{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1: NetLogo interaction through the pyNetLogo connector\n", "\n", "This notebook provides a simple example of interaction between a NetLogo model and the Python environment, using the Wolf Sheep Predation model included in the NetLogo example library (Wilensky, 1999). This model is slightly modified to add additional agent properties and illustrate the exchange of different data types. All files used in the example are available from the pyNetLogo repository at https://github.com/quaquel/pyNetLogo.\n", "\n", "We start by instantiating a link to NetLogo, loading the model, and executing the `setup` command in NetLogo." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "scrolled": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_style(\"white\")\n", "sns.set_context(\"talk\")\n", "\n", "import pynetlogo\n", "\n", "netlogo = pynetlogo.NetLogoLink(\n", " gui=True,\n", " jvm_path=\"/Users/jhkwakkel/Downloads/jdk-19.0.2.jdk/Contents/MacOS/libjli.dylib\",\n", ")\n", "\n", "netlogo.load_model(\"./models/Wolf Sheep Predation_v6.nlogo\")\n", "netlogo.command(\"setup\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the `write_NetLogo_attriblist` method to pass properties to agents from a Pandas dataframe -- for instance, initial values for given attributes. This improves performance by simultaneously setting multiple properties for multiple agents in a single function call.\n", "\n", "As an example, we first load data from an Excel file into a dataframe. Each row corresponds to an agent, with columns for each attribute (including the `who` NetLogo identifier, which is required). In this case, we set coordinates for the agents using the `xcor` and `ycor` attributes." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " who xcor ycor\n", "0 0 -24.000000 -24.000000\n", "1 1 -23.666667 -23.666667\n", "2 2 -23.333333 -23.333333\n", "3 3 -23.000000 -23.000000\n", "4 4 -22.666667 -22.666667" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agent_xy = pd.read_excel(\"./data/xy_DataFrame.xlsx\")\n", "agent_xy[[\"who\", \"xcor\", \"ycor\"]].head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then pass the dataframe to NetLogo, specifying which attributes and which agent type we want to update:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "netlogo.write_NetLogo_attriblist(agent_xy[[\"who\", \"xcor\", \"ycor\"]], \"a-sheep\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check the data exchange by returning data from NetLogo to the Python workspace, using the report method. In the example below, this returns arrays for the `xcor` and `ycor` coordinates of the `sheep` agents, sorted by their `who` number. These are then plotted on a conventional scatter plot.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "x = netlogo.report(\"map [s -> [xcor] of s] sort sheep\")\n", "y = netlogo.report(\"map [s -> [ycor] of s] sort sheep\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1)\n", "\n", "ax.scatter(x, y, s=4)\n", "ax.set_xlabel(\"xcor\")\n", "ax.set_ylabel(\"ycor\")\n", "ax.set_aspect(\"equal\")\n", "fig.set_size_inches(5, 5)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then run the model for 100 ticks and update the Python coordinate arrays for the sheep agents, and return an additional array for each agent's energy value. The latter is plotted on a histogram for each agent type." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# We can use either of the following commands to run for 100 ticks:\n", "\n", "netlogo.command(\"repeat 100 [go]\")\n", "# netlogo.repeat_command('go', 100)\n", "\n", "\n", "# Return sorted arrays so that the x, y and energy properties of each agent are in the same order\n", "x = netlogo.report(\"map [s -> [xcor] of s] sort sheep\")\n", "y = netlogo.report(\"map [s -> [ycor] of s] sort sheep\")\n", "energy_sheep = netlogo.report(\"map [s -> [energy] of s] sort sheep\")\n", "\n", "energy_wolves = netlogo.report(\"[energy] of wolves\") # NetLogo returns these in random order" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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n8BAdt86IJDEh0O3jxXY20ivGwNHTDfeD6hyhp1+cTBXsqN555x2WLFlCVFQUjz32GIcOHeLll1+uNXb9+vUATJkypcZ1Y8aMwd/fnwMHDpCRkUFkZCTHjh3j9OnThIaGMmzYsBq3ueyyy3jjjTf47rvvePDBB5v2gQkhhHBbW9m6Cs27ffXIkSPMmzeP7OxswsPDGTRoEGazmaysLJKTk9m1axdvvvkmb7zxBoMGNf5zrHCPJH2EVzD98uW72ezZVq3gAHkKd1S+3eIpOXEAR3FerdcrWj2+PQahMbifoDmT4eDl5UXY6mjn4lLho3WlmAwKowc2/Um+otXSZ9Ef2XfT/Q0EKvRe9Icmm0gWER6M1Ward2y70WggPDSoSe6vOSiKwrTJoVyeGMzWPUWcSbeiKNCzmw/DB1zYZK25V4Ww6LX0yqR07fcLN10d3LzT4WR7l1eLiorioYceYs6cOZhMJg4dOlRrXHZ2Njk5Oej1euLi4mpcr9VqiYuL46effuLw4cNERkZy5MgRAHr16lXrc6zi8tOnT1NWVoaPj/uVe0IIIZqObF0Fp9PJvffeS3Z2Nv/3f//HXXfdVW0MeXFxMU899RTLly/njjvu4Ntvv8XX17cVV9xxeOdXtqLDCfZTMOmhZ08/3D13Cg/REd/T3LwLE15L0erw7XkR5tj+aP2CqDirVQwmTJ26498vAZ2v+5UdAF9uLKsz4VPVig2lOJzN00668+yriP/no3U2iVF0OgYt/geRV1zcZPep02rp2jkSf7+arydFUQj096VrdES1f7i9lUGvITEhkN9Mi2DuNREkXOR/waPU43uYuP+WCIyG2m+v18G9c8IYGt/870OKVmnUj2g+M2fO5LbbbsNkqj/BnJmZCUBYWFidr6WIiIhqsRX/jYyMrDXeaDQSEBCAy+UiO7v+ykchhBCiOe3evZtTp07Ru3dv7rnnnhr/1vn5+fHEE08QFxdHbm4ua9asaaWVdjxSJiG8gkZRiI3QYLHr6dnTj6NHixu8zdWTQi/4ZE60D4qiwRAciSE48pdRx6rH/Xsq5BY4OXjcvYlNhSUqPx21M6yve31fXC6Vk6lWiktdaBUID9ES6K/HVMeo8e6/u4nwS8eS8toHpH/5LbaCYpydY4m48mLi50/Dr6dnW9bcodNq6RQZRniok5LSMlwuF1qtFl+zCa224zZLHz7AzCt/6cKGncVs/amE4lIXZh8NIweYmZTgR5BUGwo3lZaWb6GsLzlkNBqrxZaUlLh9m4pYIYQQojXk5OQ0GKPVarntttvYs2cPoaG192NMS0vjpZde4scff6SgoIBOnTpxxRVXcNddd1X+m1fVrl27eOutt9i7dy+FhYWEh4czfvx47rzzTqKja/YBVVWVL774guXLl5OcnIzdbicmJobLL7+cefPmYTZX/zKvT58+REZGsnr1av75z3/yzTffUFRURNeuXbn22mu5+eabMRg86wXZ0uTTqvAaseEaispUEidEkJ9vJyvLWmds4sgArp0c0oKrE96ufOvDhScBz2Q6PRoFn5LuaDDp43SqrNpYwKqN+WTk/Lp1yuV04bDZGBbvw3VTIxjUr+YYcb8+cXR+4mGSrv4Dm36yUFxavrqArxXGDy5h0ggfAnybvvJGp9MSGODX5MdtywL8tFwzMZBrJnpWOdZkFFAaW2Ul+fFWV/GNpztbAcuT2FQmXJt1+6AQQgjRBPr164eiKBw5coS///3v3HHHHYSHh9eImzlzJjNnzqz1GNnZ2Vx33XXY7XaGDx9OWVkZu3bt4tVXX+XAgQMsXbq0Wvybb77Js88+C0B8fDzDhw/n6NGjfPzxx6xZs4bFixdX6x3kdDr5/e9/z7p16zCZTAwcOJCgoCD27NnDf/7zH9auXcuyZcsIDq4+7dXhcDB//nx++uknhg8fjp+fH9u3b+e5555j48aNLF68uNaElLeQpI/wGoqiMDBGS5CvBr8buvDD5lx+/rkAq/XX/bGRYXqumRTC1ZeEoNHIh2DRdFQPd2s1FO9wqjz/Zjo7DtT89l2j1WDwMbH3iJ2te45x26xOzL46qlrMmQwHL35QQFFp9TsqLFH53+Yytuy38oc5AUSHydt4e1cxvauxxxCtq6JvgcViqTPGai3/sqPiW0ZPbiP9fIQQQrSm2NhY5syZw/vvv8+7777L+++/z4ABAxg+fDjDhg1j2LBhNZIp58vLy2PUqFG8/PLL+PuXfym6e/dufvOb37Bp0yaSkpLo168fADt27ODZZ5/F39+fV155hZEjR1Ye57333mPRokXce++9rFmzprJi9tVXX2XdunXEx8fz0ksvVU7ctFgsPProo3z11VcsXLiQl156qdq6cnJysFqtvPfee5WDFTIzM7ntttvYvn07ixcv5ne/+13T/CKbgfc3aBAdiqIoxIRpmDTIwIPzonj58Z488ruu/OXuLjz/51gWP9mTaZNDJeEjmlxUqGdbmBqK/2R1bq0JnwqqqqLT6zD4GHjzk3Os2pBT+e1+qcXFvz4qrJHwqSqvyMW/PyrE6uHEOyFE66joy5OdnV35Wj9fRQ+fit4+FbfJysqqNd5qtVJYWIiiKLV+myqEEEK0pEcffZRHHnmEoKAgXC4X+/fv58033+See+5h9OjR3HDDDXz++ed1/jsIsGjRosqED8CwYcMYOnQoAElJSZWXL1myBFVVuf/++6slfAB+85vfkJiYSHp6Ol999RUANpuNt99+G4AXXnihMuED5duon3jiCUJCQli3bh2nTp2qsa4//OEP1SZpRkRE8OSTTwLwwQcf4HJ5byNvSfoIr6QoCv4+Cp1CdYy5yJ/RQwLo28MsyR7RbKJCtfTsUn/VjMvlwma1o7jsDIyrO9Zqc/HNpoJ6j1WxXUNvLN8i9tLbqTz87wzW7yjhx30WCoob/ocjp8DF9kN1b4NsLSVlLg6n2Pn5pI2sPGfDNxD1+2V6V2N+pNCn9QUFBREZGYnNZiMlJaXG9U6nkxMnTgDl/QOq/vfo0aO1HvPo0aOoqkrXrl1r9CAQQgghWppGo+GWW27hxx9/5I033uDmm2+mf//+aLVaVFVl3759/PnPf+aWW26p7F9XVXh4ODExMTUu79SpEwCFhYVA+b+ZO3bsAGDs2LG1riUxMRGAbdu2AfDzzz9TWFhIp06dap2iaTabGTlyJKqqsn379hrXX3XVVTUuu+iii4iIiCAnJ6dy4qY3kn0BosnZHSpb9hax9scCTpy1oqoqMZ2MTBkXyPjh/hgNkmsU3umqcT78++OiGlu37DYHRXlFlBaWVX4zcdtD2UweE8x1l4cRHlK9t8/uQ6UUl7qX7VcUBZ1eh8Pu4PjpMhanOwgKdn/M/KafLEwY4n58c8opcPLVj2Xs+NlK1envfbvpuGKMmX7d9a23uDausdu7hHdITEzkk08+Ye3atSxYsKDadZs3b6aoqIi+ffsSFVW+3bNbt27ExsZy6tQp9u3bx+DBg6vd5ptvvgHg4osvbonlCyGEEG4xGAwkJiZWJl6Ki4vZsWMHn3/+OWvXrmX79u0888wzPP7449VuFxAQUOvxdLrytIXTWf5lYn5+PmVlZQBMnjy53rWkpaVV+++5c+cqv1Rp6DYVgoKCCAoKqjU2OjqazMxMMjIy6Nu3b73HbS2S9BFNqrDYyaL/pnL0VPX+A0dOWThyysKX3+Wx8J7OhId478mfqqocPFLCidPljyG2i4mBfXylyqgBZVYXOw6UkZnrRKeF3rFG4uMMbaoBab9YPbde6cvbq0qoqNC0llnJSs1BdVXPBJWWuVj5XQ4/7Mjnyfu7Exfzaz+NvEIHnqg4oXc5nGDQY7Wrbv/esvK9o5ImNcvBC+/XviUtOcXB4ZRCbrrCl/GDvSNBJURrmDt3Lp999hmvv/46I0eOrEzipKWlsWjRIgDuuOOOare5+eabeeKJJ/jrX//KW2+9RVhYGABbt27lnXfeQa/Xc9ttt7Xo4xBCCCHOl5ycTF5eHsOGDasxzcrPz49LLrmESy65hLfeeounn36alStX1kj6nD/mvS4VW6kURam1Aqeqzp07A78OSQgPD2fUqFH13ub8SqD6JtlWHLciMeWNvHdlos1xOlWefLVmwqeqM+dsPPFKKs8/FOOVFT9b9xTw1qfpnDlXfctM5ygDt1wXxfgRQa2zMC/mdKp88m0xP+4upajEiasyOVJEdLiOW64JZEDPtnOiP2qAkdhOOjbssbDlpzLO1pLwqaqgyMlj/zrFG//ojY+p/B8Ek4fP7crKogtIkOm8IBnpcKq88mlRvT2IVODd1SXEROnoFuUd//QcP1XCF9+cY+e+fCxWJ2EhBqYkRnD5JZH4+3nHGis0enqX8Ap9+/blvvvu44UXXmDOnDmMHDkSk8nE9u3bKS0tZebMmVxxxRXVbnPjjTeyceNGNmzYwGWXXUZCQgJFRUXs2rULVVV5+umnK8vehRBCiNYyf/58srOzef/99xk+fHidcbNmzeLpp5+mtLQUi8VS2WTZE0FBQej1eux2Ow8//HCd49+rquh9FxAQwPPPP+/R/eXn52O1Wmud0HX27FmAWsfDewv5FCmazM4DJRw+WXfCp8KZczY27ixqgRV5Zs3GXJ74T0qNhA9AarqNf7xymv99n9MKK/NONofKrmMqr652kuP0I35wBCNGR9GzdxBm3/IT5rQsB8++lcPe5IafF94kKlTL7Et9GdPHVW/Cp0JOvoP12/Ir/zywj49H+Runo7wySGco/725nO43guvZtfWTE/uO2MjKb3jNqgrf7Wz954Kqqix+7xTz/rCXL9ekk5ZhITffzpETJbz81kluvGsXB5IKW3uZlRSlfHpXo37aUMVde7dgwQL++9//MmzYMPbv38/OnTvp0aMH//jHP3jiiSdqxGs0Gl5++WX+/Oc/Ex0dzaZNmzh+/DhjxozhnXfe4dprr235ByGEEEKcp6LJ8ZtvvllvXEX/utjY2AtK+ADo9XqGDBkCwPr162uNef7555kxYwbvvvsuAAMHDsTHx4eUlBROnjxZI15VVW699VZmz57Nzp07q13ndDrZuHFjjdvs2rWLnJwcunbtSvfu3S/osbQESfqIJrN2U77bsWt+dD+2JaRn2Xhp2dkG4/77bipnz7X+SWtrK7OqfLYVth0BNL+WO2o0CuGRZgYODicktPxN3OmCVz/JxWLz3o72dfl2S577sZt/jY0I0TO8v69bt3PYHaguFYPJUFk6are5v2Xr4qGtP6Z520H3m0nv/NmKw9m6E8c++DyVdz+r+/VeWOzgT4sOcepMzQaDQjTk3nvv5fDhwyxcuLDOmEmTJvHuu++yZ88edu/ezfLly7nuuuvqLGvX6/XMmzePr776iv3797NlyxaWLl1aY1qJEEII0VruvvtujEYj3333Hffffz8ZGRk1Yg4ePMgDDzwAwJ133tmo+5s/fz4Azz33XI3Gy+vWrWPZsmUcOnSI/v37A+Dj48ONN96Iw+Hg/vvv58yZM5XxTqeTF154ga1bt3LixInK21T11FNPcfr06co/nzt3jr/85S/V1uKtWv8rYtFunDxrQ6PVlH9oVQC1fL9lbVULp8/ZWn6B9fjf+hzcKa5wqfD197ncOdd7y/eam6qqrN4LOfUUa2k0Cr36BnNgXxalJQ5KylS27CvjkpHuJUK8RWaO3f3Y7Oqxt10XxtEUC/lFTlS1eo+eij+rLhfWUguKomAO+PV343K6cNid6PT1j4VP6G+kd0zrv427M2msgsMJpRaVAN/WqTwpLnHw9qenG4wrLXPyzvIzLPxD/Y3+WopGK5U6QgghhLcy6tpOLUVzrbVv3768/PLL/OlPf+Lrr79m1apV9OvXj86dO+NyuTh58iTHjx9Ho9Hwu9/9junTpzfq/i6++GLuvvtu/vvf/3LzzTcTHx9Ply5dOHPmTOVo9/vvv79y3DuUj10/fPgwmzdv5sorr2TAgAGEhIRw6NAh0tLSMJlM/Oc//6l1IqbL5eKqq65i1KhRaDQatm3bRllZGddccw2zZ89u1GNpbq1/tiDaha83FFBsBa2uykmqAlqNFo1Wg9PurGxy5Y227K5/vHZVm3cXdOikT3o+pOVCeZeWuk9ENRqFTp39OH4kH4C9yZY2l/Qx6BUcDveet4bz+vhEhup58r7O/PPtDI6drl4JoygKTocTS0kZiqIQEBqATl/97dhmsdO3u4FjZ2uv+hl3kZHfXO7nFdt2jHrP1uBpfFNatzELi8W9JNWGzdn83/w4ggJaufG80gTTu1r/aSKEEEK0W2/cPKK1l+AVJkyYwNq1a/n444/ZvHkzJ06c4NixY2i1WiIiIrjhhhuYPXs28fHxTXJ/v//97xk5ciTvvPMO+/bt4+jRo4SHhzNx4kTmzZtHQkJCtXiDwcDixYv57LPP+OKLLzh8+DB2u51OnToxa9Ys5s+fT2xsbK33tXTpUpYtW8a6deuwWq306dOHG2+8sU1ss5akj2i077YV8faXudR1VqEoClq9FofdUZ4nALp3qdkEqzUVl7i/ncaT2PYoqXJXTMNnkWHhPpw8VoDLpVLq5om2NxnUx5dt+9zrPzWoT82EVqdwA8/c34WjKVZeX57DqbMWHDY7DrsTBfAL9MPgY6w1cRMcoOFPvwkiPcfJxn0WUjOdoEDXSC2JQ0xEhXrP23f/OAOHT7s3saxnFx1GQ+tlII6dLHY71uFUOXWmlMH9A5txRUIIIYQQ7UdgYCALFixgwYIFbt8mISGBw4cP13n9008/zdNPP13rdaNHj2b06NFu35dWq2XWrFnMmjXL7dsABAcHs2jRosppm22J95w1iDbJ7lD58H+5DcYpioJWq8XpKE+YTB0f1Mwr84yfr5bCYveSOX6+9W+5ae8K62lzUlpqJyujDKvFUV7BEmhAp1ewWVX8fdtO2WuFKy8JdTvpc8XEkFovVxSF3rEm7p0Twd/fKk+AWUutNFT4duu0YLRahc4ROm6c4ufp0lvUuIuMrPyxFIcbL6GJw1p3kpvHBYdeUqAo07uEEEIIIcSFkKRPG2R3qOw5YufIGQd2B4T4KyTEG+gU1vLJiB0HStzu51GxPSGuq5Fxw7zrJHbssEA+XZXlVuy44R37W39tLeeeDoeL40fyyc2p3uQ6O6us8v8TBpo5m+WizAY+RogOUdB4wbjx+gzt70fiyEB+2FH/9r+rLgmhd/eae3+rio3WM6yvgd3JNoxmA9Yye62TwRQFbr8umBH9W79Bs7v8fTXMucyXd1aV1Bs3tI+B4fGGFlpV7WJj6v97qkqjga6dW//voWJ6V2OPIYQQQgghOh5J+rQxe47Y+fjbMkos1U8Wv91lY0CcjpunmjGbWu7D/cmz7jdkVhSFThEGFt7TGb3eu761vnJiKJ+vyW5wqpBGU1790ZFFh0BKlfyYy6WSfCiHosL6mx5/sM5CSPivbzlBvjCyr4ZR/TRovTT5oygK9/+2K75mLd/8kMv5ORqtBqZfFsYt10W5dbzbrvHH4Szip6M2TGZDZcNmVS1P9gT6a/nTzSF069RwDxmrzcWPu0tYt62IM780Ru8WbeDS0f6MG+qLoYVfY+MHm9DrFD5eV0JxWfVflFYDE4YYmTXZF00rJx8uS4zgjfdSsLkxTW58Qiihwa2bpBJCCCGEEKIxJOnThuw5bOOt/5XVudvg4AkHL31Wwn2zfFusUaqnWyVunh5GUID3Pe0iww38362d+eebZ+t9TPfc3JkuUd7Vj6il9esC249QmQDJOFfSYMIHIC+nlMAQM9pfSoXyS2DtbhcpGSo3XKz12sSPTqfwu5s7M/OKcNb+mEdKqgUU6BHjw2XjgwkJcr/Jr1GvcM9Mf34+YWfDbgvH0+w4nToiQ7SMH2wiob/RrX432XkO/rE4g7MZ1X/vx8/YOH4mh9U/FvLIgkiCW/i1NmqAkWF9Dew5bOP4WQdOl0pEsJbRA4wE+HlHojcwQM/saZ1559Mz9cYZ9Bpuur5rC62qYY1u5CyEEEIIITxWX6+htsL7zr5FrWx2lY++tTTYXuJMhpMNe6xcltAyfTO6Rnk21aZbJ+9NmFw6PgR/Px3Llp8jJbX6tKWunYzccl0UYzv41i4As1FhTF+VTUnlo8fTz9XT5KcKVYXCfAvBodW31xw+q7L+JxeTh3h3r6TIMAM3TY9s9HE0isKAHgYG9LiwChKb3cVTS2omfKpKOWfnqcWZ/OP3ndDpWjZZoNcpJPQ3ktDfe1/rt82OobDIzhffpNd6vcmo4e8P9aN3nPdsQ5WkjxBCCCGEuBCS9Gkjdh+2U2p1r6xm034bl44wtki/lNGDfXnr81y3JjP172kiOqKVRx83YNSQABIG+3PoaCknT5f3o+nWxcTAPr7SE6OKi2LL/7thvwtLmXtTmwDKSm01kj4Auw67SByoQd/CCQqXSyU7z4HNrhIcqMXXx7sTTwCb95ZwJr3hyqpTaTa2Hyhh7BDvSVx4C41G4Y939GTS+HC+WH2OnfvyKbM4CQs1cFliBFdPiSI81HuTVkIIIYQQQrhLkj5thLvjkAHyilQy811EhTT/CazRoGHGpYG891VevXEaDcy8LKjZ19MUFEVhQG9fBvSuOYJblFMUhcHdIdhHZec2929XW+NigDIbHE1Vie/WMkkfq83F6o35fPNjAelZ5QkUjQZGXeTHtMnB9One+s176/LtNvdHjn+7tViSPudxOFVycsunp8X38uei+DZQvac0wfQuyVkLIYQQQnRIkvRpI2x2z5rn2N3PETXaNRMDKSx2sXJ97ROOdFr43Zxw+vf03hNpcWEig7VoteB0b9o9On3diciispaZjV1c6uTxl1M5eqr6pDGXC7bsLWbrvmLumRvJ5DHemQw4m+F+83RPYtu7vHwby79O4+tvM8grKE/0+flqueKSSGZeHU1keOuOkq+PgoJG28jpXZL1EUIIIYTokCTp00YE+7v/La8CBPq23Ad8RVG46ZoQEgaZ+WZTIXt+LqPM6iLQT8u4ob5MGRtAVJh3b+sSF8Zk1DCyvw9b95c1HAz4B9Z9Ym1ooa1d/1qWXiPhU5WqwivvZxAdYSDeCxOV5dOv3EyQyXk+AClnS/nj3w6SlVM9CVZc4uSTr9L4ZkMmzy/sT9+e/q20QiGEEEIIIZpHu0/6fPnllyxfvpzk5GTKysoIDQ1l1KhRLFiwgB49etSI37JlC4sXLyY5ORmLxUJcXByzZ8/m+uuvb9WeLiPj9fywz71v7fvF6gjwbflJOb1jTfSO9d5vy0XzuHycH9sPlNUYZ34+o0mHj7n25J+iQFyn5n99nUq1sutgSYNxqgpffJtLfM/Ozb4mT8V2NnDoWN1Jq6riOktfGqvVyYN/P1Qj4VNVYZGDBxf9zLsvDSUwwAsT1EoTNHKWBKAQQgghRIfkHTN0m4Gqqtx///08+OCD7Nmzhx49ejBhwgS0Wi1ffPEFM2bMYNOmTdVu8+GHHzJv3jx27txJfHw8CQkJHD9+nEcffZRHHnmklR5JuW5ROnp3da9Hz6ThcqInWk6PrgZuvy6I+nKieoOWTl0C60yc9u2qtEh12vpthW7H7jxQQn5RC+6TdNOlo92vRrl0jFSufLcpm3MZ1gbj8gvt/O+7jBZY0YVRNJpG/QghhBBCiI6p3X4SXLlyJV9//TXh4eF89tlnfPTRR/z3v/9l3bp13HnnnVgsFh588EFKSsq/9T958iSLFi3Cz8+PTz75hKVLl/Laa6+xatUqYmJiWLFiBd98802rPqZ5V5qJCq3/r+y6i030iWn3BVzCy0wY5stfF4QxtJ+pWvJHdbkICDLRJTYYre785255aZC/D0wd3jJTszJzG556VUFVISfP+5I+Iwea6RPbcGK3fw8TQ/t53/a0lrbKg0TO/7713qSPEEIIIYQQF6LdJn2WL18OwP3330/fvn0rL9dqtdx333306tWLnJwcNm/eDMCSJUtwOp3Mnz+f+Pj4yvjo6GgWLlxYGdOa/M0a7p/tx9QEI/7m6lURfbvpuOc6MxOHSpWPaB19Yo3cf3MorzwSxY1TzFgLC8nPyif9dBZlJdZaqnwUYsIV5k/VEeTXMntPPB0J39Ij5N2h0yo8ND+Cvt3rfq3372nigXnhaBq7JagdOJfp3lY4T2Nb1C/buxrzI9u7hBBCCCE6pnZbEhIQEECPHj0YPnx4jesURaF79+4cPXqUjIzyb3bXr18PwJQpU2rEjxkzBn9/fw4cOEBGRgaRkZHNu/h6+BgVrhprYuooI+m5LhwOlSA/DUEeNHoWojkF+mm5amIw44f5s3ZzHj/uyCf7VBq2IBPde4TQOcpEaKCW+G4aokNb9ky0f08fNu4scis2KEBLdKShmVd0YfzMWv52dxT7kstYu7WIM+nlFUzdOum5eKQ/5kATG5IUSqwqWg1EBEDPKIgKolV7k7UGnQeJO32NajRvoTS+p49kfYQQQgghOqR2m/R55ZVX6rzO6XRy6NAhADp16kR2djY5OTno9Xri4uJqxGu1WuLi4vjpp584fPhwqyZ9Kui0Cl3CW2ZLjBAXIjBAx8zLw5l5eXhrL6XShBEBvP15NqUWV4Oxl44NRNfIMdnNSaNRGBpvZmi8ufKy7EKVjclgq9K6yOWE1Lzyn5gwGNVT7VAVQIP6BXIuI9PN2ABKylxk5TnRaCAyRIfR0HF+V0IIIYQQF+Jvf/sbH374Iddddx3/+Mc/6o2B8nP1yZMn14hRVZWEhAQKCgr44IMPGDZsmEfreOmll3j55ZeZO3du5W4d0Y6TPvX54IMPSE1NJSgoiNGjR5OSkgJAWFgYmjoaXkZERACQmeneyYMQwvv4mDTMnxnOS+/W37ulS6SBaZOCW2hVTaPIovJDEtiddceczga9FkbUHFzYbl07NYo1G9x73zYG+HPvM5k4f8kJ+hgVxg324YpxvoQEtl6SXYFGN2OW1JUQQgjRjD6aCw4v3SZ+Pp0JZr/fpIccN24cH374Ibt3764zZuPGjZX/v2HDhlqTPsnJyRQUFBAQEMDgwYObdI0dWYdL+mzdupVnn30WgAceeABfX19KS0sBMJnqHjduNJb3z6iIFaKjUVWV1BxIyVRxOCHIt3zqllHftk4nJ40ORFVhySeZWGw158z362HiT7+Nxs/ctirpklPrT/hUOJ4B/Tqr+Jna1t/bherfJ4ArJkU22NDZN9CX0zn6ao3Iy6wq67aXsuOQhQdvDaZLRCuNc5eR7UIIIYR3c1jA0fC00PZq1KhR6HQ6Tp06RVZWFuHh1Sv9jx07RmpqKmPHjmX79u3VEkBVbd++HYDRo0ej1batz+LerEMlfdavX899992HzWbjxhtvZObMmQCV1T3u9LpQ1ZoniUK0d2eyVFbvcpKRX/3yb3bD8F4KEwdp2tSWocljAhk9xI/12wo5cKQUu10lNFjPpFEB9Ikz1XgvsNld7E8uJb/IidmkYUBvMwF+3vMPkcOpkpLlfvyJTBgU03zr8TYP3NUTo0HDF9+co7a3cP9gP0KiI+r8N6Cg2MU/38vnqXvDMLSxJKcQQgghRHPz8/Nj0KBB7Nmzh927dzN16tRq1//www8ATJ48GYvFwu7du0lKSqJfv37V4nbs2AHA+PHjW2bhHUSHSfq8++67PPXUUzidTubOnctf//rXyut8fX0BsFjqLsmzWsszt2azuc4YIdqjUxkuPtjgqtzyUpXNAVuSVPJLXMwYo2lTTYJ9fcobTl81se5tXA6nyqerc1i9sYDC4l/LaAx6hfHD/bllerhXJH9KrOBouE1RpYIOVrCo0yr8YUEPZl0dzVfrMjh6shhVhdiuZvRmf7YlNVwilZ3vZOchC2MH+7TAis+nNHp7l5T6CCGEEKI5jR07lj179rBr1646kz7jx4+nsLCQ3bt388MPP1RL+qiqWrk9rGrSJykpiaVLl7J9+3by8vIICAhg6NChzJs3r8GeP59++imPPvoo48aNY+nSpTWudzgcjB8/nry8PNatW0fXrl0BsNlsfPTRR6xcuZLjx4+jqipxcXFMnz6d2bNno9dXr/7OyMjgtddeY8eOHaSmpqLT6YiLi+OKK65gzpw5GAytOxzGW0eVNBmHw8HChQv5+9//jsvl4g9/+AMLFy6sdnJa0Zg5Ozu7zkqeil4+Fb19hOgIHE6Vz7fUnvCp6ufTKvtPtq8qOIdT5enX0/h4VW61hA+Aza7y3dZC/vz8afILHa20QuGpzp18uPPmWF54bAAv/m0A/zc/jp9Pu/+83bSvrBlX1wBFadyPEEIIIUQzGjt2LECNvj7FxcXs2bOH7t2707Vr18qEzoYNG6rFHT58mPz8fHr37k1UVBQAn3/+Oddffz1fffUVQUFBTJo0ic6dO7Nu3Trmzp3Lm2++We+aLr/8cnx8fNi6dSvZ2dk1rt+0aRO5ubmMGDGiMuFTXFzMzTffzJNPPsmpU6cYPHgwo0aN4vTp0/z973/n9ttvx2azVR4jNzeXWbNm8cEHH2Cz2Rg3bhxDhgzhyJEjPPXUU9x7772e/SKbQbtO+lgsFu644w4+/vhjfHx8+Ne//sWdd95ZIy4oKIjIyEhsNltlU+eqnE4nJ06cAKBPnz7Nvm4hvEXyGZViN3vS7TjialfbHz9fm8uugyX1xqRl2nn5vfp7xbQEX2N5g2Z3Bfs231raEodDpbDE/RKp3AI3miYJIYQQQnRAgwYNIiAggOTkZIqLiysv37JlC3a7ncTERADi4+MJCwtj//795OfnV8ZV9PMZN24cAEePHuUvf/kLLpeLZ555hq+++op///vffPrppyxZsgQfHx+effZZtmzZUuea/Pz8mDx5Mk6nk1WrVtW4fuXKlQDMmDGj8rInn3ySvXv3Mm7cONauXctbb73Fa6+9xvfff8/o0aPZunUrL774YmX8Rx99RHp6OldffTVr167l5ZdfZvHixaxatYqwsDA2bNjATz/9dAG/0abTbpM+TqeTe+65h02bNhEaGso777xTo8ysqoon4dq1a2tct3nzZoqKiujbt29l1lGIjuBwqvtJnPQ8KGrFQoim5HCqrNqY71bsroMlnMu0NRzYjHRahe5uFiEqQFwTFSw6XSqHz6r8eMjFxoMuks6oOJxtJ/Gn0ZT/uKvV+vn80si5MT+yu0sIIYQQzUmr1TJq1ChcLhd79uypvLxia9eECROA8j6648aNw+l08uOPP1bGVfTzqYhbtmwZTqeT2bNnc+2111a7r/Hjx3PvvfeiqipvvPFGveu67rrrAPjqq6+qXV5SUsL333+P2WzmsssuA8p393z55Zf4+vry3HPPERISUhkfEBDAM888g16v58MPP6xMbFXsCIqMjKy2myg6Opp//OMfPPPMM62eQ2i3SZ9XX32VTZs2YTabefvttxk0aFC98XPnzkWr1fL666+zb9++ysvT0tJYtGgRAHfccUdzLlkIr2OzexZv9TDeWyUdLyOvnqoOnUGHydeIydeEwcfA99uL3Dquy6VyLM3FjsNOdh91kZnfdAmSPtFgdKNLW59oMBsbnwHYf1Ll1VUqX2xT2ZIEW5Nh5fbyy/YebxuJH41GoV+s+3us+3Zvvf3YikbTqB8hhBBCiOY2ZswYoPoWr40bN+Lj48OIESMqL6tI7GzatAko7+eza9cuzGZzZZ+eiiTQlVdeWet9XXXVVQDs2rULu73uk5BRo0YRHR3N/v37q+3qWbt2LWVlZUydOrWyb+/OnTtxOp3069evWsKnQmRkJH379sVisVTmDBISEgB48803+f3vf88XX3xBVlb5hJXExESuvfbaynYyraVdNnIuKCiobNQUERHB66+/Xmfs1VdfTWJiIn379uW+++7jhRdeYM6cOYwcORKTycT27dspLS1l5syZXHHFFS31EITwCj5Gz+LNHsZ7q6Li2hM+Or0OHz8TGm31k+h1O+1YnAXcdGVArdUgqqqy66iLHw+4KDhvx1hspMJlw7VEhzYuEeNrVLi4v8rGJCiro/CoZyQM6taouwFgxxGV9ftrT+yUWmHtXpUyG4zp5/3lJZeMNHPohHuVWpNGSCN/IYQQQoi6VGzN2rVrF1DehDkzM5OJEydWa2Y8duxYNBoN27ZtA37t51M1rqKCpqLXzvkiIiIwGo1YrVby8/NrjImvoCgK06ZN49VXX+Wrr77id7/7HQBffvklANOnT6+MTUtLq1x/Q21dzp07B5T3DUpOTmbJkiV88803fPPNNwD069ePyZMnM3v2bMLCwuo9VnNrl0mfHTt2UFpaPp7m1KlTnDp1qs7Yfv36VW7tWrBgAT169GDZsmXs378fRVHo0aMHN954Y7UngxAdRXyMwoFT7lVtdItQ8DV5/0m+O8w+NSsjdAYdZn+fWieUqcDGPWXkFDj542+C0Wmrx3y7x8WmQ7X3jjmVobL0Gwc3T9bSLbJxFRnBvgpXDCkf334ys3yql1YDEYHlCZ9Q/8b//eQU1p3wqerHQyo9O0FEkHc/J4b2NTKsn5HdSdZ646Yl+hIV1jr/ZCrKL1u0GnkMIYQQQojm1LVrV2JiYti/fz82m42NGzcCNUewBwUFMWjQIPbt28fJkydrHdXuTq/QipiGpmPNmDGD1157rTLpk5GRwfbt2+nSpUu1CqSK43Xr1q3BnUJVt2z94Q9/4De/+Q3r1q1j06ZN7Ny5k6SkJJKSkli2bBnLli1jwIABDT6e5tIukz6XXnophw8fvqDbTpo0iUmTJjXxioRom3p2Ugjxh1w3di+N7NN+Tir79fDBz6yhuPTXRI2PX+0Jn6oOHbfxw+4yJo38tSLkWFrdCZ8KDid8/IOTP8xQ0Osa93vUaxV6RkHPZto6vPeE+1u39hxXmTrMu58XGo3CXTODePd/hWzcXcb5j06vg2mJflw1oXW7X8sWLSGEEEK0BWPHjuXDDz8kOTm5sslyxXauqsaPH8++ffvYt29fZRPnqkmfiIgIzpw5w5kzZ2rdHpWRkYHNZkOv1xMYGFjvmmJiYhg2bBi7du0iKSmJrVu34nK5mD59erXP9xXVQt26deP555/36HGHh4czZ84c5syZg8vlYt++fTz33HPs2bOHf/3rXyxZssSj4zUl+RQphKiTRqNw/VgtPg20MhnVR6FPZ+8+ua9LiUUlu8BFSdmvp/tGg4bJY379x0Nv1KNxs9Li2+2l1b6Z2J7k3nSoEgscSvH+XjjHzrkfe9yD2Nak1yncNi2Q5/4QxrSLfRk5wMSogSZuvMyffz0QwdWJflIpI4QQQgjhhorR7Tt37mTfvn3ExcXVukWrIhGUlJTE7t276datGzExMZXXjxw5EoDVq1fXej8VjZkreuo0pGLnzrp16/jf//5Xue2rqhEjRqAoCj/99BN5eXk1jlFWVsb06dOZO3cux48fB+CRRx5h7Nix1ZpXazQahg4dyn333Qf8uhWstUjSRwhRr8hghXlTtPTurNQYABTkC1eM0DB5iKZNnRSrqsqhU06WrLLxjw9s/PMzO//40MYbX9vYf8KJqqrMvjKUXt3KmxTpDe4XRaZlOcgtLE/02OwqRzyYgHYoxf3x4a3Fk+beba2xd3iwjhmX+HPPrCDumhnE1LG++Jm945/JRk/vEkIIIYRoAaNGjUKn0/Hhhx9isVhqrfIBGDBgAMHBwaxbt468vLwaW8BuueWWyuNUjFavsGnTJl555RUAbr75ZrfWdfnll2M2m1mxYgUHDx5kxIgRNZJRXbp0YcqUKRQUFPDAAw+Qm5tbeZ3NZuOvf/0rP//8Mzk5OcTFxQHl27yys7N54YUXqo2qd7lcfP311wANbhVrbu1ye5cQommF+ivcMEFLQYnKmWwVpxMCfcv7+LSlZA+UJ3y+3uZgWy0VOCmZKimZDo6larh2nI4nft+VJZ9msu1nh0f3YbWVJ3osHiY9yupvK+MVfIx1N4o+X3tp7N3qfhnZ3thjCCGEEKKZ6EytvQL3NfNa/f39GThwIHv37gVq39oF5dUwY8eOrUyMnJ/06dOnD48//jiPPfYYf/rTn1iyZAlxcXGkpqayf/9+NBoNf/zjHyv78zbE19eXKVOm8MUXXwDlfX5q88QTT3D69Gk2bdrE5MmTGTBgAL6+vvz000/k5OQQHBzMSy+9VHkONH/+fL7//nt27drFJZdcwkUXXYTBYCApKYnU1FQiIyO599573Vpjc5GkjxDCbYG+CoG+bfvscevPzloTPlXtPuoiNMBJ4kU67r0pCu0neWw/6F5GRgECfMurQ4x6z9Zmar2J4G7r11Vh88/uVS/1q33YghBCCCFE+zL7/dZegVcZN24ce/furTGq/XwTJkzg66+/xmAw1LpN6/rrr6dfv34sXbqUHTt2cOLECUJCQrjyyiv5zW9+w9ChQz1a14wZM/jiiy8wm81cdtlltcYEBQXx0Ucf8f7777Nq1SoOHDgAQHR0NNOmTePWW2+t1mPI19eXt99+m8WLF/P9999X9ieKjo7mtttu4/bbb691/HtLkqSPEMKrnEkr46tvM9lzoBCL1UVYiIHJ40KZNC4UH5O2Ucd2ulQ2Hqh9HPv5Nh1yMqa/Fr1OIXGY2e2kz6BexsotQUa9Qo9OCsfPuZkkifGOrUT1uag7bD9c3ny6PloNDI5r2wlC76FAoxs5y9+FEEIIIVrG7373u8rR6PWZNm1ajb465+vfvz8vvviiW/d777331ltVk5CQ4NbAJ5PJxPz585k/f75b9xsYGMgDDzzAAw884FZ8S5OkjxDCK6iqynsr0nh7eSpVJzSey7RyILmIdz5L5e9/6k3vuAufonQs1UVRqXuxpRY4fMbFgO5a+nU3EBOl43R6w9u8LhtjrvbnhH4ajp9rONHkY4CBsd5/Yu7vo3BNAnyxVcVVRy5LUeDKEW2/KsybtLVtlEIIIYQQwjt4/9fKQogOYfmqdJZ9Wj3hU1VOnp0Hn0wmLd1ywfeRV9xwTPX48sVoNAr3zg4iJKD+t8yZk/3o36N6I5venRUS+tZ/O60GZk7QYtC3jRP7XtEKNyYqxITXvK5LGNwwXqFf17bxWIQQQgghhGjPpNJHCNHiHE6V7XtyOXW6FEVR6NrZxLJPUhu8XVGJk/e/SONPd8Zd0P3qPNwdptP+mriICNGxcEEon68vZuv+smpTrOI667lyvC/D42s2xlMUhctHaAjyg00HXZScl7OKDi2/PiaibeXgu4SVJ35yClUyC8ovCw+EsABJ9jQ1RQGlkdu7pFBICCGEEKJjkqSPaBVOp8rBU04OnHBQZi2fCDQoTkf/WC1arZydtGervstg6QcpZGb/2iNHo9WgM7jX9fj7zTncdVMMfr6ev311i/TsuXV+fHCAltumBXLDFH9SztmxOyAsSEvniPrXoigKY+K1jOyj4WiqSm6RikYDMeEKncPaVrLnfKEBCqEBrb2K9q4pxq7L+6oQQgghREckSR/R4lIynLyzxkp+cfV9PHuPOgn2U7j5MiMxkY1r2Cu80/srzvDa26dqXO5JFYPNrpJytoz+ffw9vv/wQI3bjZW7hitEh9a+Ll8fDfFxns8j12kV+sXIybcQQgghhBCiZbTtr5hFm5Oa7eS1lZYaCZ8KecUqr660kJbt3oQl0XYcO1lca8LnQtTVQNgdVyToGhylrtfCVaMkJy68hEL59K7G/EiuUQghhBCiQ5KzGtGivthkq9YLpTY2O3y52cZd03xaZlGiWTidKlt35fLlmnMcPVFCcUndk6/Uuro310Kjgc5RnlfZVIgK0TBvqp4Pv7dTUFLzen8fmD1RT5dwyYkL79H47V1CCCGEEKIjkqSPaDHpuS5OpLncij2W6iIj10VkiJx4t0VFxXYe/sfP/HSo0K14l8OJqtO6NZZ67PBgQoIMjVpf13AN9880kJTi4uApF6VWFR+DQnw3Df1jNdUaOAshhBBCCCFEWyVJH9FiTqR5tmXrxDmnJH3aIKdT5ZGnktxO+FRwOZ1odTpUVa0z+aPXK8y5NroplolWozCgu5YB3aV/lDewWF3sTrKQk+9Er1foE2sgrnPjknvth4KiNPa9UBKZQgghhLuqfhZ1Op1oGjlFU4iGuFy/Fke480W4JyTpI1qMw8M2PZ7GC++wbXcu+w4WeHw7p90JKGjrmKtuNGh49Pc96B3nW+9xbHaVnT/b2HPERkmZC1+ThiF99IyMN2LQy4mvt3E6VT5fX8y6bSWUWatv84vrrOemqwLo0aV5kj9FZSoHU1wUlJU32Q71V+gZBf4+XvY8UYDGbu/ysockhBBCeDNFUTAajVitVgoLCwkNDW3tJYl2rqSkvO+EwWCQpI9ou4L9PXvyehovvMOXa9Iv+LZOuwOX00lsjB+ZuXbsdpWQID2Tx4dyzaWRdIqov5fP4RQ7i78spqi0avLAycETdlZsKOP2aX70i3VvNLxofi6XymvL89l+0FLr9SdS7Ty1NIc/3RpKn25Nl/ix2FS+2mbDgr5aBU16ARw6Cz0iVUb2LK8GE0IIIUTHFBwcTHp6OpmZmTgcDvz9/TEajU1+Qi46NpfLRUlJCRkZGQD4+3s+obghkvQRLaZfNy1+PlBc1nCsv49C3xj3t93kFascPQelVjDoIDYCOgU3bWlcSZmLlHMOHE6ViBAtUaHy8qnNsZPFjbq9Xqfw4mPxhAbrcanun3ifTHPw0qdF2OvoF11SpvLyp0X8cY4/PTpL4scbbN5XVmfCp4LNAf/9JI8X/hjRJL2WSi0u3vymjKBQc53FL8czwO6E8X3r3mrY0hQpKxdCCCFaVGBgIBaLhfz8fHJzc8nNzW3tJYl2zmQyNUtVmZy1ihaj0yokXqTnf9saGN8FJA7WuXWCV2pV+W4/nMqsfvnu4xAWAJMvUgkPaNxJW3a+ky82FLP9oKVaQqF3jJ6rxvsyqNeFT5JqjzwYxFWDRgOP3tebsJDyqg5PzvE//b60zoRPBYcTPv2ulD/fHHjhixRNQlVV1m6rZXxaLfIKXexJsjByQOMn+i35ooCQzkH19o5SVZXT2QppedA5pNF32WgKjZ/e5R2pKyGEEKLt0Gg0REVF4evrS1FRESUlJTid0n9CND2DwYC/vz+hoaFotU3fb1SSPqJFXTxET1aByo6kus/OE/rpSBzccCWGxaayYivk1XHemF0IK7bCdaNVwi4w8ZOa6eCZt3MpLKmZyThy2s6L7+dz0xX+TBppvqDjt0dx3XzJzrV5fLv43v7c/ptuDL8o2OPbpmY6OH62gYzPL06mOTmd7iAmSt7+WlNuYXnlnLt2N0HSJzXDTolTTwj1VwFWXHfknHckfYQQQgjROhRFISAggICAAKD8iyG1Md9wCnEeRVGavbJcznpEi9IoCrMuNtC7i5ZNB+ycSv+1S3lslIZxA/UM7une6O5tR+pO+FSwOeC7/XDDOM/X6nSq/Oej/FoTPlW9t6qIbp109Owqk4YArrksih1789yKvfySCC7qH0ivOD96x/ld8H0eT3U/eVARL0mf1lVmcTUcVEWppfEfsDbuKSE0rP5G4FVl5Kt4RY2MokBjp3d5yTY1IYQQoi1riRN0IZqanPWIFqcoCkN66RjSS0dhqYsyC/iYIMDs/kmNza6SfNa92MwCSM9XiQry7A163xErGbkNl3CqwLrtpZL0+cXYkaH07+PPocNF9cbFdTNz/509MRobX8Lo9Cx/4HG8aHp+HrzeLyS+Nlm5DswR7r8PeNPzpLHbu4QQQgghRMcknSFFqwowa4gM0XiU8AFIyytvtOqulMyGY863dX/9DWar2vWzFZtdSj2hvHfTU3+Jp1+vujvPx3Uz8/xjA5ok4QMQHuTZ88fTeNH0gvy19Ipxv6F2wgBTo+9Tr1MoK3W/Kswk/b6FEEIIIUQbJ5U+ok3yJOFzIfEABcXuf83vdEFxqYuQwKZvvNUWBQcaeOWpQfywNZsvvjnHsZMlqCp0jzFzzWWdmDQ+HKOh6RIv/brrCfJXyC9qOPEW6KcwIE7O5r3BZaN9OXo6v8G4yBBtkzRM7xtnZPX2EoJD3DtWr05eVF0j07uEEEIIIcQFkKRPB+JyuSgsLqXMYgNVxWDQEeDvi17X9p4GZg/P/zyNBzAaPDvh8zS+vdPrNUyeEMHkCRHNfl9ajcLlo334cG1pg7FTR/mgbYLR36LxRvQ3MTnBzLfb6/578/VRuPfGYDRNsL1pzEVmPlqdT1mZAx+fBt73XC56d/KSREtT9A+Q/gNCCCGEEB2Sl3yiFc0tr6CY46fSyMjKo7CohMLiUrJzCzmRco70zFxcbawLfadg8HdzkI+iQO9Ont/HwJ7u9+iJ66zD10deTq0pcYiRKQn1bwGaNMLIxGGNrxgRTUNRFG66MoCbrgwgJLD660cBBvcxsvD2MGKimqYyy2jQcNNVwezcno3FUnf5n8PhYkI/MEkiVwghhBBCtHFtr8RDeCw3v4isnPw6ry8oKsHpdBIdFdZmutFrFIWLYlU2JTUc26sT+Pl4/rjGDfbhs++Lsdkbjm3LI9udTpVte/P5+UgxDqdKdKSRS8aE4u/Xtt4eFEXhuolm+nbT8f1uK4eO26mYvRQfp+eSYUYG9JBm295GURQuHeXLpJFmfj5pIzvPiV4HfWINhAU1/XNw3FBfXKrKB6syiO7qT5euZgyG8m2ZdruLkgIL14410iXCy57/sr1LCCGEEEJcAC/7VCuamt3hqDfhU6G41EJRcRkB/m0neTG4O2QVwOG0umMiAuHiARd2fF8fDbdeFcAbnxfWGze0r5HRAxvfZLY1bNqRy8vLTpOVa6t2+evvnWHaZRH8dnbXNrcVqn+cgf5xBqw2lTKrio9Rka13bYBGozCgR8tUYU0Y5sfw/mY27Snh4LE8nKqGoAANYy/yoV93s1cmv2V6V/vzww8/sGzZMg4cOIDFYiEyMpKLL76Yu+66i7CwsBrxW7ZsYfHixSQnJ2OxWIiLi2P27Nlcf/31XvmcFUIIIYR3kKRPO3LyrJUDR0qx2VXCQ3SMHORHSUmJ27fPyCkiOcOI3QkGnULnYIWo4PKqGm+kKAqXDlaJDIKfTkFBlbYgJj3Ed4URvcofy4Uac5EPOp3C+6uLajR21mrg4mE+3HiZf5P0G2lp32/O4R8vH6e2nX1Wm4tPvkonO8fGw7/r0eKPL6fQRUGxikEPUSEadBeQeDIaWifZk1esknQWSiyg10K3CIiNQE7KvIzZpGHKGH+mjKl7ypwQzeWtt97i6aefRlEUhgwZQkhICPv37+e9995jzZo1fPDBB8TExFTGf/jhh/ztb39Dr9eTkJCAXq9n27ZtPProo+zZs4ennnqqFR+NEEIIIbyZJH3agRNnLLzxSRaHT1YfMW42ZTFmiI6JIxW0DZy0qyq4nDbO5amoKIBKaq6K2QAje2oI8vXOE1ZFUbioOwyKVckogDIrGHQQGcQFJQpqM7K/iaF9jOxJtnL0jB2nSyU8WMuYQSYC/drmtK6iYgfPv3Gy1oRPVd9vyWXcyBASR4W0yLoOnHCwfq+Nk+d+TbD5mxVGxeu4ZKjBq3uslNlU1u6F4+nVL99zAgJ94bIhKl1CvXf9wospCiiN3N4lSUevkZqaygsvvIDBYGDJkiUkJCQAYLPZePDBB1m9ejVPPvkkr7/+OgAnT55k0aJF+Pn58e677xIfHw9AWloat9xyCytWrCAxMZGpU6e22mMSQgghhPeSpE8bd+SUhYX/OYvVVvPsvdTi4tutNtKzNMy5Ul+jWiOvSGHfMR1JKTpKrQo6rUpYaAnduhoJDdahKAqlNth02EViPw3+F9AXp6UoikJUUPMdX6dTGDnAxMgBbXMb1/nW/JCN1ereSPov12S0SNJn7U4bq7fbalxeVKqybpedQ6ec3H2tD74m73seWu0qn26G7Dp2AhaUwGdb4LoxkvgRF6gNVhOK2m3duhW73c7EiRMrEz4ABoOB++67j9WrV7N9+/bKy5csWYLT6WT+/PmVCR+A6OhoFi5cyG9/+1uWLFkiSR8hhBBC1Eo6Q7ZhTpfKC2+dqzXhU9XBYy52Hqw+qSb5tJZl35jYfURPqbX8ZMLhVEjPdLB9dwkHk8tQfykDcTjh4Bn3EgSibdi+N9/t2J+SiiirZ9JRUzhwwlFrwqeqtGwX76+z1BvTWnYcrTvhU8HpgjV7qHxdCdEe5Obm8swzz3DZZZcxcOBARowYwfz589m6dWut8Vu2bGHevHmMHj2aIUOGcN111/Hpp592qNeFVlteIZqZmVnjuuzsbACCg4MrL1u/fj0AU6ZMqRE/ZswY/P39OXDgABkZGc2xXCGEEEK0cZL0acN2HywhM8fhVuzWn5yVH6rPZmlYtc2A01X3N8enz9o4euLXE+yMAiixdpwP5e2dp0mc5k76fL+n/oRPhaQUJ+m53pWAdDhVDqa4F1tQCidrnucJ0SBF0TTqpzmcOHGCadOm8eabb2K320lMTKRz585s2rSJefPmsXbt2mrxH374IfPmzWPnzp3Ex8eTkJDA8ePHefTRR3nkkUeaZY3eaPTo0ej1eg4dOsRjjz1GamoqZWVlbN26lYcffhiABQsWAOVJoJycHPR6PXFxcTWOpdVqKy8/fPhwyz0IIYQQQrQZsr2rDdu+3/0mzenZKrkFKqFBClsP6XGpDW8VOJFipXuMCb2+PDa3WMXXKFsM2oPgQL3bsTqtgp9v871VZBe4OJXufiJn92E7V45umSlP7sgsgDL3clYApGRCXGTzrUe0QwqN397VxG/dDoeDP/7xj2RmZnLzzTfz5z//ubKC5YsvvuChhx7iz3/+M4mJiRiNRulLU0VUVBT//Oc/+ctf/sJHH33ERx99VHldcHAwL7/8MpdeeinwazVQWFgYGk3tybuIiIhqsUIIIYQQVUmlTxtWUuZhtYYV8osVUjK0QMNVO04npKX/ejbr8q4Ci3qVWV1s/qmMrzaWsHZrKafT7a29JK8ycWyo27HjE4Ix6JvvraKg2LMKsnwP45ub3b1iuwuOF8IbrVu3jqSkJIYNG8YjjzxSmfABuPbaa5kwYQIhISEkJSUBDfelqYjpKOLj45kyZQo6nY4hQ4YwceJEIiIiyMvL44033uDMmTMAlJaWj6U0meruJ2c0GqvFCiGEEEJUJZU+bZi/r2eTozqFmzmdUZH8cO9r3+KSXxNL5jZQ5eNwqnz+fQnf7yqr0euoZ1c9v7nCj5go96tc2qvxI4OJCDOQmV1/iYqiwIzLo5p1LXoP34U8jW9uvh729vY0XggFBaWOKg9PjtGUVq9eDcD8+fNRapkMtnjx4mp/9qQvTWRk+y6FS0pKYt68eRiNRj799NPKJJjdbufFF1/kzTff5KabbmLVqlWV1T21/Y7P15H6IgkhhBDCfVLp04aNHeLndmxMtJ74XuF0jnK/wgOozA2ZjRDm79lNW5rLpfLq8gJWbymttbn1sTN2nnorn5NpUvWj12lY9EAv/BsYOX/3zTHE93L/eXYhosM0+HkwGa53V+/K+oT6Q3ig+/H9ujTfWkQ7piiN+2liBw8eBGDIkCHk5+fzwQcfsHDhQp544glWrVqF0/nrFwbSl6a6v//97+Tl5fHXv/61WtWTXq/nwQcfZNiwYZw7d47ly5fj6+sLgMVSdxN7q9UKgNlsbt6FCyGEEKJNkqRPGzaoj5kuUQa3YrNyHKRn24mJ0nvUGiIwoPwEu1eU4tY3ja1pw+4y9ibXX7litam8vrwQl0u+Ee0Z68vLi/pz8egQdNrqf7f9evqy6E+9mr3KB8p7Bo2Kdy+RE+irMLC7ZxVuzU1RFIb1cC82LhJC/L37dSREQ2w2G6mpqeh0Og4fPszUqVN5/PHH+fjjj3n//ff5wx/+wPXXX185TUr60vzKarWyZ88eFEVh7NixNa5XFIXExESgPLFWUfWUnZ1dZyVPxe+s4ncohBBCCFGVd31lLjyi0Sj8aX4Uf3jqdIP9dsqsKss+z+LPt0czuLeBPYcb7jyr1yt0itDTM0ohNty7T1RVVeW7HWVuxWbmOTl43MagXt7TDLi1dOlk4q+/70luvp2jJ0twOFWiI41079qy3xhPGmbg0Ckn53LqfiJrFLjhEiNarfc9F/t1KW/ovOd43TFhAXDZ0JZbk2hHFKCR27sqqjaPHz/OjBkz3L7ZrFmzmD17drXLiouLgfL33bvvvpuBAwfy4IMP0r17d44cOcKTTz7JgQMHuOuuu/j000+lL00VhYWFuFwuNBpNtT5IVVVc7nA4CAoKIjIykoyMDFJSUoiNja0W63Q6OXHiBAB9+vRp1rULIYQQom2SpE8b53S632B5x/4SsvPsXDPBh0MnbVgbyPsMH2BiTB8tnYK97yT7fBm5Ts5lu9/Yek+SVZI+VYQE6UkYEtRq928yKNx9rQ/vr7OQfLrm32OAWeGGS4z06+adb1mKopDYXyUiEHYfg6zCX68zGWBADCT0BqPe+19Lwhs1xRat8ttbLBYOHTrk9q2ysrJqXGazlf/j4XQ66dKlC0uXLkWvL++VNmTIEN566y0uv/xyDh06xNq1ayurVaQvDYSGhhIUFER+fj4bNmyotcfR5s2bAejXrx8AiYmJfPLJJ6xdu7ZylHvV2KKiIvr27UtUVPNXZgohhBCi7fHOMyjhtv2H3f9WVFXh0LEyEkcEcN8NAby8vIiSspofsBUFrk304Yoxbac/QKnFsxOFUmv7PrFoi/x8FO64xodzOU52HXZQUKyi10GfGB0Du2u9ssKnKkVRiO8K/bqo5BRBsQUMOogIpMb2OSFai8lkokcPN/cjAuHh4bUeo8KNN95YmfCp4O/vz9VXX82bb77J1q1bmTt3LtByfWlKS0spKioiODgYg8G9LdAtRaPRcOONN/Lqq6/y5JNPEhsbS+/evQFwuVz897//ZcuWLQQEBHDdddcBMHfuXD777DNef/11Ro4cyeDBg4HycfeLFi0C4I477miVxyOEEEII7ydJnzbOZvcseVER37OrnqfuDmLbARvbD1kpKHFh1Cv0j9Nz8VAT4cHe1TelIX5mz7Y++PlIOytv1SlUy9Vj2tbzrypFUQgLKN/OJURTaez0rgo9evRgxYoVjTqGv78/BoMBm81Gly61dyavuDwvL69GX5raKn4a25cmNTWVxYsX891335GdnV15eUxMDFOnTmXevHkEBQVd0LGb2j333ENycjLr169n2rRpDB06lMDAQJKTk0lNTcVsNvPvf/+bkJAQAPr27ct9993HCy+8wJw5cxg5ciQmk4nt27dTWlrKzJkzueKKK1r5UQkhhBDCW0nSp40LC/bsrzA06Nd4H6OGicNNTBze9mdIhwdpiInScTrd4Vb8iP6ytUsI0YYo3pOo1mq19OrVi0OHDlU2az5fReIlJCSk2fvSrFq1ikceeQSr1Vpje1hKSgpvvPEGy5cv59///jfDhw/3+PhNTa/X8+qrr7JixQpWrFhBcnIyVquViIgIZs2axe23305MTEy12yxYsIAePXqwbNky9u/fj6Io9OjRgxtvvJHp06e30iMRQgghRFsgSZ82LmGQLyajgsWN7UohgVoG9Wk7W7Y8oSgKlyb4sPTLogZjO0do6RurbzBOCCFE7S6++GIOHTrEypUrmTlzZrXrVFVl48aNACQkJADN15cmKSmJBx98EIfDwZAhQ7jhhhvo27cvZrOZoqIikpKS+Oijjzh48CD33nsvX3zxRWXlUWtSFIXrrruucguXOyZNmsSkSZOacVVCCCGEaI+856tDcUHMPlqmjg9yK/aaS4LbdW+RMReZGDe4/qolP7PC3TMDvX78fFtSZrFxLjOXU2czOHU2g3OZuZRZan7j3lRcqorFYqW0zILNbm+W+xDCqyhK+fi6xvw08Xve7NmzCQgIYMeOHbz88suVr3dVVfnPf/7DwYMH6dq1K5MnTwbK+9JotVpef/119u3bV3mcxvalWbx4MQ6Hg9mzZ/Phhx9y7bXX0rdvX2JiYujfvz/XX389n376KdOnTycvL48333yz8Q9eCCGEEKINkUqfdmDu1aGkZtjYeaCkzphJowO4emJQyy2qFSiKwq3X+BMdrmPttlLyi1xVroPBfQzccKkfESHytG8KLpeLc5l5FJWUVbvcYrVTUFSKn9lEdGQImibqReJ0ucjLK6SgsBhnlZF1JqOB4KAA/P3aZxWbEACKF23vgvLeOy+88AL33nsvL730El9++SV9+vThyJEjpKSkEBgYyIsvvljZSLm5+tLs2bOHgIAAHnnkkTpjFEXhr3/9K2vWrGH9+vU8/PDDF/y4hRBCCCHaGjn7bQd0WoWHftuJNZsKWLUxn9SMX6sf4roYufLiICYm+HeI6haNojB1jJnJCT4knbSRV+hCr1Po001PSGDbbQ7sbVRVJS0jl+LSuqfxFJdaSE3PoUunsEY/95xOJ2fSMrHZalb2WKw2zmVkY7UFEBYS1Kj7EUK4b8KECaxcuZLXXnuNLVu2sGHDBsLCwpg5cyZ33HEHXbt2rRbfHH1p8vLy6N27d4NTusxmMz169ODIkSMXdD9CCCGEEG2VJH3aCa1W4YrEIC6fEEhapp2SMhf+vhqiwvRtPtljd6ik5YHFDjotdAoCs7H+x6TTKgzsKc2am0tJmbXehE/VuJJSC36+Po26v/TMnFoTPlXl5hViNBik4ke0TxrvfB/v1q0bTz31lNvxTd2XpnPnzpw5cwaHw4FOV/9HmvT0dI97BgkhhBBCtHXeVS8uGk1RFDpHGugda6JTuKFNJ3ycLpW9J1W+2AVbjsCek7DjGKzcBZuSVUrdaF4tmkd+QbHbsXmFdW87dIfVZqfEjQQTQF5+YaPuSwivpCjl07sa9dN2/y2oz6xZs8jPz+df//pXvXEfffQRWVlZMulKCCGEEB2OVPoIr+R0qfzwM2QU1LxOBc7kQE4RTB6k4ttA1Y9oemVWm/uxFvdja1NU5H7SyGK1YbPbMejb93S2wiIHOfl2DAYNUeEGtF5aBSJEc7v11ltJTk5m6dKlnD17lltuuYWBAwdWVv0cP36c5cuX8+6779K7d28uvfRSzpw5U+M4529FE0IIIYRoLyTpI7xS0tnaEz5Vldpg21GYNKBl1iSq8KjIqnEVWQ6H0+P49pr0OXC4mOWrMtm+twDXL7/WyDADV14SyrRLw/ExSd+qdqudVuo01siRIyv/f82aNaxZswZFUfDx8cFqteJ0/vr+cfToUa666qoax1AUhZ9//rlF1iuEEEII0dIk6SO8jtOlcjTdvdjMAsgvUQnylROilmTQ69yu9jHoG/c2o3hYxaJppyfHX3+XzUtvn0E9L4eWkW3jzU/O8ePOfJ5+qCf+vvK23i410RS89qawsOaWTlVVKSlxv0JQPf9FJYQQQgjRjsjZgfA6OUXlTZvddTYHgnybbz2ipsAAX8qy3Ev6BPo37i/H7GOioNC9HkJarQaDsf4pPm3RT0lFtSZ8qjp6soxnX0th0f09Wm5hQrSy7777rrWXIIQQQgjh1TpM0ufUqVNce+21zJgxg4ULF9Yas2XLFhYvXkxycjIWi4W4uDhmz57N9ddf36YbIrc1VkfzxjeHojIos4FBB4Hm9r8TI8DPh5z8Iuz2+n/5ep2WQP/GTdPy8/VBp9XicDa8zSvQ38/rK31UVeXnEzbWbSvm0DErNrtKaKCWsUPMTErwJci/5hatT77OrDfhU2H7vkJOnimje9fGTUsT3uaXRs6NPUY71Llz59ZeghBCCCGEV+sQSZ/s7GzuvvtuysrK6oz58MMP+dvf/oZerychIQG9Xs+2bdt49NFH2bNnj0cjaUXjGDx8Vnoa31RUFY5nwIFT1fsPBflC/64Q3xW07XRHhkajoWunMM6kZWGvo+eOTqela6cwNI3clqIoCpERIaSey6o3zmjQExwc0Kj7am4ul8qSFfn8sLu02uUZuU5WfFfE6k3F/OGmUPr3MFZel5tvZ9cB96eSrfsxlwVz5ES4XVFo/Mj29pnzqUFVVTIyMigsLKR3796Vl8kXN0IIIYToqNrpKemvkpKSmDNnDsePH68z5uTJkyxatAg/Pz8++eQTli5dymuvvcaqVauIiYlhxYoVfPPNNy246o4tzB9MHvTh7RrafGupi6rC5mT49qeaDafzS8qv+2YvOF0tv7aWYtDriO0SSXhIAHrdr9UpOp2WsJAAuneJxGBomobKvmYfOncKR6etvVGxr9lEl+gItF7e9+SD1YU1Ej5VlVlVXngnh7MZv+5vzM61u1XlUyEzp3HT0oRoi44dO8Yf//hHRowYwcSJE7n22msBOHfuHFOmTOHTTz9t3QUKIYQQQrQS7z5DaoSCggKee+45Zs2aRUpKCl26dKkzdsmSJTidTubPn098fHzl5dHR0ZVbwZYsWdLsaxbltBqFnlHuxUYE0CpNnJPOwsHT9cecyYath1tmPa1Fq9UQGhxAXEwUvbpH06t7ND1ioggLDkDbxGVOvmYfuneLplNkGIEBfgT4+xISFEC3rp3o3CkCbR0JIW+RV+hk7ZaGexNZbSorNxRV/lmv9+z5bfAwXrQRiqZxP+3YunXruP7661m9ejXFxcWoqlrZnPncuXOcOXOGhQsX8swzz7TySoUQQgghWl67/ST4zjvvsGTJEkJCQnj11Vcrv/Wrzfr16wGYMmVKjevGjBmDv78/Bw4cICMjo7mWK84T3wUiAuuP8THAqF4ts56qVBX2nXQvNuksWDpA4YWiKGg1GrQaTaO2UahOJ7asTKzn0nBZrbXej7+fmcjwEKIiQgkLDcLYRNVEzW3jnlK3K7+2HyijpKw8uGsnE8GB7u9hHNTP/0KWJ7ydojTup51KSUnhT3/6ExaLhalTp/Laa69V+/ImLi6O66+/HlVVWbZsGRs2bGi9xQohhBBCtIJ2m/SJiorioYceYs2aNVxyySV1xmVnZ5OTk4NerycuLq7G9VqttvLyw4fbedmGF9FqFC6Ohz6dQFfLs7RzCFw6CHxNLX8yk54PhXW3h6rG6Srv+yPq5ywuIuODd0i+9QaSb5nF4flzODR7Gmf//RyWMymtvbwmcTbd/ZF0DiekZ5c3ydbpFC6/2L09jH5mLRePCr6g9QnRFi1duhSLxcKdd97JP//5Ty6++GJMJlPl9UFBQfz973/n//7v/1BVlY8++qgVVyuEEEII0fLabSPnmTNnuhWXmZkJQFhY3Q1nIyIiqsWKlqHVKAyNg4ExKqm55WPcdVroFNQ6yZ4KxW4mfCrjLc2zjvbCnp3FiUf+iPXsmWqXq1YLuWv+R96G74j96yL8h45opRU2DU+LLarGz7wiks27CkhJrf/JdM/NXTAZ220uv+NSFGhsv6p2Wu2zefNm/Pz8uPvuu+uN++1vf8uyZcs4cOBAC61MCCGEEMI7dPizg9LS8qaqVb8ZPJ/RaKwWK1qWXqcQG6HQt7NCzyilVRM+UJ548ii+w7/K6qa6XJx64i81Ej7VYqwWTi36K9ZzqS24sqbXLdr9bWgGvUJU2K85eV+zlmcf7smgvn61xpt9NDx4ZzcmjQ1p9DqFl5LtXbXKzMwkNjYWg8FQb5zBYKBr164UFBTUGyeEEEII0d6020ofd1VU97jTh0T1ZIROG+ZwqpzOhswCFYcLzEaIDVcI8Wu/Jw6eiAoqn57scvPpEC3n4XUq2r2TsmNHGoxTrRZyVq4g+o57W2BVzWPCUDOfri3E7mg4dsxFPphN1bOFwYF6nnukJ4dPlLLux1yycm0YDRouivdn0phgfEze3chaiOZgNpvJzs52K7agoABfX99mXpEQQgghhHfp8Emfig+AFkvd2yasvzSUNZvNLbKm1nQ6W2X3CRW7s/rlx9JVIgJURvVWMLXz6UBOF5zMgMNp5VuzdJryHkLxXSHADD5GiIuEY+kNHyvUrzxJJGqXt26127G5335Dp9/ejeLlU7rq4u+r5epEf1Z8V1RvnK+PwjUX196MWVEU+vbwpW8POXHtcNr5BK4L1adPH3bu3MnBgwcZMGBAnXF79+7l7NmzjBw5sgVXJ4QQQgjR+jr8p8jIyEigvKFzXZU8Fb18Knr7tFens1W2Ha2Z8KmQWQgbDqnYHO234im/BD7eBN/uLx+5nlOgcjbTwc6jTj74EXYfL5/eldC7vAKqPloNTOjfrndWNJot45zbsa6SEpwlDY8892YzJvlz+bjat2gBmIwKd8wMITK0w+fjRTW/9PRpzA/t841o+vTpqKrKI488QlZWVq0xJ06c4IEHHkBRFK6++uoWXqEQQgghROvq8GcWQUFBREZGkpGRQUpKCrGxsdWudzqdnDhxAij/RrG9cjhV9pxoOJlTWAZHzqkM6Nr+TiBKLLByJ5RaoajQyumTBWScK8H1yz4u/wADqWcCQPVnWE+FaSNg7U+QU0vhhp8JJg2CyKCWfQxtjaL3bNy6p/HeRlEUfnNlIOOG+PC/H4vZk2TFZlfRaDWYzHqMPgbe+9bB3uNl3HCJEX9zh8/LC1GvadOmsXLlSrZu3cqUKVNISEggJaV84t+zzz7LsWPH2LJlCw6Hg8GDBzNjxoxWXrEQQgghRMuSMwogMTERgLVr19a4bvPmzRQVFdG3b1+ioqJaemkt5nQO2Oqo8DnfiQwqEyHtyd6T5Qmfc6lF7NicyrnU4mqPs6jQRtKBbN74MJ3CEheBvnD9aLh6BMR3ge4R0CcapgyGOeOhk0zObpBv/4Fux5rieqL1qb7F0mZ3kZpVxoETBew7ls+BEwWcySzF6u6TuZUEBejIKjXiH+pPaFQAweF++Pga0WgUVODgSSf/Xl5GcVn7e52JCySNnGul0Wh45ZVXuOKKKygrK2PDhg3k5OSgqipvvfUWGzduxOFwMH78eF577TW0bXR7qBBCCCHEherwlT4Ac+fO5bPPPuP1119n5MiRDB48GIC0tDQWLVoEwB133NGKK2x+WQXun1xa7FBkgcB21OLI7oQjaZCfZ+HQ/iyo59eRk13GP9/J5rG7IlCU8n4/naVZ8wUJvfwaspZ/VL5nrqHYK6dV+3NOoZVT6aXVbupwqmTkWcnIs9It0kx4UAN78FrJ8g1W8ovrf8zZBSpf/GjlN1PqniwoOgiFxvf0ab95H8xmMy+++CILFizg22+/5ciRIxQXF+Pj40P37t2ZOHEiw4YNa+1lCiGEEEK0Ckn6AH379uW+++7jhRdeYM6cOYwcORKTycT27dspLS1l5syZXHHFFa29zGbl9LCgwOlqnnW0loISsDng1PH8ehM+FQ4kF5OeHUxUWNvebuSOUouLH3YWsWF7MVl5dgw6hfhePkwdF0Dv2MYlJAxRnYiYfROZH75Tb5w5fgDBky+r/HNBiZ2T50rrvU1KRilarUKIf/2jnFtaTqGLQyfdq0Tae9TBtHEu2eYlhBv69u1L3759W3sZQgghhBBeRZI+v1iwYAE9evRg2bJl7N+/H0VR6NGjBzfeeCPTp09v7eU1O7OH58U+LXgebbW5sDtUzCYNGk3zfF2tqmC1OsjOrD+RUNX67UXceGX7LvE5cdbKU6+nk1dYPUmxcWcxG3cWc+kYf347MwxtI/5eIn8zD0WjIeOjd8FZMxniP2IUMQ8+ikZf/qRTVZWzWWVuHTs1q4xgPz2KF21vSTrldCevCJQnV4+ccTKsT+1JH5tDJa9IRQGC/RX0Ou95nKIpNcUWrY7x3MjNzeXEiRMUFRUxceJEVFWltLRURrULIYQQosPqMEmfe++9l3vvvbfemEmTJjFp0qQWWpF3iQ1XOHLOvVPRqCDwMTTvCYTDqbJpdzHfbCrkWIoVALOPhsQRflwxPpBOEU1bYePvA9Yyh0e3yci2N+kavE1WroNF/z1HUUndZV3rthRhMmi4ZXroBd+PoihEzr2VkMuvJveb/1F6+GdUhwNjdGeCL7sSc8/e1eJLLU7KrO5VyljtLopKHQT4ek9FlsXmWVldma3mZbmFKj8edLDvmAvbL09box6G9tIyboCWIL+OcYLfoWik2qs+W7du5V//+hf79+8Hyt9Xfv75Z86ePcv06dOZO3cu9913n1clgIUQQgghWkKHSfqI+gX5KkQFqaTnNxzbJ7p5PzRbrC6eXZLB/iPVqzlKy1ys3ljId1uL+OOtEQwf0HTf3JoM0CVMYYcHt9FqvfvkIS3dwo/bcygqceLvq2VcQiido9zfjrXy+/x6Ez4V/rexgKsmBhIa1Li3E31IKJFzbm4wrtTNhE/VeG9K+viZPXve+PtUjz+d6eLttXYs5yWDrHbY+rOTn447mTdVT3SoJAlEx/D+++/z5JNP4nLVfL9KT0+nuLiYN954g9OnT/PPf/6zFVYohBBCCNF65KxAVEroqRDcQB5lSHeFyMDmTXb898OsGgmfqmx2lRfeyuRUqrVJ7/fiwXp0evdfEn26N5xAUVWVkjInpRYnqhvNiptCTq6Nh/+RxJx79vDft1N4d/lZ/vt2CnPu3sOfn0wiO7eW0pHzWG0uNuyoZRZ9LVwu+H6be7ECBnTXoXNzgJDJAH1jfg0utai8u65mwqeqUiu8s9bucUWR8G6qojTqp736+eef+cc//oFGo+G3v/0tX331VeUwBoCBAwfy+9//Hq1WyzfffMPKlStbb7FCCCGEEK1Akj6iklGvcHF/hQFdlRo9fjoFwcXxCr2imvfk4Wy6jS17SxqMsztUVn5f0KT3HR2qYfQQP7difYwK44fXHZtX6OD9lVnc+tAxZt93hBt+f4Q7F57gi3U5lFqab5x4br6N3/3lAFt25dU6EGvr7jzueeQAOQ0kfjJzHZRZ3U8anGziBFx9fIyejVz2NL65+fkojOjrXlXU6P56jFW2Uu464qTUjV91URnsO9bOuq13ZIpSPr2rUT/tM/GzdOlSXC4XDz/8MA888AC9evVCU2UrnMlk4q677uKxxx5DVVVWrFjRiqsVQgghhGh5kvQR1ei1CvFdFK4YqjB1sMKlgxSuGa4wvp+GiGau8IHy5sju2rK3mJKypj2xveXqILe2Kd18bSg+xtpfPifOWPi/RSf46H/Z5Bb82icoLdPG0uWZ3P/UKbLzmqcf0EtLT5KWUX9WID3Tyktvnqz/QJ4WibRgUYmvSYuPwb1EjkGvIcDsfbtYp40zEhNZ/9tvry5arhhVPfu6x4NEzu6jzZdcFMJb7Ny5k8DAQObMmVNv3PXXX09ISAhJSUkttDIhhBBCCO8gSR9RK42iYLMrJJ1V2HBIYe1PsPcklDRzQUdalvvJEIcTcvI8a77ckKAAHU/c24mYTrX3gNFpYf71oVw6JqDW6wuLHfztP6fJL6z7hPtsuo3HXz6Dw9m0mZLsXBs/bMt1K/aHbTn1bvMKD9FVqzBpSEx0y41zUxSFzuHu9SbqHObjlY1bTQaFe6b7MHGIHtN5vzpfE1w6XM+Cq001pnHlF7v/nCkoke1d7UpjK33aqdzcXLp27drg61xRFDp37kxJScOVpEIIIYQQ7Yn3fQUuWp3NARsOQep5+YPUXPjpFAzqBkO6N89uAU9Hf2ubYedOZJie5x7swr6kMn7YWUROvgODXsPA3iYmjQog0L/uO12zKb/GePPanDprZftPRYwdWnvy6ELs2JuH081EkssF2/fkceXkyFqvNxk1TBjux7otDVdeKQpMGuXv0VobK8jPQGyUyqn00jpjukb4EBrQcskoTxn1CtPGGZmaYOB4qpMyq4rZpNCzs7bO0es6LdjdzHO62zdItA3tuS9PYwQEBHDu3Dm3YjMyMggIaLr3XCGEEEKItkCSPqIapwvW/QSZhbVfrwI/pZT/d1hc099/r1gj235y75vYAF8NEaHNM5VJq1EY1t/MsP5mj263blO+27FrN+U3adKntMz97Tw6vY7DKTYiDpbQo6uRkMCabwXXTgpiy96SBrfQTRkbQHhIy0/HCgs04uejIyvfSl6RDYdTRatVCPIzEBFk9LpePnUx6hXiY917K46L0nAoxb0tXt2j2m91hxAVBgwYwI8//siWLVsYM2ZMnXHr168nMzOTCRMmtODqhBBCCCFan5wViGqOpded8Klqf0p5s9imNnGkf51VDuebNDrA7diW4HKpnPNge9q5zIanaHkiMKDhxIvBx0hwVBgh0eFsPejg2aWZ3PXEGZ5/K4PU89YTGabnL3dG4e9b99vEhOF+zJsR2ui1XyiTQUvXCDODegQxtHcwF/UIolukuc0kfDyV0M/9x+VJrPB2TdDIGe95r2xKs2bNQlVVHn30UZKTk2uN2bp1Kw8//DCKojBjxowWXqEQQgghROuSSh9RTXKqB7FpMKJH3deXWlWKy0CvhSA/3OqtEuCnZdblwbz/Vf29aSJCdFw1MdD9xbYARQGNpnzrlDu02qY9CRs9LBiTUYPFWvsCfPzN+IeU/85UVa38+3C5YPv+Ug4etbDwrijiuhorb9M71sS/H+nK99uL2LC9iKw8Bwa9QnwPE5eNC2Rgb5NX9sxpr+I6KVzUQ8NPx+t/ko3ooyEmQnL67Yq8zmo1efJkrrrqKr7++mumT59Oz549SU9PB+D3v/89x44d48SJE6iqysSJE5k6dWorr1gIIYQQomVJ0kdUsjsgt9j9+Mz82i8/namy/bCLo6m/DnUK9IVhPRWG91IarM65dlIgTqfKx6trHzveJUrPwwuiCPTzrkoGRVHo092HpOPulUD17u7TpPfv56vj8ksi+Hx1eo3rdAZ9ZcIHak/AlZS5ePbNDF76S9dqf0cBflqunRTEtZOCmnS9wnOKonDdeB0mvYPtyTUTP4oCY+K1TB3hXa8NIZrTM888Q6dOnXj77bc5evRo5eVr1qwBQKvVMnPmTB555JHWWqIQQgghRKuRpI+o5PJw2E9tPYN3H3Pxza6aVxSUwPc/qSSdUZlzsQZTPZOhFEXh+suCKxsJ/3y8DJtdJTxYx8UJ/gyLNzd5lUxTuSIx2O2kz5WJwU1+/3fe3I1jJ0s4kFy9AbM5wNet2+fkO9m+v4RxQ/2afG2iaWg1CteM0TN+oMquI04y8lQUBaJCFIb31hLo652vDdEICuVlhI09Rjul1Wq5//77mTdvHj/88ANHjhyhuLgYHx8funfvTmJiItHR0a29TCGEEEKIViFJH1FJrwODrnx6lzv8z5uanZKh1prwqepcLqzc5mLWhIYrESJC9cy9OsS9xXiJccMDWL0xj5+P1Z/4mTgqkF6x7o0d94TJqOWFx+J58+MzfL0ug+KS8ubORrP797Vpd7EkfdqAYH+FS4fJW3hHoNL46V0e5vTbpJCQEKZPn97ayxBCCCGE8CrS9EFU0ijQM8r9+F6dqv95Sy3bTWpzNA2yCtrnKYhOq7Dwd10ZEl93Zc2k0YHce1OnZuuFYzRquevmWD5bMpxn/tKPP9zRw6P7Kih2symREEIIIYQQQgivJl8Ti2riu8CRNHA0cN4f6gedqxThFJepnDjn/v3sP6kyaXDb2W9gs5RhLS1CdbnQ6PT4+AWg1dU+LcvXR8vj/9eVn4+XsebHfM6cs6LVQFyMicsnBNO9S9NX+NTGZNQyalgwFquL979Jcft2Psa28/cihKfyCuxs2pFHXoEDs4+GhCFBdI1umdfkhftleldjj9FO2Ww2VqxYwa5du8jLy8NisdQZqygK7733XguuTgghhBCidUnSR1Tj7wOXDITvD9Sd+Ak0w6RB1YfJFJZ6dj8FJRe+xpZkt1rIz0jFZqn+AAsyz2EOCCIwohMaTc2taoqi0L+nmf49zS211DqZjBr69zRx6FjdJ0JVDevf+mtuj+x2F5v3FLLrQBEWq4vgAD2JCYH072WWCWgtoLTMyStvn+a7Tbk4qjQke+29swwd4M99v+1GdKT3Jn/URid92qeSkhJmz57NsWPHgPLJhPWR15oQQgghOhpJ+ogaOofANSPg0Bk4nv5r8sfXCH2ioV+X8t4/Vek8HBbkaXxrsFstZJ05jlrrDHaV0sI8HDYroV26o2lsk9VmNnVcgFtJH6NBIXGE9PNparsOFvHPN1PJL6zeMGvVD7n0jvXh4bu6EhFqaKXVtX9lFid/evIwh4/Xnp3ec7CI/1uYzH+e6OvViR9R0+uvv145sWvs2LH07t0bX1/3GtcLIYQQQnQEkvQRtQo0w5g+MLInlNnK+/2YjdWre6oK9S9PCpVY3Tt+TETTrbU5qKpKXvqZOhI+v7JZSinOzSIgLLKFVnZhEgaZmTDcj427iuuMURS464Yw/MxtICPXhuz9uZgn/pOCs46n0pFTZTz07EleeCSOkMDatwyKxnn3s7Q6Ez4V8gsdPP/aKV58rG8LrcoDCnW/+XpyjHZozZo1KIrCc889x1VXXdXayxFCCCGE8DreXZ4gWp1OW77ly9dU/zmHVqswuId7ZxUmA/SP8e4zEJulFLvVve1QJQW5qKp3Nz9WFIW7bwxj+uRAjIaav/vwYB1/mhfB2AamdqmqitPVPptwNwenS+Wld1LrTPhUyMyx88HKzJZZVAdjsTpZvT7brdj9ycWcSPFwr2qLUFAVTaN+2mvWJz09nU6dOknCRwghhBCiDlLpI5rMqL4Kh8+qZBfWH3fZUAW9zrtPQCzFDTyIKlxOBzZLGUYf795SoNUozLkyhGmXBLFlbzEZOQ60WujdzcTgfj5oNXX/nSSfsrN+t4UDx23YHeDrozAy3sDEYT50CpPKoLrsOVhMRrbdrdj12wq47foozD4d9/eZnuNg/c5SDh6zYbWrBPlrGHORD2MGmTAZL+w7ikOHiykqcbodv2V3PnHdpK9VW+Hj40NQUFBrL0MIIYQQwmtJ0kc0GZNBYe4lGlZsdnEmq+b1Bh1MHa4wILZ1C8zS81T2n/w1ORUeCIPjFMIDf016NLSt63yexrcmXx8Nl44JcCtWVVU+WlfK97uqVz2VlKms323lh71Wbr3Sj9EDjc2x1DZv/2H3O5ZbrC6OnCpjcL+O11NJVVW+3ljCZ98VU7WOLCvPydHTdj5fX8wf5gYT19nz7W8lZe4nfABKSj2LbzHSgLhWgwcPZtu2bRQWFhIQ4N77mhBCCCFERyJJH9Gk/EwKN12iIS23fCx7YamKXqvQLRIGdFMw6lvvxMXuUFm1S+VoWvXL03Lhp5Mq/bqqXDZUQadV0Gg9e2lotO2zOmPVlrIaCZ+qXC546+tigvw09Osu/WjOZ7N5lgz0NL69WLetlOXf1d1vqrDYxXNv5/LYHaFEhXr22gzw8zDe30v/WZTpXbVasGABP/zwA08++SRPP/20TOcSQgghhDiPl366FW2Zoih0DoXOod7z4VtVVVZuVzmZUXdM0pnyHixXjwQf/0CKct3rsaLVG9AbfZpopd7DYlX5ZmtZg3GqCl9vKqVf98AWWFXbEhHqWSIsPKTjTfAqs7r47Pu6Ez4VSi0qK38oZsGMII+OP6CPH6FBenLy3dtmNyEh2KPji5azfPnyWi8fOnQoK1eu5NChQ0yaNImIiAiMxrqrD6+//vrmWqIQQgghhNeRpI/oEE6kU2/Cp8KRVDiTBTERJoxmP6ylDZ+M+gWFevTtssWmklOs4nSBSQ9h/gqaevrptJadSVYsNvdij5xxkJ7jJCq0fVY8XajEhCCWrcjAnd1/PWJMxHbpeNvkth2wYLG61xx8+wELc6a68DO7X/Wi02m4Zko4b32S1mDsqKGBdI7yzpHtqlSw8Oijj9b5XquqKseOHeP48eMNHkeSPkIIIYToSCTpI9osh8PF9j35nE23oNMq9O/jT9+etfdD2XfC/YlT+06qxEQoBEd1IevMCZz2ujMfPv6B+AaFunXcUqtKcqqTzAK1Wt8Sgw5iwzXERWq8amtCeo5nvU0k6VNTWLCeS0YF8e2W/AZjr5sa5lV//y3lVJp7FTgADiekZjroE+tZRdQNV0dx6EgJO/YV1BnTOcrI/bfHenTcFqMojd/e1Q6eW9HR0U16vMOHD+NyuejVqxc6nXwcEkIIIUT7JJ9yRJujqiorVqXz/oqz5ORVP2Hs08OX393WnUH9qjf0TMt1//hpOeX/1er0hHftQWF2OqVF+eX7mH6h0erwCw7DL9i9E/USi8q2ow5sjprX2Rxw5JyLYovKoG5arznx93QZXrJsr3PX3GgycuwcqKep841Xh5M4MqjlFuVFVPfzsRcUD+XVPk/c34P3Pj/HV+uyKCj69YVo0CtcMjaU22/sTGCA9KXyZt9//73HtyktLeX9998nKCiImTNnApCRkcGdd95JcnIyAJ06deKZZ55hxIgRTbpeIYQQQghvIEkf0ea8+nYKH6+sfavG4eMl/PGxQzz1SD9GDA6qvNyT4VquKieVWp2O4KguBIZHYS0tQVVdaHR6jD6+bidnVFVl36naEz5VpeWpBPupxIQ1Lntic6hYbKDXgY/hwo/l7pYbKE/4dI2UKp/amIwaFt3Xjf9tyOV/63NJy/y1cmxQX1+unRxKwuCOO3UoOsz9f4YUBSIvsJpMp9Nw68zOzJnWiT0HC8krcOBr1jC4f4DHzZ5bg4pkVT1VUlLC7NmzOXbsGJMnT65M+jz22GMkJSVVxqWlpbFgwQJWr15NVFRUay1XCCGEEKJZeP8nXSGq2LE3r86ETwW7Q+XxFw/zyevDMfuUnyAG+UFW3Ts7qgnyrXmZRqvDx//CGhXnlagUNtwPGYCULCddQ5ULqvY5m62y7xSkZFK5fSwyUGVgLPSJxqNj7j9qZcOuMtC4t5aLeukJCZCkT130eg3XXhrGNZNCOZdlw2J1ERSgIzRIKkvGDPbh02+LcLixm3BIHyPBjXyeGQwaRg0NatQxWpoKqI3c3nUBBVJt3muvvcaRI0cwm83069cPKK/y+eGHH1AUhRdeeIExY8bw9NNP88UXX/Dmm2/yyCOPtPKqhRBCCCGalsyAFW3KilXpbsUVFTv5dmNW5Z8Hxrqf8PAk1h3p+e6fbhVboMTq+X3sOqbyxQ44lVn95C6jAL79Cb7ZWz6ZzF1f/lBafqLpxl4agx6mTTB7vugOSKNR6BxppEeMjyR8fhHgq2HKqFoyrefRaeGqCQ3HiY4nOTmZ22+/nWeeeabyst27d7NkyRIALBYLL7/8MkuXLmXDhg2oqkr//v254oorCAoKYuHChfj4+LBp06bWeghCCCGEEM1GKn1Em2G1Otm+N8/t+I3bc7nmsvJS/f4xsPMIFDVQcRPkC327NGaVNdkdnn3HbnOo4MFWjqPnVLYdqT/meDpsPQzj+jV8vJRzdk6d+2UvmgoulwtFqb3iR1VVLksw0yWi7b+VqKrKsbMOjpx24HCqhAZqGdZHj49JcuPNbealfhSWuti0t/YXqF4Hd88MokeXjjfSvlwTNHJup9vDUlNT+c1vfkNJSUm196jHH38cl8uFRqOhZ8+eHD16lOeff54RI0agKArjxo2rjDWbzcTExHD69OnWeAhCCCGEEM2q7Z+piQ6jpMzpUW+eouJfm+gY9QrXjYXlm1SKLbXHB5jhurEKel3TnhzptAqebK7Qa92/f1VV2X3MvdiDKTC8p4pJX//x07LO22ej/lLxo1DtvFFV1V8eVtvfOHLktJ0P15XWeOyffAuJQ01cm+iDVtM+T5q9gUaj8NtrAxg1wMR3O0s5eMyK3QGBfhrGXGTikhFmIkLknytR07JlyyguLmbIkCH83//9H1Be+XPkSHkmvGfPnnz11Ve8//77LFq0iD179gAwcuTIasdxuVw4nZ5NLGys3NxcFi9ezPfff09aWhomk4lBgwbx29/+ltGjR9eI37JlC4sXLyY5ORmLxUJcXByzZ8/m+uuv95oBAEIIIYTwPvIpWrQZvmYdGo37TZnPb84aFqBw8yTYe1xl/yko+SX54+8DF3VXuCiucY2P6xIZqHA6271YsxH8TO4fO6sQsovci3W44GgaDOxWf1xd5w6/JnnOi3fv7r1W0ik7L39ae08Zqx3WbreQne/k9ml+aCTx02wURWFgLyMDexlRVRVVRX7fVahyUl+rLVu2YDQaeeWVVwgJCQFg48aNAPj4+JCTk4OqqsyZM4d//etfFBYW4uPjw/DhwyuPUVBQwOnTp4mMjGyxdZ84cYJbbrmFzMxMOnfuTGJiImfPnmXTpk1s3ryZ//znP0yZMqUy/sMPP+Rvf/sber2ehIQE9Ho927Zt49FHH2XPnj089dRTLbZ2IYQQQrQtkvQRdSqxqKTmqDicEOSr0CnEs2bATc1o0DB6WDCbd7q3xStxdGiNy8xGhbHxCmP6lU+4AjAZmvdxhfor+Brd69UTE6bxaC2FpZ6txZ34mCjP3hZiOrXdtxG7Q2XpyuIGmwjvOWxn60EbYwcZW2ZhHVz5dsLWXoV3aWwj5/bq3LlzxMbGViZ8ADZv3oyiKHTr1o0jR46wbNkyZs6cWdmjbMyYMRgM5VsF7XY7jz/+ODabjWHDhrXImh0OB3/84x/JzMzk5ptv5s9//jNabXmD8i+++IKHHnqIP//5zyQmJmI0Gjl58iSLFi3Cz8+Pd999l/j4eKB86tgtt9zCihUrSExMZOrUqS2yfiGEEEK0LfIpUtSQV6yyYouTf33p5OONLj7b7GLpWidvrHZy8JQH+6uawYwrOrkVF+CvY9L4sDqvVxQFH2P5T3MnshRFYXCsDl0Dr7bwAIVu4Z69JLUevoI1bsRHh+voHeNek+GQQA0De7TdPiu7k20Ulbq3PW3Dbotbja2FEC3n/Pdvq9XK3r17Abj11lvRarU8++yzjBgxgqKi8rLIefPmAbB//37Gjx/P6tWr0ev13HrrrS2y5nXr1pGUlMSwYcN45JFHKhM+ANdeey0TJkwgJCSkcqz8kiVLcDqdzJ8/vzLhAxAdHc3ChQsrY4QQQgghatN2v6IXzSKrQOWd75yU1lKVklkAn291kVsMEwa0Tr5w+EVBzJ3RmfdXpNYZY9ArPP5AH3xM3jNCPMCsMKq3jkNnneQVV08caDXQNVRDn2gNGg8TUJFBoFHA3cFc0SENxwDMuMSX597Jx9lAju/6S3wveAuOy6Vy8ISdTfusnMtxoijQrZOOCYON9Oyia5Gqsv3H7G7Hns5wUlCsEuQvJSiihSlK3fsuPTlGO9SlSxfOnDlDWVlZ5QQum81GcHAw06dPx9fXlyeeeIKsrPJpjlFRUYwYMQIAX19f8vPzCQ4O5t///jd9+/ZtkTWvXr0agPnz59f6Prd48eJqf16/fj1Ate1eFcaMGYO/vz8HDhwgIyOjRbeoCSGEEKJtkKSPqORyqXzyY+0Jn6p+OOAiv0TFbACTQaF3F4WIwJY7obh9bgxR4Ube++wsGdm2atcN7OvPXbfE0r+Pf4utx13+PgqjeukoKlPJLnLhcoFJrxARpHjUvLkqs1GhR5TK0XMNxwaYIabu4qdqenXVc8/MAF5fUYi1lryIRgNzp/qRMMCDBkRVFJW6eGV5ESfTqu+rysi1seOQjT6xeu6Y5oevT/M+r8qsnlXulFlVgrzvqSU6ANneVbsRI0Zw+PBhHnnkEa666iqef/55FEXh0ksvBcoTJdHR0Tz00EOcOHGCq6++uvK2MTExvPLKK0yYMAG93r3qxqZw8OBBAIYMGUJ+fj6rVq36f/buOzzKKu3j+PeZlinJpPcAIYHQqxQpUqXaAEFE7AV3rbiyvruu66qo7LrqulZcsWLDgmBFehepUkJvAdJ7m0x/3j9iAiEzyUySSSbhfK6La9d5TmZOkskk5zf3uQ+HDx9GpVIxYMAAJkyYUF39k5eXR35+Pmq1mqSkpFr3pVQqSUpKYu/evRw5ckSEPoIgCIIg1CJCH6Ha8UyZAg+bAu89WbVYllm3DxKjJa4ZpCAk0PfhjyRJXDshhquujGbXviLSs8wolRI9UoJITjT4/PEbK0gnEaRruiqky7vA2Tww11G0IgEje3jXu6hPSgD/ejCcTb+Z2Z5qoazCiU4j0beLhpH9dUSENOxzsNllXv2ilDNZ7hvpHDltY/5HZVwzMpAByRIBPlqPBem9e74GejleEATfuueee/jxxx9ZsWIFK1asQJZlDAYDc+bMYceOHZw4cYKnn34aWZaJi4vjzjvvrP5YtVrN2LFjAdi8eTNpaWnMnj3bp/O1Wq2kp6ejUqk4cuQIjzzyCIWF5/vUffLJJ3Tv3p2FCxcSHR1NTk4OABERESjc7M+NiooCqB4rCIIgCIJwIRH6CNVS0xrer+R0tsz7qx3cMU5JiKF5FsZKpcSgfqHN8lj+LFgvMfVymR93QbGLRs0aFVzZGzpEev99CTIomDxMz+Rh+iaYaaXtqdY6A58qhYU2th20k1Gg5poBlQ23m9qAbhp+TbXWPxDo0kFFkF5UWwgtQ2715+T5RnR0NEuWLOHll1/myJEjdOjQgYcffpiEhASuvPJKevXqhUKhYOTIkTz99NM1Gj5f6JVXXmmW0KesrAyoPA3xvvvuo1evXjz22GN07NiRo0eP8txzz7F//37++Mc/8uWXX2IyVb6oa7XuqyoDAiobzFeNFQRBEARBuFCDQ58ff/yR7t27k5iY2ITTEVpS1RHmDVVWASt2OrlxpP/00rlUhAdJzB4hczoXjmZAhQXUKkiMgpQ40Kj8Z8G48TfPn2i5uRYCA9VsSIUJ/Tx/DNnpACSkejpX90xSEx2mILug/gblYwc0bCub0PoUl9opKLIRoJGIiQxo8aPjZaRGb+9qy6FRu3btmD9/fo2KmbNnzwKV4coXX3yB0WjEbDZX315FlmXS09M5efJkszRqt1orQ2aHw0FCQgLvvvtu9dayfv368f777zNp0iRSU1NZuXJl9XYtT6o0RaN5QRAEQRBcaXDo8+KLL5Kbm8vGjRsJDRXVFm2Bpgm20BzLkCkskwlthm1eQk0KhURSNCT5cUsHpyyT5kGVTxWTyQ7A6dzKKqbgOgqOZJsFR/pRHOeOIldU7lOUAkNRJnRBGdcJSVn75U6hkLh3aiAvfVpKeYX7BdOEy7X06dx6TykTPLPvUClffp/Fr3uKq5ujx0RpuObKKK4bH4k2QATa/qq8vJxrrrkGi+V8UzpJkkhNTWX69Oke3Uffvn19NLvzLqzYmTVrVq1eQkFBQVxzzTW89957/PLLL9WVR2az+7C86nPW65uuIlMQBEEQhLajwW8d5ubm0qlTJxH4tCGd45omqDmeId5tFOrQwKfHiSz315zlRVi2fYv92K7qwAdALivEfngb1u3fI5tdb32Ij1Txl1uN9O+i5uKCjqhQBbdOMjB1pK5hkxZcKjXJrN1j5eNVZj5eZWbNLislpvqrrXxp+cocHp1/hF92F9c4DS8rx8o7n55j3rNHKfs9hGwRVSd4NfRfGxcdHc0dd9yBLMvV/4Aa/13Xv9jYWJ544gmfzzMoKAiNpjJATkhIcDmm6vbCwsLqSp+8vDy3lTxVvXyqevsIgiAIgiBcqMGVPnFxceTk5GCz2Zr11AvBd3p2kFjzG1R41uLELVenPV1KLFYnG7YVsmZrIQVFNrQBCi7rFcTk0RFEhV/a1SIKSSI6XEFWvmcLfK32fGWFu1PlZJsV6+5VYC53ez9yWRHW31ajGXS1yy1fUaFK7p0aRFGpkxPpdmx2mYhgBUkJKhSXwILZVzJyrPy4voBf9pRSZnIQZFASG2ug1GlAqT7/62cPDlbssHFFLxVXD9E0+3aq3QdKeO39M3WOOXy8nBfeOs0zj3ZqplnVJDf8PZpLxn333Vdd1SPLcnVPn1deecXtxygUCvR6PcHBwc0yR6VSSefOnUlNTSU7O9vlmLy8PADCwsIICQkhOjqa7Oxs0tLSam2pdzgcnDx5EoAuXbr4dO6CIAiCILRODf4r8s9//jNFRUU8+uijnDt3rinnJLQQtUriussVjX5T2HAJtz45ftrEHfMO8uI7Z9iTWkpaupkjJ018ujybW/+Uyjc/t8zpKrLTia0oB0t2GpacM9jLi1us/8PwPgEej42IOD9W7SaidmQcqzPwqSKXFuDMrXthHxKk4LKuGi7vGUCndmoR+DTCj+sL+MPfj7NsVQHZeTbKTU6ycm3s2VfE8dR0ivPLaox3OmHDXjtfbbA2+3NzyXd1lJFdYOvOItLSK3w8G6Gh1Go18fHxxMfHk5CQwMCBA+nTp0/1ba7+xcbGNlvgU2XUqFEAfPvtt7WuybLMxo0bARg8eDAAI0eOBGDlypW1xm/ZsoXS0lK6du1KTEyMj2YsCIIgCEJr1uBKn3379tGrVy9WrVrFqlWriIiIICoqyu0JE5Ik8fHHHzd4okLz6ByvYNbIyobMBWX1j7+YUgFdEi7NhXJGtoX/++dxSstd96xxOuGtj9MJ0CiYPDqiWeYkyzLW3LNYsk4j22uWcCn1QWgTuqAKDGmWuVQZ1juAtTstFJTUXe2j1ysxGs9XEbZ38yVzpB/z+LEd6UdRRid6PF5omE07innzkzqCFBmyzuSjVCkJDK65de7XQ3Yu66IiOa55+ufkFVjZta/E4/ErN+ZzzyzX23J8SRYBpNcWL17c0lNw6cYbb2Tx4sVs376d119/nfvvvx9JkpBlmVdffZUDBw7Qrl07rrzySgBmz57N119/zdtvv82gQYOqew9lZGQwf/58AO69996W+nQEQRAEQfBzDQ59/ve//1X/kQKVPX5yc3Pdjvfk5AnBPyTHKrjvaolTWTJpuTIOB2QVypxyXYleQ++OEvqAS/N7/fGyLLeBz4XeXZLB2GFhBGh8u11DlmXM6Uex5px1ed1hKqX82C70yX1RG8N9OpcL6bUKHp4ZxH+XlLoNfnQ6JcnJQdWvG2GBEBNSe5wsy8imYo8fWy73fHEvNIzTKfPhN55VtOVlFmIwamv9fth6wNZsoU9Ovnf7WXNyG7n/tSGkxp/edSn09WktoqKieOmll3jwwQd57bXXWL58OV26dOHo0aOkpaURHBzMyy+/XN37p2vXrsydO5eXXnqJm266iUGDBqHVavn1118xmUzMmDGDyZMnt/BnJQiCIAiCv2pw6FP1zpTQNkmSRFKsRFJs5X/bHTJLNjo5meV+20V8OIzvd2n2nSgps7NhW2H9A4HScgcbfi1k/BW+DVrsJfluA59qsozp1H6MPa9AUjbfyUQx4Ur+fqeRjb9ZWLndQvnvTXz1eiUREVrCws73dVErYXTPutasEh53hxavWT6393A5WbmeNfayVNgwm6zoDDW3/B07dz48PXnGzA/rC/j1t1LKK5wYA5UMH2DkqtFhxEU1vkeWRu3da5ZGI55DLeXvf/87CQkJXlW1HDp0iDfeeIPdu3dTUlKCw+E+mJckiYMHDzbFVOs1YsQIvv32WxYuXMjWrVtZv349ERERzJgxg3vvvZd27drVGD9nzhySk5P54IMP2LdvH5IkkZyczKxZs5g6dWqzzFkQBEEQhNapwaHPgw8+2JTzEPycSilx4wgFmw862XVMpvyCpro6DfRNlhjRU4FGdWkuiE6drcBm97wPyZETJp+HPtbcegKfKg47tsIsNBHxPp3PxfRaBRMv1zH6Mh3rD8icyqldERgeBKN6QITR9X1IkoQUHIFc5FlliWRsnm11l7JT59x03HbDUlE79LH9fkjWFz/m8dFFVUP5RXaWry7g+7UFPHRbHGOHhjRmurSP1xJiVFFU4tnJXH26BTXq8RpK5tJ8bb3QypUra4U+Y8eOpXfv3vznP/+pNf7o0aPcdNNNmM3mFuthVpcOHTqwYMECj8ePHTuWsWPH+nBGgiAIgiC0RQ0OfYRLj1IpMbKXkuHdZc7kypisoFVD+0gJ9SUa9lRxennatNPHCxDZ6cBeku/xeFtRTrOHPlUC1DChn0SJqfJYdpO1srqnfQREh9RfnKNK6ILNw9BH1e786TbFpTZKSu0E6pWEhlzap6r5m5BAiRUbC2sFPhdyOOGVDzIIMaq4rGdggx9Lo1YwcVQEn39bfzPnoEAlI4eENfixGkqGRm/v8r/Iw3sVFRUUF9fczpmenu62gfHChQupqKggJiaG22+/naSkJLd9BwVBEARBENqqRoc+ZWVlfPzxx6xevZpTp05hMpnQ6/V06NCBkSNHcttttxESEtIEUxX8hVIp0THm0g55LhYf7fmJVADxMb5deMgOz6oWqsfbPduO40tGPfRL8v7jFNGJSGcPIxe77ykGoIhqD8FRbN5ewNc/ZLJ7//nFY/eUQKZNjuXKKyLEttVGSoj2LkAL0NUe3z9FxeLP6z8VUpbh4+U5jQp9AGZeE8PWnUWcyTDXOe6hOzr4vBeX4F58fDynT59m3rx5DBo0qLrnTX5+PsuWLas1fsOGDUiSxOzZswkJCaGgoACAKVOmNOOsBUEQBEEQWlajQp+jR4/yhz/8gczMzBql0+Xl5Rw8eJBDhw6xbNky3nrrLbp27droyQpCQ2TnWflpQyFbdpdSVu4gUK9gSH8jk0eGEhPZNBUeUREaBvQKYuf+0nrHqlQSVw4LbZLHdUdSevejLanU9Q/yU5JCiabflVj3rkUudN1tXBHVAVWP4bz1YRpffJdZ6/rBo2UcPHqM7XuK+MsDnVAqRfDTEGarzIYDMiq1Erut/qbmATo1Wn3Nn0FdAKidZgqKPQsuj502c+JMBcntdfUPdiMoUMW/n0jhmf+eJPVI7WML9ToFD9/VgdFDm7/Kp5LUBKd3tf7n9A033MC//vUvfvjhB3744QegcotnWloaf/3rX2uNd/5egvnyyy9X3yZJkgh9BEEQBEG4pDQ49CktLeXee+8lMzOTiIgIrr/+enr27ElgYCDFxcUcOHCAZcuWkZmZyf3338/y5csJDGzcu7GC4K01W4t47aMM7BesP0vLHSz9OZ/lq/K5/+ZYxl/RNAHMrOti2J1aWu9Wr+vGRRBi9G3IIimUqIwR2EvyPBqvDony6Xx8TVIHoLlsIs6CTBzpR5HLikACKSgcVUIXpOBIlv+c7TLwudDKDbnEx2i5fWa7OscJrn220sTpTCchEUbyMutvbB4RG1KjsipADXdO0vLr7gKvHjct3dKo0AcgPFTDK//owqFj5azclE9egRWNWkH/nkbGDg9Dp22+RueuiJ4+cMcddyDLMitWrKCwsBCHw0FGRgYajYaIiNr9urKyKrfsudv+JQiCIAiCcClocOjz4YcfkpmZSb9+/Xj77bcxGmt2Wp04cSJz5sxhzpw57N27l88//5y777670RMWBE/9ureUVz7IwF37HIcTXv0ok0CDkqH93XQK9kKvLoH83x868O+3z2B3uH7Q0UNCuXtm8/TOCYhq51HoI6nUqMNa/6JIkiSU4XEow+OwOWROZECxCZS5EGuX+fSbdI/u58vvM7hxShzagJZd5Lc2+cVOdh2p3CZoMOpwOpwU5BS7HR+XGEZgsB4AlRL6dVYxpp+aqFAF23d799hNtSNPkiS6pwTSPUW8QeGv7rzzTu68887q/+7atSu9evXik08+qTX22Wef5dNPP+X111+ne/fuzTlNQRAEQRAEv9Hg0Gf16tUolUr+/e9/1wp8qhiNRv79738zYcIEVqxYIUIfHymrkMkrdiIBUaEKdAHiHWFZlvlwaY7bwOdCH32Tw5B+QU3Sy2X0kDCS2+tZviqXNVsLMFU4UUjQr2cQ114ZyeX9jM3WM0ZlDCcgOhFL9mn3gyQF+o69kBRtI+CQZZltR2DXMRnzBW2KcjOLyc717FSpsnIHm34tYNyISB/Nsm3aedha4+ctKNSA1hBAaVE5plIzTqcThVKBIVBLYIiBv9wWgkYjIcsQEVzzdSu5vXc9rzq2a/vNeRvbyLmtGjhwIF26dHF57f7772fVqlXMmzePl19+WWwzFwRBEAThktTg0CctLY2kpCQSEhLqHNeuXTuSk5M5c+ZMQx+qWZ06dYo33niDXbt2kZ+fT0xMDJMmTeLee+9Fr9e39PRqyMhzsnqXlf2nHNVbiqreMb/yMjURwZfuIuHQiQrOZHi2yD+XZeXAURO9uhia5LHbx2t58PZ2PHBbAmaLE41GgVLRMkFcQFwyigAt5qzTyNaaTWqVgSFo4zujMgS3yNyamizL/Lxb5kBa7WumMu+OEc/K8W68AEWltfc1qjUqwqKCCYuq/RwzmWWS4l3/CurfM5DIMDW5BfU3GO/eSUdi/CUQ+ojtXS4tXry41m3FxcWUl5fz4YcfMmDAAH744QemTp1KVFQU0dHRqNWut9dKksTHH3/s6ykLgiAIgiA0qwaHPrIsu/3DqdaDqFTYbC1/OlB99u3bx2233YbJZKJ379706tWL3bt3s3DhQtatW8enn37qN32JDp+x88EKC7aLep3aHbDjsJ0DJ+3MuUZL++i2UcHhrVNn6z6Fp9b4c+YmC32qSJLU4n1AJElCE5GAOjwee2kBTktF5TYoQzBKnX88l5vKkXRcBj4ACi8bM2vUYoHtLbXK26+x+2tKhcRt06J4cVHdW/KUCrhlSuvuRyU0jfT0dBYuXMjatWurT+lyXtBgTZZlsrOzyc523ewdECf3CYIgCILQJjU49ImPj+fYsWMUFBQQFub+RJOCggKOHTtG+/btG/pQzcJut/OnP/0Jk8nEc889x/Tp0wEwm8088sgjrF27lpdffpknn3yyhWcKRWVOPnQR+Fyowgrv/WjmL7P1aDXiD9lLnSRJqI3hLT0Nn9pzwv1evrDIIK/uq3f3xvd4utR06aBizU7PKqS0GmgfU/evn1GDgyk3OXj78yyXzdE1aol5d8c3eVjrj2SkRm/vasuVQtu3b+eBBx6gtLS0xkmiVSRJQq1WM2nSJL//W0QQBEEQBKGpNTj0GTFiBO+//z5PPvkkr7zyCipV7buy2+088cQTOBwORo4c2aiJ+toPP/zA2bNnGTJkSHXgA6DVann++ecZM2YMX3zxBQ8//DDBwS27HeaXVDtWD04zLq2A3UftDO3Zeo/jbqgO8QFejb8Utoe0ZSaLTHq+++uGIC1RcSHkZBTVe19dkg106+xdSCRAt0QVESEK8orqOb4OGNxD41EYfdXoMPr3COSnjYVs21OKqcKBMUjFFQOMjL8ihPCQS+e1rbWENg899BA///wzCxYsYNq0abWub926lXfeeYfDhw9jNptJSkrixhtvZPr06Q2qtMnNzeXBBx+kpKSElJQUbrnlFnr06FHjJNFPP/2UY8eOsXHjRr777jsiI0W/LkEQBEEQLh0NDn1uv/12vvrqK9asWcP111/PrFmz6NGjB0FBQZSWlpKamlr9h1ZgYCC33357E0676a1duxaAcePG1boWGhrK4MGDWbduHZs2beLqq69u7unVsOuIB4nP73YeuTRDnx6d9STEaDiXZa13bHy0hp4p/tWvqbU5ec7K6m1lHDtjxeGE6HAVowfo6d9dh8rLrVUNYfVg92j3/u0pyC3FbnO4HaNWSzx0d1ITzuzSoZAkbp6g57WvynC4/xITGaJg8hDPQ9bYKA13To/mzunRTTBLwZe+/PJLfv75Z7fXP/vsM5566inUajWDBw9GrVazbds2nnjiCXbv3s2CBQu8fsz33nuP4uJixowZw3//+99a28579erF9OnTeeihh1i/fj2fffYZDz30kNePIwiCIAiC0Fo1OPSJjo7m1Vdf5f777+fIkSM8/fTTtcbIsozBYOCVV14hOtq//2A/evQogNtTQDp16sS6des4fPhwi4c+ReUeHElVNbbM87EAVpuTbXvLOZdtRSFBUkIAl/UwoGyGhXtTkiSJW6dG8fxb5+ode8uUKBQt1Gi5tbM7ZN77ppD1O001bs/Ks7P3iJn2MWr+fHs44SENfqnxiFZT/5igED1DruzOzo1HqCivHQYaDCqe+78u9OwiqnwaqnM7FQ9cb+DDn0wUldZ+7emcoOSOqw0E6i/dJvMNIjXB6V0+fok7deoUzz//fJ3X58+fT2BgIIsXL64+Qj0jI4PbbruNpUuXMnLkSCZOnOjV427YsAGVSsWzzz5bK/DJyMio/v8PPPAAmzZt4qeffqpRzXuxuLg4rx5fEARBEATB3zVqJTZkyBC+//57Fi5cyIYNG2o0SIyKimLUqFHcc889tGvXrtET9bWcnBwAt+FUVFRUjXEtSaMCi4d9setqlnohWZb5fn0xX60soLS85vaMsGAlt14XwYgBrWsxPLS/kQduieXNTzJd9gSRJPjjTTEMHyD6tzTUB8uLagU+FzqTZeP5d/OYf38Ueq3vFvpajUT7SJkzuXWPCwk3MOa6fthL8zlzsoAKk50ArZKULqH07hVKv57ebQsUaktpr+aZe4zsP27j4Gk7FpuMUa9gYDd1vX18BHekJtje5bvUx2q18uijj6JQKOjevTsHDx6sNWbRokU4HA7uuuuu6sAHKkOWJ598krvvvptFixZ5HfpkZGSQkpLisrfg2LFja/y30+nk5MmTtW6vIkmSy7kLgiAIgiC0Zo3+CzwuLo5nnnkGgPLycsrKyjAYDH5zypWnTKbKhatW63rbQdXtVeNaUucEJQdO1bF/4qKxnvjku3yWri5yea2g2MErH2VjqnAy8YrWdbz3xBGh9Oqi58f1hWzdXUJpuYMgg5Ih/YxMHhVKQoxY5DfUuWwba7eX1zsuM9fO2u3lXD3Ct6HhZZ0kzuTWX9kWoIaefULp1ze0xu1RoaLaq6koFRJ9UzT0TfGgBEto9f7zn/+QmprKCy+8wM8//+wyOFm3bh0A48ePr3Vt6NChBAUFsX//frKzs72qDJYkye3poK6aOru6XZKk6jd2BEEQBEEQ2ppGhz6lpaX89NNP3HDDDRgMBgyGypNU3n//fUwmEzNnziQiIqLRE/U1pVKJ0+mst5Gkuz8im9PQnmqPQ59hHvTzOXyywm3gc6F3v86lfw89UWGtq0dQfHQA98yM4Z6ZMS09lTZlza/1Bz5VVm8r46orAn16JHJyrMSAzjI7j7m6KgMSCkmmXbQTV9PoECG2HAn+S/bT48S3bt3K+++/z1VXXcV1113nsqdPXl4e+fn5qNVqkpJq98xSKpUkJSWxd+9ejhw54lXok5iYyNGjR0lPTyc+Pr7GtTVr1lT//6ysLG6++WaSkpL43//+R0VFBTk5OaxcuZIvv/ySsWPH+sXpnIIgCIIgCE2tUaucTZs2MWrUKP7xj3/U2NoFsHHjRl5//XUmT57M5s2bGzXJ5lAVVlVUVLi8bjabAdDpdM02J3dSEhQM7Fp/Xje2v5qYsPq/xT9tKvbocR1OWLW1xKOxQtt3Kr3+JtlVcgoclFf4PjAd2VPiyr4Sxlp9uSUCdTId45zoXBR3tQtXEBooQh/BP8mALEuN++eDeRUUFPDYY48RExPDU0895XZc1bboiIgIFArXP2cN3UI9duxYHA4Hf/7znyktLa1xLT4+nvj4eIxGI//+978BmDhxIvHx8XTq1ImhQ4fy1FNP8dhjj/HZZ5/xww8/ePXYQtumUYnfCYIgCELb0OBKn9TUVP74xz9it9vp2LEjVmvNBeCECRMoLS3lwIEDPPjggyxbtowOHTo0esK+EhUVRVFREbm5uS57EFX9IeoPJeCSJHHDKA36ANi8347jon41ahWMu0zNmP6eVeTsPOB5xcbOA+XMvjrcm+kKbZSrPkl1aY4qOUmS6JsEvTvC2VwoKgelJGNxyOSWOGstfCUgMUpBlzjxx71waThx4oTLo9TdueGGG7jxxhtdXvvb3/5Gfn4+H3zwAUaj+95o9W2fBggICKgx1lO33norS5YsYc+ePUyaNImpU6fWOkn0m2++IS8vj6ioKG677bZa9zF79mzeeustPv74Y6666iqvHl8QBEEQBMHfNTj0WbRoEXa7nZtuuom///3vtbZt3HjjjcycOZNnn32WTz75hP/9738899xzjZ6wr3Tp0oWjR49y/Phx+vfvX+v68ePHq8f5A4VC4tphAYzup2HHYRvZhZXL2YRIBQO6qNAFeLYVQJZlKiyeL8ZNZi9X+kKbFRel4vhZz6p9jIEKDLrmC1YUkkSHKKiMmSt/Fsw2Ben5Tkp+rzgy6iTiwxVo1f65bUYQLiQ3rjC3mtlsJjU11ePxubmuu6N/8sknrF27lnvuuYfBgwfXeR9V1T2ebO/0Nhw2Go0sWrSIu+++m9zcXBYtWuTyPqOjo1m4cKHLcEqlUhEfH199iqcgXGzORzuw2P3/758AlYL/3TqwpachCIIg+JkGhz47d+4kODiYv/zlL27/kJMkiccee4xly5axZcuWBk+yOYwcOZLvvvuOn3/+mRtuuKHGtcLCQn799VfUajXDhg1roRm6FqSXGNO/4c1SJUnCaFBQUu7ZHzPGQM8aQwtt35hBBjbu8uxd+dEDDSgULRuuaNUSyTHi+VufCrODbbuLyS+yogtQ0r+Xkdgo0fC8ZTXd6V1arZbk5GSPPyoyMrLWbceOHeOFF16gR48ePPzww/XeR9X26apt0q5YLBYA9PpaezPr1aVLF1asWMEnn3zCunXrOHnyJOXl5RgMBjp27MiYMWOYNWsWQUGum8lbLBbOnTvn9eMKlw6L3dkqQh9BEARBcKXBoU9hYSFdu3ZFo6k7cAgICKBDhw5+/w7auHHjiIuLY/PmzXzyySfMnj0bqPwj9W9/+xsmk4lZs2a1iqbU3hp2WRA/bfSsr88V/VvXqWyC73Rur6F3SgD7jlrqHBdkUDB+iHje+Dub3cn7S9L5fk0uporzixtJgsH9grn/tvYi/GkDkpOTWbp0aaPu48UXX8RsNqPVavnrX/9a41pVFdEXX3zB1q1bGThwIBMmTAAqGzrLsuzyjaLGbqE2GAzMmTOHOXPmePVxBQUFPP/88xQXFzNgwIAGPbYgCIIgCII/a3DoEx4eXqt5szuFhYV+f4S7Vqvln//8J3PmzOGZZ57h66+/JiEhgT179pCTk0P37t2ZN29eS0/TJyZdEczPm4vr7dGi0yoYPdh93wbh0iJJEg/dFM6LH+Zx+JTrbV7GQAWP3R5BqLFtV9g4HDLb9xSyYVs+pWV2jEEqRlwezuB+oS1e4eQJu93JP146zvbfajdql2XYtruYIycO8cpTXYmPcd+XRfCdxlf6NJ2qvju7du1i165dLsfs2bOHPXv2oFKpmDlzJtHR0WRnZ5OWlkZiYmKNsQ6Hg5MnTwJNu4V61KhRbq/JsozVaqW4uLg6iJo1a1aTPbYgCIIgCIK/aHDo0717d9avX89PP/3EpEmT3I5bt24dmZmZfrctypXBgwfz5Zdf8vrrr7N9+3aOHz9OQkIC06dP56677vL74KqhEqI13Dcrijc+zcFdOwW1SuLPd8QQZGjbi3fBO3qtgsfvjmTbPhOrt5Vz7IwVWYbIMCWjBxgYM8jQ5rcEHjlRxlMvHiY9q+bWlR9WZ5MQq+WZP3elU0f/fu34+sdsl4HPhQqL7Sx44xSvz+/WTLMSLuRPoc/ixYvdXrvvvvtYs2YNCxYsqNEweuTIkXzxxResXLmyVjXOli1bKC0tpWvXrsTExDTZPLOysjwap1KpuPvuu0UTZ0EQBEEQ2qQGhz4zZsxg3bp1PP7445SUlDB16tQaW72sVivff/89CxYsQJIkZsyY0SQT9rWUlBReffXVlp5Gsxsz2EioUcmSnwo4errmdp0+XXTcdHU4nTuId/iF2lRKieH9DAzvZ8DplJFlUCr9Z4HqSyfTypn75H7KTQ6X189lmnnwif289c8+JLbzvldJc3A4ZZatdN2s92KHj5dz+EQ5XZMNPp6V0NbMnj2br7/+mrfffptBgwbRt29fADIyMpg/fz4A9957b5M+5oIFC+q8rlQqCQ0NpU+fPnWePiYIgiAIgtCaNTj0GTNmDNdeey3ffvstTz31FM899xyJiYno9XrKy8s5c+YMVqsVWZaZPHkyEydObMp5Cz7Qr5uBft0MpGVYOJtlRSFJdEzQEBvZ8EbRwqWlNWxlakr/XXTSbeBTpdzk4LX3TvLSP3o206y8c+xkObn5np3CBrBpe6EIfZqZTOMrfbw7E6vpde3alblz5/LSSy9x0003MWjQILRaLb/++ismk4kZM2YwefLkJn3MqVOnNun9CYIgCIIgtEYNDn0A/vnPf9KpUyfeeecdSktLazVr1uv13H777dx///2NmqTQvDrEBdAhTjRsFYS6nD5rYs8Bzxqg7/itiLMZFbSL0/l4Vt4rLa87tLpYWbndRzMR3JJBlhsZqLZ06gPMmTOH5ORkPvjgA/bt24ckSSQnJzNr1qxmC2iKi4urT/YKDg5ulscUBEEQBEFoSQ0OfXJzc4mMjGTOnDnccccd7Ny5k7S0NIqKitDpdCQmJjJgwIDqo1oFQRDakt9SPQt8qscfKPbL0MfbPl2Bhka9VyC0cW+++Wad18eOHcvYsWObaTaV0tPTWbhwIWvXrqWgoKD6dqPRyMiRI3nggQdo3759s85JEARBEAShuTT4r/fRo0czfPhwpk2bxujRoxkyZAhDhgxpyrkJQotwOGVyimXMNhmlAsIDFRi09b/LnpnvZGuqjbQsJw6nTESwgsHdVHRtr7zktj1dCiyWeo67u4jV5t345tI5yUBUhIacPM+2eI0YFOrjGQm1SU3QyPnSfA3avn07DzzwAKWlpcgXnVRQXFzMd999x9q1a3n11VcZOnRoC81SEARBEATBdxoc+jgcDtavX8+GDRsIDg7mmmuuYdq0aXTrJk52EVonWZY5nuUkLdeJrcaOFyfhQRLdE5QEugh/HE6ZZZusbE2tue0lq8DBgVMOEiIV3Dk5gGCDwrefgNCsoiO92wIZFeGfWyaVConrxkfxzqfn6h3brbOBLqKfT4vwp9O7/MmcOXO4/vrrGTNmDGq1usa13NxcHnzwQUpKSkhJSeGWW26hR48eBAYGUlxczIEDB/j00085duwYf/rTn/juu++IjIxsoc9EEARBEATBNxq8Cl23bh1z584lMTGRoqIiFi9ezLRp05gyZQqLFy+msLCwKecpCD4lyzK/nXZwPOviwKdSfqnML0ftlFTUboyxfHPtwOdC53Kd/O87M2arHzTVEJrMkMtCMQZ6lpuHGNUM7u+/FTLXT4piUN+6+5uEBqv46/0dm2lGguCZjRs3MnfuXIYPH86zzz7LwYMHq6+99957FBcXM2bMGL7++mtmzJhB9+7dad++Pb169WLWrFksXbqU0aNHU1xczGeffdaCn4kgCIIgCIJvNDj0iYmJ4Q9/+AM//fQTS5YsYebMmRiNRg4fPszzzz/PiBEjeOihh1i/fj1Op39uaxCEKmfzZbKK6g5l7A747ZS9xhaB7EInWw7U39g2q0Dm10Oux2UXOlm60cJT75fzfwvLeObDcr7dYiGvWPzc+LOAACXTr47zaOyMa+LQqP230kulUvD0o8nMvDYGg75mjx+FBEMuC+G1+d2Ii9a20AwF+fctXg3911Y99NBDdOjQgeLiYj7++GOuv/56pkyZwkcffcTatWtRqVQ8++yztaqAqqjVap599lmUSiWrV69u5tkLgiAIgiD4XpN05OzTpw99+vThb3/7G2vXrmX58uVs3bqVlStXsmrVKsLDw5kyZQpTp04lOTm5KR5SEJqMLMuk5Xp2glG5pbLqJ8JYuYjalmrz+HG2HrAxorcKSTq/ANu418o3m6xc2GrCYpNZu9vG+t9s3DgmgEHdXC9WhJZ3y/R2nMmoYPXGXLdjJoyKZPa0hGacVcOoVQrumZXAzVNj+XVPMQVFNnRaBf17Gr3eyiY0LZnGn97VVusM77vvPu677z5+++03li5dyooVKzh8+DALFizA6XRiNBrZt28fI0aMQKFwHbyGh4eTkpJCWlpaM89eEARBEATB95r0GBaNRsPEiROZOHEiZrOZzz//nFdffZX8/Hzeffdd3n33Xfr3788dd9zBlVde2ZQPLfzOanVyJqMCh0MmOjKAEKMIDOpjskCZ2fPxWcUyEcbK/38mx/NqnLxiGbMVdL+vn3cdsbF0o/vmuU4nfLbaQqBOonuiODHJHymVEk88nMJlvYJZ+mMmx06VV1/rnGRg+lVxTBwdVSPo83c6rZJRQ8JaehqC4JW+ffvSt29fnnjiCdasWcOyZctYv349JSUl/PGPfyQ8PJzrrruOadOmuXzzyWaziapkQRAEQRDapCZfSZ47d47vv/+elStXcujQoeqtMF27diUvL49du3axe/duhg8fzn//+1/0en1TT+GSVFhs47PlGaxYl0tpeWXVikIBwwaEcuN1cXTvHNjCM/RfNod374Hb7OfHO718+9zx+5rC6ZT5YVv9pyXJwA+/WOnWQdmqgoNLSUa2BZ1Ow8wp7dBrFUSGqTEa1cREBojvmdBknG14i1ZT0mg0TJo0iUmTJnHNNddw/PhxhgwZwq5du3jvvfd477336N27NzNmzODaa69Fo9Fw7tw5Tpw4QUpKSktPXxAEQRAEock1SehTWlrKTz/9xPLly9m9ezdQuWWm6lSv6dOn07VrVxwOB2vWrOGZZ55h8+bNPPfcczz33HNNMYVLWmaOmUeePkR2bs0QwemETdsL2bqriMcfTGbM0PAWmmFN57LMrP+lsHr7yKA+wfTuFthiC2S10rvHVavOj48KUXAm27N3hw1a0P9e5XPkrIOCEs8So/Q8J2eynXSIUdY/WGg2h0+U8+6SdH5LLa1xe1J7HbdeH0dslOh/IzQVcWR7QwwbNoyjR4+yb98+bDZb9ZtQe/fuZd++fbzyyis88sgjfPnll8iyzNixY1t4xoIgCIIgCE2vUUe2b9iwgeXLl7N+/XqsViuyLKNQKBgyZAjXX389V155JRqNpvpjlEol48ePR6/Xc/fdd7N69WoR+jSSwynz+L+O1gp8aoxxyCx47QSJCTqS2rdcZVVJqZ0X/3eaX3YX17j9i++zSUzQMu/eRLokNf9x0PoACNR6vsUrJvj84mlwNxU7j9TfyBlgUDc1CkXlx2bme7eNICNfhD7+ZNf+Ev7+4vEaVV9VTp6p4Kn/nOCacdHcfWMceq3vGzjbHTLb9xRxJt2EJEl0STbQp7tRVBoJl5yysjJWrFjB8uXL2bVrF1D5xpQkSfTo0YPJkydjNptZu3YtBw4c4PHHHwcgOjqa2267rSWnLgiCIAiC4BMNDn2GDx9OUVFR9Ttn7dq1Y+rUqUybNo2YmJg6PzYpKQmoDIGExtm+p4jTZyvqHWd3yHz9YxZ//kNSM8yqtnKTg3nPHeWUm7mePmdm3rNHefFvKXRJbnzwU2F2cPCYCZPZQahRTbfOepQK1wtgSZLoEKkk9Wz9zZwNWggPOn8/HWMVdE5QcOxc3SGOPgCG9xJ9edqCsnI781896TLwudB3q7LZut/ClUNDuGlyKHqdb8Kf71dn88EX58grqBn8to/X8YdbOjB0gO+Oij98yszPW0rZe6QCi9VJqFHFFZcZGDckiLBg8XxvSo1t5NyWOZ1ONm3axPLly1m7di0Wi6X6TajLLruMY8eOUVJSwsGDB2sc6V5FqVTy9ttvYzQaW2D2giAIgiAIvtXgv8oLCwvRarWMHz+e66+/nsGDB3v8sRaLhRtuuIFevXo19OGF3/28Ic/jsWs25zP37kTUquY/Onrx0gy3gU8Vs8XJi/87zf/+2b3BFQpl5Q4Wf5PFqs2FVJjPBzFR4WquGxfBlPER1dU2F2oXLlFQKpFZx7HtaiX0S6x5+pYkSdw6XsuiH8ykudnmpdfC3VdpCQk8/3WPi/DuexDv5XjBO2npZlKPmbDZZaIjNFzWM7DGNr4LrdpUQLnJs9PeSosrWLlVydHTFp66L6bJg5+PvjzHe0vOurx2Jr2Cv/3rMH97qBNXXhHZpI/rdMp8sLyAFZtrbm3LKbDz9apivt9Qwp9ujaRfN9GzrSnI0OjtXW319K7nnnuOH3/8kYKCguo3oTp06MDUqVOZOnUq0dHRlJeX88knn7Bu3TpOnjxJeXk5BoOB+Ph4UlNTCQgIoFu3bi38mQiCIAiCIPhGg0Ofp59+mquuuorAQO8bBHfs2JFnnnmmoQ8tXCAn3+LxWIvVSWmZnbAQTf2Dm5DZ4uTnDfkejT19zsy+w2X06Rbk9eOUlNl5bMEJ0tJrf01y8m2883kmx05X8Oc57WoFP5Ik0SdRiSHLSVquE9tFa/qIIIluCUoCtbUXXnqtxH1TtOw6YueXVDtncyvDH6NeYnB3FUN7qDAaai72U9opCTdK5HvQ18doUKBWi3f5feHEmQreWZLNgaOmGreHBCmZOiGcqePCaz1X1m8r8Pj+rWYLeqOB0xlW3luWzwOzmi58OXSs1G3gU0WW4V9vnqBfz2DCQ5vu5/6rVUW1Ap8LWawyL36Qy/wHY0hKEMe9C76zePFiAHQ6HRMmTOD6669n4MCBNcYYDAbmzJnDnDlzqm+z2WwcO3aMmTNn1hovCIIgCILQljQ49Jk5c2ZTzkNoIK3Guy1yGk3zV4wcPl5OmYeVEQA795Y0KPR55b1zLgOfC63fVkRKRx1TJ9RefEuSROdYJUnRCnJLZMxWGYVCIjxIwhBQd+iiUkoM7q5mcHc1doeM0wlqFW4rlhSSxFVDNHz0c/2hnUan5tONEp1iZSZfhtsKlMYoLLaxcmM+x9NMIENiOx0TRoYT0YRBgb85dMLE3/+ThtlSO3grKnXw/lc5ZOZYuf/m2Brfx5Iyz3o4ATXKK7bsKefmq8MICWqaba3f/JTl0TibTeaH1TncOiOhSR63zOTg23Ul9T+uXebrVcX8+Y6oJnncS53Y3uVa3759uf7665k8eTIGQ+XW4IMHD/L+++8zf/58tFrXDdWvueYakpOTWbJkCd27d2/OKQuCIAiCIDQr0XShlevX08ie1PoXYAApSQYC9c3/La+weB74NGQ8QEaOhW17PPs6LF+Vx7XjItz2+FEqJGJCGr7AUikl8GBd3z9FjckMX2+0ILsp+AkLC0Cnq/yeHc+E73bA1MvlJmvQ63TKfPBVBl9+n439wqPrtxXy0dcZTBkfxZybElB6ecKZP5JlmaOnKjidbsHhkPl4ea7LwOdCKzYW0bdbIMMHnO/1odc1LLRxOGDnARNXDvE+0HRl845CL8YWNFnos3l3OVabZ5uFdqaaKCyxE2oUv2oaq/Gnd7VNn3/+eY3/fvXVV3n77bdxOp1MmzaNIUOG1PqY9PR0Tp8+TVpaGuvXr+eBBx7gj3/8Y3NNWRAEQRAEoVmJRiGt3FVjIytDBg9cN75l3nEPC1F7NT402LvxAJu2F7sNTi6WnWfj8AlT/QObwfDeah6/Wc9lXVQolRKSBCqVRFCQmthYHQZDzcXyqWw44VmBh0cWfnKOz5Zn1Qx8fud0wtIVOby8KK26V0ZzKCyHk9mVn2tJE32bduwv5aFnTvLogtO89lEmb36SRUmZZ+Hid2trbuca2j/Eo49TKBUER4ag1QUQoNOg0ao5cMLicWBSF4dDxlTheTha6k11Uj3OZLk/KfBisgzpObYme2xBqMvChQt56623cDgcdR4oodfreeSRR4iPj8fhcPDqq6/y3nvvNeNMBUEQBEEQmo94+7WVCwvRcO8t7Xnjg7Q6x13Wy8j4ERHNNKuaOifqSYgN4Fxm/VuZJAlGDwnz+jEKi71b1BaVNN0iuLEiQxSEhAYQF+fZ+L2noFNs4x/36KlyvlmRU++4lRvzGTc8nL49mqZCxZ30Ath1AjIvKmBJCIeBnSAquGH3u2ZrEa98kOFxKHix1GMmikvtBAdVvlxOGh3BJ8sy6zy9S280EBwRXKsia89RO39+JZe5s0PpGOd9uFlFqZQw6JUeN5Q2BjXdS73kZcVJc9WnmCocHDlVeYpYRKia5PbaNnRkvdQE27vayteipgsbMDudlf3UJEkiKyuLO++8s8ZYpVKJVqslIiKCHj168Oyzz7Ju3To+/PBDXnnlFcaNG0e7du2adf6CIAiCIAi+Jip92oDpk2N4+K5EdFrX384xw8J59rEUVC1waheAQiExbaJnVUZDLwshLtr7xq/enoqkd/O1aimZnvcGJsOLsXX5blWux2O/XV1/ONQYxzPhh121Ax+Ac/nw7Q446/lBddWycq289lHDA58qpeXnw5WwEDWP3N3B7VhdkJ6QyBC3gUNRqZNn38nj6Km6T7Orz8gh4R6PHeXF2Pokxnve50mpgIRo3/aFKiqx88biDG6Zd4QnXj7N/NfP8PD8E9z/j+Os2VrYrFVqviIDzkb+a/1fBddkWUaW5erA5+LbL/xnt9spKyvj9OnT/PDDD9x5553ExsZy9dVXY7PZWLJkSQt9FoIgCIIgCL7jXytfocGmTIjmy4X9ePiuRMZdEc7ooWHMnhrHx6/24e8Pd0Ib0DTNY71ltjj5cVMJa3ZaCdDVHeYktdfxp3vcL6brMqiPsf5BvwvUK+nWydCgx/EVp+vT3l2PbaLV228H3Z++VGtsqudjvVVsgnUHqDOYcThh1V6o8HxnEQA/bijE7n2LqFqCDDV/fsZdEc4/5iYRG3VRoCFBcHj9JUl2h8Tj/znHe583fOvc1IkxeFLIog1QMGl0023tHN7PgLaexuZVBvfWE9xEjatdySu08eiCE/y4oQCzpeYPUVqGhZffS+f9r7J99vhCyzt06BDjx48HKit8/vOf//Drr7+SmprK9u3b+eijj5g8eTJQ2fT5008/5e2332bWrFlIksS///1vJk2ahCzLbN26tSU/FUEQBEEQBJ8Q27vaEINexZQJ0UyZEN3SUwGgpMzBc//L5nRGZU8PfXAgSrUKc7kZp+P8SjwoUMmkkRHcNCUWg75hC8QuSTo6J+o4drr+6onxV4SiDfCvvDMkEMrr3/1WObaJ8qqLF8l1sVi9SKW8dPCsZ0GWzQFH0qFvR8/ve8tOz5p716VHZ3311q4LDR8YytDLQtiys4i3l+RQXOZAq9eiUHr23NIbA/noq1NYrTJ/uDWx3vFns2wcPFnZEygiVEn/rjruvz2R198/7fZjlEqJJx7uTEgD+mS5o9MqmD4uhI+/r7uRtFYjcf24kCZ7XFde+N9ZsnLr7hn09c95dE7UccXABu4P9AdyE5ze1UZLfT799FNWrVqFSqUiJiamOuABMBqNDBo0iEGDBtGxY0fefPNNTp48yfTp0xk5ciRdu3blH//4B6tXr6ZDhw6cOXOmBT8TQRAEQRAE3/Cvla/QZsiyzEsf5lYHPlD5LqzWoCM4MgRjRAiBoUYiYoJ59alu3HNTQoMDn6r7fuSuBAz1bPNKaqflpin+EYpdqJcXBU7ejK1LVITn224iw323RcebxtTHvWxiXVLe+DKfa8a47zGlUEhcMSiUt57pxJhhEWh0nn+dJIWERhvAp9+c4/RZ9x2r0zJtPPN2Ln/5bw4ffVfM5ytKeP2zQh5YkAUaA0/O7Uz7eF2tj+ueEshLT3Zj+CDve2TV55pRRqZd6T5EMegU/OXuaNrF+O55c/SUidRjnnX6XraqAXsD/YyM1Kh/bdWXX35JYGAgAMHB7p+Tf/zjHzEajXz22WfVt02fPp3g4GB27tyJ0WjEbDb7fL6CIAiCIAjNTVT6CD6ResLC4VOuS1ckSUKlVoG6stfE2h3l3Hqt9318LtaxnY5/P57MK++dq9UvRSHB0MuCeeiOeAwNPHLbl1LiYdsRKCqve1ygDnq0b5rHHDc8nKMnPVs0j7ui6XrCXMybLVvebu8K1CuoMDe8SmniiFCGXVZ/A+sgg5JHbo3i7a+L2LrX84Vj1fas5T9n8vDdybWunzxn5bl38jBba5dpmMwy36wtZUhvHe+/3JvUo2WknatAoYCUpEA6d/TdFkZJkrhxUihD+xpYubWUvUcqMFuchBpVjBhgYNTAQAIbEeJ6Yv2vxR6PPXyygsxcK7GRvu0vJDS/06dP07lzZzIzM8nIyHA7TqVS0aFDB44cOVJ9m1KpJD4+npMnT1JRUYHB4F/bfgVBEARBEJqCCH0En1i3vczjset3lDP7qlCUHh49X5eO7XT89x+dOXLSxI69JVSYnYQGq7hiUAjRXlS2NDe1UuL6oTJfbansceNKoBauHwIB6qZ5137cFeF8siyz3pPMAvVKJo/23clvaiVYPDxMTeNljnB5PyPfrfG+83WIUcm08eFMHR/u1QlQHePUHoU+siwjSRI2S2Ul3J4DtQMMp1Pm1U8LXAY+F/plXwU9OwUwaqCR3t08723VFNrHarj7et8FgnUp9PIEvsJie6sOfRp/elfbFBgYSGZmJl26dGHr1q2cOHGC5OTaASpARkYGWq22xm0WiwWNRkNeXh69e/dujikLgiAIgiA0K7G9S/CJ7Py6+2xcqLzCSXlF0/aM6ZKk5+apMdwzK47pk6P8OvCpEmKQmD0KhneDoAt26xi0cHkXuGU0RBibbuFn0Ct5dl4nAg3ukxSdVsHTf0omtAl7wlysfaRvxgJcNSrUo2bHkgSzr43knpnRPHF/O97/VwrTJkR4feT3kN46VB4EU5IkUVFqwm6rDC5c9Uzac9hMbqFn29NW/lLeJk6p8oa70wrd8bcT+7wltne51r17d/Lz8wkKCkKWZd58802X47788kvy8vLo0aNH9W25ubmkpaUBlT+TgwYNapY5C4IgCIIgNCdR6SP4hFLh+SJDlmUys82cSrOj0ypJSjSgaoKqn9ZIp5EY3AUGpciYf8/NtGq8Dh881SXZwJvPdmPJd1ms3lxQHT5o1BKjhoQx85oY2sdp67mXxunRDo5l1j9OArq38+6+E2ICmDMzhrc/r7sZ0L2zYrh6dON73wQZFIy7XM9PW0zV1TyuyLJMUe75CqToiNrbG3ce9HybWFqmjdxCB1Fhl85L+oCeQfy8se5m0lUiw9S0i2v8FlLB/9x+++1s3LiRlStXotFo+OGHH+jYsSMPPPAAAGfPnuWrr77i3XffRZIkbr75ZqDy1K8FCxZgt9spLi5GrVZzww03tOSnIgiCIAiC4BOXzgpBaFYpHQLc9vSpIssy5rIKrKZy5vz5fC+GyDAN14yPZuZ1cS121HxLkyQJL3oCN0psVABz7+rAnJsSyMi2IMsQFx3QqMba3ogOqTyR67dTdY+7vAsE672//2vGhmEMVPLRshyy82pWoMVEqrllShQjBzXdyU43jAuiuMzpdpuXLMvknsvGXH7++qQxtZuLm7ysfjM1onfRxcrMMiezwGKDADV0jIYgnX8FsYP7BBEZpia3oP6qwsmjwrwKov2NjGcn3NV3H23R0KFDeeihh3j11VexWq3Issxrr73GwoULUSgU2GyVzw9Zlrn77rsZM2YMZWVlPPLII5w6VfmiI0kS8+bNo337JmqYJgiCIAiC4EdE6CP4xJVDAvluQwnudpzIskxpfjGmktqdi3MLrLz3+Vl+3VPEi092R++HjZfbIr1OSafEBqQqTWBQJ9BpYPeJ2v19dBoY1Bm6xjf8/kcODuaKgUb2HCwnLb0ybElM0NK3mwFFE4cBCoXEnGnBpLRT8vaSXDR6HZIk4XQ4KSsqpSS/GJvlfEfqmKgARg2t3TPJoPduO1J9J9d5osIqs+FA5SlpF/7sbkyFpBiZUT1BH+Af4YlSKfGnO+P5+ytp2O3uI43unfRMGdcyfYeaTlNs0fKP75sv3HffffTp04dXXnmF/fv3I8tyddgDoNFoSEhIYNu2bYwdO5bs7Ozq65Ik8Yc//IHbb7+9hWYvCIIgCILgWyL0EXwiOlzNtaOMLF9X4vJ6RanJZeBzodQjpbz89gmemJviiykKfkSSoHcH6J4AJ7Oh8PenRkQQJEaBsgnasSgUEpf1DOSynoGNv7N6SJLE6EFBBAU4eHzBQSw2GdlFqUZ4qIYXnuhBgKb2Jziop44NOz07XS0pQU1kaONeziusMl9vPf+1v5AMnMiCvBKYPlT2m+Cnd9dAnn0kkdc+Sic9u+bRbgoFjBocwn2zY9GoW3c/H8G9kpISjEYjw4YNY9iwYWRnZ/PTTz/x7rvvkpOTA4DNZquu6qkiSRJ9+vTh8ccfp0+fPi0xdUEQBEEQhGYhQh/BZ26cFALAt+trVvzIskx5sWene63ZlMecmzsQ5aLnSWvlcMjs2F/G2m0l5BTYUaskenTSMeGK4FZ9ulBTUCkhJa6lZ9F0BvQJ4X//7stny86xelMuNlvlD0KgQcnkMdHcOCWeiDDXz+3enQOIjVCRmVf/KVXjhzQ+yNp80HXgc6FiE2w8CBP7NfrhmkyvLgYWzu/M3kPl/HaoDIvVSUSomlGDQ4gI810D8uYmTu9y7fbbb0er1fLmm28SEhJCdHQ0t99+O7fffjs7d+7kl19+4eTJkxQXF6PT6YiMjKRjx46MHTuWhISElp6+IAiCIAiCz4nQR/AZhULipqtCufLyQH7aXErqCTMOB+g1drJPeXbcslOG1ZvyuGlqI/b2+JHsPBvPvZXOmcyaVQnHTptZvqaQGRPDmHW1d8eEC/4tsZ2evz6YwkN3JZGVa0EhQVyMzmV1z4UUComHbgrj2XdyKa9wv31p5GV6hvfTub3uCZNF5mhG/eMATmRCeTcZg9Z/nqMKhUS/HoH06+H7Kq6WcokdzuaxU6dOERYWRkhISK1rAwYMYMCAAc0/qQZ46KGH+Pnnn1mwYAHTpk2rdX3r1q288847HD58GLPZTFJSEjfeeCPTp08Xvy8EQRAEQaiTCH0En8rJt7F0dTGb95Rj/b3KwVpR4dV95BdY6x/0O1mWySiArAIZWYbIYIn2Ub47/cobJWUOnvzvObfH2csyfPFTAUqlxMzJrb0HiXAxg15FcgfvXnLbx6p56g+RfPxDMfuOWmo04w0JUjBxWCBXXRHY6Od3Wq7njYKdMpzOgR6i563gB9RqNXp9y/QiaypffvklP//8s9vrn332GU899RRqtZrBgwejVqvZtm0bTzzxBLt372bBggXNOFtBEARBEFobEfoIPnM63cL8hdmUmmqeKuRtQ9KAAM/6cZzMdLLmNyeZBTVvjzDCqN4Kundo2b4e360tdBv4XOiLn/KZcEUwIUHix1OAuCg1j90RQU6BnUMnLVhtMuEhSnp31qJSNU2Yaa3/aVnDxc22Bd+SAWcjGzG31UKha6+9lk8++YQVK1YwceLElp6O106dOsXzzz9f5/X58+cTGBjI4sWL6d69OwAZGRncdtttLF26lJEjR7bKz10QBEEQhOYhVpWCT1isTv75bk6twAdAHaBBkiRkD/crDOgTUu+Yg2ecfL3Z6XILRF4JfLXZyUQzDOrSMsGP3SGzckuxR2MdDli9pYTpE8N8PCuhPrIss+9QGas25ZObbyUgQEG/HkGMGxFOoL55Xz6jwlREhfnmMbVetpLStZ1WOa2D3AQ9fdpo6jNjxgwOHjzII488wieffEL//v2JiooiIMB9H7jp06c34wzds1qtPProoygUCrp3787BgwdrjVm0aBEOh4O77rqrOvABiIuL48knn+Tuu+9m0aJFIvQRBEEQBMEtEfoIPrFlTzkFxQ6X1xQKBdpAHRWl9Z9M1CFBR7+exjrHlFXILNvqOvC50IqdThKjJaJCmn+rV06+jeJS118PV46e9m4LnND08gqsPPWfExw+XrO78dadRbz7eToP3tGeCSNrH7XeGiVGgUoB9toZbS1KBSRG+35OguCJKVOmAJUB7c6dO9m5c2e9H+Mvoc9//vMfUlNTeeGFF/j5559dhj7r1q0DYPz48bWuDR06lKCgIPbv3092djbR0eIHUxAEQRCE2kToI/jEpl11HwMUGBqEtcKCw+4+CNGoJR67L7nefiW7j8vUcTc17Djq5KpBSs8GNyGnB4vpxowXmlZJmZ1H5x8hPcvi8rrZ4uTfC08jSTB+ROsPfgLUEt0SZPafqX9sl3jQaVqmR9aRUxX8tKGIA8dMWG0yUWFqRl9uZPRgI3pd8/9cNyfRyNm12NjYlp5Cg2zdupX333+fq666iuuuu85lT5+8vDzy8/NRq9UkJSXVuq5UKklKSmLv3r0cOXJEhD6CIAiCILgkQh/BJwqK6276oVAqCY2NoDi3EJu5dqPm2OgAHn+oMz271l3lA3DorOcJycEzMlcN8nh4kwkPUaFRS9XNrOsTFyX2z7SkJd9luQ18LvTmR2e5YlAoOm3rDxyGdoOcEsgucj8m0ghXdGu2KVVzOGXe/jybnzfV3CJZXOrgWJqZL1fk8+T9CSS10zb/5JqJt73QLhVr165t6Sl4raCggMcee4yYmBieeuopt+NycnIAiIiIQKFwvTU5KiqqxlhBEARBEISLidBH8AmNB5UASpWSsNgInHYbY/urKSiyodcpubx/CIP6haJUerbIqah/bV5jrCzLzX6al06rYPhlQazdVuLR+CuHBvt4RoI7VpuTFevyPBpbVu5g/S8FTBod6eNZ+Z5GJTFlsMwvR+DQWbBdUD2nVkLXBBjatXJcc/twaW6twOdChcUOnnr1HC/9tQORYSIwFfzb3/72N/Lz8/nggw8wGt2/sWEyVW6B1mrdh5lVvYuqxgqCIAiCIFxMhD6CT/RO0ZGW4dmRQP17GvnjbQ0vS9dqoMTDv3d1mpY7vn3quFA27yqtt9pnaL9A2se5b0Iq+NbZDDPFpZ4fT7X/cFmbCH2gMtAZ2QOGdJE5kwtmG2jV0C6icgtYS8grtPHdusJ6xxWXOfhmVQFzZra9LS4y4Gzk9q5LYXeY0+kkNTWVkydPUlpays0334zNZiMrK4t27dq19PQA+OSTT1i7di333HMPgwcPrnNsVXWPJ7+zPD0YQRAEQRCES0/LnmEttFnjhgThabYyYVhQox6razvPF6PejG1q7WID+MucOALqqILq3UXH9ZOi2HLAzoa9dvafcmCziz/mXXE6ZY6drmDH/lJSj5mw2ZqmEZK392Ntosf1JxqVRKdYiZ7tK/+3pQIfgNVbiz3ucbVuWwkWa9v7foCELDfuH218e9jXX3/NmDFjuOGGG/jLX/7Cc889B1QebT5x4kTmzZuH2Wxu0TkeO3aMF154gR49evDwww/XO95gMADUOW+LpbLUVa/XN80kBUEQBEFoc0Slj+ATMRFqZk4M4fOfiuocN6yfgf7ddI16rP6dFGxJdeDwYK03IKVlc87+PQz894kO/LihmLW/FFP2+5H2KYlaBvY1klWu472VNbtS6wNgeE8lV/RWomihKiV/4nTK/LihkG/XFpCZc76azBioZPzwEGZOjkAb0PDvc2S4BknyvHFudKSoyvKlU+c8379pMjvJybfRLlZ8Ty4lL730EosWLUKWZRQKBQqFAoej8nU0KysLh8PBDz/8QFZWFh988AEqVcv86fPiiy9iNpvRarX89a9/rXEtNTUVgC+++IKtW7cycOBAJkyYAFQ2dHa3Lbmql09Vbx9BEARBEISLidBH8JmpY4PRqCW++LkIs6XmClqpgPHDgrj1mrBGb7cy6iWuGaxg2S91pz5X9lMQG9byoUlMhIY7r4/k9qkRmC1O1CqJtBz4aJXNZXBlssDKXQ4KSmWmDFO12PY0f+B0yvzngwzW/1q7N1JJmYOvVuSz93A5z85t3+DTnMJDNQzsE8z239z3kLnQxDZybLu/8nbXSlutixO7d1zbtm0b77zzDjqdjv/7v//j6quvZs6cOezZsweAwYMH88ILL/DUU0+xa9culixZwuzZs1tkrlV9d3bt2sWuXbtcjtmzZw979uxBpVIxc+ZMoqOjyc7OJi0tjcTExBpjHQ4HJ0+eBKBLly4+nbsgCIIgCK2XCH0En5EkiatHBjNmcBCbd5dx4qwVp1MmPkrNqIGBhBib7unXO0lBgAbW7HGSd1EeEGKAkb0V9Enyr92MCoWEXqfEZpdZssFab6XSzqNOOic46ZnoXZiRlmFl7bYSMnPtqJSQ0lHL6MFBBAe2vhOnvl1b4DLwudCx02be+jSLR++Kb/DjzLwmhh17i+tdaA8fFEK7uLZ7YpQ/6BAXwK97yzwaq9VIRLXRRs7ONr49q6EWL16MJEk8//zzTJo0yeWYa6+9Fr1ezwMPPMB3333XYqHP4sWL3V677777WLNmDQsWLGDatGnVt48cOZIvvviClStXMmfOnBofs2XLFkpLS+natSsxMTE+m7cgCIIgCK2bCH0En9NrFYwfWv/R643VJUFBSnxl1UxWoYwsQ2QwJMVIKBT+u2Daf8qJycNWE9sOOjwOfSrMTl77JIft+2p2ud6+38TnPxQwc3IYU8YGt5rKIYdT5ts1BR6N3bizhNunRREe2rAAoE/3IObe1YH/vpvmtoFujxQDf763Y4PuX/DcuGHBfLki36NKl1GDjY3a2ie0Pr/99hsRERFuA58qV155JVFRURw/fryZZtY0Zs+ezddff83bb7/NoEGD6Nu3L1DZq2j+/PkA3HvvvS04Q0EQBEEQ/J0IfYQ2RZIkEqMhMbp1BBkAqWmeN549lSVTYZHRBdT9+dnsMgv+l8XBE67TJLsDPvmuAKdT5vrxoV7Nt6UcOl5BboFnp2o5nbBpVwlTrgxv8ONdNTaSju10fPVjNpt3FFY3E46PCeDacVFcc2UkGo0IGHwtKlzNhOHBrKjjyHYAg07BlHFhtW4/k2nl1DkLThkSotV0ah/QaoLOKrLc+O1dbXV7WHFxMV27dvVobHR0NIcOHfLxjJpW165dmTt3Li+99BI33XQTgwYNQqvV8uuvv2IymZgxYwaTJ09u6WkKgiAIguDHROjTiqVlWDh80oTDAbGRanp3NaD044oWT9hsTk5nWLFYnISHqIiN0rT0lHzObPVuNWa2gq6ePrXrt5e6DXwu9PmPhYwcGEREqP+/FBSWeH6MOkBhsXfjXemeEsiTKYGUmewUFdvRaBREhqlbXWjQ2t0zM5oKi5MN20tdXg8yKPj7fQnERp5/vTh0wswnPxRw5FTNRtAd4jTMnBjCwF4Gn865qVWewCVcLCQkhLNnz9Y7TpZlzp07R2ho6wi5LzRnzhySk5P54IMP2LdvH5IkkZyczKxZs5g6dWpLT08QBEEQBD/n/ys9oZajpyp476tsUo9X1Lg9KlzNDZPDGT8spNUtSk0VDpauLGDllmKKS8+fXpWSqGXquDCG9m/cse7+TB8g4U372foCH4CVW+rue1NFlmH1LyXcOLl2hYS/0dZT3VR7fNNV4QTqVQTqxctlS1EpJR65PZYxlwezYmMRB46ZsFhlosLVjLncyLhhwRgDz39/dh4w8eIH2Tgcte8rLcPKC+/lcM/0cMYP8/22U8G3+vfvz6pVq/jhhx+46qqr3I775ptvKCwsZPz48c04O8+9+eabdV4fO3YsY8eObabZCIIgCILQlohVTCuz70g5T792FqutdkiQk2/j9cVZ5ObbuPm61nN8a2m5g7+/ctbl0cxHT5v51zsZ3DApnNnXts1TknomKjjo4RavzvESWk3d4YfJ7OTUOavHj5963MOGQi2seyc92gCp1klw7lzWI9DHMxKakyRJ9O1moG+3uit0isscvLI4x2Xgc6FFX+fTLUlLXLSaXQfK2LyrlJIyOwadkkG9AxnaLwi12n+277nrLXWpu+WWW1i5ciXPPPMMWq22VjDidDr5+uuvee6555AkiRtvvLGFZioIgiAIgtAyROjTipgtTv75drrLwOdCS37Mp1eKgT71LI78xX8/zHQZ+Fzoi5/ySUwIYFgbrPjpkaggaAeUmuofO6R7/U2cbXbvVoe2ep5P3jCZnWzZa+a3o1YqzDKBeokB3QMY3ENLQD1hVX0MOiWjBwfz08aiesd2TtSS0lHXqMcTWqd1v5Zi8WDLpCzDlz8XcuREGRk5NUPSjTtKCDUqmXd3PL27+MfraFvtydNYAwcO5O6772bRokU88MADGAwGbDYbANOnT+f06dOUl5cjyzI33HADQ4cObeEZC4IgCIIgNC8R+rQiG3YUU1pez9vXv/tuXUGrCH3OZlrYsb/co7HLVxe0ydBHpZS4aYya91fYsNbRhuaKXkq6tKs/9AnUKdAFSFR4WBETGdY0LwO7D1tYtLz2gjv1pI2v15Zz33QjXTo0rkfTzddFsu+IifRs95VMeq2CB2+JbdTjtBYFRVZOnTEhy9A+XkdUhAd7/+pw+FgpazbnUlBkw6BTMmRAGIP7h/r16XcX++U3z15PAH7ZW47Z5Pq5VFji4KlXz/Lcn9rTLVnfVNMTfGDevHkkJCTw2muvkZ+fX337gQMHAAgKCmLOnDncc889LTVFQRAEQRCEFiNCn1Zk627XTUxd2bGvDKvNicaPtie4sn67Z71nAI6cMpORYyWuDTZ3bh+lYM5Van7aYedERs3QJCQQRvRWMaiLZ99LpVJixIAgfvawr8/oQY0P0lJPWnnrqxK3W1DKTDKvfFbM/90WQmJsw45RBzAGqlgwrwP//TCDXQdqL+4TEwL40+1xdEzQNvgxWoNTZ8r5YMlZNv6aj8NR+UWXJBhyWSi3zmhP9xTvvqfZuRaeefkw+w7WfM5881Mm8TFannikCz27to7+N6Xlnp+GB/WfgvfWp1n894mOLdonTQbkeubqyX20ZTfeeCPXX389e/bs4dixY5SWlqLT6ejYsSMDBw5EpxOVf4IgCIIgXJoumdDnzjvvZM+ePezZs8ftmOzsbN588022bt1KVlYWERERjBkzhvvvv5+wsJZvdOtplQ9U9n8or/D/0KegyLsTlvKL7C0e+jicMiaLjCyDViOhUTXNYjA2XMGdEzXkFTs5kyNjd0BYkERSrOR1pcXkkUbW/lpa71avxHgNfbo1bjEkyzKf/VxWb88Rqw2+WlPOvJtDGvV4oUYVTz3YnrNZFjbvKKGw1I5eq2Rg70C6J+taXRPzizmdMsVlZszWyp93XYAKoyGg+jmw92Axj81PpcJcM9yQZdi6s5AdvxXx9J+7MnyQZ8fVFxRZefDxvWTmuN5imZ5lZu7f9/Pqc729DpNagl6ngELPxsoe7Jk6dc7CkZMVdG3hah/R06d+arWaQYMGMWjQoJaeiiAIgiAIgt+4JEKff/3rX2zZsgW93v0f7WfPnmXWrFnk5uaSkpLC6NGjOXjwIB9//DGrV69myZIlxMTENOOsawvU17+1p4okVW5z8XcBGu/m2Ni+MI1RUGRj6coc0tIrkJQKOiYZSUgIJDpESWKUEqO+ab7eEcEKIoIbdx/x0RoevSOKl97PxuYmV4uJUPF/d8egbOTWnaNnbGTmeRZIHjplIyvfTkx441962sUEMOuayEbfj7+QZZm8ogpyCspxXLTCVyolYsID0SjV/G3BoVqBz4VsdpmnXzrC4tf6ExNVf8XT/xafdhv4VLFYnbzwxjHef6Wf34Vq+UU2CorsaAMUxEVrGNBTT1qGZ43MnQ7PqoL2HzO1eOgjCIIgCIIgCA3RpkMfk8nE008/zbJly+od+5e//IXc3Fzuv/9+HnroIQAcDgfPPPMMn3/+Of/4xz94++23fTzjug3pG8Seg571q7isZ6DXgUpL6NNN71FjXoDgQCUd4xvXs6Qh7HYnr793iuUrMrDZai4SY2L1XHVtR3LaB9GrvYroEM+DOV8b0NPAPx9N4Nu1RWzdU15d9RMSpGTskCCuHhVMkKHx8z2Z7l211sn0pgl9fEmWZWSnE0mhaLaQIyu/nNxC1928HQ6Z9JxSdu02UVJW/9fbYnWy/Ocs7r0lsc5xpWU2Vm/M9Wh+J06Xs/9wCb27NTKRbCI79pfyzcp89h0+/zWLDFMzcnAwSiX1nt4FYLd79txtymbnDSI3QSPnNlwplJ2dzXvvvcfu3bspKSnB4XC4reKSJInVq1c38wwFQRAEQRBajn+vvBpIlmVWrFjByy+/zJkzZ2jXrh1nz551O37nzp3s3LmTxMREHnjggerblUolTzzxBBs3bmT9+vUcP36cTp06Ncen4NLIwUY+XJZDuan+d6evHhXaDDNqvEG9AgkPVZFfWP/iq0cnLQpl81YZOBwyT/zzIJt/zXd5PSvTxIfvHuTm27sBRgxaiUA/qrDqEKfhwZujuHu6k/wiO0qlRGSYClUTfh2resp4PN5P96nIsozZVE5pUSFmU1nljZKEPjCIoJAwArS+6wliMtvcBj4XWrPZs4AGYOWGnHpDn/2HS7FYPe+Bs/O3Ir8Ifb74MY+PvsmpdXtugY2vfsojPlZHQT0t0GxWG7KHz8Wo8Ib3oWoq4vQu19LT07nhhhsoKCjwaLuev1WqCYIgCIIg+FqbDH3S09OZO3cuKpWKO++8k+nTpzN58mS349euXQvA2LFjUShqLtjVajVjxozh448/Zs2aNS0a+ui1Sv58Vzzz3zxb57vY140N47Kegc03sUZQKiUeuiWGZ14/h6udFrIsI0kSsiyzcUcRh06Uc8/MGIZd1jwLz+9WZroNfKrY7TJff3Gchx/ty9k8B90S/Cf0qaLTKkiI8U0vpKgw76qFjmUr6VwEMSE+mU6DyLJMYW42ZcWFF1/AVFqCqbSEkIgojKGe9cnxVl5RhUfjSko97+tVUFj/Fiez2fP7AzBbvGmS7Bvbfit1GfhcKD2zgh4pBsqtCrLzagbKoUYl148P4csfc8j2YFuiLkDB0DZ4amBb8dZbb5Gfn4/BYGDq1KkkJyej1bbtRu6CIAiCIAjeaJOhj1qtZtq0acyZM4eOHTty7ty5OscfPXoUgJSUFJfXq4Kew4cPN+1EG+CynoE8O7cDi77M5sQZc41rIUYl0ydEcO1Y/6/yKSmzs3ZzPunZZlRKiWtHB7Fhl4mCopqLMEmScDqdOH9PuXILbDz/1lkevcvJmCG+/TxlWWbpDxkejS0tsXLkUCEadThd4mUUl9C7yf26BBCoK6Osov532bU6JQ6lmh93w/g+kOCbDMVrJYX5tQOfixTl5aBSqdEH1TzFSpZl9h4q5duVuew7VIrVJhMdoWHCyHAmjIwgKLD+l9nS8rp76lTRqD1/Xum09YdxkeHebZeMDG/5k/O+XpHn0bjUo+W8/WwyeUVOTp61IMuQEKOmf3c9KqWE0+HgzU+y6r2fq0aHovfga+lLMuCUxeldrmzatAlJknjvvffo06dPS09HEARBEATB77TJ0Cc6OpoFCxZ4PD4nJ6f641yJioqqMa6l9UzR85/HEzl22szhkxXYHTKxURoG9AxE3UQnSfmKwyGz6POzLFuRjfWiPhlhIWou6x7CjgMVlZ2oZRmn03VlwWsfZXBZzyCCg3z3FM7MNnMyzbMeSgBHDhfSvWc4dgdo2uRPlmtqlcSkoXq+XFNO5dLS/XMwIUFfGeTJsPYA3Dis5b9WTqeT0sK6q7mqFBfkoQsMqt4iYrc7efF/aazeVPPjT52tYOHH5/j82yyee6wzXZINdd6vp1veuncxkJNX5NHYgf3qD0V7dAkiPkZLepa53rEqlcSY4S3bODsjx8qhE55VRQGs/7WY2ddG0adL7a15E68IISPbyrLVBW4/fthlQdx8rX80Cxfbu1wrKCigU6dOIvARBEEQBEFww++Xpvfeey/r16/3aOyaNWtISEjw+jFMpspeGjqd654dVaXiVeP8gSRJpHTUkdLRd31GmprTKfOvN0+yZovrBXZBkY0NW3NRBWhQqet+alptMis3FzJjku8WZOUV3m19sfy+VaaRh2G1SuMGqsg8W8bmo+63FXZOVBMReX7bhdUOJ7Kgm/c/sk2qoqzUbbh4MZvVgtViru7v8+ZHZ2sFPhcqKrHzl38e5a3nuxMT6b6qRq1SYLPXP4fhQ0JYv6XIo7lOnRRb7xiFQmLmlHheXnii3rETRkURHtqylT65+Tbvxhe47xUmSRJ3To+ie2c9360pYP/R86/vye21XD0qlDFDglFcij/QrUhYWBg2m3fPC0EQBEEQhEuJ34c+4eHhxMfHezRWpWrYp6NUVpbu19fg0ZMmkYJ7m3cUug18LmS3WFGqlPV+P7bvLfVp6BNi9K55q96gwqiTmrRJcmsgyzJlZ49wTfdSukTo2XIihCPZemQkFJJMz7gyhiUVERPqZG1+H6zy+a/rqZyWD31sNs+O965it1oJ0OrIyrXw3er6GyuXljn48vtsHryjvdsxwYFa8orqD5VjojTMnBLLkmWZdY6bOimWvj0863s1ZWIsJ9NMLPvJ/X326WFk7pxkj+7PlwI03v1sBdSzHU6SJIb0DWJI3yAKS+yUljkw6BSEhaj8ruGv+PXj2tChQ/n22285c+YM7du7/xkThEuBRuV/PQUFQRCEluf3oc/zzz/v88cwGCq3XlRUuN42YDZXbn1wVwkkeGb5ymyPxzpsdlSaukOXCrNvm8pGhgfQq5uR/YdKPBrfo1c47SL858j2Kk6nTJkZnDLoNPUvhL1lKyvCbipFkqBLtIku0SbsDgmLXSJA7eTCv0ETddkcNZ1PeSzenfbuE15/NX7/gJ/W5Xm8EF+1KY85sxMI0Lj+gzwiREd+kanevisKSWLO7ESiwrS89/kZyk01q9G0AQpunBLP7Td4vviVJIk/3ZtMj5Qgvvg2nWOnzm9pjIoIYMqkWG64Nt7t3JtTx3ZaAvUKyjw4wRCgd9e6t9VdKNSoItTon78SZbny57ex99EWPfDAA6xatYr/+7//44033iAsLKylpyQIgiAIguBX/PMv3GYWFRVFamoqubmu37Wv6uVT1dtH8J7F6uS31HrOUL6Aw+6oN/QJDvJ9wDLj2gT2HzpY77jIKB2X9Q4hJrTlF8ZVrHaZ41kyp3PkGuFKTAikxCoID2qa8MdSWDvMUyllVMraq8xEfc3QJ8APXoE0Xh7FXrW16+QZz3vLmCqcZOdaaB/v+rE0aiXtYoycyXIfMEoSdIg1olYpmXFNPFePi2HN5lyOnSxHliGxnY5xI6MIMnj/RZUkiYljopkwOooz6RUUFtsw6JR07GBokso1WZY5fspETr6FAI2Crp0CCWzAPAM0Cq4cFsKyVe778FQJC1ExuI84daut27x5M5MnT+aLL75g1KhR9OzZk+joaNRq178/JEniX//6VzPPUhCa35yPdmDxYNtwSwtQKfjfrQNbehqCIAhtmh8suVpely5dWLduHcePH3d5ver2Ll26NOe02hRvj4b25KyZkYNDGjQXb4weFsH0a+L56rt0t2P0BhV/nNOF/skavzm1q8Iqs/mwkzIX/XmziiCryEn/jhIdIhsfUjksnocfBqUFBU6cVD5uRz/IUbV6Ayq1GrsHfUEqx/qmr01IkBaVUkF2QTnlFTXnEqTXEB1uQK89v5DVaZVcfWVMk85BkiQ6JOjp0IRb7lZuzOXzZRmcPHN++5o2QMG4ERHcfkM7r/sEzbwqkh37ykjPdr8tT5LgwVtiUfl5Y3vPSciNPL2rATVtrcI//vGP6q14VquV3bt3uxwnSRKyLIvQR7hkWOzOVhH6CIIgCL4nQh9g5MiRLFy4kFWrVvHwww+jUJxfCNtsNtasWQPA6NGjW2qKrZ5Br0StlrDZPNtjUF8/jZAgJSMGetazpDEkSeLhe5LpkKDn06/PkplzPkVRKKB/33AeuKsjndp7vo3E12RZ5tdjrgOfC+05JVNmcqBWSgTpJWJC6/+6u+bdx8i/j9eoILlpM4sGkSSJ0IhocjPP1TsuJOJ8SpXcQccvu4o8egy9TkF0HY2cqwTqNQTqNVisdszWyqBUF6BCo/a/bYOeeOeTM3zyTe3A1Gxx8t2qHLb/Vsyrz/Tw6GtTJcigZMG8DrzwTjoHjtbugxQcpOSh2+IY2LttVfm01e1ZjTVlyhS/678kCIIgCILgT0ToA/Tv359evXqxf/9+Xn75ZR599FEkScLhcPDcc8+RmZnJiBEj6NatW0tPtdVSqRSMujyMVXWcdHQhZR1NuXVaBX+7vwPagObZSiVJElMnx3HthFj2HiwmO9dMgEZJ725GIsI9X6w2l/xSKPTgpHkZ+PWYTFpG5TuBUSEwtLuSvsmSV4solS4Qh8Wzk+2KbIbfGzzDmJ4tf1x7FV1gEOEx8RRkZ7hs2K5QKomITUATcP70sUmjIvjkm0yPFuPjR0R41RMnQKMiwF++OA206dd8l4HPhbJzLTz18lHefL6nV8+5sBA1//xzIkdPVbBuWzH5RTa0AQr6dQ9k+GVBqNX+s81S8K1//vOfLT0FQRAEQRAEv9a6VxVNaMGCBdx888288847rFmzhs6dO3Po0CHOnDlDfHw8zz77bEtPsdWbNimGNZvz621IGhWu4YE7EvlyRT7HTp/fOqSQYGCfIG6dGk1ivLaOe/ANpVKif6+QZn9cb53J87wkICQIzirA6YScIli21UFWoYKJAxQeL8K1YdFYinLqHCPLlVtuTlVEE2mEwZ0rewv5E0OQEa1eT3lJcfUx7gqlEkOQEX1QcI0KQIDoyACuHRfF8pV1f+7BQSpmXB3ty6n7pS++q/uEsSqHjpWReqSMnl29r8xJ6agjpeOl0WC/sY2cBUEQBEEQhEuTCH1+17lzZ5YuXcrrr7/Opk2bWLduHTExMdxyyy384Q9/ICIioqWn2OqlJBl46K5EXll02u2YIIOSZ+Z1pnNHA8MGhHDybAXp2VaUColOHbREhfumn0pbYrJ6vjqUJAmVUsZ6wbb/bYecxIVJ9En2LPRR6YPQBEdgLc5zeV2mMvCxKQ307R5JRIjH02t2SqUKY2g4xtBwj8bfd2s7zBYHP29wXcEWFqLmucc6ER3hfxVhvpSTZ2H/Yc8bt6/enNug0McTsiyz/0g5vx0sw2p1EhmuYcSgYEKD624U709kGr+9S2RGsGnTJvLz85kyZUpLT0UQBEEQBKHZXBKhT0JCAkeOHKl3XHx8PAsWLGiGGV26rrkyiugIDZ98k8GBI2XVt6uUEiMGh3LbjAQSYs9X8SS105HU7tJ4J7+pKD3c2VLV1NTVYnLrQQe9kzzf5hUY34kycBn8SFRuAQvt0BWFqnX2pnFHqZSYd28iE0dF8O2qXPYdLMVqcxIdGcCEkeGMGxFOoP6SeJmtoaCo/qbYjRnvqdRj5bz2wTnS0i01bl/0eSZXDg/lD7Pj/OIoesEzgwYNol+/frz99tsur+/YsYOgoCC6du3q8vpbb73Fnj17ROgjCIIgCMIl5dJbjQgtblDfEAb1DeFMegXpWWZUKolOiYZW9c67P4s0SmQV1f++viRJmC0yNnvta1mFkFtc2efHE5JCQWBCZ+zhsVgKsrBXVAZ6Co0ObVgU6sBQnzZbzStyklfsRKGA+EglBm3zNXaVJIleXYPo5aNKldZIp/Mu3NNpmy4MlJ0OZLuNA8ctPPHyGWz22j8LdofMig0FZOZYmf9oImqVnwc/chM0cm4DpT4lJSWUlZW5vX7LLbcwYMAAPv7442aclSAIgiAIgn8ToY/QYtrH62gfL6p4mlr7CImD52QcdZzUWlXlk19HOFRqkokK8Tw8kSQJtT4Itb75wo8jZ+ys2mHl2DlH9W0qJfRPUTFxcADhwX6+mG+j2sVqiYsOICPbUv9g4PL+IY1+THtxLrasUzgKs3A44YVPE7DZ6/4Vt/dQGd+uyuf6SZGNfnxfEz19POOqEbsgCIIgCMKlTKyIBKGN0agkerV3H9ZUBT7lFTJ5RXXcj58XXm1LtfHWNxU1Ah8AuwO2H7Lz0uflZOQ53Hy0d2RZFotJLygUEtdNiPFobHiomisGhTXq8SxnD2M+9AuOwiwAdqbpyS/z7D2N79fm4xSJiiAIgiAIgtBGidBHENqgjlEK+nWUcLVrRZIkiktlTpyV3W4ZMWghNqz5tkh561yOg8/XmOvcsVJuhne+rcDuaNiC3umUKSgu58TZXA6dyOLQiSxOnM2jsNgkQgIPTJ0UQ98exjrHqJQSf32wE6pGbK+y5aRhSz9a47bdaZ5XEGblWjmX5VlFUkuS5cb9EwRBEARBEC5NYntXK2Z3yBw+K3MsAyw2GUOARLf2Esmx+LR/itA6JEYqiA+TOZcvk18KdqfMkTMyGbkyZmvdH9u/swKV0n+fQxt+s3q0kC0oldl33E7/Lt6VLdlsDtIyCrBc1PDIbLGRkVtMfnE5HeLCULexxtRNSaNW8M/Hu/LKolOs3JCL86LthvExWub9IYl+PYMb/BiyLGNNP1br9gqrdyGSqaKOvZB+QIZaX7+G3IcgCIIgCIJw6RGhTyt1Oltm2S9Oys0X3iqz77RMuBGuH6YgMth/F+1C81ArJTpGSXSMqvzvWKOTj1bXveUpNgyu6Om/RYAOp8yeoy66T7ux84jNq9DH6ZRJy6wd+FzIYrVzJqOAju0iUIiA1S1tgJK/3N+Ju2e1Z/WmPHLzLWg0Cvr1DGZA72AUisZ97RwlecgWU63bg/XebesLNYpfhYIgCIIgCELbJP7SbYXO5Mh8vsHptlFvfgl8vNbJ7eMUhAaKBalwXodoBbeNg2VbHeSX1L7erb3EdUOVBKj993lTYZGxebGmLy73rsahuKwCi7X+UMlstVNaZiY4SDQjr09EmIYbr4tr8vuVzeUubx/eqZwVB4xU1rfU/VzumqwnOlLT5HNrUuL0LkEQBEEQBKGBROjTysiyzIpd7gOfKiYLrNsrM22Y/y7ehZbRPkrBA9dJnMqUOZ4hY7WDUQ+9OioIC/L/54vGy0DK2wCrsLh25Yg7BSWmNhf6OJwyu1NNHDltxuGQiY1UM6x/IAYvj2FvFpLrirSUaAudoiwczwmo9y6mjI9o6ln5hOjLIwiCIAiCIDSECH1ambO5kFvs2dgj52RKK2SCdP6/kBeal0KSSI6TSG764guf06gkkuOVnEj3rNynWwfvwoq6tnVdzOpBRVBjOJ0yu/YV8/3qbE6fq0CSoHNHA9eOj6Znl6Am7921bW8Z7y3NI6+w5uf1wTd5TB4ZwqyrwlA2cktWU1IGhbq8XZLgkStzefLbmDpP8Zo6IYIRgxreU0gQBEEQBEEQ/J0IfVqZtBzP3+51ypCeB13b+XBCwiXPanOy+6CJ3AI7GrVEj846EqKbbruMxSZzIA0OpMmUVoBaCYGBKqD+0EepgMt7+PnZ826Ultl54oUj7D1Ycx/e6bMVrNqYxxWDwvjbw53QBjRNBc7GnaX8d3G2y4oSs1Vm6apC8ovsPHRzlN80ilfoglAaI3CU5NW6FmW0s2BqJp9tD2HzcQM2x/mqoISYAKZPimT8iFC/+VzqIlP5et7Y+2gL8vPzWbZsWYOu5+fn+2ZSgiAIgiAIfkyEPq1Mfdu6LlZ5XLX/L2qE1sfplFm6upDv1xVRUl7zidkrRced0yLoEFf/9pq6ZBbKfL1FxnTRidqyrESnU1JRUXfwM310AEF675pS6wLUlFfUc7zZ77QBvgmU7HYnf11wmANHSt2O2bS9gPmvHOPZx7o0OrgoLXfw1uc59W4h2rCjlMG9DVzeJ7BRj9eUNO27U3FwCzhrPxdCDQ7uG53PLUOLSNP0waYKJCJUTddkfasIe86TkUVTHwDS0tL461//6vKaJEl1XhcEQRAEQbgU+e8RPYJLwQZvx7emhY3QWsiyzBuf5vDp9wW1Ah+A/UcrePw/5zhxxuzioz1TVCbz5abagQ9ULu5CwwIwBKpwtdsoUCdx83gtQ3t6X3EUatR7PDYs2POx3lj/S36dgU+VLTsK+S3VRUduL639tQSL1bNQYMUmD/eXNhNlYAi6rpcjqd18r5VqInsP4PIhCVwxMIRunQytLPARLiTLcqP+CYIgCIIgXGpEpU8r062dxKrdnp1eFBYECa2jR6nQyqzfUcq67XWHEhUWmRffz+L1v3doUB+YX4/KmG3ur0uSREhIACHBGvq0t1NcJqNUQIcYJX07qVCpGrawNwZq0RWrqajrwQGDTkOgvnGVTO58uzLbq7H9enrWl6a41MaKdbkcOVGG0wkdEnRMGhPFrlTPm1fvO1qBxeokQOM/7xkojeHo+43DnpeOvSAD2W5DUqpQhcWiikhAUrb+X3X+mlcsX76cr776isOHD1NRUUF4eDiXX345c+bMITk5udb4rVu38s4773D48GHMZjNJSUnceOONTJ8+vd4w7vDhw776NARBEARBENqs1v+X8CVGq5Ho30ni1yP1rwD6tHfw5XdZ7D5QjNXqJCoigImjo+jT3Sje6RYa5ceNnlV7ZOfb2XPQxICe3pWoWWwyB894OFiSCAnWMGFQ0zynJUmifWwYZzMLMLkJfgw6De1ifNcP5vCJMs/HHq9/rCzLfLw0nY++OofNVvO1Y/FX54jvGOnV/MwWmQA/O+VcUihRR7VHHdW+pafS9GRwerm119V9NCVZlpk3bx7ff/89KpWKXr16ERYWxuHDh1m2bBkrVqzgjTfeYPjw4dUf89lnn/HUU0+hVqsZPHgwarWabdu28cQTT7B7924WLFjQtJMUBEEQBEEQROjTGo3uI1FYJnM03f0YdXk2/3j2NBZrzZXCj2uy6ZESxPz/60pEmG+qFIS2w2yVOXQOzuSB3QH6AIg1Ojh51sWeKzd++a3M69CnqByPqtmqZBc1be8qlVJBYnw4ZSYLhcUmzL+f0qUNUBFmNGDQa3wanDq8+NydHnT4fe/zsyz+2vULhlOGwiILGq1nrwcqJeh1/lPlI7SMb7/9lu+//57IyEgWLVpE165dAXA4HLz66qssXLiQxx57jFWrVmEwGDh16hTz588nMDCQxYsX0717dwAyMjK47bbbWLp0KSNHjmTixIkt+WkJgiAIgiC0OeIv91ZIqZC4fpiCyQMlokJqXusQBdGKHL7//mStwKdK6tFS5j55gNIyz46blmWZ8gqZ4jLn742hhUvB4XMyH6yFLYfhbB5kFsKJLNh8VMmg4e3QG9RICgmpnq1bZSbvSxT8YSuLJEkEGbS0jwsjJTGKlMQo2seGEWgI8HmlXPt4rcdjNVoNJ87Z3PYrOZNe4TbwqWKt8DzEG9I3EHUDt84JDSNT+TPRqH9NPKevvvoKgEcffbQ68AFQKpXMnTuXzp07k5+fz5YtWwBYtGgRDoeDu+66qzrwAYiLi+PJJ5+sHiMIgiAIgiA0LVHp00opFBL9kiX6JsmUmsBiB10ASE4H0+46Ve/Hn0mv4PPl6dwzu4PbMTa7zLZUG5v328jKr1y4a9QwoIuakf3UxIQ1zVHRgv85miGzep/ra3a7k/IyJ8HhwQT+HgI6HE7M5WYqys21Kk8C6zg9K7/IzrrtZZzJsiEBHeI0jB5kIDRQiVLh+Wl1Eca2FUJcPTaa194/7dFYi8LAc+8Wkhin4t5pRqLDa76sL1+ZVe99WCssOI0OFMq6f6YlCa4aGeLRvNoCp1Nm974ifkstxmJ1EhOlZewVkYQYfXNqW51z8YMg9EJGo5Hk5GQGDBhQ65okSXTs2JFjx46RnV3Zn2rdunUAjB8/vtb4oUOHEhQUxP79+8nOziY6Otq3kxcEQRAEQbiEiNCnlZMkCeMFO2e++SmXCrNnK+UfVmdxx8x2qFS1F+UVFpmFy02czqx5X1YbbD1gY/shG7dP0tIrufkXP4JvOZwymw66vmaxODh9qqxWXxilUoHBqEdr0FKUV4LDfn5/0pC+tY/3djhkFn9fyM9bSmv0Ktm2z8RXK4uYfIWRrgnBpHrQ10chQa9ETz6z1mPi6Ei+/CGTrJy6K3A0Wg2G318ATmfYWfB+IY/fFUZU6Pnw5rcDnp3uVVpQgjE8GEnhPqS7c1oEKYmeVyG1Zrv3FfHiW8c5m1FR4/Y33j/JNeNiuP/OJDTqS7dY9o033nB7zeFwkJqaCkBsbCx5eXnk5+ejVqtJSkqqNV6pVJKUlMTevXs5cuSICH0EQRAEQRCa0KX7F2sbtf+Q58c3FxTZOJfp+kjtj1ZU1Ap8LmR3wAc/mUnP9aL5iNAqnMiCCmvt251OmdOnymsFPhdSKhWERARVb3+KDlfRr3vNY81lWeZ/X+Xz06ZSl81pHU74bkMJ584Uo/Yglu6XDEG6tlXpY9Cr+PcT3YiOdN9nRx2gISYxtsZWs5Jymc9X1DxVzWzxLAR22OwU5xYxuLeBi3OfTu0D+Ms9sZdMlc/2PYU8+tSBWoEPgM0ms/THTP624GCzbndt7Pau5vTpp5+Snp5OSEgIQ4YMIScnB4CIiAgUbkLFqKgogOqxgiAIgiAIQtMQlT5tjNXmXf8UV31/zuU4OHi6/jDH7oB1e6zcPF7n1WMK/i2r0PXtRUVWbB48v5RKJVp9ANgtzLsjptZx7QdPWFi/o7ze+1n7SwkP325gx0kVFjenp/fsAKN7ta3Ap0q7OB2LXuzNj2tyWLYii8zfq340Wg3GMCOBoUEuF9B7j1rJK3IQEVJZ7RMdoSE9y3W4e7HgIAX/d3csBcV2Tpyx4HDKxESoSYy/dJq+W21Onv3PkXoDnW27CvluZSZTJ8X5flIyyI3d3/X7h584cYJp06Z5/GE33HADN954o8fjf/nlF1544QUA5s2bh8FgwGQyAaDVuq8SCwiofI5VjRUEQRAEQRCahgh92pjYaM+3XigkXFYSbDvoZoXtwp6jdmaMkgnQtM2F96XIXR+dwkIX5T9uhIbp+PPsSDrE1X5+rdxa6uIjXNu9v4S7p4az7zQcSJMprag8PapDJPRNkmgfic+bKrekIIOKmdfGER0XyoffV1bx1ff5ysDBk1ZG9K8MY8ePimS3h1u8Jo6qPLo9LFhFWK9L89fD+i15FBZ79hr4zY+ZTJkY26qeg2azuXrrlSdyc3M9Hrtu3Trmzp2L1Wpl1qxZzJgxA6A6nPTk6+SuIbkgCIIgCILQMJfmX/Vt2KTRUSxZXvdJPVWGDQpz2ZA0r8jzaiG7A4rKZaJF6NNmBLs5Xd3q5jQ4V5RKhcvAByD1hGdVJwAHj5sxaCWGdIUhXS/d55jFJnsVLFis5xfONyamGwAAXRlJREFUo4eE8/6Sc2Tn1t0fSBugYMqEmAbPsa34ZVeBx2NPnTGRnWshJsq3fY5kGt/IuerDtVotycnJHn9cZGSkR+MWL17MggULcDgczJ49m7///e/V1wyGyhcVs9n9z77FUvn81Ov1bscIgiAIgiAI3hOhTxuT1MHAsIFhbNlR/8JFq1WSkW0m7qLqIKXSu8W1UnSGalO6xMG2I7UXmd48Ky7e0nUhax09gRozti0LCfLuhyzUeH58QICSfz7elT89fZDCItcVLAEaBU/PS6mzh9ClotzkXZ8yb8c3VFMVwCQnJ7N06dKmuTPAbrfzzDPPsGTJEiRJ4pFHHuEPf/hDjTFVjZnz8vKQZdcBZlUvn6rePoIgCIIgCELTEMv1NuhvD6fQIyWo3nGrNuQy6487eeeTtBol9Umxnj8tgg0SoUGXbgVGW2TQSnRvV/t2vcHzjDgp3v3R35Ghnt9PuBdj27K+KQHoAjz7OdNrJXp1rhnedGyn5+1/9WLapBgMuvPfG7VKYtyICN5a0JPB/UKbdM6tVViIdycShno5vi0xm83ce++9LFmyBJ1OxyuvvFIr8AEICQkhOjoaq9VKWlparesOh4OTJ08C0KVLF5/PWxAEQRAE4VIiVlRtUKBBxSvP9GT5yiyW/pBBRrb7bR2yDIu/OotSAXfO6gDA4O5qfvjF6ra3y4WG9FTXWdUhtE5XdIMyM5y+4CCdsDANJR72OhnRz33FyIgBBj79ocij+xk1oPZeM1mWSct2smWflbRsJ7JTJjJUwZCeGnokKlG0wedjgEZi1AAdP22pv8nt6AE6AtS1vwZR4QE8dFdH5tzcnnOZZpxOmdgoLUGB4tfAha68IpIfVmd7NLZ/72DCQjQ+nlElZ2P3dzUxh8PB/fffz+bNmwkPD2fhwoX07t3b7fiRI0fyxRdfsHLlSubMmVPj2pYtWygtLaVr167ExIgthoIgCIIgCE1JVPq0UQEBSm64Jp7JY6M9Gv/RV2fJza8MhwL1Cq4aUv9CJjpUwch+zbPgEZqXUikx+TK4sjdEBVfeZjCoCA6uv6qhdyc1PZPdjxs9KJBAff0vPcGBCkYMCKxxm90us/hnM/9ZYmL7ITvZBU5yimRSTzlY9F0FLy8xUVzu3Ql2rcXU0QZ6d677561vFw3XjXLTlOl32gAlnRINpCQFisDHhf69Q0jq4FlfmRuuiffxbCo19rh2Xxzb/tZbb7F582b0ej0ffvhhnYEPwOzZs1Eqlbz99tv89ttv1bdnZGQwf/58AO69996mnaQgCIIgCIIgKn3aMqdT5rtVnr1j7XTC96uzuWNmewDGXKbBKcOPv1hdNhBtF6Xgnmt06D3cciK0PgpJomsCdE2obCRss0soFXqWrK5g2wHXJ3ld1lXNbZMNKOpoOmw0KPm/O6NYsCgbk9n1SjRQr+D/7orCoKsZDn22xsyuI3a39302x8lb31TwyEy9y2qX1kyllHjwxmBWbatg7Q5TjYbrkaEKxg7UM3awTlTeNZJCIfHsX7rzwON7KSh0X9l264x2DBsU3owz8x/FxcW8++67QGUPnrffftvt2GuuuYaRI0fStWtX5s6dy0svvcRNN93EoEGD0Gq1/Prrr5hMJmbMmMHkyZOb61MQBEEQBEG4ZIjQpw3LL7TWe2LPhVKPnD/WWZIkxg0MYGA3Nb8csHEi3YHdIRNmVDC4u5qUdspWdUyx0DgBaokANYDE7VcZGD9Iy6a9Fs5mVzaxjYtUckUfDe2iPXtJSUkMYMHcWL5dV8Lm3eVYfm/YHKCRGHGZgWtHGYkKr1ktdDbbwc7D7gOfKpn5TrYftHFFn7ZXhaZUSEwcqmf8EB1ns+yUVcgE6iTaxajqDNoE77SL0/G/f/fjnY9Ps3ZLLrYLGop3bK9n9vXtmDCqeRsO+9NJ5tu3b8dkqtxqePr0aU6fPu12bLdu3Rg5ciQAc+bMITk5mQ8++IB9+/YhSRLJycnMmjWLqVOnNsfUBUEQBEEQLjki9GnD7A7vVgl2e+3xIYEKJl0uTvQRaoqLVDLzysYdrRwToWbOjHBuvTaU7Hw7kgRRYSq0Aa63fm054Fk/IYAt+9tm6FNFIUl0iL10Gwg3h+jIAJ54pAsP3JVE6pESbDaZmMgAunQKbJHA2+lHqc+4ceM4cuRIgz527NixjB07tolnJAiCIAiCILgjQp82LCxEg06roMLsWY+ThFidj2ckCLVpAxR0iKs/oDmT7fnR2Jn5Tux2GZVKVL8IjRNiVDNs4KW5jUsQBEEQBEFo/UTo04YFaBRcOSKK71ZmeTT+qis9a/osCC3B6WV/Zj877EhopZxOmZ17i1i3NY+SUhuBBhXDB4UzdEAYSmXzhYpy2+xPLgiCIAiCIPiYCH3auJnXxrFqQw5mS90rhkH9QujWOaiZZiUI3osJV5CZ79nKNzRIQi1e3VqU0ymz/0g5mblWVEqJrkl6EmJb11bRk2nlPPnvw5xJr6hx+09rc4iJCuCpR7vSPcX3r5uVp281LsX0o91hgiAIgiAIQjMSy6I2rn28nuf+0o2//fOQ2+CnR5cg/vFo12aemSB4Z0gPNXuO1t/IGWBIT7VoNN6CVm4q4PPvc8nKrXnKW59uBu6+IZbkDp5tJc0tsLJ1dwklZQ70WgWD+xpJiGme4OhsRgUPPbGfkjLXz7msHAtzn9zP68/3JiUpsFnmJAiCIAiCIAjeEqHPJWBg31De/08/vv4xkxVrsykzVfZGSU7UM2VCLJPGRqNRu26eKwj+onM7JcnxSk6k193bx2iQGNZTNDluKR8vy+bTb3NcXtt7qJx5C07w7J860iPF4PY+SsrsvPlxBlt2ldTYpvfeV9n0627gwVvjiY7wbaPuN94/6TbwqWK2OHnlnRO8uaCPT+cC3m9vFARBEARBEAQQoc8lIz5Wx0N3JXH/7R0pLbejUUvodeLb31aVVsiczIFyMygUEB0M7SMqj/xurRSSxF1X63h7uYm0LNcrYKNB4o9TdATqRYjZEn47WOY28Klisco89+YZ3n+hCwGa2t+n0nIHf3nhFGkZFpcfv+dgOfMWnOTFvyb5LPjJyjHzy65Cj8YeOFzK8VNldOroy2ofudHbu0Ds7/Iny5cv56uvvuLw4cNUVFQQHh7O5ZdfXn2s/cW2bt3KO++8w+HDhzGbzSQlJXHjjTcyffp0UdUoCIIgCEKdxKr/EqNUSoQYRRVEW2VzyPx6DE7n1rz9eBbsPAmDkmU6RLbeBYJBK/HQ9Xp2HbWzZZ+VM9lOZCAiWGJITzVDemgw6Frv5+dLsiyTWQipZ6C0AlRKSAiH7u1Bq26ar9m3q/M8GldUYmfTjmKuHBZa69pHS7PdBj5VCortvL44g/mPJDZkmvX6LbXYqx44uw8U+zj0EdoKWZaZN28e33//PSqVil69ehEWFsbhw4dZtmwZK1as4I033mD48OHVH/PZZ5/x1FNPoVarGTx4MGq1mm3btvHEE0+we/duFixY0IKfkSAIgiAI/k6EPkKrlpljIS3dDEBigpaYyNbVKLYpOZwy6w5ATonr6xYbbDoMTlmmY1TrDUZUKonB3dUM7q7GKcvIcuuuYGoO5WaZ73dCen7N249nwpZDMLKnE51kZfXWUtIyrUhAxwQN44Ya6Zjg2c+Uxepk+95Sj+fkKvQpMzlY84tnFTa7U8tIz7IQ74MePxard3uprF6O95ZM40+jE3U+/uHbb7/l+++/JzIykkWLFtG1a2U/PYfDwauvvsrChQt57LHHWLVqFQaDgVOnTjF//nwCAwNZvHgx3bt3ByAjI4PbbruNpUuXMnLkSCZOnNiSn5YgCIIgCH5MhD5Cq3ToeDmLl2ayc3/NReaA3kHcOi2Wrsnu+4XU52yuk20HHRw+48RiA4MOendUcnl3JeFG/w0XjmW6D3wu9OtxSAiTUav893PxlEKSoPV/Gj5lscl8tRXy3eQxZquT1xfnUpBnqnH7sTQLK7eUMry/gftuiqy371e5yeFVMOGqX86+w+VYrJ7fyfZ9pUz1QegTE6n1anxUhI/DZhlkkfq0CV999RUAjz76aHXgA6BUKpk7dy5r1qzh2LFjbNmyhfHjx7No0SIcDgd33XVXdeADEBcXx5NPPsndd9/NokWLROgjCIIgCIJbIvQRWp1te4p55tVT2O21VzE795Wy92AZ/3i4I4P6Bnt1v7Iss3q3g3W/1WwUXGqCLakOfjnkYPoVKvp2UjZq/r4gyzJHMz0ba3fAqRxIifPtnNoqh9PJ2h1mTqbbAOjeUcOwvtrKAMoP7TrhPvCRZZkj+3MoKqhwPQDYvLscuwMevSOqzt4hep13PxeB+trjyyvqbtLd2PGeuqx3MBFhGvIKrPWONeiVXDE43CfzENoeo9FIcnIyAwYMqHVNkiQ6duzIsWPHyM7OBmDdunUAjB8/vtb4oUOHEhQUxP79+8nOziY6Otq3kxcEQRAEoVUSoU8rZHfI7DliZf1uM2mZdpwyxIQruaKvliG9AtBq/HPx6a1zmWbOZZpRKKBzRwOhwWryC2089/ppl4FPFZtd5tnXT/P+i90JD/G8f9EvB2sHPhdyOuHLjXYC9RKd4vyrUbDJCiXu1+21ZBaJ0KchPl9ZytodZhwX7ObZnmrlkxVlXD1cz9VXNLzCzBccTpn9p91fL8wz1Rn4VNm2t5zU42Z6dnZ/1Lo2QEH/HoHsTi3zaG5D+htr3RYc5N2vJG/He0qlUjDz2nje+OBUvWOnTYpFp/V9ENzoPs6CX3jjjTfcXnM4HKSmpgIQGxtLXl4e+fn5qNVqkpKSao1XKpUkJSWxd+9ejhw5IkIfQRAEQRBcEqFPK2MyO3nti1KOn6u5NeJstoNPfy5n1a8VzL3RSFSY/1WjeGrX/mIWf53O3oPnyxNUSokRg8MICdF41G/DbHHy0/p8bp4S49Fj2uwya/fUXzUgy7Bmt51Ocb49Ltpbdi8LHuzi+GevvfllMbsOu678sNnhm/UmisudzJ4Y1Mwzc6+oHMrr6Imcle55D56fN5fUGfoAXDM23KPQx6BXMPrykFq39+1mwBiopKSs/ie0UgFDXQRHTeWGa+NIO2fi+9XZbseMGhLOHbM6+GwOF3I2dnuX4Pc+/fRT0tPTCQkJYciQIaSlpQEQERGBQuH6jYaoqCgAcnLqPjVPEARBEIRLl3+VKwh1csoyb35dO/C5UG6Rk1c+L8Fkbp2r+hXrc/nzs4drBD5QWd20dms+y37KRHZ69rmt+6XA48c9mObEVPeBQdXSsmWyC/3r66vTeNfaRu9fmZXf23nI7DbwudDaHWZO/b7tyx846nmalpZ4+KQHjp021ztmUJ8grhodVucYlVLisTntXFbHaNQKJo2s++OrXDEw2KtKPm9JksSf7+vEE3NT6Nqp5slcSR30/PmPnfjHo11RKdtGZaXQsn755RdeeOEFAObNm4fBYMBkquyzpdW67zEVEFDZT6pqrCAIgiAIwsVEpU8rcvi0jSNp7gOfKrlFTrbsszBuUN3vyvubE2km/r3wZJ3bGJwyOG12VBp1nf1FAAqL6v9aVcku9O5d9Jwimejap023GI1KIj5c5lx+/WMBOkb5dj5tzbL1ni+ovlxdxmO3teyTw+GQ2X3QxKkMG2DEXSToTXNgT6rDJEnivpvjiIrQ8PVPubUqdpLaaZkzK5beXd0fbz7rmkiOna6os2KoYzstf5zt+/2JkiQxfmQU40dGkZVjprjUTpBBRWx0QL2vP01Jliv7LzX2PgT/tG7dOubOnYvVamXWrFnMmDEDoLq6x5PnWmOfH4IgCIIgtF0i9GlFNu7x/F35jXtaX+jzzU9ZeFjEg+x0Iinr3sKm03leyPb/7d13eFRl+v/x95mSTDqkExIglISOVAVcQEBRVFRWFhH9ursqRdf203XXta0F8ft1Fxu69oYNUVdFdJUuRUAQFAIhtNAhIRBIn2Tm/P7IJhIzSSaQMkk+r+vKdcE5z5x5Zp7JyTn3PM99+2gO3lrp1havgj7hwRBTuxzXLZrLbXL4mPfr53Ye9D7YWB8WrznF3K9OcPxkaZ+Te9mIiPKca8gRaCc/t+YZTACxkd7NqjEMgwmXRHHl6AjWbMrhcEYRNqtBt86BdO0UWOMNrN1m4aHb2vHhl5l8tex4hcBRgL+FUUNb8T9XxhDkIRF0fYqNdhDbiMFS07cmF0odmTNnDjNnzsTlcjF58mQefPDB8n1BQaW/t4WFVc+yKyoqvS4IDAys346KiIhIk6WgTxNyMNP7G88jWS5cbhOrpWlEM9xuk8WrvJymArhdbiw1BH0G9fE+30ebiNq9T3ERjb8y0uUy2bbfZOs+k/xCE38/g/BgOJZnYKli3IMdMLybd98cS2kOrWUbapEhG3DVT0Epr3y2OJt3v6i4rPHQvpOER3oOtsS0CWbPDu+WQY4eXLtcRXa7hd8MPLPoot1m4forY5h4aRQ/b8/jVE4JgQFWencNIrABkiaL1LeSkhIeffRR5s6di2EY3HXXXUybNq1Cm7LEzMeOHcM0TY+/w2W5fMpy+zQl/rbG/ztaHb/T+lf27yIlxBMRkSZIQZ8mpDnfphcUuigs8v5iypuJ7JePivL6eN3aWQgJLC3PXpPOcQYRoY07GoeyTD76zsWpCv0tfVf87Cad2loocv/SRz8bdIyGngk0m+pu9W3/0RKe+eAk2Tm1u8ivIRZZb9IPFlUK+ADknCxi57ZjdO4WWemmMapNCAf3ncRZVH2kqk2UnSF9G74ymZ/dwoCevpMYuzG5tXyn2SgsLOTWW29l5cqVBAQE8OSTT3LxxRdXateqVStiYmI4evQoe/fupUOHDhX2u1wudu/eDUBycnJDdL3O+NssvP3Hcxu7G1579X8GAnDDG2sV+BERkSbHt79mkQoSYr2/m4yPtjaZWT4A/n4WatPdmppef1UsHdt5v7zNajEYM6DmGKjNAhf2b9xYaeZJkzmLfx3w+YWzGLbvddOvvcmFveHiPjB+EAzoZCjg46WTuW5mvZdd64APQMe4+ksuXJ1vVp6qcl/mkVw2bzjMsaO5FfL4RIRauP63sYSHVX1uiY6wcf+0WPzs+nPReExM8+x+vAuVS31zuVzlAZ+IiAjeeecdjwGfMsOHDwfg22+/rbRv1apV5OTk0LVrV2JjvatUKSIiIi2PZvo0IcP7OliX4l3+jWF9q6724YtsNgv9eoex/qeTXrUf1DeMtD1F5OZXnKEQEmTluqtiufIi72f5lOnXxUqh02TBWpfHpKd+Npg00kZCdOPe/C760U1RDQWi3CZ897ObqZdaq1zKZZomm1NzWbgii6wTTvz9rPTvFcqo88M9VlZqSRaty+dU3pndJP/uwsbJrfHD5uqnqeWeKiItJROr9Rht2zj4+62xhASAYfgzpEc83648xcLVp8pzAUWF27hoSCgXDg0huIHz54g0V//6179YuXIlgYGBvP3223Tp0qXa9pMnT+aTTz7h5ZdfZtCgQZxzzjkAHDp0iMceewyAqVOn1ne361XqM5fjLq65OmBDs1oMkmNCwOaAa95r7O6IiIicMQV9mpAuCTb6dLHz047q7/jbRFoZ0su/gXpVd64cE+NV0MdmNfjz1ESCAm18t+4E6ftLLxYT2zkYNqg1/n5nHpQZ0sNGcoKVdakuUve5KSo2CXIY9O5ooX+SleCAxp0pk51rsuOQd8GIjJOwLxPae0j1kJnl5JFndpG6M6/C9hXrTvDK+/u588b2jBwaURddbnJcbpMVG8/sBmR4PwfBDoM1m3JxmxAXbadD24b5Xcwv9G5Wkstlkp1dRGjgL5/lsGArEy5uzdVjWpFX4MYAAgMsyv3kI0yzNO/Z2R5DGtfJkyd5/fXXgdIcPC+//HKVbS+//HKGDx9O165dufPOO/nnP//Jtddey6BBg3A4HKxdu5b8/HwmTJjA2LFjG+ol1At3cSGmDwZ9TIsBJX6N3Q0REZGzpqBPE2IYBjdfEcLLn+WweafnwE98tJXbJ4bg3wSX8Qzp34qLhkXy7XfHqm132x/bE9G69ELsot/UfWAiItTgkkE2LhlU54c+aweO1e7ObX+GSfvoip+Fk6eKufux7Rw66rkaXH6Bmydm78FiMRgxOPyM+9pUncpzk5Nfu/fZZoVB3e3s35/LrQszK9xgd27vz+8ubk2/7vU7AygkyEJWtndZpEODPM/cMQxDs3p8lII2Td+6devIzy+dkZeenk56enqVbbt161a+tGvKlCl06tSJt956i59//hnDMOjUqROTJk3iqquuaoiui4iISBOmoE8T4+9ncNuEELalF7P8xyLSD5fgdpvERlgZ1tdB32Q/bNaGCfgUOd0sXZ1F2u48XC6ThLYBXPibCMJCziyniWEY3HtLRyJa2/nkqyM4iyve5bQOszH1unaMGV77pVvNhauWKWY8tf/wiyNVBnxO9/yb+xgyoFWLy+VS29+e6HAL117o4MlXMyhyVr4z37m3iJmvHGHqxEhGD/a+olxtDTknmPnLvFseOaRvcL31Q0Q8u/DCC9m+ffsZPXbUqFGMGjWqjnskIiIiLYGCPk2QYRh0T/Sje2LjTTv+clEGr7y3j5y8ijMLXnlvH7+9JJabrk04o0TSVovBlMntuOaKOBavPMb+Q4VYrQbdOgfzm3NbY/fxEq/1rVVw7d7T1r+6ty9yuvnPsupnUpU5mVPCd2tOMLoeZlP5stAgC6FBhtc5fbon+vHPNzM9BnzKmCa8PPcYXdo7aB9XP7+3F50fylffnawxMGi3GYweoopYp3O7TTZuzWXHngLcbpOEOH/O6xvqU+cb8yyXd4nI2fPzoXOCJ77ePxERaRwK+kitfbzgMC+8va/CNsOA0PAQ/B12Fq4rIOtkOvfd0uGMc4KEBtu46uL6r0ZimibFJWBYwN5AM6TORrsoCA+B4zk1t/W3Q9d2FV/Tnv0FlQJ11fk5NafFBX0sFoNhfQP4cmX1iZHL+Flc5ObXPAXLNOE/K04ydWL9zFRrE2Vn+qQoXng/s8qlQBYL3H59FOFhOvWXWbXhJK99eJgjmRWT5LcKtTFpXDSXj4po9NxGpnn2Jdu1PEzkDFl/yctWVrq9KfCzWVReXkREgGYc9ElLS+O1115j3bp1HDt2DIfDQbdu3Zg4cSKXXXaZx8ccPXqUF198kdWrV3PkyBEiIyMZOXIkt956K+HhLS+3iSdHMov415yKAZ+4DlG06RCFv+OXGQw5bpMX/53P5IsCaz07pSHkFJj8tAe27IP8/650igo16ZMI3RNosCVytWUYBr/paeHz72u+kDuvqwU/W8XXUVxcuwvAXy+x8xX5RbD7KBQ4S6uqtYusPKvpbIwaFMCqnwo5UUPJ9qF9HGxOrbpU+q+t+jGXKb+LrLcgwohBIYQGW/lwwXF2H6gYxEjq4M+kS8PplRRQL8/dFC1ceZxZrx3wuC/7VAn/evcQJ06WcMNvVQ5bRERERJqmZhn0WbJkCbfffjvFxcW0b9+eYcOGkZWVxfr161m3bh1r1qzh8ccfr/CY/fv3M2nSJDIzM0lKSuKCCy5g69atvPvuuyxatIi5c+cSG6sL/y8XZeA+7T64c692RLetHBCzWAwOZdt46UsnU8b6ER7qO0GUQ8dN/r2GSmXPM0/Bop9g814YP9gkwEeTYffpaOFErsl3m6sOyPTpaDCsV+X+R0fWbmlRbJRvVS5xlsCKrbDzcGlZ+jKrgfgIGN4DQusgX3JokIX/NzmMZz44SdZJz4GfQT38+Z9Lg7lrZrbXx80vNClxgb0ez7z9ugfSt1sAuw842X+4NPDToa1fg1UR80aR0+SHbUX8sNXJqXwTh59Br052zu/jT2hQwyxPyDpRzHNvHayx3YfzMxjYO4TuXYIaoFdV0/IukcaX9uw4SpwFjd2NKtn9A+hy+xeN3Q0REfExzS7ok5OTw3333UdxcTH33nsvf/zjH8u/Vf/pp5+48cYbmTdvHkOGDKlQ5vSvf/0rmZmZ3Hrrrdx+++0AuFwuHn30UT788EMefvjhasurthQ/nFZSPSY+gui24ZimWeXMhZx8mLusmGmX2xt9iQSUzvDxFPA53dFsmL8OJgyt+nU1thG9rSREuVm33WTHwV9uBttHw8AkC93aGR77HhPpT9+eIWzc4sX6MOCiYb6ztMtZAl+sKw3OeXIgC/69Bq46r24CP3FRNh6bFs6aLYWs3FRI5gkXVqtB53g7FwxwkNy+9DMd4PD+M2Kzlv7UN8Mw6JTgT6cE3wn0lNl1sJh/fZJbqULa7oMlLFhVwOQxQQzpXf/9/s/y45SUeBdImb84q5GDPmYdBH0UNBI5W75aXr6M+wxyKYqISPPX7II+CxcuJDs7m0GDBnHjjTdW2NenTx+mTZvGU089xRdffFEe9Fm/fj3r16+nQ4cO/OlPfypvb7VaeeCBB/juu+9YtmwZO3fupHPnzg36enxNQeEv+WDatI8EqDEwcuCYyYFMk4Toxr8Y2bi7+oBPmQNZpT8JkfXfpzPVqY2FTm2gqNik0Fmaw8fhxeykiZfHehX0GX5ea+JiHHXR1Trxw46qAz5l8p2wdAtcMahuntPfz2B4vwCG96t6SVT/HoHs3u+scv+v2/pqILEhHMws4bm5ORRW8XaVuODtr/Lws8OAbvUb+Fmz0ftled//6F1VNBERERERX9Ps0vwXFxfTo0cPRowY4XF/x44dAcjIyCjftmTJEqC0JKrFUvEtsdvtjBw5EoDFixfXQ4+blojWpeXYA4IdBIYEYHqZHXTznsZPJmiaJin7am5XZsve+utLXfK3G4QFGV4FfAAG9A7j1hsSqm3TIzmYu6d0qIPe1Y3iEkiteSUOAIeOe5fouq6MHhyK1cvZO/kFLl6em8EPm3NxtcDlOp9/V1BlwOd0Hy8pqPf3J6/A+4TmRU4Tl6sRx8ssXc54Nj+a6CMiIiLSMjW7mT4TJ05k4sSJVe7/6aefACrk50lLSwMgKSnJ42PKZvekpqbWVTebrNHnR7IpJQe7vfQu19tZC3mFjX/HUVhcmvjXWydy668vje2qi2Po1D6QeQuOsvbH7PL8OG1j/Rl3YTSXj47Cz893YsKHTpQu7/JWekZplbOGENHKxpQJkfzrw2PVtnO73WxKzYfU0ipe0RE2br8+lh6dW0Zi5ROn3Py804tpdsCJHDebdxZzTlL95ZQKDbZxOMO7E0JQgAVrIyZ3Nzn7nD6NfwYWEWkGPpwMJb67xA+bA655r7F7ISI+ptkFfapz9OhR5syZA1Ahn0/ZrJ+YmBiPj4uOjq7QriUbOTSCNz86QEEty4AG+Df+kpbaLnVv7qtwencLoXe3EE7llnAiuxh/fwvREX5YfDAnQG0CPgBFtWx/tkYNDsXhb2HO51kcy644g8Q0zfKf02VklfDI7IP8/ba2dO/U/AM/e4+U1Kps+J7DJfUa9Bk2KIztu/O9a3tuq3rrh4iINCElhVBS1Ni9EBGpFZ8P+kydOpVly5Z51Xbx4sXEx8d73JeTk8Mtt9xCXl4eAwcO5NJLLy3fl59feuEfEOD5xsvhcFRo15IFOKzMuDeJex5PpTC/CEegd3k3urVr/FkjfrbSst7ezuBpU7koWbMUGmwjNNi3TwUB9lq2b4SiY0P7BXNenyB+3JrPzn1FbEjJY/f+omqXQBaXmLz4/lGef6B9s8/1467lCs/atq+tC89vzXufHyW/oPonMgy4fFTjJzT3dimtiIiIiMjpfPtOD4iIiKBt27ZetbXZPL+crKwsbr75ZlJSUoiPj+eZZ56pcINltXq3VEkX3aWSOwXz4owevP7FKYrxr7Z6F0BUmEHHNo1/Q2sYBn06mCzb4l373u3rtz/ivTbhpYEcb5fndfQ8aa/eWa0GA3sF0bNLAF8sOe7VOePg0WI2pxXQO7kOSo75sJjw2gV+Y8K9L3NW4jLZttfFiRw3NqtBpzhrjc8XEmzjvunteeS59GqreN1yfVsSExp5JpYJ7rPNcaQ/XyIiIiItks8HfZ544omzenxaWhrTp0/nwIEDJCYm8uabbxIZWbEkU1BQaSnegoICj8coLCxdu1vVTKCWKCEugAdudvDm107SM6oO6Pjb4XcjbD4zi6FXe9iyD47VULjnnEQID/GNPgtYLdCjHazfWXPbDtF1U7L9bOzYW0hhkfd32ZtS85t90KdttI0ObaykH645gbLDDwZ0rXm6lts0WbaxmKUbi8ktqPh+d25r5crf+NE2surg0YDeIfzfXzvy1sdH+Dk1r8K+jgkOrrsqhsH9wmrsh4iIr/GzWfC3Nf4s6+r42Sz4+XgfRUSaA58P+pyN5cuXc9ddd5GXl0e/fv148cUXad26daV20dHRpKSkkJmZ6fE4Zbl8ynL7SCmb1eD3F/vxzXoX67e7KP7VvVy7aIMrhtiIreU3/PXJbjP47WCTz9fCkWzPbfokwoheDdot8UK/jnA0G/ZXky+5VRCM6NlgXapSYVHt1iY5nY1f3a4hXDY0gNkf17y+cvRAB44a8oCZpsm8pUWs2eo5gdPOgy6e/6SA6VcG0D6m6sBPt85B/O9fO7HvUCE70wtwm5DQxp+kxACfCVaDZpqKSM0Mm6P83y9c278ReyIiIr6k2QZ95s6dyyOPPILL5WLcuHHMmDEDPz/P3xwnJyezdOlSdu70PI2gbHtycnK99bepstsMLjvPxqi+Vraku8nJN7HboFOchbgI3wn2nC7IYTBpmMneTNi8F7LzSpM8t2kNfTpARKjv3OjJL6wWuKQfbNgFKftKq7Gdvq9LHAxOKp0l0tgiWtfu1Breqtmeiivo1dmPa8cE8sG3+VUmdf7NOf5cen7Nsyo37SypMuBTpqgY3v5PIfdfF1hj9a12cQ7axTmqbdNYTMw6qN6loJGIiIhIS9Qs7zQ+++wzHn74YUzT5LbbbuNPf/pTte2HDx/OSy+9xMKFC7njjjuwWH4JVhQXF7N48WIALrjggnrtd1MW4G8wMNn7HByNzTAMOkSXLgWSpsNqgUFdSmf9HMgqzfHjZ4O24b4R7CnTMd6fhFg/9h+pOQmRYcCwAQ1UX94HDO/rILGNjaUbClmf6sRZXPoe9OxoZ0Q/f3p0tHs1w+a7n7wt/26Sku6id6dm+edORMSjHc+No7jIc9oCX2ANCCP5Tx+X/ue/ZdDTjuZwtunL6oM1IIwut84DYEdGLl3Ca1ldQkSkkTW7q+Ddu3fXKuAD0K9fP3r16sXmzZuZNWsWd999N4Zh4HK5mDFjBocPH2bYsGF069atAV6BiNTEZvXtgJ1hGFwxqhWz38uose1v+ocQ2bplXUC2i7Vxw6XBXD/WpMgJfnawWryfYXcqz036Ee+XxP20s6RWQR/TNEnZkc/hzGJsVkjuGEhcdCNGFU3OeqaPJvqItCzu4kLM4sLG7kaV3PbTZlb+twy6y1mI2weXspq2XyrV+mL/RERq0uyCPi+88AKFhYXY7Xb27NnDPffc47FdmzZtuPvuu8v/P3PmTK677jpeffVVFi9eTJcuXdi2bRv79u2jbdu2PP744w31EkSkGRh5Xih7DzmZvzS7yjZJHRxMu8aHo1f1zGIYBPjX3O7XCopq1z6/Fkm1l67J5t3PMzl6rOJMor7dg/jDb2Po2K5xloDpRkNEREREzkSzC/osW7YMKF2W9eWXX1bZrkuXLhWCPl26dOHTTz9l9uzZrFixgqVLlxIbG8v111/PtGnTKlX8EhGpjmEY/GF8JJ3b+fPFkmx27f8lUhHRysZFQ0O5YlRr/P18M/eVL6ttoCiwhqTQZZ5+6zCLV53wuG/j1jy27drDo3e2p3vn5l1pTURERESaj2YX9NmwYcMZP7Zt27bMnDmzDnsjIi2ZYRgMGxjKsIGhHDzqJDvHRYC/Qbs4f2w1JBaWqoUGWegQa/F6iZc3S7ve+PRYlQGfMoVFJk+8uJ/Xn+zS4MG6s17eJSIiIiItkr5iFhFpAG1j/OjROYCOCQ4FfOrAb3p7lwepVbBBz8Tqk8zv2Odk/pLqAz5lsnNcrFx/yqu2dcWkNM/QWf00aI9FRERExFco6CMizYJpmhSXmLg0I6JF6NvFxnndq5/B42+H31/sqLFc+4IVORQXeVcNDOC7Hxo26CMiIiIicqaa3fIuEWlZcgpM9mSYHMgyKfnvap/wYEiMNohrbXhV/rulOJlnknoQcgtKK6AlREKHmNKEyk2NYRhMuMCfyDALyzYVk1tQMdjXKc7CVb/xp21U9bN8nMUmG1JqV9b4VG5Jrft7VkwT91lX71IwVERERKQlUtBHRJqsQ8dNftzj5tf3w8dz4XiuycFWJv07WmpVDrw5Kio2Wfwz7DhUcfumPRASAKP6mLSPanrvkcUwGNXfj+Hn2Nma7uJEjhub1aBjnIU2EdUHe8rk5rtxU7vXHhzo3bHrknL6iIiIiMiZUNBHGpzbbbIxtYDlP+RyLLsEP7tBj04BjDovmPAwfSTFOydyTTbscVc7geFINmzZZ9KnQ9MLaNSV4hKTz9aUvhee5BTAF2th3CCT9tFN832yWQ2vkjV74u9XOhvM5mejxOndDJ5zzwk5o+cSEREREWlousOWBpWRVcz/vpHB/iMV82ds3VXEp4uymTS2NeMuCKuz58svMtmfBflOE6sFokINYsPQkp9mYMeR6gM+ZfYeM0mKMwnwa5ljvnF31QGfMm4TFm6CP4w2W9ysqKAAC13a2dla5O9V0MfPbjDyvLo7R3nL1PIsERERETkDCvpIgzmV6+KRl46SedzzjZXLDe9+eQKbzWDsb0LP6rlKXCYb0032HaNC1Zq0wyZB/tAvEWLCmv/Nrdttsv7nk8xfmEHqrjzcbpP4Ng7GjozigsER+DVw2em6Ulhs1hjION2+YybJcc1/vH/N7TbZvNe7tnlFsOsIJMXVb5980ehzg0jb68QvwA9ngbPatnf8Po7AgIZd3mWaYLq9K09f3TFEREREpOVR0EcazBfLTlYZ8DndBwtOMHxAEEFneGPlcpus3G5yLMfz/rwiWLndZGgSxLZqvoGAgkIXjz27k7UbT1bYnn0qly3bc/ng88M8+ddkYqP9G6mHZy6/qHbt8wrrpx++7ngu5Nbite/NaPpBH7fb5Ke0Ipasy2Pf0RIMICHWxsiBQfRJ8sfiYSbT4N4BrN9ayLotYLFYKMovqjSzxmK1MPGyKIYPavhZPiIiIiIiZ0pBH2kQxSUmS9fmetW2qNhk+fq8M57ts+soVQZ8ypgmrN9tMvYcPN4ENha322TrXjdrtpZwILM0QXFUK4NBXW307WLFz+ZdX03T5Innd1UK+Jxu/6FC7n0ilX890ZOgRkhMezZquzqvpa7mK3bVrn1JLdv7mtx8N0+/d5zt6RVn6xzLdrExtYiuHfy467pwggIqznCzWAxundia8DArS9YZ+Af6U1xUjNtVOrumVSs7U66OYFDPwAZ7LRXVQfUuNNVHREREpCVS0EcaxOHMYnLyvV+ekJZexNjf1P55TNNk11Hvbm4Ki+HgCUiIqP3z1IcCp8k73zjZfbji+3Qg0+RAZjHLfyrhxrF+RITWvCRra1ouqzdk19ju4JEivl6aydWXxp5ptxtFiAOsltIlgd5oHVS//fGGaZps3+vk57QiCp0mYcEWzusVQExE/Z2Gg2o5iSuw6U36Kudymcx69zhpe6tenpWa7mTWu8f52x8jsForRgJtVoPrLw3jyhHBrPqpgIzjLmxW6NLOj35dHZXaNzTl9BERERGRM6GgjzQIl6t2NyyuM/xWO7ewdPmWt45kmyRENP40ENM0eW9h5YDP6bJOmbz+lZPbx/vjqCEp8fzFGV4/9/xFGU0u6GOzGiREGKRn1vw5sVkgvpHHOP1QMa9+ms3+oxWXN36yOJe+Xf256cpWhATVfX6l0ECDuHCTQ8e9a98tvs670GA2bCusNuBTZnu6kx9TCxnYI8Dj/pAgKxcPCa7r7omIiIiINIqmmcVVmpyocBvWWnzaYs9w9kNJLXOd+spyll2H3Ow4WHPns06ZrN9ec6d37y3w+rkPHC7E6Ty7JLGNoUsbA397ze26xRvYGnGWRvqhYma8nlUp4FNmY2oRT7yRRV5B/YxBv47etWsbAdFNOMfVknV5tWibX489qQcmmG7zrH60uktERESkZVLQRxpEcKCVgb28z4dxwaCQM3oehxdBgLNpX1/WbvM++rRmW83JsFvCUpAAP4MhSZYqlyQZQPd4g8ToxjvNmabJq59mU+SsfjwOZpTw2VLvcl7VVqc2BoOSqm/TKggu6VcvT99g0g/X/HtR3vZQcT32RERERETEdyjoIw3mygvCsHqRL3jIOYHERZ9ZNCbAzyCyFvGihEjfmNlw5IT3szwys80al78ltvM+wNY21r/Jlm4PCTAY2cNC/44GMWEQGlCavyepjcHo3hY6xzbu60rbV1zlDJ9fW7Exn6J6mnE1ONlgbH+I/lXhKT8bnJMIvzsfghy+8btwpmoT6GxqIVGTs5/p09Res4iIiIjUDeX0kQbTMcGfO66L4rl3M6tcVtWri4Npv4s8q+dJijU4llPzLU7rIIhopqk7LhsVzeKVWV63bcosFoO24QZtwxu7J5X9nOZ9gqn8QpOd+4vp0al+sil3iTPoEgfHc0xyCsBmLQ0C2b2sCOfr2kbbvcrpAxAf3dT+9Jm4zbMNCCrsIyIiItISNbUrX2nizusdRPz/s/PVilOs+DGvfNlLYrwfY4aEMGxA8FnnX4kLN+gaZ5J6qOo2gX4wuIuB4SO1vOPCLWSc8G6JV0xrA2sNZeZ7dQ1m0DlhrNtUdcl2gDbR/owdGeVx34EjTnbtL8JtmsTH+NG5nb/PvF+NweU22ZruZvMeFwVFEOAPPTpY6dHBUuVndmu6d0GIMoVF9X9jHh5iEH5mqyd92siBgV4HfS4Y2Fil10VEREREGpaCPtLg4mP9mDIhkj+OjyAv342f3SDAUbfLcHomWAgNMEk7bJJ9Ws5WqwXaR5bmenHYfSeAcW43K5t2eRf0Oa9bzb+2hmHw4B2deXjWDn7cfMpjm7gYf/73vmSCgyoeL3V3Ae/Oz2LrrsIK2zu09eOasREM6uUD9c8b2P4MN+8ucnLyV7mCf97tJjQQrh3lR4dfLSX7YXMeOYW1+4y1Cmmay+x8wbm9AliwIrfG5XTtYm0M6um5cpfP+m8i57M9hoiIiIi0PAr6SKOxWQ3CQrxI8nOG2kUaJETAyQLILyoN+IQH+eZylsQ2Frq2s5C6r/olHFGtDPone/eeBQZYefK+ZNb8mM38hRmk7szF5TZJaBPA2JFRjDo/ggBHxWP9uDWPJ1897HH5XfpBJ0++epipv4tizPlhlRs0ILfbJL8IDAMC/anXGUiHs9y8+pUTZxW5f0/lw+tfOZl6uR/xUaVBG9M0eX9BFond25CR4d0Sr6BAK4ltfSSzeBNktxn8+YYInnq76kppCTE2/nxDhE+eA2py1kEfEREREWmRFPQRn3Eq32TTbpPUA1BQBP5+0KUN9O1kEB5yZjdphmHQKhBaebmao6DQxaLvMln0XQZZJ5wEBlg5t184l18US3Rk/eRaKevntaP8eHeRk7T9ngM/0a0N/niJH/61mKFktRgMHdCaoQNa19g2J8/FP988UmMZ+1fmZdK1o4P2cfX3flQlr9DkhzQ3G3eZ5P53IlJwQOlnZGAXS70kI16wpqTKgE+ZYhfM/76Y6eNK35Od+4rYe8hJ9wE2IiMdHDtWWP0BgA4dgrDUsGxPqhceZuWR6VGs/imfJevy2X+0dOASYuyMGhTE4D4B+PnQDD8REWlaLC14mbuINF0K+ohP2LrP5Kv1Jq7T4h2FxbB+J2zYaTLqHOjfuX7/0G7bkcNfZ6Rw/ETxr7bnMufj/dxxU0euGhtXb8/vbzf4w8V+pO13s2ZrCQcy3bhNiG5lYVA3K707Ws8631F1Fq85RYEXOWVME/6z4iRTJzZsAujMkybvLXWRU1Bxe24BrNhismmXi8kXWIkKq7v3KDPbzc5D3iXQ3XvU5FCWm7gIC3sPleaWKcgvoUtyGAUFJeTlVb3sKCY2gJ7JyjNTF/zsBiMGBDFiQPNZhmhSu+pkVR1DRERERFoeBX2k3uQXmew66KLIaRISaNC5rRWrh6DFniMmX66ruqSwCSzaZBLgB93b1U/QY9+BfO56aDN5+Z6nubhcJrNe3oW/v5Wxo2LqpQ9Q+g1S13ZWurarv2VvVVm9Mdfrtqs25jZo0Keo2OT9ZZUDPqfLKYAPlruYdom1zmZzpB+pXcWkPYdLgz5lz75/3ymSu0XQp28E+/bmcuRwPiUlv3zSHQFW4uODaBMXSNc4fXsoVTBN3O6zrN51lkEjERGpaPuRU/jaylvD7qDrf/998zs/4Cxx42+z8Mr/DGzUfolI41LQR+pcboGbL1c5Wb+9mOLTJjeEBRkMO8fOyH5+FZaxrEipOuBzuu+2mHRNqJ+pta9/sLfKgM/pXnp7D6OHReFnb34Jd3PyvEskDZCb78blNmusIlZXNqebnMqvud3JPNi816yzWWEltbzPLpuplhhfusxrf/opEju2ws/fSsdOobTvEELOKScul4mfn4XgEDuGYeCwuekQraCPiIhIU+E2we1jAXXjtP44S9wU1fZCRkSapeZ35yqN6lSem2c/yuf7lIoBH4CTeSbzVzl5+z+FuP/71ciREyaHT3h37JP5sOdIHXcYOJ7tZPn3WV61PXGymO++P1b3nfABgbWooObwr7lsfF3auMv7i5ZNtWhbk9bBtXuNZe07JvjTuZ0/TqeLH9YcwuksDahZrQatWvsTEekgJNQPwzAoKizmsgEGVp2NpRqm2zyrHxERERFpmXSbIXXqg0WFZGRXf4OxaUcJyzeV5s3JPFm749e2vTd27snD5fL+pmjbDu+XQTUlA2tRir2hy7afqMVbXpu2NekSbyHUy1Q7QQ7o2u6XU+p1l0dgscDJ7CJWLt3P7p0nyoM/AAUFJaRty6JXbBGtgjTLR6pnmu6z+hERERGRlklBH6kzR0+42Zru3RKh735y4nZ7t6yrvtUm4HMm7ZuKC4eEYfUyldAlv2nYku21mQVjqcOzmtViMKy3d6tgz+9lq1AKvHdyIP/vhljsNoPCwhJSU7JY/J89LPlmD4u/2cPyRemM7mtjWP/guuuwiIiIiIjIaZTTR+rMprQa6lqf5vgpk71H3USF1u4OPaoeYg0JbQNq1b5dLds3FRGtbEybGM0L72dU2+7qi1qTnNiw70F8pEHaQe+CbfGRdTtrZmhPK8dOmazZWnVAc0CSleF9KkfMhvQNpmtHBwtXn2L1xlxy8lwEBlg4t3cQFw0NIybCXqd9lebJNDnrJVo+lnZCREQaiJ9N3/GLtHQK+kidySmo3V1FboFJh1iIaQVHs2tuHxoIibFn1LVqxbcJoF+vMH7cXPPaMX8/CxcOb9hS5Q1p1HmhBDosvPP5MY5mVUzKFBZiZcKY1g0+ywdgQBfvgz4D6iiJcxnDMLhiiI1OcRZWp5Sw5/Av/WgfYzCkh43eHS0YVSQYDw+zMfGScCZeEl6n/ZKWpC7y8ijqIyIiItISKegjdcbhV7ubbYdf6Q31sJ4wb2XNNyS/6WHUS+UugBt+145NWzbXWHpzwri2hAQ371+bwecEc27vIH7ans+u/UW43ZAQ68eAnkEVli81pI6xBsnxBtsPVD9AXRMMEmPrvo+GYdAr0UqvRCu5BSYFRSYB/gbBAcrFIyIiIk3DlHd+aBIVvVRmXqRuNe+7V2lQPRNtLPzB6VXboACDDrGly2E6xhpcOhC+Xm9WGXQZ2cegZ/v6u8Hu17sV992RxJPP76gyZ8/YUTHcdG37euuDL7FYDPp2C6Jvt4ZN2FwVwzC4arCF+evcpOz1PD492xtcfm7VM27qSnCAgj3S8NxKxiwiImepyMfKuPtXsfRMc1NF6paCPlJn2sdaSIi2sD+j5j8mg3vYK8wa6dneID4SNu0yST0ABU7wt0OXOOjbySAytP5vsi++IIbkTsF8suAQC5dnkl/gwmqBgX1bM35sHOf1b13vAQWpmt1mMH6IlaHdTH7c5S6vEhfdyqBfZwsxrTQ20kzVQU4fXUGLiIgv8bdZePuP5zZ2N0RaBAV9pM4YhsF1Fzl4dl4++UVVt2sXY+GigX6VtrcKMhjR22BE73rsZA0S2wVxz/Qu3D2tM4VFbvzsFqxWBRN8SUxrg0sGeFlmTEREREREpAVT0EfqVGyElTsmBPLh4iL2HK5Y7chigf7JNq4e7sC/lvl/GpphGAQ4FFgQkcZnYmK6z246vqmpPiIiLUpZ1a7Tq3f5UiWv0/uS+szluIsLy/9vMQy6xoY0Rrc8szngmvcauxciZ0xBH6lzsRFW7vxdIAcyXWxLL6GoGEIDDc7pYiM0yHf+2IiINAla3iUiIl4w7I7yf7/qIRGyp20+oaQI87Sgj2kYUFJ5VYCInBkFfaTexEdZiY/SbBkRERERERGRxqCgj4iIiI8zVb1LRERqIe3ZcZQ4C7BaDJJjSpdKpR7JwW36xtRPa0AYyX/6uLG70bx9OBlKCmtu11i0bK7BKOgjIiLi49xnu7xLRERaFHdxIWZxIabll6VSZnEhpo8EfdynLUWTelJSCCXVVNeRFkNBHxEREREft2fPHl544QU2bNhAVlYWsbGxXHLJJUydOpXAwMDG7p6ISJ0xfLvei9QVq39j96DFUFZdERERH2aapdW7zurHR77ZlTPz888/M378eObPn09kZCQjRowgPz+fl156iWuuuYbc3NzG7qKIiIj4KM30ERER8XFnXb1LmqySkhL+3//7f+Tn5zNjxgyuvvpqAAoLC7nrrrtYsmQJs2bN4qGHHmrknoqI1L3tR07R2H8CDbuDrv/9963vb8BZUjnPnr/Nwuxr+zdsx5qTM8g/lHY0p8E+Gxa7g6Q7vgDg5nd+8PgZ8MTfZuEVH6iap6CPiIiIiI9asGAB+/fvZ/DgweUBHwCHw8ETTzzByJEj+eijj7jjjjsICwtrxJ6KiNQ9t0mjJ5+22H5ZhvSCAjv14wzyD7mchQ322Tj9eZwlboq8DPr4Ci3vEhER8XGm6T6rH2m6lixZAsCFF15YaV/r1q0599xzKS4uZsWKFQ3dNREREWkCNNNHRETEl5nm2S/vUk6fJistLQ2A5ORkj/s7d+7M0qVLSU1N5bLLLmvIromItDhpz46jxFlQabvFMOgaG9IIPfoV/zCY8EZj90J8jII+IiIiIj4qIyMDgJiYGI/7o6OjK7Tzdf42C6eHIG1+Abh9sFSP1WKAzR9sv5SVtvr5dolp22n9s/kF+HSs13p6ue7/vsdWPweGD/b59L7a/BxgK7198sX+nt7Xss9r+WcZ3+qzp76W/9/H+nx6Xw2jNMDzaxbfO41VOH/5JFvl80BtNORnw3LaZ8DP5v1iKf9atK1PhqmSHo1i0KBBnDx5EofDQadOnRq7OyIi0kB27dpFYWEhYWFhrFu3rsp248ePJyUlBQw7Nr82Z/WcJc7DYBbTo0cPPv3007M6ljSsbt264Xa7WblyJVFRUZX2f/TRRzz44INceOGFzJ49+6yfT9cnIiIiTYO315Sa6dNIiopKE1UVFhaWXtSLiEiLUvZ3oEZmMSVF++q3M+KzrFYrbrcbo4bZMHX1HZ6uT0RERJqWmq4pFfRpJOHh4Rw/fhx/f3/i4+MbuzsiItJADhw4QFFREeHh4dW2S0xMrPPnro9jSv0KCgoiOzubgoLKOSSgNDgDEBAQUCfPp+sTERGRpsHba0oFfRrJ0qVLG7sLIiLiw/75z382dhfEB0RHR5OdnU1mZiYJCQmV9pfl8inL7XO2dH0iIiLSvPhGZiERERERqaSsatfOnTs97i/bXlV1LxEREWnZFPQRERER8VHDhw8H4Jtvvqm078SJE6xduxa73c7QoUMbumsiIiLSBCjoIyIiIuKjLrzwQuLi4li5ciXvvfde+fbCwkLuv/9+8vPzufrqq4mMjGzEXoqIiIivUsl2ERERER+2du1apkyZQmFhIT169CA+Pp6NGzeSkZFB9+7dmTNnDsHBwY3dTREREfFBCvqIiIiI+Li0tDRmz57NunXryM/PJz4+njFjxnDjjTcq4CMiIiJVUtBHRERERERERKQZUk4fEREREREREZFmSEEfEREREREREZFmSEEfEREREREREZFmSEEfEREREREREZFmSEEfEREREREREZFmSEEfEREREREREZFmSEEfEREREREREZFmSEEfEREREREREZFmSEEfEREREREREZFmyNbYHZCmKy0tjddee41169Zx7NgxHA4H3bp1Y+LEiVx22WUeH3P06FFefPFFVq9ezZEjR4iMjGTkyJHceuuthIeHN/ArkIayZ88eXnjhBTZs2EBWVhaxsbFccsklTJ06lcDAwMbunjSCzz//nI8//pjU1FQKCgqIiIjgvPPOY8qUKXTq1KlS+9WrV/Pqq6+SmppKYWEhHTt25JprruHqq6/GMIxGeAUiUhOd+32fzsXNw+23384333zDzJkzGT9+fKX9GjffcPz4cV599VWWLFnCoUOHcDgc9O7dm5tuuonBgwdXaq9x8x3Lly/nrbfeYvPmzRQWFhITE8OIESOYPn06kZGRldr72tgZpmmaDf6s0uQtWbKE22+/neLiYtq3b0/nzp3Jysri559/xu12M2HCBB5//PEKj9m/fz+TJk0iMzOTpKQkEhMT2bp1K/v37yc2Npa5c+cSGxvbSK9I6svPP//MDTfcQH5+Pr1796ZNmzb8+OOPZGZmkpyczPvvv09wcHBjd1MaiGma3HPPPXz55ZfYbDZ69epFeHg4qampHDx4EIfDwQsvvMD5559f/pgPPviAv//979jtds4991zsdjtr1qyhoKCA8ePHM3PmzEZ8RSLiic79vk3n4uZj3rx5PPDAAwAegz4aN9+we/dubrjhBjIyMmjbti3du3fnwIEDbNu2DcMweO6557jooovK22vcfMebb77Jk08+iWEY9O3bl/DwcH7++WcyMjKIiori/fffp127duXtfXLsTJFaOnXqlDlo0CAzKSnJfO2110y3212+b9OmTWb//v3NpKQkc8GCBRUed+2115pJSUnms88+W76tpKTEfOihh8ykpCRzypQpDfYapGEUFxebo0aNMpOSksx58+aVby8oKDCnTZtmJiUlmY888kgj9lAa2meffWYmJSWZQ4cONbdt21a+vaSkxJw1a5aZlJRkDh482MzNzTVN0zR3795tduvWzezXr5+ZkpJS3v7gwYPm6NGjzaSkJPPrr79u8NchIlXTud/36VzcPOzevds855xzzKSkJDMpKcn85JNPKu3XuDW+4uJi84orrjCTkpLMxx9/3CwpKSnf9+9//9tMSkoy+/btaxYWFpqmqXHzJQcOHDB79Ohh9uzZ01yzZk359qKiIvOOO+6odA/rq2OnnD5SawsXLiQ7O5tBgwZx4403Vpii1qdPH6ZNmwbAF198Ub59/fr1rF+/ng4dOvCnP/2pfLvVauWBBx4gLi6OZcuWsXPnzoZ7IVLvFixYwP79+xk8eDBXX311+XaHw8ETTzxBYGAgH330ESdPnmzEXkpD+vjjjwG4++676dq1a/l2q9XKnXfeSZcuXcjKymLVqlUAvPbaa7hcLm688Ua6d+9e3j4uLo6HHnqovI2I+A6d+32fzsVNn9Pp5O6778ZisVQYk9Np3HzDwoUL2bZtG/379+dvf/sbVqu1fN+VV17JsGHDCA8PZ9u2bYDGzZd8//33FBcXM3ToUM4999zy7X5+ftx5550ArF27tny7r46dgj5Sa8XFxfTo0YMRI0Z43N+xY0cAMjIyyrctWbIEgFGjRmGxVPzY2e12Ro4cCcDixYvrocfSWMrG/cILL6y0r3Xr1px77rkUFxezYsWKhu6aNJLQ0FA6derEgAEDKu0zDIPExESgNP8XwNKlSwEqTHkuM2TIEEJCQti8eXN5exFpfDr3+z6di5u+p59+mpSUFB566CHatGnjsY3GzTd8/fXXAJW+LC/z6quvsmjRIs455xxA4+ZLygJ0p9/Xljl27BhQ+netjK+OnYI+UmsTJ07k008/5cYbb/S4/6effgKokJ8nLS0NgKSkJI+P6dy5MwCpqal12VVpZGXjnpyc7HG/xr3leeGFF/jqq69ISEiotM/lcpGSkgJAmzZtOHbsGFlZWdjt9vJg8umsVmv59u3bt9dvx0XEazr3+z6di5u21atX8+abb3LppZdyxRVXeGyjcfMdW7ZsAaBv375kZ2fz/vvv89BDD/Hoo4/y1Vdf4XK5yttq3HzL4MGDsdvtpKSk8PDDD3Pw4EEKCgr4/vvvue+++wCYMmUK4Ntjp+pdUqeOHj3KnDlzABg7dmz59rLoaExMjMfHRUdHV2gnzYPGXWrj/fff5+DBg7Rq1YrBgwezd+9eACIjIyvNECyjz5CI79G5v2nTudi3HT9+nHvvvZfY2Fj+/ve/V9mubCw0bo3L6XRy8OBBbDYb27dv56677uLEiRPl+9977z26d+/OSy+9RExMjMbNx8TGxvL0009z//338+GHH/Lhhx+W72vdujWzZ88un9Xqy2OnoI8wdepUli1b5lXbxYsXEx8f73FfTk4Ot9xyC3l5eQwcOJBLL720fF9+fj4AAQEBHh/rcDgqtJPmoWw8y8b31zTuUub777/n//7v/wC45557CAoKqvHzA+Dv7w/oMyTiS3Tub7p0LvZ9999/P1lZWbz11luEhoZW2U7j5htyc3OB0op5t9xyC7169eLee+8lMTGRtLQ0ZsyYwebNm5k+fTrz5s3TuPmg7t27c9FFF/Hvf/+bXr160apVK1JSUsjIyOCVV16ha9euJCQk+PTYKegjRERE0LZtW6/a2myePzJZWVncfPPNpKSkEB8fzzPPPFNhzWrZekhP61hPZ5qml72WpsBqteJ2uzXuUq2lS5dy55134nQ6mTRpEhMmTAAo/5akps8P6DMk4kt07m+adC72fe+99x5Llizh5ptvrpBU1hONm29wOp1A6bLJ+Ph4Xn/9dex2O1C63OvNN9/kkksuISUlhW+//bZ8hqTGzTds27aNP/zhD/j7+zNv3rzy5MzFxcXMmjWLN954g+uvv56vvvrKp3/nFPQRnnjiibN6fFpaGtOnT+fAgQMkJiby5ptvEhkZWaFNUFAQAAUFBR6PUVhYCFQ9E0iapqCgILKzszXuUqU5c+Ywc+ZMXC4XkydP5sEHHyzfV3beKPuceFJUVARAYGBg/XZURLymc3/To3Ox79uxYwf/93//R48ePbjjjjtqbK9x8w2nz/qYNGlSecCnTEhICJdffjlvvPEG33//PZMnTwY0br7i8ccf58SJE7zwwgsVqnHZ7XbuvfdefvrpJzZs2MDHH39cHoj1xbFT0EfOyvLly7nrrrvIy8ujX79+vPjiixUymJeJjo4mJSWFzMxMj8cpW9dYts5Rmofo6Giys7PJzMz0mCxS495ylZSU8OijjzJ37lwMw+Cuu+5i2rRpFdqUfdt17NgxTNP0+M2JPkMivkfn/qZD5+Km4x//+AeFhYU4HI7yBLJlyhJvf/TRR6xevZqBAwcyZswYQOPW2EJCQvDz88PpdFaZIqNs+4kTJ/T75kOKior48ccfMQyDoUOHVtpvGAbDhw9nw4YNbNmyhXHjxgG+OXaq3iVnbO7cuUyfPp28vDzGjRvH22+/7THgA79U8Ni5c6fH/WXbq6r0IU2Txl08KSwsZOrUqcydO5eAgACeeeaZSjcZAK1atSImJgan01meSPR0LpeL3bt3A/oMifgSnfubBp2Lm5ayHCAbNmxg/vz5FX6OHDkCwMaNG5k/fz4bN27UuPkIq9VKly5dAKos011W+js8PFzj5kNOnTpVvlS5LFXJr5VtLykp8emxU9BHzshnn33Gww8/jMvl4rbbbuOpp57Cz8+vyvbDhw8HYOHChbjd7gr7iouLWbx4MQAXXHBB/XVaGlzZuH/zzTeV9p04cYK1a9dit9s9Rs+leXK5XNx6662sXLmSiIgI3nnnHS6++OIq25d9hr799ttK+1atWkVOTg5du3YlNja23vosIrWjc7/v07m46ZkzZw7bt2/3+DNq1CgAZs6cyfbt23nyyScBjZuvGDFiBABffPFFpX2mafLdd98BlC8P0rj5hoiICFq1aoXb7a6y6NGqVasA6NatG+C7Y6egj9Ta7t27efjhhzFNk9tuu40//elPNT6mX79+9OrVi127djFr1qzy5FUul4sZM2Zw+PBhhg0bVv4LI83DhRdeSFxcHCtXruS9994r315YWMj9999Pfn4+V199daUcUNJ8/etf/2LlypUEBgby9ttv07t372rbT548GavVyssvv8ymTZvKtx86dIjHHnsMKK1AKCK+Q+d+36dzccugcfMN11xzDaGhoaxbt47Zs2eX3weZpslzzz3Hli1bSEhIYPTo0YDGzVdYLBYmTZoEwIwZM0hLSyvf53a7mT17NqtXryY0NJTf/va3gO+OnWEq7bfU0t13382XX36J3W5nzJgxVWYob9OmDXfffXf5/3fs2MF1111HdnY2HTt2pEuXLmzbto19+/bRtm1bPvjgg/J1rNJ8rF27lilTplBYWEiPHj2Ij49n48aNZGRk0L17d+bMmUNwcHBjd1MawMmTJxkxYgT5+fl06NCBXr16Vdn28ssvL/+25JVXXuGf//wnVquVQYMG4XA4WLt2Lfn5+UyYMIHHH3+8oV6CiHhJ537fpXNx83PLLbewePFiZs6cyfjx4yvs07j5hu+++47bbruNwsJC2rVrR3JyMmlpaezdu5ewsDBee+21CsFXjZtvKC4u5rbbbmPp0qVYLBb69etHWFgYqampHDx4kMDAQF544QWGDBlS/hhfHDsFfaTW+vfvT25ubo3tunTpwpdffllh28GDB5k9ezYrVqzg5MmTxMbGMnz4cKZNm6Zv/JqxtLQ0Zs+ezbp168jPzyc+Pp4xY8Zw44036qK/BVm4cKFXMwMB7r33Xm688cby/y9evJi33nqLlJQUDMMgMTGRSZMmcdVVV5WXyBQR36Jzv2/Subj5qS7oAxo3X7F3715eeuklVq9eTVZWFpGRkZx//vlMnTrVY9J7jZtvME2TTz/9lE8//ZTU1FSKioqIjo5m6NCh3HzzzbRr167SY3xt7BT0ERERERERERFphhQiFBERERERERFphhT0ERERERERERFphhT0ERERERERERFphhT0ERERERERERFphhT0ERERERERERFphhT0ERERERERERFphhT0ERERERERERFphhT0ERERERERERFphmyN3QEREREREZHmIjk5uVbtQ0JCWL9+fT31RkRaOgV9RERERERE6liHDh0IDw+vsV1QUFAD9EZEWioFfUREREREROrY1KlTGT9+fGN3Q0RaOOX0ERERERERERFphhT0ERERERERERFphhT0ERGPdu3aRZ8+fUhOTuaBBx6otD8rK4shQ4aQnJzMgw8+WGHfkiVLmD59OsOGDaNnz56cf/753HnnnWzZssXjcx09epT//d//ZezYsfTp04e+fftyxRVXMHv2bE6dOlWp/fPPP09ycjL/+Mc/WLRoEWPGjKFnz56MHDmSBQsW1M0bICIiItII/vrXv5KcnMwHH3zAgQMHuO+++8qvqYYNG8b999/PgQMHqnz8Dz/8wO233875559Pz549GTJkCLfccgvff/+9x/YjR44kOTmZ1NRUHn/8cQYOHEjfvn0ZP3482dnZ5e1Wr17NlClTOP/88+nTpw9XXHEF7733Hm63m+Tk5AoJrCdOnEhycjKPP/54lf188cUXSU5O5qabbqr9myQiXlPQR0Q86tSpE/feey8A8+bNY/Xq1RX233fffWRlZdG5c2f+9re/AeByubj33nuZPn06S5Yswe12k5SURFFREV9//TUTJ05k+fLlFY7z/fffc+mll/LGG2+wb98+EhMTadu2LWlpaTz//POMGzeO7du3e+xj2UXNqVOn6NSpExkZGXTr1q0e3g0RERGRhrV161auuOIKPvvsMwICAmjfvj1Hjx7l448/ZsKECRw+fLjSY/7xj39w3XXX8c033+B0OklKSsJisbB48WJ+//vf89RTT1X5fI888ghz5swhOjqa1q1b4+fnR6tWrYDSAM0f/vAHli9fjmmadO7cmQMHDvDoo49yxx13VDrWb3/7WwAWLFhASUmJx+f7/PPPAZT3SKSeKegjIlWaPHkyw4YNA+CBBx4gLy8PgDlz5rB8+XL8/f2ZNWsWAQEBALz++ut8/vnnBAQEMGvWLFasWMGnn37KypUrmTRpEiUlJdx5552cPHkSgIMHD3LLLbeQk5PDyJEjWbZsGZ999hlffvkl3377LX379uXw4cNMmzaNnJycSv3btGkTI0eOZPny5Xz++ed89913dOzYsYHeHREREZH689FHH9G5c2e++uorvvnmGxYsWMCHH35IUFAQx48f54033qjQ/sMPP+TVV18lNDSUp556inXr1vHpp5+yYsUKnn76aQIDA3nttdeYN2+ex+f78ccfefrpp1mwYAFLlizhxRdfBGDVqlU8++yzWCwWHnjgAVasWMEnn3zCqlWruO666/j2228rHWvs2LEEBARw/PhxVqxYUWn/xo0bSU9PJywsjNGjR9fBuyUiVVHQR0SqNXPmTMLDwzl48CBPP/00O3fuLP+WqGz6MYDT6eSVV14B4N577+XSSy/FMAwA/P39eeihh0hMTCQ/P5+vv/4agJdffpn8/HySkpJ49tlniYyMLH/ehIQEXn75ZaKiojh06BBz5szx2L+//OUv+Pn5AXhVFlVERESkIdx3333ly56q+1m7dq3Hx9vtdmbPnk1iYmL5trJlV1AapCnjdDp5/vnnAXjiiScYN25c+T7DMBg7dix//vOfgdJl8p5m3wwYMICxY8eW/7/suuqZZ54B4Pe//z3XX389FkvpLaTD4eDBBx9k+PDhlY4VHBzMmDFjgF9m9Jzu3//+NwCXXXZZ+XWciNQPBX1EpFqRkZE89thjALz//vvceuutFBUVMXr0aK699tryduvXrycnJwe73e5xmq7FYuGVV15h2bJlTJw4EYBly5YBMGnSJI9/8MPCwsqnBy9atKjS/qioKBISEs76NYqIiIjUtQ4dOtCvX78af0JCQjw+vmfPnkRFRVXaXjar+fRZ0Bs3buTYsWMEBQUxatQoj8cbN24cFouFo0ePsnXr1kr7+/fvX2nb0aNH2bx5M0CF677T/c///I/H7WXXcEuWLKnQV6fTWf4FoJZ2idQ/W2N3QER83+jRo5kwYQLz5s0jPT2dNm3aMGPGjApt9u7dC0BiYiIOh8Pjcdq1a1f+79zcXI4ePQqUXtRUpUePHgDs2bOn0r7o6OjavRARERGRBjJ16tSzCmrExMR43F52nXX6bJ0dO3YAUFxczOTJk6s8ptVqxe12s3v3bnr37l1hn6cA044dOzBNk8DAwCq/aKvqOm7QoEG0b9+evXv38p///IcJEyYAsHjxYk6dOkVSUlK114AiUjcU9BERr4waNap8DXhcXByhoaEV9pdVdwgMDPTqeGX5gaB0CnBVyvbl5+djmmb5kjEoXTYmIiIi0hzZ7Xav25bNpHE6nRWWfVXFU3VUT1/anThxAoCgoKAqj1XdddxVV13FM888w+eff14e9Pnss8+AX2YCiUj9UtBHRGp08uRJ/v73vwOly7Q2bNjAG2+8UaHEZlky59ODOdU5/eIhNze32ueG0mDS6QEfERERESlVdh3Wo0cPPv300zo/bnXXatVd+40fP57nnnuO9evXc+jQIRwOBytXrsRut1fIOyQi9Uc5fUSkRn//+985cuQIXbt2ZebMmUBpUr/U1NTyNmVJBvfu3UtRUZHH43zwwQf8/ve/5/XXXyc4OLh8edaWLVuqfO6yfR06dKiLlyIiIiLS7JRdh6Wnp1dZIt00TdasWUN6ejpOp9Or45YV7CgoKGDfvn0e25x+PfhrMTExDB06FNM0WbRoEUuWLKGkpIThw4erAIdIA1HQR0Sq9fnnn/PVV19ht9t58sknufLKKxk1ahTFxcXcc8895QGe/v37ExgYiNPpZP78+ZWO43a7+fjjj/n+++/Jz88H4IILLgBKg0GeLj5OnjxZPgW4rHS8iIiIiFQ0cOBAQkJCyMvLq3Kmz/z587nhhhu45JJLOHLkiFfHTUhIoGvXrgB8/PHHHtvMnTu32mNcffXVACxcuJDFixcDSuAs0pAU9BGRKh06dKi8cteUKVPo1q0bAI888ghhYWHs2LGDf/7zn0Dpeu7f//73QGmZ9yVLlpQfp7CwkBkzZrBlyxaCg4PLq3fdfPPNBAUFkZaWxh133EFWVlb5Y/bv38/UqVM5duwYMTEx3HDDDQ3xkkVERESanMDAQKZMmQLAjBkz+OSTT3C73eX7Fy1axMMPPwzAJZdcUqG4Rk1uu+02AF5//XU++ugjTNMESpNGP//88yxYsKDax48cOZLWrVuzYcMGVq1aRWRkpMcy7yJSP5TTR0Q8crvd/OUvfyEnJ4fk5GSmT59evi8qKoq//e1v/OUvf+Gdd97hggsuYPDgwdx6663s2bOHr7/+munTp9OmTRvCw8NJT08nLy8Ph8PBrFmzypd1JSQk8Nxzz3HHHXewZMkShg8fTufOnXG5XOzcuRO3201cXByzZ8/WFGARERFpUl5++eXyIhg1mTZt2lkHQm6++Wb279/PRx99xN/+9jeeeuop4uPjOXr0KBkZGQD069ePxx9/vFbHHT16NDfddBOvvfYaDz74IM899xxt2rRh7969nDx5kj59+vDTTz9htVo9Pt7Pz4/LL7+cd955B5fLxeTJk7HZdBsq0lD02yYiHr3++uusW7cOm83Gk08+WamCxJVXXsnXX3/NsmXL+Mtf/sL8+fMJCwvj6aef5qKLLuLjjz8mJSWF7du3ExERwZgxY5gyZUr5mvMy559/PgsWLODNN99k+fLl7NmzB7vdTrdu3bj44ou55pprKlUKExEREfF16enppKene9X29NnOZ8owDB577DHGjBnDhx9+yKZNm9i2bRv+/v6cc845XHbZZUycOBE/P79aH/vPf/4zffv25d133yUlJYXU1FQ6d+7MPffcQ6dOnbj22ms9Vv8qM378eN55553yf4tIwzHMsvl5IiIiIiIiIrWwbNkypk6dSocOHfjmm288tlmyZAnTp0+nV69eVeYGEpH6oZw+IiIiIiIi4lHZDKGUlBSP+5cvXw5A9+7dqzzGRx99BMDvfve7uu+giFRLQR8RERERERHxqEOHDmzatIknn3yyPDcQQElJCXPnzmXu3LkYhsGkSZPK97lcLlJSUjhw4ADPP/88S5cuJSIignHjxjXGSxBp0bS8S0RERERERDzas2cP1157LcePH8dut9OuXTscDgcHDx4kOzsbi8XCn//8Z/74xz+WP8Y0TXr37o3T6Szf9o9//IPLL7+8MV6CSIumoI+IiIiIiIhU6cSJE3zwwQcsWrSIgwcPUlBQQFRUFAMGDODaa6+lT58+lR5z0003sX79eqKjo5kyZQpXX311I/RcRBT0ERERERERERFphpTTR0RERERERESkGVLQR0RERERERESkGVLQR0RERERERESkGVLQR0RERERERESkGVLQR0RERERERESkGVLQR0RERERERESkGVLQR0RERERERESkGVLQR0RERERERESkGVLQR0RERERERESkGfr/1/v3GkKN978AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", "fig, ax = plt.subplots(1, 2)\n", "\n", "sc = ax[0].scatter(x, y, s=50, c=energy_sheep, cmap=plt.cm.coolwarm)\n", "ax[0].set_xlabel(\"xcor\")\n", "ax[0].set_ylabel(\"ycor\")\n", "ax[0].set_aspect(\"equal\")\n", "divider = make_axes_locatable(ax[0])\n", "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n", "cbar = plt.colorbar(sc, cax=cax, orientation=\"vertical\")\n", "cbar.set_label(\"Energy of sheep\")\n", "\n", "sns.histplot(energy_sheep, kde=False, bins=10, ax=ax[1], label=\"Sheep\")\n", "sns.histplot(energy_wolves, kde=False, bins=10, ax=ax[1], label=\"Wolves\")\n", "ax[1].set_xlabel(\"Energy\")\n", "ax[1].set_ylabel(\"Counts\")\n", "ax[1].legend()\n", "fig.set_size_inches(14, 5)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `repeat_report` method returns a dictionary with the reporter as key. The value is a list order by ticks. By default, this assumes the model is run with the \"go\" NetLogo command; this can be set by passing an optional `go` argument. \n", "\n", "Often, the dictionary can easily be converted into a dataframe, for easy further analysis.In this case, we track the number of wolf and sheep agents over 200 ticks; the outcomes are first plotted as a function of time. The number of wolf agents is then plotted as a function of the number of sheep agents, to approximate a phase-space plot. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "counts = netlogo.repeat_report([\"count wolves\", \"count sheep\"], 200, go=\"go\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "counts = pd.DataFrame(counts)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2)\n", "\n", "counts.plot(ax=ax1, use_index=True, legend=True)\n", "ax1.set_xlabel(\"Ticks\")\n", "ax1.set_ylabel(\"Counts\")\n", "\n", "ax2.plot(counts[\"count wolves\"], counts[\"count sheep\"])\n", "ax2.set_xlabel(\"Wolves\")\n", "ax2.set_ylabel(\"Sheep\")\n", "\n", "\n", "for ax in [ax1, ax2]:\n", " ax.set_aspect(1 / ax.get_data_ratio())\n", "\n", "\n", "fig.set_size_inches(12, 5)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `repeat_report` method can also be used with reporters that return a NetLogo list. In this case, the list is converted to a numpy array. As an example, we track the energy of the wolf and sheep agents over 5 ticks, and plot the distribution of the wolves' energy at the final tick recorded in the dataframe. Note that the number of sheep and wolves vary over time. This means that for each tick, the size of the array will be different. So, we cannot straightforwardly convert these results into a dataframe.\n", "\n", "To illustrate different data types, we also track the `[sheep_str] of sheep` reporter (which returns a string property across the sheep agents, converted to a numpy object array), `count sheep` (returning a single numerical variable), and `glob_str` (returning a single string variable)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results = netlogo.repeat_report(\n", " [\n", " \"[energy] of wolves\",\n", " \"[energy] of sheep\",\n", " \"[sheep_str] of sheep\",\n", " \"count sheep\",\n", " \"glob_str\",\n", " ],\n", " 5,\n", ")\n", "\n", "fig, ax = plt.subplots(1)\n", "\n", "sns.histplot(results[\"[energy] of wolves\"][-1], kde=False, bins=20, ax=ax)\n", "ax.set_xlabel(\"Energy\")\n", "ax.set_ylabel(\"Counts\")\n", "fig.set_size_inches(4, 4)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "['[energy] of wolves',\n", " '[energy] of sheep',\n", " '[sheep_str] of sheep',\n", " 'count sheep',\n", " 'glob_str']" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(results.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `patch_report` method can be used to return a dataframe which (for this example) contains the `countdown` attribute of each NetLogo patch. This dataframe essentially replicates the NetLogo environment, with column labels corresponding to the xcor patch coordinates, and indices following the pycor coordinates." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "countdown_df = netlogo.patch_report(\"countdown\")\n", "\n", "fig, ax = plt.subplots(1)\n", "\n", "patches = sns.heatmap(\n", " countdown_df, xticklabels=5, yticklabels=5, cbar_kws={\"label\": \"countdown\"}, ax=ax\n", ")\n", "ax.set_xlabel(\"pxcor\")\n", "ax.set_ylabel(\"pycor\")\n", "ax.set_aspect(\"equal\")\n", "fig.set_size_inches(8, 4)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataframes can be manipulated with any of the existing Pandas functions, for instance by exporting to an Excel file. The `patch_set` method provides the inverse functionality to `patch_report`, and updates the NetLogo environment from a dataframe." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "countdown_df.to_excel(\"countdown.xlsx\")\n", "netlogo.patch_set(\"countdown\", countdown_df.max() - countdown_df)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "countdown_update_df = netlogo.patch_report(\"countdown\")\n", "\n", "fig, ax = plt.subplots(1)\n", "\n", "patches = sns.heatmap(\n", " countdown_update_df,\n", " xticklabels=5,\n", " yticklabels=5,\n", " cbar_kws={\"label\": \"countdown\"},\n", " ax=ax,\n", ")\n", "ax.set_xlabel(\"pxcor\")\n", "ax.set_ylabel(\"pycor\")\n", "ax.set_aspect(\"equal\")\n", "fig.set_size_inches(8, 4)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the `kill_workspace()` method shuts down the NetLogo instance." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "netlogo.kill_workspace()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 4 }