwGIo8zez2mJBedJxiyF2ysvnIViTbH/tRVh/ReSZXwF5mbO92GZnscP7k/fZne9SVAVxFrMf73MYH7IT7RCWIRrprLWwaNOm5bZwTZe222bZW2bZW2atvcZGe4PnB8+z5C/hmp+vkzcMRcezqLTGMRUaRdu1eG6zwyyVIL01jdgcBLx0qk9Raa7uz3luNaAiZH+e45iKngdoRc+3sEzFOM54907Js2sl51Y7OKZBmudUlYlpGFRFySwpuDWKODFocXrQouvbeHZT7G3wcNEE/ccdeSKmaeObMthcF7D9XZjdlkC/fEaUOgeXJcPXOaRjCfBOR7zx7UACf2cTBmfENnn5OVh/SfT79pezFi7Kgv14n63FFqNoxPXpdQ6TQ9I0ZVJMOIwOGSdj9pI9Mp1hYGBh4ePTttqURomtbPpenzPBGQbBgLXWGi8MXuCllZdo2a0vRZt4tklaVCR5yVJgU2kTpSDOSr5/fcRhmOI7Ji3X4tmNLqZpcGMY8fwqZPmC7VlGzw8wDMhLA9eBQaWZpCVvb00ZRTkvnejR9x0CV5HkBYZhMbAttIZrwwWH84S1rs9qx6XXcvAso/HwafBQ0AT9xxVVKU1X01tweEOareKR2CxEQ8nUzRakEcxuiYVyVUC5kK+dk+D2xVwtngmnv3xRaJ3Vl2DpjCh13PYXP6Sq4iA+YGuxxTydM4yH3J7e5iA64DA9JMoiFrkYph3mh1RUWFiYmPSMHr7rE5URvumzGWxybnCOgT/gQv8CLyy9wNnu2a/MkXdcUdlM45zlwGG968tikFf88NaYwzDDtkzyvGKz59OyDbbGJmWl+aNbM26MYl5Zb1FaBvNEY5gmfc9gHGXcHEVM45zn1jusdHxWOw6mgomGtmtiKYMoL7kzjtifJax1XAZtl8Ax8RyrWQAafK1ogv7jhjKXrtrFnmT2kxui1gkP5Ws8ls5ZDIiH4q0TD2VHoGOZktXelLm2rT4sDqHVhfVXobMM/fOw9pwsAl+wAavSFdNkyq35LebZnKRIOAwPuTy5zH64zzyfk5UZi3TBbrRLTAwgyhxclrwltNIkZULP7nGme4aNzgbPDJ7h1ZVXudC/gGPdnyLGMBRd32IS5QwXGT3fpuc7/OzFFbKy5J2tGaNFSse1SEuNbUsRuN+yKTR87+aUW9OMi8s+TmATZhVRWtLzLeZpwTTKeefOiJODDpPYYyVwWOt4lFjYyiCvwLUUjmUwTwqCWcJa16PrW/i2hWubeLaJYxrYpmoKwA2ODU3Qf1xQpFJszRYQTWByGw4uwXRP/PDzuC7E2lBoSPZEsplOZPhyEQEaemfBWxElTjKDVgfWviEBv3sKTn5bKJ0voNSpqophPOTG7AbjZIzWGhOTvXCPNw7eYJJOiLKIpEgYLUZMmFBSYmBgY+MbPj23R65zqrJio7XBic4JTvRO8Oryq7y6/ior/soD+y90LZNBSzGNc8ZRRuBatD2bX3phA8sw+fBgxjwtCFyLqlIYhoEyFK+fHTBcZFw/jHEtyfBdx8I2DWaJpoUiSXIWGdw8XDCJY0aBzzTKWes6bPYCOq5JpiHJNb6jmUYpcV6y5Dv02w4txyJwLczavdM0ZIFo2WazC2jwQKE+sqZ9BPH666/r73//+w/7MB4OqurjA5PzWLL1xS5s/VC8dJKJvK4sxP5RmZCkkAwhOhQdfpUKX296MHgeTAMMW5qw3Lb47PRWYXAeLvyCqHw+J8uM8ojD+JAbsxvMszkKRcfuEGURbwzf4NLwEtN0SlRETNMpcRVTUgJ8xN1bpoVruKDAMixOd05zbnCO093TvLb2Guf752nZX10i+tn/tZp5UpAUJY5p0PNtKq15+86EN+5MoaqwbIUuNVFWMY0zplHOP3n/gINFhm0oVgKbtcDCsy3CoiRMS+ZxQlbUw8VM6Ps2S4FLx7U4udzm9JJHz3cxTAPbhCgtUYBjWyz5Dl3fYhDYtF0byzQoKylvu5aBZ5tYhsI0ml1Agy+ET71ImqD/KKJIZbpVVQJKvj+4AntvCKWThuKAabg1T59JB250UE/FKmSh0KkEfXcJBhfAUIApvvl+HzrrouDZeBku/tJnZvd5mTNJJxzGhxxEB4RFiKlMbMNmkS54d/gul0aXGCUjoiQirELC6q4qR8YZ+ni2h9IKpRWO7dD3+pzvnefF5Re5OLjIqc4p1oN1POv459LGWck8yVFK0W/ZmErx4f6MN25PmMU5jmFgWQrQ3BxGjMOcWZbz/vaCm+OYlm1wbtnDNRSFhklUsEhTigKKShSyrg2BZ2E7Jl3X4GQ3YLPf4uTAoR+4lKUiLytAY1oGHc+i7zksd1y6no1lKLkG7rmFTUN9tBA0nj8NPgVN0H8soLXYHmch8plpCfbXfw8md2SUoRWIZUKRCD0z2xZVTh7Lz+v6R4tQlDqdUxBs1m6avnTauj0YnIXOCqy9Aud+TmihT0CYh0ySCZNkwjgdk5YpCkVZluxFe1w+vMz1+XUOwgOSLCGtUmLuZvYGBg4OgRVgKAONxjZtuk6Xc71zvLT0Eid7J3mm/wx9r0/X6eKYX19Ha15WTKIcrTVtz8K3TbYnEe9tzbgxikBr2p4JWrEzTdidRBim4nCR8S8uH2KZivMDD882yIqSeZYT54o0z0lzEU5ZyEbMssGxFS3bYrntsdJ3ONdvsdb2cByTCoWpFBpRHHU9i55v47smvmXi2Ca2oTAMhaL+qsAyDEylsEyFb5vNgJcG0AT9RxhFJjTMUXZepBK8Jzdh+49h910J6HZbpJXJSKyR45EsDrlMc8K0hLbJIyhDwID2aZFb6kLskzvrEGyInUL/lEgyV577MUlmVVVMsymTZEJcxsR5TFzEHz1/fXydq9OrbC+2GUUjwjwkJaWq/xzBwiJQAb7tgwKtNIEVcKZ9hudWn+Ns+ywXli6w4q8Q2AFtu/1QqIuq0sySnLSoPqJ7krzk8u6cy/szpnGBbUhwnccZtycxi7RgkRb8/tUxAK+eaOOZBnlZkJaaKCuJ04wwq0jrzN9APlplgKXkIwtcm75vsdbxWe26H2X6Simo6RzXsmjZBoFr0vVsPNei5ZgEjoVrGTiWgUacQBXgOWZTC2jQBP1HElkkdAxIsE5mYpC29ccyrjCZS6pomPK68EAKs1ksi4QqQdsSPXQq2TwV2F1oLUuEsVzJ6tdehv5J8eLprEL/LPROi3Xy0eGUGYfxIcN4SFZl6EqTlznjeMyN6Q2uzq9yZypGafNiTkr6EX1zLywsWrRo2S200mKL7Hiseqs8t/wczw2e42z/LKc6p3AMh8AOsO/DxO1BIcoKFkkBSoq+Cs04yhjOMrYmEVFaEpcF8zhnEqbMkpLhPOWPbk2IsooTXZeLqx5gEucZaa4pq4q8KgiTUhaAEtDCtJX196YJtm1gm5qu79C3LTo9lyXPoe2YBK5F4DpYlhxXyzFxbZF6yu7Eou1ZuLaB0kL/2Jb0ItiGgWUqbNPAMlSzEDw9+NSg36h3HgaqUiZXzXaEtlnsigRzcVDLLieyAygSKBPIEihTWRh0IQuBLoXX16kUcwFMB9wVydwNQ2bZnvnXpEhr2cLZdzbk0TtJoUvyImaRLTiMDxklMoM2KzJm2Yyt+RZXJ1fZCrcYJ2MW2eJTAz3URVrli42C5YABnumxEqxwoXeBC70LfGP1G6wFa3iWR2AHXyuV83loORaOKZLKtCjRGjzbYrkLHd8iygqSXIq2w0XC/jyj69l0Wzbvbs+4fhizO085u9RivWvRsw1mcUZamrRck25Lk+UlYVqR5BVa1y7XGrKkQgHTMGXbTHGGIa6jcEwT1zJoOzaBZxH4tgR606LbMlgKPPx6AfBdC6PeHTimous5OLaBrQwcS+Ee1QAUGErVA2IM3KZP4KlCE/SPG2UhATscSTNVMhEefrIjTVPz3btF2zy5O4Q8jyQiFClQATl8FGzrIK8R10wrAKcPlicmad0N2PgGnHxNKJ8yrY3TzlN11pmj2Rt/yG64yygWeiYuYqI8YpyM2Z5vc2N8g0k+ISH5GGXzSTjK7H27VuWYLoETsNnaZKO9wTdWv8GFwQXWW+vyGsP6RIO0RwGWaTAIZCEqKxmS4lkmoZnXqhyTpZbi/EqbJC+ZxTm3xhHnlttc35/xvdszbhxGXD+Ejmuy1nXwLUVRQpJDXgkdY1slVVmSlJCVYNQjDioNSQlpCYtcoygwAIMMw5QdgmWICMt1LHzLIvAMer5Dx7Np2Sa+a+LZFo5l0PNder5B4Do4lqLlSN0icCxc20JTYRp3A7+pFKap6n4B4yMJaYMnBw29cz+oKgnKRU236LIePpILBZOMYbZ7dzxhOpUAH8+EpolDoKjTvRCSDMjkuY8F2rqo+9H3hih3HB/cgXTWBj0J9ssvwNqzaGVSlAmZYRPZHod+n2EVMoyHHEQH7If7jMOxfB/tM87GJCQfFWA/DyYmLVoEVkDH7+AZHh23w7K/zEprhfO985zvn2ettUbf6x+b/PLrgtZaRijGGZMwp9Qa2zQwlATgIq8YxRm3RyE3DkL+1Y0xH+wuWKS1VNVQuJaiqjSlBhD+3VAK0wATLUpZDXkplkkV8vjRT8Sonzf56GrAUKIUspVs8hzbxjZEDhrYCsuyCDyTtmPjOqL/9x1ZCGzDxDCRecCm1AJajoFj1bSRZeDaphSKLYvAldfYRk0bmaoxlHv00HD6XwpHAVxXtSKm1t9VOeTpXeVMtpAiazITGWU6lg7X6ADCKRQzSBZihVAl9UIQI1l7UT++KAzAkW5btwPBGln3BKXtQbBC2T3J3O5waJfshCP2qoj9KmWvWLAbjpkU0igVZiEJCTn5l/5vOZpe1bW7rPfWGdgDuk6XwAvouT1OdU5xrnuOk8FJPMfDUAaO4WAaT5bJWFlp5nFOlMsA9bysKCtNpTVZIYNWkqxkHGdc3Zvz5u0pN0cRSVFRaXldUWqysqIojxYBwVEgP3rAx4N+RV0Qhs/ZfwmMH3lPw6gfChxTdjaWofBsE9eSHYDvmLiOGMe5SmE6Jq6psC0DW5koA2xD4Tsmvm3i2EbdVWzILsI18R2TwLYJPBvHksXRMOSrKI+kMC7Hcjc+KWh6ER4MHh1OXyn1y8DfQK7F/15r/de+7mP4GLSW7LxIhFJJ58KhV5k8Xxby3OFNmF4XiiYciSQynkuwz2OxRiCFrxBMPwklkGIwN1xiJyC2fKZ+wMRrM1UwUTCObjNUJdvzguFewULFHx2BPooO9wGFwsGhbbVpu/JY9VbZaG3Q8Tr03B6bwSan2qdY9pfpuB18y3/ib1jTUPQDh37996rSFGVFWlbkRUWpZWEoyooXNrr83HOrDOcZ0zhjHCWMF7moe7KSsMiJ4oqDecJBmBPlFVn52YnYF9uL1cfGjywO9z6Rc89fPvtdjxYOB1kw9JECqaacHEuh1FFwN7GURhkKq15hDKWwlYFpaizTwLXkHW1DithOXXx2LBPLAM808B0T2zSxbYVvyeJkGIb8jGmK/NWx6HhWvVjdFQPcK1s1DKlfGOruzswyDBzbrBeej1+vT/r1+7UGfaWUCfwt4N8A7gDfU0r9rtb6vQf6i6oK/s5/C9E1yGcQ7UE1BkI0IUfBWXOUdUNydIxIFmVwd+t87y2o60cB5PdcG1p9/OYy64dVfz1CCsTAWBns2Rb7lsXYNJgqxVAZ7BuKQ9MkMhSlUlQoCgWlyihVTqWnVMjzlUK6Z48u0o8YIPWVAr6FhW/59O0+66111tprbAabLLfEt77v9enbfXqtHi1LrI8d08E27EdCffOwYBgKxxAd/SehKCuSvCBMS5KiYh5nhGlBnJcskpK4LMkLWQSSrGKeZtw8jBgtMsK8IMkqwqwgzEriTFNqzdEG/evapx8tCcXRL/3YEz/65JdZlr5+HN3b8PEdlXXP90e3jwlY5t3njtaHo1vPUGAqEdgd/V0Zd9/HrPvqjKMF8uh3GfXP1L/j6H3NeheGgtN9j7/67/7Sgz15vv5M/6eAK1rrawBKqd8GfhV4oEH/b/6Xa/ze2jIc0cg/5htm148v4C/DEfsqSAzF3DAIHwaH+UlU3BfMSo6oGc/0CJyAwA5o2S3xqQ/W6LgdOk6HntMjcIWu6Trdj17nmi6mYWIoA1OZj2wh9lGEZRq0TYf2R+0QASA7hLysKCqhespKU5aijaq0pqgqirJikWSEaUWUF4SpyErzvJRCclYwnGXszRPGkcz/jbOCOK/Iyqqmnupkpe7d+5yNxBOPT6PFPnWP/rDWsNsJf/UY3vbrDvongdv3/P0O8NP3vkAp9RvAbwCcOXPmK/2SK1rTru5qTj7pGr/3uXs3uEWdWadApFRdUtXyGqXQVQVliV9VKK0pPyqsHi3zihyofqx9Xv3I149/+2kMnIf3kf1wYAR4joeDQ78t06R806frd7EM8bLptXp4ysNxHDpOB8/0sEyLvtfHNm1sw/4Yz35vpm4qE8uwnvjt7aMCw1C4honL0TLwydD3ZPaf9LzUCaCspbtHz2sgyWVoe1U/V+qKoizZmabcHIakRUVWlMR5haZ+TVWSl7JhTrKM/KhekVdkhabQmrwq4YjGKiryUpOWFVku9JYsaBItNdLwh5YFpzrapei7iiW0+AQevf7emsWP7rQb3B8eOcmm1vq3gN8CKeR+lff4m//F4QM9pgYNHiaUUp+yofvRJ3+cXup+yns+vwE8f3/H1eDxxNe9R98CTt/z91P1cw0aNGjQ4GvA1x30vwc8q5Q6r5RygD8L/O7XfAwNGjRo8NTia6V3tNaFUuovAv8Xshf9u1rrd7/OY2jQoEGDpxlfO6evtf7HwD/+un9vgwYNGjT4+umdBg0aNGjwENEE/QYNGjR4itAE/QYNGjR4itAE/QYNGjR4ivBIu2wqpQ6Am/fxFivA8AEdzuOAp+18oTnnpwXNOX85DLXWv/xJ//BIB/37hVLq+1rr1x/2cXxdeNrOF5pzflrQnPODQ0PvNGjQoMFThCboN2jQoMFThCc96P/Wwz6ArxlP2/lCc85PC5pzfkB4ojn9Bg0aNGjwcTzpmX6DBg0aNLgHTdBv0KBBg6cIT2TQV0r9slLqA6XUFaXUbz7s4zkuKKVuKKXeVkq9oZT6fv3cklLqnyilPqy/Dh72cd4PlFJ/Vym1r5R6557nPvEcleBv1p/7W0qp1x7ekX91fMo5/xWl1Fb9Wb+hlPqVe/7tP6vP+QOl1L/1cI76q0MpdVop9c+VUu8ppd5VSv1H9fNP7Of8Ged8/J+zjFZ7ch6IZfNV4ALgAG8CLz3s4zqmc70BrPzIc/818Jv1978J/FcP+zjv8xx/HngNeOfzzhH4FeD/QEZK/Qzwhw/7+B/gOf8V4D/5hNe+VF/jLnC+vvbNh30OX/J8N4HX6u87wOX6vJ7Yz/kzzvnYP+cnMdP/aPi61joDjoavPy34VeDv1d//PeBPP7xDuX9orf9fYPQjT3/aOf4q8Pe14LtAXym1+bUc6APEp5zzp+FXgd/WWqda6+vAFeQeeGygtd7RWv9x/f0cuITM035iP+fPOOdPwwP7nJ/EoP9Jw9c/6z/zcYYG/m+l1A/qgfIA61rrnfr7XWD94RzaseLTzvFJ/+z/Yk1n/N17aLsn6pyVUueAbwN/yFPyOf/IOcMxf85PYtB/mvBzWuvXgO8Af0Ep9fP3/qOWfeETrcl9Gs6xxt8GngG+BewA/81DPZpjgFKqDfwO8Je01rN7/+1J/Zw/4ZyP/XN+EoP+UzN8XWu9VX/dB/4XZLu3d7TVrb/uP7wjPDZ82jk+sZ+91npPa11qrSvgv+Pu1v6JOGellI0Ev3+gtf6H9dNP9Of8Sef8dXzOT2LQfyqGryulAqVU5+h74N8E3kHO9dfrl/068I8ezhEeKz7tHH8X+A9qdcfPANN76IHHGj/CWf87yGcNcs5/VinlKqXOA88Cf/R1H9/9QCmlgL8DXNJa//V7/umJ/Zw/7Zy/ls/5YVexj6ky/itINfwq8Jcf9vEc0zleQKr5bwLvHp0nsAz8M+BD4J8CSw/7WO/zPP9HZJubIzzmn/+0c0TUHH+r/tzfBl5/2Mf/AM/5f6jP6a06AGze8/q/XJ/zB8B3Hvbxf4Xz/TmEunkLeKN+/MqT/Dl/xjkf++fc2DA0aNCgwVOEJ5HeadCgQYMGn4Im6Ddo0KDBU4Qm6Ddo0KDBU4Qm6Ddo0KDBU4Qm6Ddo0KDBU4Qm6Ddo0KDBU4Qm6Ddo0KDBU4T/H09lfG+IjDvnAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_data(sumstat, weight, ax, **kwargs):\n", " \"\"\"Plot a single trajectory\"\"\"\n", " for i in range(3):\n", " ax.plot(sumstat[\"t\"], sumstat['u'][:, i], color=f\"C{i}\", alpha=0.1)\n", "\n", "\n", "for t in [0, h.max_t]:\n", " _, ax = plt.subplots()\n", " pyabc.visualization.plot_data_callback(\n", " h,\n", " plot_data,\n", " t=t,\n", " ax=ax,\n", " )\n", " ax.plot(obs[\"t\"], obs[\"u\"])\n", " ax.set_title(f\"Simulations at t={t}\");" ] } ], "metadata": { "kernelspec": { "display_name": "python-jl", "language": "python", "name": "python-jl" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }