{ "cells": [ { "cell_type": "markdown", "id": "0eb500e6-045b-424a-8921-20d74932c9d9", "metadata": {}, "source": [ "# Pyroxene Ternary Diagram Segmented by Sample\n", "- We consider a more real world example, using pyroxene compositions\n", "from Wieser et al. (2021b) from the 2018 eruption of Kilauea\n", "-You can download the data here:\n", "https://github.com/PennyWieser/Thermobar/blob/main/docs/Examples/General_Plotting/Plotting_inputs_Amp_Cpx_Ol_Fspar.xlsx" ] }, { "cell_type": "markdown", "id": "f9b66902-46d6-4e90-96b0-cdbe5272aebf", "metadata": {}, "source": [ "## Import Python things" ] }, { "cell_type": "code", "execution_count": 1, "id": "b8d3d4fc-1d6f-4a0f-bc00-ea211b136143", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import Thermobar as pt\n", "import ternary" ] }, { "cell_type": "markdown", "id": "8accb2ae-954f-40dd-ad3b-3b96e5e38d04", "metadata": {}, "source": [ "## Set plotting parameters" ] }, { "cell_type": "code", "execution_count": 2, "id": "23ef677e-c70b-4a09-9fce-95c07cb5adf2", "metadata": {}, "outputs": [], "source": [ "plt.rcParams[\"font.family\"] = 'arial'\n", "plt.rcParams[\"font.size\"] =12\n", "plt.rcParams[\"mathtext.default\"] = \"regular\"\n", "plt.rcParams[\"mathtext.fontset\"] = \"dejavusans\"\n", "plt.rcParams['patch.linewidth'] = 1\n", "plt.rcParams['axes.linewidth'] = 1\n", "plt.rcParams[\"xtick.direction\"] = \"in\"\n", "plt.rcParams[\"ytick.direction\"] = \"in\"\n", "plt.rcParams[\"ytick.direction\"] = \"in\"\n", "plt.rcParams[\"xtick.major.size\"] = 6 # Sets length of ticks\n", "plt.rcParams[\"ytick.major.size\"] = 4 # Sets length of ticks\n", "plt.rcParams[\"ytick.labelsize\"] = 12 # Sets size of numbers on tick marks\n", "plt.rcParams[\"xtick.labelsize\"] = 12 # Sets size of numbers on tick marks\n", "plt.rcParams[\"axes.titlesize\"] = 14 # Overall title\n", "plt.rcParams[\"axes.labelsize\"] = 14 # Axes labels" ] }, { "cell_type": "markdown", "id": "7a4d8cfe-f548-4861-a126-91a02d501368", "metadata": {}, "source": [ "## Load in pyroxene compositions\n", "- Even though some of these are Opxs, lets just load them all as Cpxs for now...." ] }, { "cell_type": "code", "execution_count": 4, "id": "004e9bb3-251f-4d6c-8977-47c4d75bf518", "metadata": {}, "outputs": [], "source": [ "## Loading Pyroxenes\n", "Px_dict=pt.import_excel('Plotting_inputs_Amp_Cpx_Ol_Fspar.xlsx', \n", " sheet_name='Pyroxenes_F8')\n", "Px_Comps=Px_dict['Cpxs']" ] }, { "cell_type": "markdown", "id": "57ff104c-5bcc-4f63-9110-89f2153ecb6d", "metadata": {}, "source": [ "## Lets calculate the components we need to plot a ternary diagram. " ] }, { "cell_type": "code", "execution_count": 5, "id": "41702afe-15c9-4b56-a33e-19506fa08013", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\penny\\anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:2115: FutureWarning: In a future version, the Index constructor will not infer numeric dtypes when passed object-dtype sequences (matching Series behavior)\n", " new_ix = Index(new_ix)\n" ] } ], "source": [ "tern_points=pt.tern_points_px(px_comps=Px_Comps)" ] }, { "cell_type": "markdown", "id": "48374209-b516-4eb3-8f64-08bc6a4f4d14", "metadata": {}, "source": [ "## First, we can plot all the samples as a single color\n", "- We can see here, we have very distinct clusters" ] }, { "cell_type": "code", "execution_count": 6, "id": "c6fe2514-5e4e-48c8-9f07-6bdc8bae7272", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wwgttXu/vRetkx6+27sSJE21bt26d8DMGgD9tnVcdpR2e5yuSJHnW7xmtYl+fryeeeGJY0zStvb2d7IoRrntIIUa4Iejt7f02z/P8/fffP+T3d41F31MrLOiCD+Bd/+Jmi+HEgQMHJt966y1PsUeSJAletE52/GjrnnvuudZdu3b5XvABvGvrLBFAvgVMfiKc/GidrNA0DalUShofH3dtT3vVOtXDa9tYURSQZZnO5/O+dlwB/GnrwnxXaJqWvEQ4+dFRWmltbVVuueWWqXw+/0GO4/qD/I0EwnpBCjHCdQ9CKJbNZv+YpunaJz7xiVn331iLF/2Lm6+TG171L40c7r2AEILu7u7Ku+++61hc+NU62fGy6CuKAizL0ul02vcuEoB3bV29CCCf44huEU6qqsb8aJ3s7N69e+LixYuubWM/Wic7XrV1J0+ebL3tttvGg4wBAMCybNlNW+dXR2lHEISSlwgnPzpKO4899th5hBB0dXU9FeT3CYT1ghRihOuerq6u++LxeOruu+8etmbl+cGL/sWvGLweDMM46l+Mdo4WJoWltbV1FgAci0pRFOP1IoC8Yiz6jq2wS5cu5TZu3DgTdAwA91aYUwSQV4zcRsdWWJjiGGC5QG5vbxcnJycbfsa82mI44aatE0UR5fN5nWGYwEUly7Kim7YuiI7SjluEUxAdpZW+vj6po6Njprm5+cOCILQHfRwCIWpIIUa4rkEIUYVC4Ueapkl33XVX3egcr3AcV2rUCvPq6+RhDEf9S5h2jokgCLosy3qtVqvr0mlonQIvYJZxGpqJapoGlUqFz2azgXZ3TNxaYTheLwDnCKegWic7PM/Pl0qlbKOfe7XFcMLNZmJhYSEdi8V8t1ftOGnrzAI9SKvYiluEUxAdpZ0nnnhiCCFEdXV1/VWYxyEQooQUYoTrmo6Oji/G4/Hi5z//+YtO7uBeYBhGatQKM3ydAu+IWDFaYWvGsWidQo/R2dk5/frrr7fU+1lQrZMdJ23d5ORkShTFUEWYSSNtXdhWsRWnCCdcxV5zc7MyMjLC1dPWBdU61cMoYOpeUJw9ezY1MDAQqJVnxUlbh+v1MiKc1HoRTmF0lFa2bNlSy2az8/l8/gsIoUKoByMQIoIUYoTrFoQQyufzP1MURb733ntd3cG9wLJsXZsJw9cpcDvHitEKW7NQhtU6WclkMlq1WkWKoqxaqQytU+jdMBNjV2xNAXP27Nns3r1753CM0UhbF7ZdaKdebmNYrZOd3bt3jz3//PNrTlCG0TrZaaSte+edd3LNzc2hCyTLOGu0dUZxTOEojgEat1pxvvff+9733qVpmh4cHPwRjscjEHBDCjHCdUtLS8vvplKpjo997GOXWZYNl6xtwLLsGpuJIL5Obtj1Lzi0TnaOHDkyevz48Q7rbdVq1THc2y9GhNOqlt4bb7yR7erqwrbgA6xo61a9L0arGEtxDFC/1YpD62QlmUyqqqpSsvxeLRxW61SPetq6ycnJ5KZNm7C99/W0dTh0lFYsvnUraxEOHaWVvXv3VrLZ7EIul/sDhFCozFYCIQpIIUa4bsnlck9pmqY88MADIzgf165/CeLr5IZd/4KrnWOFpmk9l8spMzMzNMDyAkZRFLYFzMSurSuVSsn+/n5sO1XGGBVrK8zIx8RWVACsjXDCpXWyc+jQodGXXnppZVcMh9bJjl1bd/Lkyfy2bdtCHZyoh1Vbh0tHacd+QjeK78q3vvWt8yzLMn19fX+C83EJBByQQoxwXVIsFj+Qz+d7jx07dlUQBKwLpVX/4jcCyCtW/QtOrZOdwcHBqZmZmTzASusT6wIGsFpbNzw8nBgcHMRahJlYtXWqqrJeI4D8YF30o1jwAQBisZjW3NyslUolCpfWqR5WbV08Hmez2Sz2z7FVW4dTR2nF6ltn6CixtYpNPvCBDywKglAuFAoPIYR8RywRCFFCCjHCdUlzc/OvVFVVv/Od71yK4vFN/Yssy3xQXyc3TP0L7naOlUQioaqqSlWrVd8RQH4wtXXVajWVy+UiKcRMbV2tVotzHIdFT2XHbIWpqoqMVjH24hgAgGXZxaWlpUyQCCAfY9RkWRaWlpZ4mqbFoNYubhjauhhOHaWdeDw+X6lUMlFdTAAA3H///UMsy3K9vb2PRfH4BEJQPEdmEAjrBcMw/59MJvNFQRCkYrEYSZEEAIAQYnVdVwAgksXYwNSJRbKAAQDIskzRNM0ghMSoCjEDplarIZ7nsbZxbdAIIUrXdc+7Ye+++24CAGDjxo1eizeEEGKMMSKbAEVR5DiOUyHC9x4AKEmSGIZhInvvdV0HiqJu+O+Krutw+fLlZCwWUycnJxN+PmMEQpSQHTHCdUcymTwmCALk83ksx/1diPpKZNmzIkJisZimqmrk32VJkmiO46IsKgACvB+CIKiCIHjWLenLV59Ij/gqNBaL6bIsR/req6oKFEVF+hEzHhtB9N+VSEEIQaFQEAuFAtPT0/PAtf57CAQTsiNGuK5IJBKbduzYcebw4cOTP/jBDy6ENcBshCzLnKqqMUVRuGQyGSg2yQulUimPENLj8fg8blG4SblczsqyXH3rrbeyhw8fDpT76Mb4+Dh39erV7KZNm+SoXy+KohSO48q4ReEm1Wo1FYvFREmS4olEYj6KMTRNQ9VqNXvq1KnkBz7wgStRjAEA8Jvf/KbrwIEDszRNy7gPnJgYcUeqLMvxZDKJxbLEjq7rUC6XcwCAEonEbFSF5dLSUu4zn/nM5qWlperrr7/epOt6JJ8xAsEPZEeMcF3R3t7+97qu63/wB39wzktuY1BEUUzwPF829S9RjGHaYgiCMO8lrDkIpi1GNpsVAYBR1WjWlaGhoeLu3bsnYrFYzS23MSiSJHEMw9ScHP1xoKoqwzCMpOs6FdWFqKENm9+9e/fU888/75pBGYR33nkn2dXVVW7kW4cLWZZ5juNEw2YikgrJ9A0z3vuGbvthME4V63fdddeFZDKZ7ezs/HIU4xAIfiGFGOG6gef57mKxePvg4OB0V1eXXM9bCgdGBJAEsOItFcnEb9piUBSlu+U2BsVqfLljx46pd999N497jNHRUa63t7eKEAKe5ytuuY1BkSQpwXFcxW4zgZNqtZo0PePcchuDYvWMS6VStXQ6TWsafmmVruvJjo6OOQD33MagWPMx4/H4QrVazeIew2qLYfjWRXJhZJ6S/fKXvzwOAFI+n//LqGUDBIIXSCFGuG7o6ur6JQCgxx57bAhgrbcULqwRQFEt+qIoClZbDLtXEg6MBYw2W3jJZFLUNI3FvStWq9XS8Xh83vy3U25jUOwRQFG8XgDLthhmC88ttzEodlsMQRAqCwsLWIvXpaWlWCwWUziO0wHccxuDYs3HRGhZVlcvwikMtVptlWccz/NLjTJhg2L+zQghPRaLwcc//vFLyWSyuaOj49M4xyEQgkAKMcJ1QTwebykWi58oFotzGzduXFmQG+U2BsX0dbKNjX3Rl2VZsNpiUBSl6bpeN7cxKEZBuWS7TZyZmcG2iGmahsbHx9l8Pr9S3TnlNgbFHgFkZnLiXPRrtVqcZdlVJyt5nl/E+VzqecYNDAwsnjlzJodrDACAc+fOFVtaWla0eoZv3ZoIpzDIsszZ8zGj+K7YPeMaRTiFwSiO581/33///aOKoii5XO6vyK4Y4VpDCjHCdUFnZ+dPEULUk08++a71dtz6l3q+TpaYFSwTstHOWWO7gbsNqqrqmgigPXv2zL3zzjvYFv0TJ060b9++fdx+O0VRMi5tXaMIINzaOkVReJZlVxUWsVhMUVUV2+5eI884hmGqo6OjWHbFZFmmlpaWqEwms6rfiVtbZ+oorbcZFxTY2uyN4sU4jqubCRuEevFiHMfpd95555V0Ot3X0tLyIRzjEAhBIYUY4ZqDEMrl8/mvFAqF+R07dqw5JWnoX0IvlkaGnVrvAti40s+GHQNgpZ2zxuUcp/7FiACqm4/Z1ta2+Pbbb4dekGVZBkVRUDKZXNPrFARhCVdR2SgCCKe2zqp1slMvtzEIThFAe/funTl37hwW/d5zzz3XceTIkVH77Tjb7FYdpR2cBV+jeDGGYdZkwgalUYLCN7/5zSuqqqqFQuHvcIxDIASFFGKEa05fX98PaZqmH3744aF6Pzf0L6HbR06RNtaYlTBj2LVOdnDpXwyX87qGlBs3blyYmZkJ/Xq98MILHYcOHVqz4AO8t+iHbYW5RQDhaoVZtU527LmNQTEigBpmSvb29pZef/31UMXr9PR0LJ1OKzRN161Ocb1eVh2lHUNbF7rNbtdR2rFGOAXFKV4smUxqR48evZrNZjcVi8XbwoxDIISBFGKEawpCKNnU1HR/Mplcuu222+pO/Dj0L5qmuWbY4VjE7FonOzj0L0YEkGOu4JYtWxbefffdwMXY4uIi1draqsRisYbH/YxTdKEKC+upz3rg0NYZWifHhAaWZcuGX1ZgnIpjAICOjo45iqJCjTExMVHYsmVLQ684U1sXps2uqmrMrqO0g0NbZ9dR2jEjnMKMUa1WU06fr0ceeeSSrutaPp9/Ksw4BEIYSCFGuKb09vZ+n2EY9sEHH6y7G2YSth1SrVazbgHPxqIf2FuqkdbJjqF/CdwKM9o5jqkDmUxmSVXVwIv+0tJSJplMOr5eYbV1RqvYNR8zrM2EoXVyLFxZlhVlWQ7cCmukdbISi8VAEAR5YWEhUCFeqVQQwzA6z/OOXhiCIMyH/K44FscA4bV1Tq1iK4aFTeDdSk3TGLuO0koul1O3bt061tTUtDudTm8LOg6BEAZSiBGuGQghrqmp6RGEUOVDH/qQl0U/kP7F1Bl5cbY3Fv1Ai1gjrZMdQ/8SaHEx2jmuC1gsFoP5+XkQRdH3YqnrOly5ciXe3t7umvMZRltnP8nWiDA2E05aJzsMw1SD+tY10jrZaWtrmx0aGmoKMsbY2FghFou5BoiH0dY56SjtcBxXCtpmd2oV28aoSJIU6KLF0FG6fh+ffPLJC7qua52dnb8KMg6BEBZSiBGuGX19fY+wLBv/5je/6bgbZhK0dVipVNJuu2EmQfUvblonO0H1L27tHCv79++fOHHiRKvfMd56662m5uZmT1E2QbV1ur4cwen19TJ0gr4XfSetkx2O46pBfOtEUYw7aZ2sxONxvVQqQa1W83VowyiOhf7+fk/vfYjvSkMdpR2GYaQgbXY3HaWdoBY2dluMRrS2tiobN26cymazt3Mc1+93HAIhLKQQI1wTEEKxTCbzryiKqn384x/3lF0YpBVmiHWpemLdRhhtUF/6Fy/tHCtB9C9etE5WaJoGQRCkyclJX7tv09PTQn9/v6fCAgAgHo/7tpmoVCoZQRDmvd4/iLbOi9apzji+I5xkWea9FscAAMeOHRs9ceJEm58xXnjhhdZdu3atsRFpRBBtnRcdpR2WZX3bTLjpKO0EsbAxdJSex3jiiSfO67oOvb29v/QzDoGAA1KIEa4JPT09X4/H46mvfOUrwxTl/WNoCMQ9L/p+CySAFZsJzy09o52j+fWF9Kt/8aJ1srNv376JM2fOeM46PH78eMvu3bun/IzhtxVWz9fJC35tJoK8934jnLxqnawghCCTychjY2OePmOqqoKqqrFMJuO6u2PFr7bOi47SDsuyvmwmvOoo7fiNcFIUhXfTUVrp7e2V+vr6ZgqFwu/xPN/h9+8jEMJACjHCuoMQojKZzI8BQPriF7846fN3PS/6Tr5ObvixmfDazimVStQ9d9+9sVQqUQD+9C9+tE5WEELQ29tbvXz5smvBp6oqpFIpKp1Oe97dMfFzmMJP+8uKH5sJP1onO34inLxqnexs27ZtYnp6uuDlvm+++WbTvn37Gp6UbIQfbZ0fHaUdP9o6rzpKO34inERRFPwWxwAAjz322BBCiGpvb/+F398lEMJACjHCutPV1XVXMpnMf/azn71A0/4dKbzqXwxfJ187IiZeW2GG1slTO+cXP/95+//3P//n9l/+zd+stKW86l/8aJ3sZDKZOUVRXBexmZmZZD6f971IAnjX1jn5OnnBq7YuaLEH4D3Cya/WyUosFtPj8bi2uLjoOAcrigIsy9I8z/veRQLw7sEX5vXyqq3zq6O04sfCRpZlIUhxfMstt9QKhcJ8S0vLpxFCgQ5UEAhBIIUYYV1BCKFcLvcXkiTJ9957r2fNixWv+hfD18mXRsiKF/2LoXXytBv2j08/3fsPAPCPTz/dZ+6KedG/GFqnQAsxAEAmk9GmpqYYVVUbroCapsHFixczHR0dgYo9AG/aukYRQF7xoq0LonWyYyz6jq0wv1onOyzLzk9MTDjuis3NzaUkSfK9Q2liXFA47u5ZWsWBimNjHFdtXZBWsRUvEWGSJPnSUdp5/PHH36Uoih4YGPhx0McgEPxCCjHCutLW1vbRZDLZ+clPfvIyy7KBXTrd9C9efJ3ccNO/eNU6lUol6rc/+MEdBxQFfQ0A9isKsu6KuelfDFPKQDtVJlu2bJl46aWXGgrEx8fHkwihmh+9nh0v2rqgrWIrhrau4ftSqVR8a53suC36Rqs4cHEMANDV1SVdvXqVd7qgeOutt7I7duwI9VzctHX18lf94qatC6qjtGI5rNPwQypJkm8dpZW9e/dWEonEYqFQ+BpCCFsuLIHgBCnECOtKPp//paIoyje+8Y2RMI/jpn/x6uvkBsMw1UatMK/tnJ/9xV90nHv77cwPRZEGAPhhrUbbdsUa6l+Mdk6oBQwAIJVKqZIkUYpSf4Pw3Xffze3bt28m1CDgrK3z6uvkhqGtq7tTadpoBNE6WXHzrXOLM/LKvn37Rp977rn2ej97++23s+3t7aGKMABnbZ2ho6TDFscAztq6MK1PK06yBFmW2SA6SjuPPvroOYZhmIGBgT8K+1gEghdIIUZYN4rF4u2ZTKb/Qx/60IggCKGTnBvpXwxfp8AtIyscx1XrtcK8ap1KpRL166ee6vsgAOwybtsMAPFKhf6rv/zLdgBn/UvYVp6Vw4cPjx4/fnzNibDXXnst3dPTE7qoAHDW1nn1dfI4Tl1tHa4FH6Dxoh9G62QnkUioAECJorjmwaamplIbN24MtVNl0khbF0ZHaaeRts6PjtIN83Hq+daJopgMqqO0cuzYsSVBEErZbPbbCKFQEUsEghdIIUZYN5qamp7WNE196KGHLuN4vEb6F8PXKZCIusE4a/QvXgukn/3FX3RQskxZBSf/FgAuaRr69VNP9Zu7YvVaYTi0TlZisZjW0tKiLCwsrPre67qe6OnpmccyCKxEOK3asTJaxViKY4D62jocWicrjXzrcLTyrBw4cGD87bffXmUx8uabb2a2bdvmyVTXC420dWF1lHbqaeu86ii9IgjCGt86RVFC6SjtfOMb3zjPcRzX09PzBK7HJBAaQQoxwrqQzWb35PP5LXv37h1Lp9NYFkqAtfqXIL5Obtj1L262GBMTE7FbN23a97nPfGbzr596qu8YvLcbVgWAvwSAfwAAJEmUdVfMrn8J4uvkRqFQmF9cXMya/56amuLz+Xw1jDbMjhHhtErD5SUf0y92bR3uAglgxbcua/47jC1GIxiGUeLxOLLuitE0zWcymdC7O7ZxVtlMVKvVZFgdpR37BUVQzzgn6vnW1Wq1dFgdpZU777xzjmGYaqFQ+C5CKFA2KIHgFVKIEdaF9vb2X2mapj3++OMXcT6uXf8S1NfJDav+xU0fdO8992y+NDKS+G///b+3gixTP7T87N8CwH4A+BoAHAOAX//d363silkd6nFpnew0NzeLExMTvKou15BXr17NFYtFrMUewGptnZGPGVhA3Qirtg6n1smK4Vu38n7gbH1aUVW1PD8/nwYAEEWRLZfLahBrFyfsNhOqqrI4dJRW7Nq6qF4va9vYaBVjLY4BAO69997zPM8nenp6HsD6wASCDVKIESInkUhszmazh2+99daJYrGIrQ1iYuhf4kYEENZdFxOr/sVo56xqg5hmrcPDw+zJZ59t+gcASANAOwDMAcA/A8B/A4A/B4A/NX7nhwCgy7J9Vwx0XUd+I4D8kM1mF86cOdMkiiK9sLCAcOj17Fi1dX7yMf1g1dYZJ0ux7oaZmIs+7laxlS1btpTOnDmTBgA4ceJEy+7du6exDwLvaetqtRo2HaUd8/UK6xnnhNXCxtgJxV7sfeYzn5lWVVXK5XL/GiGEtyomECyQQowQOV1dXX+n67r+xBNPDEfx+Ib+hTcigCJZXACW9S/lcjldr51jmrV+8mMf23EYlne8DgPANAB8GwB+DAAPw3KL0mxT7gKAgwDwv/3H/9hl0YrNl8vlDO52jpXBwcHy1NSU8MILL7QfO3ZsNIoxAJa1deVyOcUwDPYizMR09Nc0jaFpGnuRD7Cy6KOodndMuru7506cONEqCIKEs1VsxdTWKYqCVUdpxWyz49aG2REEYbFSqWTC2mI0gqIo+MpXvjIcj8ezXV1dX8E+AIFg4Dm7i0AIAsdxPXfeeedvdXZ2zjQ3N9OSJEVyZamqKqVpGuM1aiUINE1LCwsL7QzDjFrHKZfL1D8+/XTfPwDAQxcvJv5X4/YfA8CdADALAP8Dlk9LboNlnZipmv4ZAByenub+6i//sudf/fEfjwEAVKvVXDKZnIjyuXR1dVWGhoaaZVmObAyKorTFxcXWbDY7GuVzEUUxwXHcQsTvvVgqlZqj2Nkz6ejoUM6cOdNyxx13nI3yuciyzNE0LUX8etWWlpbaGYYR3Qxlw1AulwuZTCayz9cXv/jF+X/+53+WFUX5a4TQf9D9pKgTCB7xHNRLIARhcHDw/zc4OPjRz3zmM1ePHj06Pj09HZuenmaNn1VLpRI9Pj7OAgD09/fXJElCIyMjHABAd3e3CABg5iR2dnaKLMvqw8PDPABAa2urlEwm1aGhISGRSCTS6bSSyWTmzpw5EwcAyOfzcktLi3z27FlB0zSUyWSUtrY26fz587wsy1QymVQ6OzulixcvcrVajeZ5Xu3t7RVHRkbYUqkUYxhGGxgYqI2NjbELCwsxnueZ7u5uamRkpPoXf/7nHfc/8MD4xo0bK3d97nObey9eTPwPTYOPAMDvwvIuGADAJwHgDACIAHDJuO2Xlp8DAPweAPyGpvU9Bw/O/+sf/ehysVhMnD9/nvnV3/xN+vt/9EeXu7q65DNnzsRrtRr6D//4j80//dnPLl65coUP85zefPPN1lqtRqVSqbnNmzdXJyYmmNnZWQYAYPPmzRUc79Ply5eTgiAIyWRyIZFIiENDQwIAQFNTk9TU1KTgep/S6XS8tbVVmpiYqC0sLMQoitI3bdqE9Tl1d3czsViMGh4eFu2fPVzPied5qFarudHRUa21tXXR+tnD+ZxmZmbyAAC5XG620fcp7HMCgIQgCHRzc/PU1atX636fcDynnp4eAQDES5cuaW5zRNDn9Pbbb7f/0z/9U9Pw8PDnrl69+r+vneUIhHCQQowQGYIgtO7atetqa2vr3Pe+973pLVu2jOEWIAMsRwCJohinKEqlaVrGLUA2KZVK+UQiMfujP/uzDT/7q7/qePJ73zsnSRL1b37xi4HnYLnV+CoAfBQAhmB51+tVAPgIAJQA4O8A4HsAwADAeXhvV+xVALgdABYB4Mknnrjygz/6o0s/+fGP+//yZz9rf/J73zv3R3/yJ1cBAP7kj/6o6xe/+MXAo48+OvRnP/pRYEPc2dnZ2OLiYo7n+YqqqnRHR0ck2qpSqZRPJpOz5v9GMUatVotTFKXKshwXBGE+inaurutQLpfzPM8vyrIs4DydZ2VoaKi5WCxOj4yMNN96662B4r/ckGWZU1WV1jQtxnFcGffhBpNSqZSPx+Pz1Wo1nUgk5qMYo1wuZwVBWKhUKrmoPl/VajV29uzZ3GOPPbapVCpdffPNN/vIrhgBN0QjRoiMjo6OnyKEqCeeeGJIVdXK6Oioa1B3EMwMOy+5jUExbTHK5TL17//+71v/AQD+4amn+n791FN9h2G17msfAPw7y7+bAOAQvKcbKwDAd2FZwP/PsCzm7wGABAD849NPt09PT8M/Pv10izWX0jSG1QHA6j8WhLm5uTzHcfPNzc3lycnJhKZh11KDoigxMwKIoijZLbcxxDg8y7KiIAjz1Wo1ys/XQiwWU6JqsymKQi0tLVGZTEaTJEkqlUqRtNoMHWXF1NZFMYYZL2Zq66KoW6y2GIZvXcN4pTCcPn26ZdOmTdO/8zu/cyWdTve0tLT8dhTjEN7fkEKMEAkIoVyhUPhyJpNZ2L59e3Xnzp0L58+fx57dZvd1MrylsC+Wpi3GL37+8/YDigJfA4CmapUCWaZ+Zrvvn8KyV1jV+G8alrVg5s+mAOA/AMBXYVlH9mNYLtb6AKClVqO+ds89mw6oKlhzKU1jWLv/mF90XYeRkRGura1NpigKZFmWJicnsRevtVotbVp8CIKw5BbWHARRFAXTM66etxQO7J5xHMeVGkU4heHkyZOtAwMDkwAAu3btmn355ZeLbr/jFyMfUwJwj3AKOc5KvFhUBZ/14IThW+cYOB6EarVKy7KsC4Kgf+tb37oiy7JaLBZ/iXscAoEUYoRIGBgY+LNYLEY//vjj58zb+vv751555ZU8znHsJ9kaxR6FQZZlNhaLiaVSifrHp5/u/WGtRlcBYETTqIPw3m6YyS4A2A3Lu16PG//fflKyEwC+CO/tiv0zAPxHAJhSVfTSs88Wf1CrreRSmjtvx8DiPxZwV+y5555r37t378pJyf3798+cOXMm5/dxnLBHABk2E2q9CKcwyLIsWD3jnHIIg2KPAGIYRmoU4RQURVGQJEmU1eg4mUxWr169WjdPMyi1Wi1ljQCK4vWye8YZmbA0zgK5ni1GowinMLz44ovtR48eHQUASCQS2u233341nU7fUiwWb8M5DoFACjECdhBCyVwu941UKrV48ODBlYm/u7u7JIoitsWlnq+TU25jUERRTPI8X/7Fz3/efkBV0S4AeAoAdHhvp8vODwHg/w0A/ysA/MT2sz8FgHkA+E+wvGNmsgsA9sBym/J5APgmLJ+0bKpWKcpiDPtDCLYrJooi0nWdMvINV+js7Fx64403sC3IZqvYepsgCAs4d8UMz7hVJxit3lK4qBcBxLJsGefn+Pjx4x1Hjhy5ar1tz54900NDQwVcY6iqGqMoatXzaBThFIZ6nnHGrhi2i6N6n69GEU5BGRkZYZubmyXr3PLwww9f0jRNLRQK/wbXOAQCACnECBHQ29v7r1iWZR588MHz9p9t2LBhfnh4GMuk3CgCCGc7xNQ62XfDfgzLu1qmWav9vzkAyMKyNqzejtlBACjCe1oykx/Dst3FTwDg7wHgaVjeebPGJO2CYLtip0+fbjl48OCY/fb+/v55XBobo1W8xtepXoRTGEytk/12nAWfqXWy386yrIjL9mNmZoYuFosKTdNrqsfBwcGlM2fOYGmD1iteAFYinLB8VxrFi9E0rWiahk0uYLSK13jGMQxTkyQJS4uyUqlkent7p6y35XI5dffu3eOFQmFnPp/fgWMcAgGAFGIEzCCE+EKh8DDP8+Xf+q3fWlMk5XK5UrVaDb3om3qgehFAOPUvptbJuhv2bwEgA8u7WT+u89/vA8A9ALAEAD9t8Lh/CgATxv3/G6wu4FpguUi7CwB+BAAIlnfBrPjdFatUKiiXy+kMw6w5JUdRFHR0dFRGR0dD7yg4mZ7iaoVZtU52jFZYDMeumFXrZMee2xiUhYWFXHt7+0y9n+Xz+QWKokJ/V5zyMY0IJyzaOqd4MZ7nl3Bo66rVarJRvBjHcRVJkkK/XrVajVJVlYrH42tOsTz++OMXdF3XisXiU2HHIRBMSCFGwEpPT893OI4T/uAP/mDNbhgAAE3TMD8/r5XL5VBXrpVKJe3kco5j0Te1ToZh68pu2F/Asi/Yf4a1O2H/FZZbll8EgG5w3jErwvIX8BF4r4j7GgCosOxF9i8AIMPy7le9XTU/u2JLS0tpiqIaBjwXCoWF2dnZUK+XruvIjGmqh1k0m7mNQbFrnezg0AmKohh3yse05zYGQVEUWFpaYnK5nFzv54Ig6JVKRQ9rguyWCIDju2LqKBv9PBaLyTi0daqqsvZ4Mds4oizLocYZGhpqSiaTc/V+1tLSogwODk4VCoUjLMsOhBmHQDAhhRgBGwihWD6ff1LTtNrHPvaxhr4+hw8fnjx16lRz0HEMsS7llGGHQ/9itnN+8fOft7eIIj0Hy+J7CgCaoX6R9Tgsh3q3wHJBdo/lvy8CwOct/38Mli0rvm75/f8MAJMA8K7xN9CwdjfM5IcAoHvcFTt79mxqcHCwYfwTx3H6zMwMJYpi4EXfSz6mNdg8CIbWqeFCDLCy6IdqhcmyzLu56MdisZosy4EvKM6dO9eUSCQcI4A2bdo0derUqdagY3jJxzS0dVSYXTFTR+l0H5Zly7VaLXDxWqvV4hzHOY4R1sJG13WYmZnhurq6GnoRPvnkk+cBQO/r6/tF0HEIBCsk4oiAjd7e3j8UBCF97733vuWWlZfJZGqXL18Wuru767YynGikd7FjXOlnE4lE3atbJ6xaJ6VWo4S+vvKTADA9M8PU5ufZcV1HX4DliRtguX2IAKACAM/C8o7V47bHfBUAPgjLmZO/BQBHYLngsh4j3QUAOwDg/4Ll0HCrDq0eXQDw0gsv5ACgocHr66+/3tTV1eX6Ghw5cmT0+PHjXR/4wAeuuN3XjtXXyel+VpuJIPmAhkGoq3knx3GlWq0WKHu0kdbJDs/zlVKplGcYJlBm48TEhHD77bc7hnsLgqArigKm+77fMQwd5bzb/QxdZToej/s29zVaxY7FMcCytq5UKuVh+WviG0VReJ7nXd97w8ImZj9k4YVnn322ff/+/Wt0lFZ6e3ulnp6eaQD4PZ7nO2q12lWn+xMIbpAdMQIWEEJUKpX6kaZp0he+8IUpt/vv2LFj6vLly75Phdl9nVz+Jt0oEPwOs6qd82c//enlfzl9+tS/nD596s0rV164srT0m0ul0r+8NT7+TNuGDYsaLF/RCODejuyG5RbkZlg2d72/ztg/g2XTVxqWd9Z+AABfoCj9ycHB6vcGBkqfpyj9O8ZtiYGB0v59+xx3VWZnZ4W+vj7XgoSmaYjH4/LExITv1o6fQOygrTBVVelGWic7DMNIQb2lnLROdmialoL41h0/frx1165dk17ue/To0asnTpzw7RvnpKO0E0ZbZ1h8eEobYBimGsRmwm6L4YTRmvZ9YKNWqyGO45AgCK4F3OOPP34eIUR1dnb+3O84BIIdsiNGwEJnZ+fvp1Kp3Oc///mzXmKMEELQ399fuXLlCt/V1eU5SNnu6+SGuei7tYCseGnnAAD84uc/b3/r3Ll0G0L6Jl1HowAwA8ti/a4Gv8PBstD/38Gy6esdsCzWt1cM5qr7aVjOpfwYy2rbPvOZKV3X1Tf/9m+F/7NWoz/Gstq2z352zIxAqsdLL73UtGfPHtfC2GTv3r3jL774YkdLS4vnq/x6vk5OWG0m/OyKGbthnnc3TW8pr0UVgLvWyY4gCCW/EU6qqgLLsnQmk/E0DkIImpubpbGxMaatrc1158nET3EMAMDz/KKhv/Mc4WT3jHOD47hqqVTK+3lPAJZtMby+xlYLGz8RThcvXsxv3brVU3F8yy231Nra2uZUVf0sQqhJ13XHnU0CwQmyI0YIDUIIZbPZn+m6Lt9zzz2eM/KSyeS8JEm+rlzr+To5EcRbqlqtui5gpp3FPwCAquvov8JyuPd3AaAXAC4Y/9Xr8TUDwDuwvEPWBqvF+l8FgAdgeUfst+A9h37D2LX9H59+uueHFrNXMwKp3t+oaRokEolYIpHwXOgihKC9vV2cnJz0vMtjRgB5vT/Ae60wr/f3WhxbCeIt5UXrZMdvhNOlS5eyGzZsqHtSshFdXV3T5XI56/X+llax5/yqIBFOXmUCtnF8aeskSeIYhvH8GQbw//lSFAV0XY8lEgnPhe4jjzxyjqZpuq+v7y/9/G0Egh1SiBFC09bW9tF0Ot32u7/7u5dZlvVc8aTTaW18fDzm1WaiWq0m6/k6ueHHW8pcwNzaOb/4+c/b94gi/TVY9gQz/cAeB4ATsHwi0txWSMGyKOYKLAv4L8CyXuzHANAKq8X6/wWWA8L/KwD8Dbzn0D8HALFKhd4risjqJ2ZGINX7G0ulkoAQqrnp9exwHLfgZ9H32iq2YnhLeS5eKpVKXc84N/zYTDjZYjjhJ8JJ0zQol8tCLpfzVVikUim1VqvRoih6qkSr1WrGb4EE8J62zst9G3nGucHzfEUURc82E5IkJTiO86Ur8+tbNzExkZEkydcu3e7duyvJZHKxubn5ywgh7BFehPcPpBAjhKapqelvZFlWH3jggYaC8Ubs2bNn7LnnnvOkf1FVlW3k6+SEH/2Ll3aOuRv2E0VBAKuzJcH431lYNmQFWC6qNgIADwCLsLwj9hMA+CPjv92wWkfWBO8Vdj8EgP9IUfB4X19pCSH058aYJk67YqdPny5s2bJl3vVJ22hpaZFHRkY4LzYTTr5Obnj1ljL/Di9aJzt+bCaMtrfvQt+Pb93k5GSqWq0GEvenUqn5oaEh1wxKQ0fpqy1n4kdb57f1acWrtk6WZTZIcQzg74Tu0NBQeseOHb4L1+985zvnYrEYMzAw8Mf+/0ICYRlSiBFCUSwWP5hKpQZ/53d+54ogCL4XSp7ndYSQXq1WHT+LtVotzrKs7xNwlnEW3bylvGqdzN0w686UuXNlWljshmVPsH0A8B0AeA6WrSnuh+VdsB/Dsgj/cwjB9wYGSn/Y1CTei5D+Y1huS0qWx/4Ay6qZzs7q7Syr1vMTq7crdvXq1YSflqSdnTt3jr3wwgt1d9qsuPk6OeHVW8pY8OeDjGGM4+ot5VfrZMfrAYQzZ85k9+/f71lPZqWnp6c2NTXFuV1QVKvVVJDdMBNDW+dYvAZpFVsRBKHkxetNFMWkk2ecE6anndsFxSuvvJLv7+/3fbIaAODYsWNLHMeVcrncQwghrNmghPcPpBAjhKJQKDylqqr6rW9963LQxzh06NDoqVOnHBd9RVF4lmUD7SQAeNO/eNE62XfDTH4IAP8BAB4y/vcnltv/FwDYhdCKpYW5+3UCAPbTtH77Jz4xsVCt0v+HriOrH5nJD2o1+qVnny2a2jA79XbFzp07l9+zZ09gAXEqlVIVRaFkuXGN1SgCyA8cxzl6S3m1xXDCi7dU0FaeiRffujfeeCPT2dkZaPfQZN++fePPPvus43dF0zSmXgSQVwxtnWM714uO0g03bZ0ZLxZmDEEQXHfFyuVyvKurK/Dn+MEHHzzPsizX399vd6whEDxBCjFCYLLZ7N5CobDl0KFDo+l02rMo2A5FUXp7e7s8Oztbt9Dw6uvkhpP+xasthjXqyMouWPYFM20pzJ9vBgAWAP6iwS7GTxQF/cNTT/UVazW6ke3FfwJ3W4zmWo02d8XefPPN1MDAQKgFHwDgtttuG3vppZcaLvpOEUBeYRhGVBSl4aIftkAyMbyl6hbiThFAfjB96xr9vFQqpQYHB+fDjJFIJGSO4yhJkur+sWFaxVactHVedZRuuGnrzHixMGNYfevqcebMmcy2bdsC7VCafOQjH5njeb6ayWSeRAiFTg8gvP8g9hWEwLS0tDytaZr28MMPXwr7WIlEYr5SqWTz+fya02SSJMX92AM0gmEYydgZWdPi9OKFZO6G/Y8GO1M/BYCjAPB/W277twDQA86mrO2Kgkr5vPRkg6ib6ZkZplYqMX+YTCq5QmGl8EEI0bquqwDLHmZytUoDAMRisXhLS4unY/hOMAyjFotFrVKpoHg8vmol8+Pr5EYjm4kwWic7PM8vlcvlujYThr1JoNaUFWuEk71IuXDhQmJgYCB0QQkAsHnz5umLFy/mNm7cuOa5qKrKBm3lWTFtJuqlC4TRhlkxtXX1bCaMVnHo4hjA2cJGVVUhnU6Hfi733HPP+V//+tdbe3p6HgQA4rhP8AUpxAiByGQyW2699db9t9xyy3ixWAzcBjFpbW2VTpw4wXd0dKzylpJlmYvFYoG1TnZM/Yv9FJaqqoybf5I16qhRUdUNACcB4Dbj3zIsi++/CgB8U5OczeXWtFcTAPC7d945+Wc//amv9m65XM7F4/F566JfqVRiuq6rfk6vOsEwzNLS0tIajZYfXyc3WJat1fOWCqt1stLIWyqs1smOZdGft95erVZTHR0dEzjGyGQy4sjISE5VVbB69oXVUdoxtXXWXU8v8WJ+iMfjC+VyOWfPdvTrGedEI9+6crnMLy0tKX5PFdfj05/+9PSvf/1rKZ/P/zFC6G/NCyQCwQukECMEor29/Ve6rutG7hoWOjs7Z06fPt2ya9eulQVLFMUErgUfYNWiv1KIedU6WaOOTDRVheHh4eQGABgGgAF4T2gPsKz1ehyW7So+UqtRx48ffyWZTGJZxEz9i3XRf+ONN1q2bds2iuPxAQD6+voqx48fz7e0tKyMYbSKsRXHAMveUpIkcVYdoKF1Ct1mMxEEYdG+K+Y1AsgrxqK/KsJJFMXY9PQ0bNmyBUtxDAAgy3JtfHw83dHRsVKoKorC4/yu8DxfNiKcrK+Xb98wJ6zaOlMHaLSKsRXHAO9Z2FgjnE6dOlUMEudVD4qi4O677z7/n/7Tf7qlu7v7qwDwjzgel/D+gGjECL7hOK43l8v91uDg4FRHR0coMa2Vzs7O2uLi4orGIqivkxt2/YtXrZM16sj8L9nRUdsPy276LbAs0rfaUayypahUqEaeX0Gw618MnymwtxHD0tbWNv/mm2+uxFEZEUBY2pImPM9XJEla0e/h0jpZsdtMmPFXYbVOdgwz0RWB+AsvvNB2+PBhz0bHXti5c+f8uXPnVsYQRVHAoaO0Y7WZ8BMv5ge7tg5X69OKaWFj/vvy5cvxTCaD9fW6++67JxRFkbPZ7E8RziqScNNDCjGCb3p6en4BAPDEE09g2w0z2b9//8QzzzzTCrCs28Khd7Fj9ZYKo3WamJiInXz22aafwrJh6wQsW1L8uM5/PwCASQCoLixg3YW22iacOHGi/ejRo9gDiAcGBkrT09NxAP8RQH6gaVoybSbC2GI4YX29oljwAVYWfVrXdZicnOQSiYTsJfbLL319ffOnT5/OASy3iv3GBnmB5/kVmwm/8WJesWrrDH0d9uIYYLVv3cWLF/M7d+7EGktE0zR87nOfu5hMJovt7e2fxfnYhJsbUogRfCEIQmuhUPh4d3f37MDAAPYFWRAEKZfLIVEUYxRFYV+ITQz9CyfLslBPkOyFe++5Z7N5mnEElv3BrEat1v9+AgCtFAVCJhNaT2fF1L9cvXqVbWpqkqK6EN+5c+f0Cy+80BQkAsgrgiCURFFM1mq1OMdxkYxhLvKqqiI/+Zh+EQRhsVarpd59992mvXv3Yt0NM+np6VkqlUoJ3DpKK1Ztnd94MT+Y5quVSiUjCMJ8FGOYvnXDw8PChg0bIvl83XfffaOapinZbPaXZFeM4BWiESP4oqen52+ampqoRx999IrX6Bi/ZDKZ2tTUVGexWByPagyKotTFxcVmjuOWgo6h12qxRZbVvgwAoqIgpOvoC3Xux/G81tHZWY0DgFypcLifE03TYrlc7u7u7h6N6vXieV7PZDIJVVVLUY0BsKwPqlQqmWQyORfVOLFYTJydne1OpVJTUT6XqampVHd3t+bmyRWGTZs2lS9dutTW3d0d2XeFpmlpbm6uIx6PR/aeACxnSiKEgGEYzzmUfqEoStE0rVUQhEheL4QQfPrTnx599tlnu2u12p0A8H/hHoNw80EKMYJnEEL522+//XNbt26tbNy4MZIrcACA5uZm8cyZM2xzc3NUQwDA8qIfxvjyv/zP/3nG7T61Wi2OW0RtR5ZlDQAojuMi2d0BWBYjsyxLSZKkCoKvHG2/4yi6rkc3wDK6rus0Qiiy1wsAQFEUWhAE7O1CK/F4XJmensbf97SAEAJN02iKoiI9CWhsIGFvSVqhKEoplUpMd3d3ZOPcfffdY6Ojox2XLl36ayCFGMEDpBAjeGZgYOCHkiTFPvrRjw4zDFOLaue9VCrlAGBqbGyM7enpwa5JAVjWOqVSqWlFUbgodGgmkiTFWZatMgwjRqF7AQA4f/58czweH9E0zdWCIyiqqtKtra0zr732Wvrw4cPzUYwBsPx6CYKwSNO0jFsUblKtVlPZbHZElmWhnrcUDnRdR2NjY9qOHTu0oK1vL0iSFJ+bm1tSFEWPx+ORaPdEUYxnMpkxw7IEi6WEHV3XIRaLxQEAopxbnn322c6dO3de0XUdRaGpAwBACLHNzc0TyWTylqampkPT09PPRzEO4eaBaMQInkAIpfL5/P3xeHxp+/btk9Vq1TUnLgimr9POnTvnLl686CmwNwim1snUv0Qxhql18hM+7BdTEN7T01Nxi3AKQ7VazSQSiUWWZWvj4+ORZOpJksTFYrGaaTUQxRgAy55xLMtKprdUFLzwwgvt27dvH2dZ1jHCKQyqqsYoipIPHTo0+dJLL0W2fSzLMs9xXM0twikMpi2GceI0krnFyLPVUqlUVZblyHZdRVFM3nPPPedVVVWbm5v/NqpxCDcPpBAjeKKvr+/7DMMwDz/88DmaphVN0yJZ9A1fpwUAgMHBwYWXX345h3sMwxZDBlhrNYB5HJ5hGNEtZiUMx48fb9u3b98YgHOEUxisEUD79u2bPnPmTMH9t/wjSVKC5/mKxVsK+/xk9YyLquBTFAUURUGpVEplWdYxwikMRvGyBACQTqfFkZER7MWFNV4sHo8vRPVdMWwxlCjnlpdeeqntyJEjYwDLu25RaMTMuSWbzar79u0bz+Vye3K53E7c4xBuLkghRnAFIcRns9nvxOPx8h133LEIsPooOC4sRpg6AEBbW9siTdPYJ0trnJHdWwoXdlsMq20CxjFQLBaj4/G4ArAc4aQoCnahs93moaenp/TGG29g3bWQZZm1esZF8XoBrPaMM72lcBfIzz//fMehQ4dWTHWdchuDoqoqbc3H3LVr1+SFCxewF8iGZ1wVYNlmIooLCrtnXBRzy+TkZKyjo0M25xaO4yqmhQ1OrHPLo48+ekHXda2pqelp3OMQbi5IIUZwpbe391FBEPj77rtvxTfMPAqOcxz7gk9RFOTz+crU1BS2K30jw06xalCiWPTtthjWmBVcDA0NFXbu3LkqNsfMbcQ1hsXXaeW2rq6uOYqisO68iaKYtGr1TGd1XdextcJEUVwTAcTz/KLpk4WDpaUlqqWlRYnFYisHAay+dbgwXOJXvisIIejv769cunQJW8FXzzMuiu+K3TMuirmlWq1mcrncqgMzZoQTrjHsc0tLS4uyadOmyWKxeIhl2UFc4xBuPkghRnAEIcTk8/nvAUDtox/96KqJjOM4bPoXw+Uc2X2dWltbF0dGRrI4xgCoH9FijVnBMYYkSVy9CCCjDYqlFSZJEqJpmhYEYZXXGsuyNZz6l3q+TrFYDDiOkxcWFrC0kEytk/12M8IJxxgAy1ona4QSAEAsFlNwauuWlpbqhkvHYrGaLMtYdisb5WOmUql5RVGwtVrrecYZFxQUrgsKo1W8xtML59yiqipMTU1xhUJh1QlpnufLoihi23mrVqsZ+9zy3e9+dxghpPf09PwK1ziEmw9SiBEc6enpuZ/n+fTXvva18/ZwXIZhsOlf6k1iAAAsy+pLS0t6uVwOvVgaWiet3oksQ/+SDTsGwLLWqV4EkKF/wXJSeWZmJi1JUt1TX7haYZbieM2q29raOjc0NFQMOwbAaq2TFZzaOqvWyQ4ubZ2u63D58uV4Z2fnmiKc5/mKKIpYdhErlUq2XiJAOp3WJicnaRxtdqd4MZwXFEareM1pT5xzyxtvvNHc2to6U+9nNE3LiqKE/k5adZRWent7pfb29plisXgnz/OdYcch3JyQQozQEIQQlc1mf6QoivT5z39+qt59GIaphm2FGRl2dCO7gqNHj46fPHmyNcwYAM6RNob+JXQrzC0CCJf+5d13301v3769rrUHrlaY0+uVTCa1UqkEkiSFmkOMds6aBcwEVyvMqnWyg0tb99ZbbzUVi8X5Rj+35jYGxfx8NrJC2blz5/hzzz3XHmYMAOd4MVzaOrd4MVxzy/z8PNfZ2Vn3O8nz/FKtVgtdVDp9V77//e8PIYRQb2/vX4Udh3BzQgoxQkM6Ozu/lEgkcl/60peGG2XlcRwX+ii4Mek39AtDCEGhUBAvXboUeJxG7RwrOBZ9URQTThFAOPQvr732Wr63t3fe6T5h9S9GUeoYAXTkyJHR559/viPoGAAru2ENvbxwaOuMCCBHjy1DWxeqeJ2ZmREGBgYavveCIJTC6tGMBX/eYQwdAKBWqwWe202tk9N9cGjr3OLFcMwtzzzzTNv+/fsbRkxZI5yCjuE2t2zevLnW2to6l81mP4cQwrKLTLi5IIUYoS4IIZROp/9aVVX5q1/9qmNWXiwWq0mSFHhHQVVVxs3hfsuWLZMzMzPZoGNUq1XXgOew+hdFUWJenPrD6l8WFhbiPT09jsatYfUvbgUSwHLIcSaTkcfHxwPt8hjtHMfiGCB8K8ytOAZY0dYFboU999xzzTt37qy7a2yFoihZVdVArTCnVrGVw4cPX33xxRfbgowBUF9HaSestq6RjrLOOIHnFkmSUCaTgXg87phZG/bz5WVuefTRR89RFEUPDAz8NOg4hJsXUogR6tLe3v7xbDbb/LGPfexSLOa8bvA8X5EkKZD+xX50vRE0TUOhUJBmZmZ8T/7mAubF2T6Mt5T16LoTYfQvb7/9dmb79u2e3M2D6l+MVnHMi7P91q1bJ6ampgLZJji1c6yE0dY5aZ3sBNXWaZoGyWSSzmQyroWFIAhLQT9fjXSUdiiK0js6OuSZmRnfuzxOOko7YbR1jXSUdsLMLRMTE5m2trZ5t/sZh3W0INo6r3PLrl27KoVCYaFQKNyDEIrMqJpwY0IKMUJd8vn836iqqjzwwANXvdw/qP7FfnTdiUQiMT89PZ33O4bXBR8guP7FTetkJ6jNhK7rQjqddtzdMQmqf/FaUAIAMAyjC4KgLS0t+ZpL3LROdoJq65y0TnaCautmZmaSuVzO0+tl+tb5bYW56SjtpFKp+SCHT/x8V4Jq69x0lHaCzC2apsH09LTQ0tLiKcYoqCzBz+v17W9/e4hhmFhfX9+/9jsO4eaGFGKENbS0tPxWOp3uv+OOO67wPO9poQyif6nVamt8nZxoampSx8fHGT+Cei9aJztB9C9e2jlWgthMVCoVvlwuq/bTq40Iqn9RVZXxWhwDALAsOz8+Pu5rV8xN62QniLbOi9apzji+tXUXLlzIdHZ2es4rNU7o+iqQq9Wqo47STktLizQ6Osr7uaDwoqO0E0RbV88Ww4kgc8vIyEgaIeQ5S9L0ygswt1Be55bDhw8vxWKxUrFYfAAhFEnsFeHGhBRihDUUi8VfKoqiPvzww1f8/J5f/YuiKGt8ndw4ePDg6LPPPuv5VJgXrZMdv/oXP+0c2zi+9C8nT54s7t+/31WHZMVvhJM1Asgr3d3dvhZ9r1onO361dV5beVb8auvGx8cTACB6LY4BgvnWaZrmqqO0Y4S0e86gtMaLecWvts7QUXou8k38zi3Dw8OZnTt3zvsZw69vnd+LLwCAhx9+eCgWi3F9fX3f9fN7hJsbUogRVlEoFPZnMpmtR44cGU2lUp53kQD86V9EURQa+To5wXGcRtM0VKtV10XMj9apzjglr60wL2LdevjRv4yMjMRTqZSrBsmO3wgnawSQH3bv3j32/PPPexKI+2nnWPGjrWvk6+QFP62ws2fP5vfv3z/tdwyjFZb1cl+vOko73d3dtYWFBU+FvlEce24VW/GjravVaukgz8XP3PLyyy/nBwYG5v2O4ce3Lujc8uEPf3ieYZhKLpd7AiGENT2AcONCCjHCKpqamp7WNE175JFHLvr9XaMV5kn/Isuy0MjXyY0DBw6MvfHGGy1u9zO0Tr6uWE0YhpG8tMIsWqcgwwBN05KXVtjw8HB+9+7dvnbDTLzqX9x8nZxIpVKKpmm0LDtvdgRpFVvxqq0LWuwBAPA876kV9vrrr6e7urp8FxUA72njvLTC/Ogo7ezbt2/imWeecf2uhHm9vGrr6sWLecXP3KJpGt/R0RHoffH6XQkzt9x3333DPM/He3t7vxXk9wk3H6QQI6yQyWRuLRQKe3fs2DFeKBR87yIBeDt1aPg6+d7dMYnFYlo+n9fdBOKG1slXO8cKy7JlN/1LvQggPwiCUHJrhZ0/fz4+ODjoWVNjx9S/uLXC3Hyd3Dhw4MD4m2++6eiTFKSdY8WLti6I1smKV22dpmmJnp6e+UCDAEA8HndthdVqtXi9CCAfY0iZTIZSlMZfA79ap3p40daFfe+9zC1XrlxJdHZ2lvy0iq149a0LM7d86lOfmo7FYrVMJvOnCKHA/mWEmwdSiBFWaG5u/jsA0B977LELQR/Di/7F8HUKtPNiQlHU4uLiYsNFLIjWyQ7LsqKT/iWo1skORVGONhO6rqfS6XSg3QoTQRDmnbRiThFAXmFZVonH45QkSQ3fe6OdE7g4BgBgGMZRWxdE62THTVs3PT3N5XK5WiOjYy94aYUpisLXiwDyQ1NT0+Lk5GTDAiZsgQTgrq3z6hnnhGVuabhuzc7Oppubm0M9F7eCL+zcQlEUfPGLX7yQSCTSXV1d9wZ9HMLNAynECAAAwHFcb7FYvL2np2e6o6MjUBvExEn/4sfXyYn+/v7q+fPnk40WsaBaJztO+pcw7RwrgiA0tJlQFIWam5tDyWQy8G4FgPui7xQB5AdVVStzc3N123pBtU52OI5rqK0zn2MQrZMVN23d1atX805xRl5xKviC6ijtdHR0lEdHR5OatvYjFEZHacdJW+f3lGwjnFqH5XKZXVxc1MIUxwDuFjY45pa77757QlVVuVAo/BiFqU4JNwWkECMAAEBfX98vAAB+8IMfDIV9LCf9ix9fJzcGBwenX3311TWtMFEU40G1TnYa6V/Cap2sOOlfTpw40bZ169aJsGMANF7E/Po6ObFly5alM2fO1F0ow2id7DRqheEqjgEav16iKNJzc3MoHo+HTiM3Fv26rbAwOko7FEVVR0ZG1hTIYbROdhrZTBiGp4F1lFac5paTJ0+2HD16FMt3xfDgW/NccM0tNE3D5z73uQvxeLylo6Pjc2Efj3BjQwoxAgiC0JbL5T7e1dU1OzAwgGVBrqd/UVU1RlEUloUYAKC9vb26tLS0ZrdKlmU+jNbJjrHor2qF4WjnWKnXDqnVapSu6yv5gWFppH/x6+vkRldX19wbb7yxyng3rNbJTr1WGA6tk5VGbfYTJ060Hz16dBTHGAAru2KrFn1JkkLpKO3s3r177sKFC1n77WF1lHbqaevC6ijt1JtbLl26JOTzeZzfebmehQ3OueW+++4bUxRFyeVyf0N2xd7fkEKMAJ2dnX+NEKIeffTR0LthJvVaYUbxEro1ZWXfvn2TJ06cWNkVw6F1smMs+qtaYTi0Tlbq6V9OnDjRfuTIEWwLPsDags9oFWMrjgEA+vv7S7Ozs6teLxxaJzv2CKcgnnFuGOarWfPf4+PjbDKZlMO2v6wYEU6rFn1JkkLrKO309fUtvPLKK1nz3zh0lHbsuY24dJRW6s0t4+Pj+W3btgU6VdwIe4QT7rmFZVn9937v9y6n0+mO1tbWj+B6XMKNBynE3ucghPL5fP4Lzc3Nc9u2bcNawBiLWAbAfwSQjzHEVCpFm/oXXFonO1b9Cy6tkx1rK2xycjLW3t4uhdU62bHrX/zEGflh165dM6+99loOIJwthhPWCCecWicrCCHd9NgCABgdHS3s3LlzHOcYAKsjnGRZZnHoKO10dnYuAsDKiVNcOkor9txGnK1iK9bvyvj4ONvR0VHDPbfYI5yimFseeOCBEU3TlGw2+7c4H5dwY0EKsfc5/f39P4nFYvQjjzxyHvdjUxSlmfqXKHYrLONUFxYWEji1Tnas+hecWicr5qkyXddRpVLJNjU1zeIeA+A9/UsYXyc3kslkhWEYDiC8LUYjrDYTOLVOdsxFf25uLpbL5RScu2Em1ggnURSTuHSUViiKgubm5srY2JhgaJ2wtYqtmK8XTh2lHWubfWlpKZtIJOZxjwHwnm9dVHNLIpHQjhw5cjWfzw+2tLQcwf34hBsDUoi9j0EIpYrF4r2CICzt378f+8QPsNyqqFQq6bBH15245ZZbFt54440cbq2THYqilHK5nMapdbIjCMJ8qVTKzM3NMfl8Hlvr04qpfwkSAeQViqKgVqvJCwsLaYZhsBdhJmYrDLfWyYq56M/NzeU4jovkYgJgOcKpXC6ncOoo7TQ3Ny9OTk5mDa1TJBctZpvd0IZF9noZc0tmdHSUyeVyWHdCTUzfuijnlu985zuXNU1Tm5qafhnF4xOufzxndxFuPjZt2vRHmzZtYu+66653vUaUBKFSqRTS6fRYlGPk83ltcnIS22nJetA0LS0sLLQzDDMa5XO5cuVKMZfLTUQ5BgCooiimo3y9tmzZUn7zzTf7tm/ffiHK51Kr1ZKCICxEOQZN07WZmZnuHTt2LEU5TrlcLmYymUg/X9VqlRdFUWZZNrIxYrGYuLi42MowjOgnt9Uv77zzTvuePXsuRvl6qapKaZoWi2qMeDwOH/zgB6feeeedPblcbufc3NzpKMYhXL+QHbH3KQghPpVKfbulpaV24MCBSHbDAJa1OzRN17xEoIShs7NTHR0djWzCB1gWnMdisZrX3MYg6LoO8/Pzai6X8xwGHgRFUfgodEhWNE1jWJatTU1NRfpcDP2ea+xRGF5//fWm7u7uBa/B5kHQNI2KxWI1r3maQdm8eXPlzJkzrhFOYZAkKR6LxcQoX69arYZUVa3puh7p3KLrOg0A0T0RALj33nsnNU3TWltbfxXlOITrE7Ij9j6lt7f3UZZl+b17976uKAoflcaiXC5ns9nseKVSyUWhEwJYPgjAsmx1YGCg+vbbb3M7d+6MpB0iSVI8l8uNlsvlXDKZnItijGeeeaZ1z549V3RdTzEMg12ADLAcAcQwjMgwTE3XdYrjuEh2xSRJim/fvv3Cb37zm66Ojo4rUYwhimI8kUjMy7IcZxhGxH24AQBAlmUQRVErFApTsiwLuE/+mpRKpZzx+cpH9V2RZZnjeb6USCT0iYkJ6OrqimQcSZLimUxmvFqtphKJRCTfx1OnTrUfPHjw4nrMLcZBIw334QaTTCYjFIvFyenp6WPJZHJDqVQ6F8U4hOsTsiP2PgQhxGSz2R8wDFP93d/93Vld16korlytR9c5jivXarVIrlxNT69isbjIcVwkuwmSJHFmYeQW4RRiDJRKpVAikZDtNgA4qVarmXg8vmDoXyJ5vRRFiZm2GAMDA+WzZ89G8t6bWidBEFxzG4Py6quvtt52221jsVhMiarNZo0AisVijhFOYTDixcrbtm2bHB8fz7v/hn9MWwxDWxfJ3LKwsEC1trbK6zC3ZARBWHSLcAqDMbeIjz/++LCu63pra+vTUYxDuH4hhdj7kO7u7j+Mx+OJr3zlK8MURXkK0w2CueADADAMI0bRcjEWMM1YwEDTNLVSqTiGDwdBkqSEuXNk95bCxdjYWKarq2sOYMVbCvuOtVkcmztHThFOYajVamnTFiOfz89RFIW9FWb1dfKS2xiEarWKstmszjCMCrDWWwoXVpsHnucbRjiFwRovRtM0tLS0iNPT09gLS6stRlQXFKVSKcswzCJA5HPLiuWO4VuH/fUybDEq3d3dUk9Pz3Rzc/OHeJ7vwj0O4fqFFGLvMxBCdD6f/zNVVaXPf/7zUwDu2WpBMHydVh1dN4+CYxsE1voUDQ4Ozrz22mvNOMewH123eEth2xXTNA3m5+eFpqamlRaL1VsKF/bXq1GEUxjsnnHxeFwvl8sgyzLW+cbu6+SUQxiUxcXFNACsaCjt3lI4MD9H1raqU25jUOzxYvF4fH5+fj6Hcwy7Z1xUc8uFCxfiXV1dK9/J9ZhbGsUehcGYW1banU888cQQAKCenp6/xjkO4fqGFGLvMzo6Or4Uj8fzX/rSl4Yp6r23n+f5RZyTTLVaTdmtEcyj4LjG0DQN2W0xOI7TFUVRy+Uytt0ks51jvQ33on/16tW0qqqrzCKt3lI4aBQB1Ci3MSj1POM2btw4eerUqTZcY8iyvCYCqFGEUxjOnj2b2rhx46r33lj0sRWv9QKxG+U2BsX0jLPe1tTUpF69epXBeUFRzzMO99zy6quvNvf3909bb1uPucXqW4drHPvcsmnTJrGpqWkul8t9Jh6PY72gJFy/kELsfQRattH/maIo8j333LPKHRy3/kXTNKZeBBBO/Yu19WnlyJEjYydPnsSy6BtapzXPw1j0sbXChoeHM7t37563327oX7C0qRrlY+LUv1i1Tlbi8bguyzLUajUsc46xgK05ZICzzf7GG2/kOzs71xzKwKmtc4oAomlaVlUVywVFo/f+wIEDY8ePH2/HMYbRKl4jmsc9tywuLnLt7e1rxmEYJvK5BWertdHc8uSTT75LURTd3t7+5zjGIVz/kELsfUR7e/snUqlUy6c+9alLsdja+R2X/sUpAgiX/sWudbKCEILW1lbxwoULoRdLpwggY1IOvSv26quv5vr6+ubr/czQv4ReXNwigHDpX5wibY4ePTp64sSJjrBjWLVOdsxWWNgxAABmZmYS/f39dU08cWnrnF4vozUdetG36ijrjKEhhKBWq4XeFTO1TvV+hmtuee6555r3798/0WCMdZlbrBFOYWg0t+zcubPa1NS0UCgU7kUIRXIAhXB9QQqx9xGZTOZXmqYp999//9V6P8elf3GLAKJpWgrbCnPLsOvp6ZkSRTHUJOaWj2ks+qFbYZIkxbu7uxtaIuDQv7hlSuLQvxiLF9RbwACWNVDFYlGamJgIVSjZtU52cGjrTp48Wdi1a9dMo5/j0Na5RQAZrTA1bCvM7bty6NChsVdffbU1zBhuEUA45hZVVSGbzVLxeLyhhcR6zC04ZAluc8tDDz00FIvF6P7+/h+GGYdwY0AKsfcJLS0tv5XL5brvuOOOKzzPN6wcWJYth9G/1Gq1uFsEkCAIpTCtsEZaJ9sYuhGzEvgz3qidYyWs/uXy5cuJvr4+xzFw6F+MCKCGxTEO/YsRaTPvdJ+urq7pUqkUWCCuqmrMrnWyE1Zbp2kaxONxJpVKOfqrhdXWefl8hW211tM62aEoSisWi+rS0lLg74qXCKCwc8v8/LzrGOsxtxgXGxDGwsbtvT98+PBSMplcyufzf4gQitSwlnDtIYXY+4RisfhLVVXVb3/7247GmizLimH0L4qi8AzDuGbYGa2wQDsjXhYwAIB0Oj13/vz5QIJXp3aOlbD6l4WFhXShUHA1CA2jfzF9ndzuF6bV6qR1spJOp9VqtUrLcrA4Ra/vfRhtXblcFgBAtB5mqUdYbZ3RKnYsKsP61lWr1azT7o4JTdNLS0tLgd57q2ecE2HnljNnzmQGBgZcvyvrMbcIgjAf9LvidW554IEHhliW5Xp7e78XZBzCjQMpxN4H5PP5A5lMZuuhQ4dGU6lUwys9k6D6F/vRdSeMVpjvK303rZOVtrY2eWZmhgnSOnRrT1jhOK4UpBVWLpfZ+fl5jabdN6HC6F+svk5OGIu+GkT/4uf1SiQS8++++67vAtnu6+REGG3dq6++Wrjllls8JScEtZlw0lHaCepbZx4m8ZI20NfXVz1//nwiyHfF6hnnRtC55cKFC+lkMnndzC1hfOu8fld+53d+ZwEhVM3n848jhLB7IxKuH0gh9j6gubn5V6qqat/5zncuerl/UP1LvaPrjQiqfzG0Tq5XrCYHDx4cfeaZZ3wJxC1aJ0/3ZxhGCtIKO3nyZMvRo0frCo/rEUT/IoqiryD0IPoXN62Tnb6+vtr09DTndxHzU+wBBNPWjY2NxQVBqLnthpkEtZlw01FaMQspvzYTlUol7ef16u3tnTl9+nSTnzFMWwyv35Wgc8ulS5cyO3bs8FQcr9fcEvC74toqtvKNb3xjiOf5eG9v70N+xiHcWJBC7CYnnU5vzefzB3bv3j1eKBRcr/RMDP2L5x0FSZLW+Dq5EUT/YmidHNs5VnieVzmOg0ql4nkR86J1ssOyrK+YlStXrvCZTMa1hWsliP7FiADy/L4EaYV5bedY2bNnz/jx48c9C8S9aJ3sBNHWnT17trBv375p93u+h19tnRcdpR2/EU5etE52urq6qouLi75eLzMCyM/vxGKxmp+55eWXX85u3Lhx3s8Y6zG3BPGtM+YWz8XxJz/5yRmEUC2TyfwpQohkQ9+kkELsJqelpeXf6LquP/bYYxf8/J6hf/HcCpMkqa6vkxOWRd/T59Cr1snOjh07Ji5cuODpSt+r1skOy7K+YlZGRkaadu7cOelnDAB/+hdrBJAfjFaY50Xfi9bJTjKZlFmWpSVJ8lRZedU62fGjrXvrrbeS/f39vj9ffrV1XnWUVvy2woIUxwAAe/funXzhhRc8tY39tIqt8Dxf8TO3cBzHt7S0+ApaX6+5xU/BF2RuoSgKvvzlL19IJBKpzs7Oe/3+fYQbA1KI3cRwHNdXLBaPbNiwYbKtrc23Otqr/sXJ18kNP9v7XrVOdgRBUGiapr14Jfltf1nxqn8ZGxtju7u7K34XMAB/+hd7BJBXjAgnT4u+H62Tnc2bN09fvnzZ9QSlH62THT/aulgslmhubp73O4YfbZ0fHaUdrwWyH62TnUQiIabTaUrT3DfSwnxXvM4tCwsLHM/zohcdpZ31mFv8RDgFfb1+//d/fwIApFwu9xOEEFmzb0LIm3oT09vb+0sAgCeeeOJ8kN/3qn9x83Vywqv+xdA6+WrnWFFVtTQ1NZV1uo9frZMdr/qXSqUSaHcHwLvNhJuvkxteFzE/Wic7mUxGrNVqrKo61wthFnwAbzYT1Wo1pmma6mTt4oTX18uPjtIORVGaF986v1onOzRNVxcWFhyLV786Sjte55YzZ840dXd3zwcZw2xle5xbAhXHAN48+IK0ik1omoZPf/rTF1OpVFNHR8fngv6dhOsXUojdpAiC0FYoFD7a1tY229/fH2i3CmBF/9KwFaaqqqej607E43FX/YuhdQpcWNx6662l8+fPO+qr6mUk+sVNW6dpGhodHWVyuZzv3QoTLzErXnydnPCifzHaOYHHAAAQRbE2MTHR8LlY2jmBimMAbzYTr7/+ektPT09DA1c3vGjrJEni6kUA+cF47x0Xfb9aJzubN29eeOuttxx3KoPoKO24zS2lUomRJEllWTawY7IXbZ1fHaUdw7fOcXcvaKvY5L777huTZVkpFAp/hYJWv4TrFlKI3aR0dXX9FQBQTz755Lkwj+O26FerVc9H1xvhpn8JqnWys3HjxplTp0411IoFbedYcdPWPffccx379u0bCzOGm/7FaBWHKo4B3PUvRjsncHEMALBnz575c+fONVwog4jB6+GkrZMkiarVahCPx0NFJLjZTEiSlGgUAeQVmqYVTdMaLvpBtU52EolE5fLly3WL16A6SjtuReWpU6dajxw5Mt7o515Yr7nFLcJJ0zQ6zNzCsqz+sY997FIymexqbW29M+jjEK5PSCF2E4IQKuTz+S+2tLTM3XrrraGuwJ30L24xHX5wau0E1TrZaW9vr1QqlboarjBaJzuN9C9m4DXP84F3d0ycdhHd4oy84qR/CaN1stPd3b3w2muvrdmBMbROoRYwEydt3QsvvNBx7NixurFffjC0dXVbYbIss0F1lHacIpyCap3s7Nq1a3Z4eLjurljYVrGJU27jhQsX+GKxKN4oc4tThJMxt4Qujr/5zW+OKIqi5HK5X4V9LML1BSnEbkL6+vp+QtM0/fDDDwfShtlpNJHhaOWZNGqFybLMhdE62dm1a9fMm2++uWaBCaN1stNI/3Lq1KnWw4cPj+IYw9Tn2Bd9v75ObjSKcAqjdbLT19e3uLS0tGY3IazWyUojbd3Y2BiTz+dlXK9Xo++KKIrJoDpKO40inMLqKO1s2LBh4fTp06ueS1gdpZ1Gr1e5XM5u3LjR96nieqzX3GL41q3RiLrFi3lFEAT9jjvuuJrL5Qabm5uPhn08wvUDKcRuMhBCqaampnvT6fTi/v37sUz89fQvxtF1X75ObtRrg4qimAijdbKTSCSqCCHOeioMVzvHil3/srCwQLW1tSm4FjCA+voXXK08k3oRTji0TnZuueWW+fPnz68q+MJqnezU+3wtLi7mBgcHsSz4ACuLPmVd9L1GAPnBiHBateiH1VHaaWlpWWRZdpWvGM6LL4D6c8vi4iIdj8cVhgmcHLaG9ZhbDN+6VTvuOHSUVh566KHLuq6rhULhKVyPSbj2kELsJqO/v/+PGYZhvvWtbw3hfFy7/gVXe8KKoX9ZKV7C2GI0gqIoqFarcqlUWllgcLVzrNgn/lKplOU4DuvrZde/BPV1csOuf8GhdbKTzWZXjVGtVpO4i2N7K6xarSIAQIIgYCuOAdZq6/xEAHnFiHBaWfRxaZ2sxGIxoGlaLpVKDEA4Wwwn7HPLyMhIUzwen8c5xnrMLQBrLWxwzy3ZbFbdtWvXWD6f357L5XbhelzCtYUUYjcRCCEhl8s9RFFU+YMf/CC2XRHjsVf0L5aj66HEuvWw6l/C2GI4sXfv3plXXnmlCQCv1smKVVun6zpcvHgx3tnZiW23wsTa2omiOAZYrX8Ja4vRCJqmYX5+XqtUKizAcqsYd3EMsPr1unTpUpFlWeyvl1Vbh1NHacca4YRL62Snt7d39q233moGwKc9tGOfWyYnJ5nW1lZsO6Em6zG3WC1soppbvvvd717UNE1ra2sjWrGbBFKI3UT09fU9ynEc/9BDD2HdDTMxFrE0jqPrjTD1L6bWKYoxAAAKhUJ5eHg4iVPrZMdc9E+fPl3s7u72FZvjFVP/oqqq7wggP5j6l7C2GE4cPnx48uTJky21Wg2r1smKqa3TNA2Nj49zfX19kbz3prYOdyvPihnhZGidInkeHMfpoihqlUolhkvrVA9zbnn22WfbDx48iEVHaWe95hbTty6quaW5uVnZsmXLZC6XO5pIJDbifnzC+hMoPZ5w/YEQYvbs2TPX2dlJ//t//+9Pew0t9kulUsnoug6JRCKSxQUAQFEUtlKpZFOp1GSUljmvvvpq56233jodVSEGsKypeeONNxL79+8PZVnhhKqqdLlcbjJer8i+0KVSKR+LxSQcJ8Aa8fbbbxdyuRxqa2uLpHAFWDYjffPNN7sGBwdHBUGIbEEul8tZiqI0nJo9O5IkCaIoJlKpVJSvF5w+fbp727Zt47FYDPsupcnCwkJ2eHiY37VrVyjLCicURWGr1Wo2mUxGOrcsLS01cRxXimpuGR8fj333u9/dMzQ09H+/8847H45iDML6QXbEbhK6urq+sXXr1sQXvvCFK1EVYSZRLvYAy0J3TdPoqH0LOzo61NHR0UgHefvtt9lNmzZFtngBAFAUpRqvV6Tvi6ZpNEVRkeyImAwODpYmJiZ8BU/7RZZloCiK5nk+siIMAEDXdQohFOkYFEXJmqb5z//xAUIIMpmMPjmJ7UxDXUZHR5mNGzdib+VZWa+5Rdd12m/+qh9aW1uVffv2LfT09Pw2z/NdUY1DWB9ImvtNAEKI3rFjx5+dP39evOOOOypRXYXpug6xWEwAAMQwTC2qyaxUKuUymcyYrusoCt0LwLLWKZVKTVUqlQTLsnNRjKGqKqRSKUUQBJFhGDGqQqlcLmey2exVVVWZKHQvAMu7bvF4fEHTtFiUO4iSJMU7OjpmJiYm9K6uLuxaNACAc+fONW3YsGFYURQ+qp1d87Or6zqK+PXKp1KpaYSQFoWmDmBZ69TR0TFy5cqVNMuykezuVSoVZHxPlKjnlnQ6HfnckkgkplVV5aL6PgIAfOITnxj77//9v2c7Ozt/BQCfjmocQvSQHbGbgI6Oji/H4/Hc5z//+QsURblmqwWlWq2mBEFYauQthQNN0xBCSOc4ribLcmQ7I6IoJjKZTGl+fh5kWY5kR2F2djYVj8dLfsKH/WJm2LEsK9bzlsKFGdHiJbcxKKbWKZlMzsuy7CnY3C+KogBFUXQymRTdIpzCYOooWZYt1/OWwoGqqjGKohS3NIewyLIspFKpKsMwWqlUiuq7ktV1vXSzzC2CIJS9ZMIGpVarxXt7e+ebm5vnmpubPxGPx5ujGIewPpBC7AYHIYSampp+oiiKfM8994x7yVYLinF0XannLYWLarW6cvKPYZiaJEkNcxuDYvg6KQAAu3btmnjhhRfacI8BADA0NJTp7+8vGYL6SPSY1gw7w1sK+4Js2GJoCCFPuY1BMXydKplMRhsfH2ecchuDMjU1lRZFsQbgHuEUFGsEEMuyot1bChfGhdEiwLI9g1NuY1CsthiJRGLh8uXLDSPCwnD+/Pnkpk2bKsbcEkmnZr3nFi+ZsCHG4RmGEZ944ol3AYDq7Oz8SRTjENYHUojd4HR0dHwqkUi0feYzn7kYi8Vcs9WCYo/p4Diu1ChmJSgWawzdGKMiSRL2wsLq68QwDNA0rS0tLWGd/C9fvpyyni40JmWsBbLd18nwlsK+uNhtMRpFOIXB7uu0a9eu8eeff74d5xgAAGfPns3s3LlzAeA9mwncY9hfL7u3FA6sxTHAijUD9kXfaovR3t4uTU5Osrjnlpdffrm4YcOGlcMGHMeVb+C5ZcXiwynCKQyiKApmcbxz585qNptdyOVyX0UIZXGOQ1g/SCF2A4MQQplM5heKoihf//rXV458R9EKs0cAMQwj4W6FVSqVtN0HC3crrF4E0KFDh0ZfeeWVVlxjAAAMDw9nd+3ataI9MxZ9rK2wehFAVm8pHFg841Zu43m+boRTGOy+ToIgaLquI1EUsc1Rr732Wr6np2feeptTbmMQ6kUAWb2lcGEv9owIJxVnK6yeZ9zBgwdHn3322Q5cYwAAlEolvr29fUWvdYPPLas846KYi2VZFqz6tkcffXQoFovRAwMDf4pzHML6QQqxG5jW1tbfymaz3R/5yEeu8Dy/ssI3ylYLSq1Wi9eL6WBZdk3MSlBMrZM9Agh3K8zayjNBCEFXV5c4OjqKZVJ+5ZVXshs2bFgjajZ2xbAVMPUigExvKVxj1POMa5TbGBRT62S//fDhw1dPnDiBrW28sLAQ7+vrW2VI2ii3MSj1Pl/GOKIsy1h2K02tk13QjrvVWs8zjud5lWEYZKQShOaVV14p7Nu3b8p+O05t3bWeW+wRTmGQJGmNZ9yhQ4eW0un0Ui6X+yZCKDKtICE6SCF2A5PNZp/WNE198MEHr9h/hnNSNvUI9ttZll0VsxKGRgsYAABN07KiKKFbSPZ2jpVcLjcniiKWK1eGYYTW1tY1p/GMmBUsLT2nfExD/xL6fbFqnew/w9lqbfTeUxSlt7e3y3Nzc6ELvnfeeSezbdu2uqdj7RFOYTB1lPbbcQrqq9Vqtl6CgmXRDz2vO+Vj7t69e2xoaKgYdgxN04DneSYej685VYpTW3et5xYjwgnLd0WSpATP82ssPr7xjW8MsSzL9vT0fB/HOIT1hRRiNyj5fP5APp/fePDgwdFkMrkmK88asxIGt5gOHPoXtww7nueXarVa6KLSKQIol8sp8/PzMVUNF6M3MzPDJxKJGk3Xrx1wtcKcMuwM/Uvo3QSn18sa4RRmDLd8zFQqNV8ul7NhxgAA0HVdyGQydd36rRFOYTB0lA0jgHBo60z9ZyMrFFytMKd8TI7jVJZlUa1WC7XLUyqV4rIsN7QouVnmFiPCKbRu1ykf87d/+7cXGIapFIvFRxBC2HWihGghhdgNSmtr69+qqqo99thjFxvdx5hkQrXC3GI6cOhf6mmdrOBohZlCXSd/ora2tpnXXnstlFbswoUL+Y6OjvlGP8fRChNFMe6WYRdW/1JP62QHx6Lvlo/Z2toqXb16lQ+ziFUqFW5xcVF1MjrGoa2z6yjtCIIQWlvn9nqZn/EwFjb1dJR17lOemZkJ9d6/+uqrhR07djT08LuZ5hYc3xW3fMyvf/3rQyzLJnp6eh4KMw5h/SGF2A1IOp3ems1m9+/atWs8n8833MIxFv3AV+CSJHEMw7iaUcZisVoY/Us9rZOdsEfBDa2To3lna2urtLS0xATdFSuXy0ylUtE4jnOsGsJq62RZ5t1MQsPqX7xkJIbVvzTSOtlpbW2dfeONNwK3wl566aXmgwcPrtEhWQmrrTNaxa75mMaiH6gVZmkVNyyOAQDCWtg4tfJMtmzZUjp37lzgonJ4eDiZy+VczU5vlrklrG7X0FE6plp84hOfmAUAMZ/P/zFCiJi130CQQuwGpK2t7SlN0/THH3/8gtt9w+hfJElKcBznGjnC83wlqP7FSetkJYz+xUnrZMc4FRbINuHkyZOtR48edc3JC6Ots/o6uRFG/+LUzrFi6F+yQcZopHWy09PTU52dnQ30eo2OjgrpdNqTs30YbZ3RKnZNAgiz6HspkAAglIWNk9bJzuDg4OzLL78cyFfsypUrue3bt7smWtxMc0sY3a7x3jdsewMAUBQF99xzz3lBENLd3d1fCzIO4dpACrEbDI7j+guFwrEtW7ZMtrW1ueb+BdW/yLLMNtIj1COo/sVJ62QnHo8HutJ3a+dY4ThOzeVyeqVS8bXLc+nSJb5QKEheo1kYhqkGaYVZfZ3cCKp/cdM6WTH0L+B30XfTOtnZu3fvxDPPPNPiaxAAGBoaKuzatctxN8wkqLbOTUdpJai2zk3rZCdoK8zPd6Wzs7NcLpd9F65vv/12avPmzZ6jpW6WuSWobreeLUYj7rrrrkld16V0Ov1ThBBZ328QyBt1g9HV1fUUAMBjjz123uvvBNG/iKKY9JOTFkT/YmidXNs5JqaflR/9S6Oj6050dHTMTk1NZb3eHwBgfn4+d8stt0x4vT/HcVW/rbB6vk5OBNW/uGmd7ARZ9P0sYAAAyWRSymQylJ+28fDwsDAwMFD2k1sYRFvnpqO0E+T1ctM62QnSCjNaxeDn9dq1a9fM66+/nvP8CwBA03Q8l8t5KvQBbq65JUiEkxeZgAlN0/DZz372Yjqdznd2dn7BzziEawcpxG4gBEFob25u/nBbW9tsX1+f590qv/oXp6PrTlAUJfvRvxhaJ1/Bzn71L17bOVaamprE+fl53uuiPzc3F0ulUnIs5q8L6Ff/Us/XyQ2/rTCvWicrfhd9r1onO01NTYuTk5Oen4umael0Ou0r1Nuvts6rjtJKEG2dF62THb/vfbVaXeMZ50YikajSNM1pmre3UpKkWKVS0ViW9bUtdLPMLX7j4bzqKK187WtfG9M0Tc7n83+JokpPJ2CFFGI3EJ2dnX+FEKK+//3vn/P7u36OgjsdXXdCEATPMSt+tE5W/Ohf/LZzrCCEypcvX856ue/k5GQhHo/P+x3Dj/7F6ei6E35jVrxqnez40b8YC76vBQwAoKOjozwyMpL0sugrikLNzs6iVCrlq9gD8Ket86qjtONHW1etVpNetE52DN86T8/Dj9bJCkVRUKvV5HK57OlC76WXXmrdunWrp1axlZtpbvGj2/Wqo7TCsqx+5513Xk4mk10tLS2/6/fvI6w/pBC7QUAIFfL5/Bfy+fz8li1bfF2BA3g/Cu7l6LrD3+hZ/+JH62THa2unVqt51jrZ2b59++Lly5ddWwi6rqOxsTG2tbXV126FiVf9i9vRdSe8vl5+tE52vOpfjAWMDrKAAQBQFFUbGxtzfV9OnDjRtnXrVs+tYitetXV+W8VWLNo61y+aqqqsV62THa++dX5bxVb27Nkz40W0v7S0FEMIqQzj/yD3zTS3eNXtmp8NrzpKKw8++OCILMtqsVj8myB/I2F9IYXYDUJ/f/+PaZqmH3/88XeDPoYX/UuQ7XYrXiYyWZbXxHT4wWsrzK/Wyc6mTZtmT548WXC6z7PPPtt+8ODBq0HH8KJ/MYvjoGN41b/41TrZ8aJ/qVarqTCfrz179syeO3cu63QfURQpTdMgHo8H8grwqq0L0iq24uW74lfrZMeLb50Xzzg3crlc5cKFC467PK+88krboUOHxoKO4WNuCVQcA6zf3GLodh0vjOvFi3lFEAT9Qx/60Eg6nd7Y3Nx8LNAfSVg3SCF2A4AQShcKhftyudzivn37Au1YALjrX4yj6770CHa86F9EUawb0+EHN/2L16PrTrS2tpY1TeMbtcKq1SqiKAp4ng+8gAG4e0sFbeVZcdO/GO2cwEUYgDf9i6ZpTL0IID/09fUtnj59Otvo5y+88EL70aNHR8OM4RbhFFRHacVY9B1bYUG0TnY4jnP0rfMjBm/Ejh07Zi5fvpxv9PPLly+z7e3ttXWaWwIXrgDubXYcc4uh220oFQnaKrby7W9/+5Kqqmo+n3866GMQ1gdSiN0A9PX1/QnDMMyDDz44FPaxDP1L3cUyTHvCipP+JajWyY6b/sXP0XUn+vv7F65cuVJ3l+edd95pPnjwYOArfBOnotItAsgrbvoXo50TqjgGcNa/+LHFcKKrq2tB1/W6mqTp6Wm6ra1NDtLOseLWCguqo7TjVPAF1TrZYRimoW9dGK2TnY0bNy6dOXOm7oWeJEnZ1tbWmbBjrNPcoq7H3OKk261Wq6Hn4nQ6rR04cGCsUChszWazu8M8FiFaSCF2nYMQEvL5/IMcx5Vuv/32ULsiAI1jj4yYjkB6BDtO+pdarebLFsOJRvqXMFonO4VCobS4uLhmjEqlglKpFMRisVC7YQDvLfr1WmG4imOAxq2dMFonO076l7DtHBOKoqBYLFbHx8fXFGPlcjnb1NQ0G3YMgMavVxgdpR1j0a/bCgujdbLTyMLGsMUIXVACAGSz2QWE0JoiXJZlVK1WqSAHJ+yY81ODuSWwjtLOeswtjXS7po4yTKvY5Dvf+c5FANBaW1ufCvtYhOgghdh1Tm9v7+Msy/IPPPCAZ98wJxrpX8LoEepRbxEzYjpCtaWsNNK/hNU6WaEoChYXF9WFhYVVV67z8/NZXdexLGAAK1f6q3bFghxdd6KR/iWs1skOy7Jlu/6lVqvF/dpiONHc3LwwMTGRtd6mqirMzs6yhUIhdLEH0FhbF1ZHaaeeti6sjtJOo1aYYYuB5fUSBEEvlUogy/KqueXNN99sKRaLoXfDLOMsVCqVVd+VG3FuMcZZo9sNq6O00tzcrGzcuHEyn8/flkgkNuF4TAJ+SCF2HYMQYnO53PcAoHbnnXe6xoF4xd4Kw6FHsFNP/2JMMNiKF4AV/cvKVTgOrZOdw4cPT54+fXpV1uG5c+eSGzduxHJlDFBf/xLk6Lobdv0LDq2THZZlRfuirygKH8QWw2EMfX5+HqrV6kqb/e23327OZrPYvicAa7V1OHSUdupp63DoKO0wDCNKkrSyW4lD62Rn69atkydOnGgz/62qKiwuLjKtra3YPmPG3ELVmVuwFccADecWLDuUJvV0uzh0lFaefPLJ8wCgd3Z2/grXYxLwQgqx65ienp4HeJ5P3H///UMUhe+tsntL4dAj1MOqf9E0jaIoylOGnR8M/cvK4oJL62SnUChUh4eH4wAAr7zySnFgYADbFb6JsYuYBVgpjrG0iq3YbSZwaZ3sWPUvoigKuBcwAIBjx46Nvfjii60Ay6/X7Ows19fXh7UIt2vrjFbxPM4xAJa1dWYrDJfWqc4YqyKccGmdbGPoCCGtXC7TAADHjx9vv+222wKfKm6E9WLSTz6mH+rMLQKuVrEVq4UNLh2lla6uLnlwcHC6UCj8Ds/z3Tgfm4AHUohdpyCE6HQ6/WcIIfGzn/3sNO7HN1uHhh7BV0yHV6z6F6P1ib3YA3hP/4JT62Rn69at0xMTE3kAgMXFRb6zsxN7sWfVv+DUhtkxdIJJnFonO1b9iyzLkSxgCCHIZDLSyMgI9+yzz7bu3bvXNXA9CJbviu8IIK8wDCOZrTCcWic7sVhMkmWZxal1snP48OHRkydPtpdKJSqZTALLspHPLVF9V2xzC/biGGC1hQ0uHaWdRx99dEjXddTd3f1L3I9NCA8pxK5TOjs7v5JKpTJ33XXXBZy7YSZmK8wokLDviJgIgrBYqVTSuNs5VswIJ9xaJzs9PT3lf/7nf27bt2+fb2dwr8Tj8flyuZwJ6+vkhKl/wa11qjOOWK1WUzi1Tna2b98+cfXq1aZkMokSiQT2BQzgPW1duVzGqqO0w7JsuVKppCiKiuR5ALzXCsOtdbKCEIKOjo7amTNnihs2bIjsu2K67a/T3BLaFsMJiqKUSqWSwqmjtLJx40axs7Nztqmp6RPxeLwlijEIwfEU50BYXxBCSBAESZblGMdxoY+Vu4xF6boeyYK/nmMAgDkTR/qB1nWdQgjdDK8XIPN4a7RjRP5cdF2nAEDH3ca1c7O8XkC+K76HMf73hn7vdV0HWZZpXddnZVl2NKomrC/+UooJ60JHR8en5+fnYzRNmzYQKye3TEG9KeoO82+rXYX5c/M2UxeD49+mzsY0RjX+jfU5mafbNE0D8wo5wueErP/G/ZyMHVAEALrlOWB9TuYuq6ZpdX+O6TmB+RyMMe2fNVzPCcC4qHS6f5jnZLQlERiLcaP7h3lO5v3N5+LlNQj4nMDl5ziek2nDgPy8Bn6fk3kf+zyG8zlZ3/eg3ze352SZJwPPgx6fEzAMk0cIZXVdnwfCdQHZEbvOQAihrVu3DvM83/nzn//83Pbt26dZlo1kV6xUKuXj8fh8tVpNJRKJSDQWRjtnqVKpZJPJJBZ/JzuqqtKiKCYoilJpmpZxC5BNnnnmmc7bbrtt5Pnnn+/8wAc+MBLFGNVqNcUwTLVWq6UTicQsiqDloi9r0LIMw1R1XUdR6LcAlj9fyWRy1vzfKMa4evVqenx8nC6VSoljx45djWJXTNd1KJfLeZ7nl2RZ5qNq5ZdKpVwikZgrl8uRvV6yLLOqqjKaptEcx5VxGLnW4ze/+U3Xhg0bJicmJnK7du2KRLt3M80tpVIpn0gkZsvlci6ZTGI9+WsyMTGRfeGFF5inn3761omJiV8NDQ09EsU4BP8Qjdh1RktLy4fS6XTv7/3e71259dZbJ0+dOtUaxTimr5PXbLUgGFd/FEVRGsuyjjErYTC1Tm4RTmG4dOlSMpPJVBmGAYZhtKWlJcccwqAYvk6KcSrMNdw6CKZnnKl/iWIMw9dJBliJcIrk9Tp37lxmz549c/v37x89fvx4exRjmBFAhrbOf2K1B6yecbFYrCbLsmsodBBMHaVbRFgYTp482bRx48aZ9vZ2cWFhgSFzizOSJHGxWKxm7mA5RTiF4ezZs6lPfvKTU/F4fCmXyz2A6pjvEq4NpBC7zsjlck9pmqZ+85vfvCIIgq4oCtRqNeyLmNXXyS1bLShWMTjLsg1jVsJgP7puRDhhb7lfuHAht2PHjhkAgNtuu23stddew14gW32djAgn7Iu+2Rox2xoMw9QaxayEwXjvlwDccxuDcvr06VxfX9+CMYYGAKhWq2FfxKwRQE4RTmGwesbxPF8RRRH7GIYthgywyrcO6xqgaRpIksS1tbVVAAAOHDgw9swzz2AvkG+muUWSpBXPOKcIpzC8/vrrTV1dXbMAAA899NAQy7JsX1/fk7jHIQSDFGLXEcVi8bZ8Pr/xyJEjV5PJpAYAcPTo0asnTpzAOpHZj67bvaVwoNfJsHPKVguK/ei6Yc2Atah844030ps2bVo5XYgQ0js6OqSZmRmsBbLd16lRzEoY7K+X3VsKB6qq0siSj4lcchuDIopivKenZ+V9OXz48Ojp06exFsh2XyenCKegWDQ8K19Aq7cULuxxRvF43DEIPghDQ0OZW2+9daW1JgiCkkql9Gq1iq1AvpnmFlmWWatnnKl5xL2LODc3J/T19ZUBAD70oQ8tCIJQyeVyjyOEItl5JfiDFGLXEYVC4SlN07SHH374knkbQghaWlrEsbExbJNyvaPr9WJWwmBM+qusERplqwXFFOladVSoQYRTGFiWFQqFwqrnwvM81itXURTjLMuuOrreKGYlKMYEv8YWo17MShiq1Wra7uvUKLcxKFeuXEn09vauek8oitIKhYJWKpWwzWv1fJ0a5TYGpZ4PltVbCgf1POMsonosRZKxGyak0+lV/mS9vb2zY2NjWRxjANxcc4soimuyd3F/V06ePFnYvXv3KhuRr33ta0M8z/M9PT0P4xqHEBxSiF0npNPpbfl8fve2bdvG8/n8KgFtZ2fnjOm4HhZJkrh6EUD1YlbCYGqd6oyDTf/SyCQWp/5FFMWYKIoay7KrLlHb2tqkS5cuCbiuXGVZ5lmWXWNGa8SsYFlgTK2T/Xac+pdG+Zi49S/z8/PpQqGwRjRP0/Ti0tISlkXMaBWv8XXCqa2ztIrX2BYYiz6WVlgjzzh7hFMYlpaWhKWlJcXue5jP58VyucyrKp5zATfL3NIoXgynblfTNIjH40wikVg153/84x+fBQCxUCj8ACFE3BOuMaQQu07o6Oj4W13XtSeffHLY/rNUKqVWq1ValsP7PEqSlGgUAYRL/1KtVpONMuxw6V/sWicryBbhFIaTJ0+2btq0qW6yweDg4NTLL78cuhXmlGFnxKyEbrnUa+dYwaV/qVQqDfMxcelfqtUqOzc3p8dia//c/v7+6rlz57Doq4xWcd2kBlytsGq1mmlkqotr0XeKALJHOIXh9OnTTbfddlvd74qmaeWRkZHQBd/NNLc4xYvh0u2WSiUBIVSzF8cURcFXv/rV8zzPZ7q7u+8LOw4hHKQQuw7gOK4/l8vdfsstt0y1trbWDXtNpVLzZ8+ebQ4zjlsEEC79i6qqrNMxbxz6F7dYExzb++VyOabruspxXN1VqqWlRSyXy0zYK30jH7OhhQTDMNWwrbBareaYYYdD/2Lxwqr7eln0L6F2xV566aWWY8eONbRE6O3tnT19+nRTmDHcIoBwtMKM4phuVBzj0tatx3dleHg4kc/nG75eO3bsWLx48WLowuJmmVuMVrFarzgGwKfbPX36dGHLli3z9X72xS9+cVLTNCmbzf45QojUAtcQ8uJfB3R3d/+truv6Y489dr7RfXp6emrT09NcmC+mlwggQ/8SeIGpp3WyE1b/0kjrZAWH/uXUqVNtR44cGXO6z8GDB8eee+65wLtisixzbvmYHMdVw7bC3DLscOhfvARih13ERkZG+HQ67ejl1N3dXVlYWAj1enmJAAqrrTMyJR0jpsK+Xo1axVZwtMJGR0dz27Ztm3G6z4YNG2ZPnToV2NH9ZppbGskErITV7V69ejVhb0laoWkavvCFL1xMJpOFrq6uu4KOQwgPKcSuMTzPdxSLxTv7+vpm+vr6HBeY/fv3jz377LNtQcZppEewY+hfArdcGmmd7FAUJQfVv3iZxADC6V8uX77Mtra2im6GqhzHKYVCASRJCjQpe82wi8ViNUmSAu1WWm0xnAhjM+HUzrFiLPpU0EX/ypUrTTt37pxwu9/evXunTpw4EWhXzGgVu+YwhtXWqarK0DRddwfcJKy2rlqtegrEDtMKGx4ejm/YsMHV5La9vb0c5oJClmXuZphbjFaxaz5mWN3uuXPn8nv27KnbKjb56le/OqbrupxOp/8aReEeTfAEKcSuMR0dHb9ACFGPPvrokNt94/G4wvM8FWTRd9Ij2Amqf3HSOtkxA3v9juGmdbISRv8iimK2o6PDcRIzicfjS/Pz876vXA1fJ09O3TzPVyRJCqR/sdtiNCJMK8zrgg8QfNEfHx9nu7q6ql7Wi0QiUUulUjEzVssPRqu4YZvNiqGt871Y2m0xnDB2xbJ+x7DH/zhhtsL8jgEAoChKMpVKeQqP37Bhw/zw8LDv74rX4hjg+p9b3FqfVoLqdt98883UwMCA6+eLZVn9zjvvvJzJZFrb2to+6nccAh5IIXYNQQg1FYvFT+dyufktW7Z4mmQ2bdo0ffny5ZyfceodXXciqP5FkiTBa1yO0QpT/bbC7F5IbgRp7YiiSMmyjEwvNzf6+vrK58+f9z3xG60p150qE5qmJb+tMDetk50gr5epdXJq51gJqn/x0vq0EovFqouLi74WMTcdpR1DW+e7sHBrFVsxCym/rTA/Cz5AMN86WZbpqakpOh6Pe3oz8/l8qVKp+C4sgswtfi8o1mNucdNR2gmq243FYomWlhZP7/03v/nNEUVRlKampr/2Ow4BD6QQu4YMDg7+mKIo+oknnnjX6+9kMhmxVquxfgTijY6uO+FX/+JF62QnyM6IcXTd8/HRIPqXs2fPFrPZrK+8t2QyuXT+/Pms1/sbEUCObSk7giCU/LbCvGidrATRv1SrVVetkx2/+hdN09DVq1dZu7WLE5s2bVp48803fV20eNFRWgmirTPjxfz8XX4XfWsEkNffCRLh9MILL7Tt37/fUUdphaIoWFhYUJeWljwXF0HnFr9F0nrMLX4vJgAAWJYt+9HtVioVRtd1xW650whBEPQ77rhjJJVKbSwWix/w87cR8EAKsWsEQiidz+fvS6VSi3v37vW8YwEAoChKbXx83FMB43R03Qm/+hdRFONmTIdX/OpfvGqd7Pgp+HRdh7m5Oba9vd1XuO+2bdsWrly54rmwCFIcA/jTv/hp51jxq3/RNM1V62THr/7l+eefb9+7d6/nBd8kHo9Xrly54ulz7FVHacevts4aL+YVY9H33AoL+vkyfOs87ViVSiWapmmNYfx1Zg8fPjz1yiuveD4Bbugob4q5xYuO0g7LsqIf3e7rr7/e3Nvb63hwws7DDz98WVVVtVgs/q2f3yPggRRi14j+/v4/jsVisUceecRVG2Zn586d80NDQ54mfj/aHTtej4JbM+z84sdbyqvWyY4f/cszzzzTfuDAgVG/YwAAbN68ef7kyZN5t/sZxXHDo+tO+NG/+NE6WfGjf/GjdbLDcVzJSyusVqtRuq4jI0/SF7t3754dHh72tCvmR0dpxY+2ThRFwauO0o7Xgs+P1smO0QrztBP+yiuvtB06dCjQdyWfz1eHh4ddd3n86CjtrOfc4uW74rdVbMWrbrdWq9GSJIEgCL6KvXQ6rd12221juVxuezab3RPkbyQEhxRi1wCEUDybzX47Ho+XPvCBD/i+agUA6O3tnX/11VcdFxijveR6OqcRPM97Ogpeq9XWxHR4xav+xa/WyY4X/UulUkHxeBx4ng9kDNbc3LzE87xryyXMhOxVW+dX62THayvMj9bJDsMwkpcIp1OnTrUePnw40IIPADAwMLD02muvORavfnWUdry+XrIse9Y62TEWfddWWL0IID+wLOvqWzcxMcF0dXW5nipuxLZt26bHxsZcC2S/Okor6zm31Go1x7nFiy2GE151uydOnGg/evTo1SBjPPLIIxc1TdOKxeLfB/l9QnBIIXYN6O3tfYLjOPYb3/hGQ98wN3p6epbcRK+NYjq84kX/EkTrZMdLK8yv1smOl9zGK1euFG655ZYpp/s4QVEUJBKJ6szMTMNFzIuvkxte2iF+tU52vOhfgmid7LjpXxYXF6nW1lY16AIGANDa2jrPsqxjYeHkcO8FL60wQ+sU+DMM4E1b1ygCyCteLGxEUcykUilfOko7fX19lStXrjQcx5hbQsWJeJxb+KjnlqCtYts4olOE0+joKNvU1CQFnVuKxaJy6623ThSLxX2JRGJz4D+U4BtSiK0zCCG2UCg8RtN09cMf/nCoieyWW26ZGxoaqrsgB9Uj2HGLWTGE2oFaUyZurTA/thhOOB0FlyQJqaoaSyaToSb+np6eeadWWLVabRgB5BXLol/3+xtU62THreALonWy46Z/KZVKWY7jQr1esVgMEEJquVyu22YP0yq2YrTCGi76QbROdty0dUG1TnYYhhEb+dbpug6jo6NcU1NTqAuwZDK54JTmYBQv6zG3hCqOAdxtJoxWcajXy9DtNhxjaWkpOzAwEPhCEgDgiSeeGAYAvbOzk2jF1hFSiK0zvb2932RZNvkHf/AH5+35X37JZDINdxPCtL+sOGWraZpGURTl+yBAPZwWMbcIIK84HQUfHx/PqKoaancHYNmtWhRFdWFhYc045oLg9ei6E06tsKBaJztO+pew7RwrjfQvuq7D8PBwvKurK/RC2dvbO/Pmm2/WFYhj/K40XPTDaJ3sOGnrgmqd6oxRadQKe/nll1v7+vpCLfgAy7qkiYmJWKO5BUdxDLAyt9Qt+PzYYjjhNLeE0VHaaaTbrVarFAAE0lFa6ezslHt6eqYLhcKHOI7rCfNYBO+QQmwdQQjRmUzmT3VdFz/zmc94Mgt1gqZpmJ+f18rl8qoJIMjRdScaLfphW59WKIrSNE1b47geVutkx4hwWtOmunDhQmrbtm1YJssjR45MvPrqq2sW/Uqlksax4AM01r+E1TrZaeSTFbZVbKWR/uW1114rdnd3+zr91Qie53VJkrRqtbrq0IZpeIrr9Wr0XQmjdbLTSFtnRABhKY4BAGKx2BrfOlVVoVQqMS0tLViKygMHDoweP3683X47ruIYYGVuWdNmN+YWLM8DoPHcEkZHaadRhNPFixebBEEI1WEx+f73vz8EANDb2/tzHI9HcIcUYutIV1fXPYlEIvvlL3/5QtjdMJPDhw9Pnjp1atWij0OPYKWe/gWH1smOcSJw1SQTVutkx9C/rJosX3755abBwcFZXGMAALS0tFSHhoZWiouwYt16xOPxNfqXsFonO/W8pSRJCq11qjPOGv3LwsIC393dHXq3wuTIkSNjL7300qqIMJwXEwD1tXU4tE52WJYt12q1VcVrWK2TnXoWNsePH2+77bbbAh+csMMwDMRiMb1SqaxMiOs4t3iKF/NKvbkFh47Sjl23q+s6TExMcN3d3ViKysHBQbGzs3M2n89/Kh6Pt+B4TIIzpBBbJxBCKJ1O/6Wu69Ldd989jvOxU6mUeOXKlZUJIOjRdSfsrUMcWic7NE0rmqatLPphbDGcYBimZm2FVatVvqOjA+tkuWHDhulyuWx9vTxl2PnBrn/B2c6xYte/SJIUWutkx65/ee6555r37NkziXMMhBAUCgXpypUrLAA+HaUdu7YOh9bJDsuyoqIoK59hXDpKO0aEUwwAQBRFVCgUdI7jsM4tt9122+jLL7+8UiCv49wSSrNVD/vcgkNHacduY3L8+HFfprpeePTRR4coiqLa2tp+hvNxCfUhhdg60d7e/plMJtP0yU9+8lIsFijSrSG7du2avHTpUgEArx7BilX/glPrZMdqM+E3csQrVv3L2bNns9u2bcO6GwawLBBPpVLy3NwcE8bXyQ1rKwxnO8eKVf8iyzKLS+tkx9S/qKoK2WyWSiaTWBcwAIDBwcGpUqmUA4ju9bJq61RVpaMojgFWa+tw6SjtGK3pNADAzMxMOp/PY3+9EEJ6R0eHNDMzQ99McwtOHaUVq2+dKIooFovR8Xgca1G5ffv2alNT03yxWPx9hJCvdAqCf0ghtg4ghFChUPhrVVWVr3/969i29S2PD319fZXLly/zOPUIdsxFP6oFDOC9o+C4tU51xhFFUWQVReFTqRT2yRIAIJPJzI2OjhbC+jo5YbbCjHYORPV6mfoXURQDe8a5Yepf5ubmkoIgYN2hNOF5XqNpWi+XyxTuVrFtnKVarZaqVqvYdIF2TG0dbh2lFdPCRpZl+urVq4n29nbsxR7Ae+arN8vcIssyi1NHaceci4eGhgo7duyYiGKMhx9+eIim6Vh/f/8Po3h8wnvg3Zoh1GVgYOAjvb29PUePHr2CEOIkCf+GgiAI1bm5uTaKoma8ODAHRZZlXtd1YBjGV/i0HyiKUubm5tpTqdRUVM+Foih1bm6uuVKpqNYWD05SqRS88847QrVa1WmaliVJiuT7RtO0ODs7251KpSajfO/L5XI2FovJUY6haRp14cKF5h07doxGNQ7P89UrV6709/T0jEX5XGq1WoKiKM1PPE0A9KWlpeZkMjkd1XOhaVq6fPlytyAIpajGyOfzcPr06VQymaxGPbfMz893JJPJyL4rFEWpi4uLzRzHlaP8fImiyNI0zcZisZIkSZ6zTr2ye/dupa2traSq6tcRQt/XdT2SCzAC2RFbF+Lx+M97e3u1L33pS9h3w0ySyaS+uLjI4RYF1yOKtoEViqIUTdNiUV2xmly6dCmxdetW7O0JK9u2bVs4e/asr6Buv1AUpWqaRkf9vmiahl10bmdubk4XBEfv1dC0tLTIpVKJpSgKe6vYiq7rFEIIuw7JCk3Tsp/A8SAghGB2dpYfHByMdCFua2sTL1686C+40ifG3EJHPbdomkZHoW+1Uq1W69oK4eS+++67tHXrVq6/v//JKMd5v0N2xCKmqanp0KZNm27p7OwcTyaTSlRtQ1EUhcHBwUsnT54sHD16dCSKMXRdh1gsFgdYFqVGNZmVSqVcJpMZ03UdRaF7AQAYHh5OCIIwraoqG1WrDWBZu4MQqomiKKVSqUjaYOVyOZPNZq+qqspE9VxUVaXj8fiipml0VO0WAICLFy8W9+7dOxOLxaSo2obVajW5efPm8y+++GLh2LFjkVwc6bqOWJatAgCK8vUqlUr5ZDI5Q1GUGtXc8tJLLxW6urquKIrCJ5NJLBYJdnRdh1wuJw4PDydomq7RdDS1ZalUyqXT6UjnFlmW2WQyOa2qKhfl3DI0NFTcu3fvIsMwYlQXYXv37uV++ctflrPZ7GMIoR/puh5JC/z9DtkRi5hCofBvNE1Tv/SlL53zktsYFFmWhVQqVQUAvVarRfK+Gl5Ii15iVoJiHl3nOG7NUXCcXL16Nbdt27YZtwinMBi+TuW9e/eOnTt3rq6ZaFhMWwyWZUUvuY1BMU99mvqXKMY4ffp0tr+/f9FrbmNQVFVlk8mkyDAMVavVIrmaMLRO84a2zjUjMAim1qmRtxQONE0DhmHYlpaWEkLINbcxKObccvDgwbHnnnuuNYox1mtuMXSU5Sjnltdeey3f19c3H+V3xZxbvvrVr57neZ7v7e19JIpxCKQQi5R8Pr+jUCjs2LVr13gul1ONLyb2XUhJkjgzpuPw4cOjL774Ypvb7wRBVVWGpmnFLWYlDNVqdUWsG4vFao1iVsIwPDwc37hxYwlg7VFwnBi+TmIsFtPS6bS+tLSE/ftmtcXgOG6NtxQODFsMHSFU11sKFzRNC+3t7QtechuDYo0A2r179/jQ0FAT7jGsthhechuDYvULpChKjmJumZycTDQ3N5cpivKU2xgUVVVjNE0rHMcphUIBJEnC/t6vx9xijReLcm5ZWFiI9/T0LBmHddYYYePAnFs+9rGPzTIMU8tms/8KIUS6aBFACrEIaW5u/lsA0B5//PELAO65jUGRJCnBcVwFYNlbqqOjQ56ZmcF6JWa3xXDLVguCuYCZ2+w8z1ckScI6BgCAoiipVCq1ALD6KDjOMey+ThRFLczPz2dxjmG3xWAYRozi4IH9JJvhLYW1EJ+bm+MSicRKS8o8RYdzDIDVEUAcxykMw1CiKGJd9K0LPkDjCKcwGMXxSryYYViKfW4ZGxtLt7a2msWeY25jUIy5ZaWFl0qlFufm5rDu8K3X3GKNF4tqbnn77bcz27dvX2kRu2XCBsE6t1AUBXfffff5eDye6u7u/jrOcQjLkEIsIliWHcjlcscGBwenWltbFYD3vpg4t6vrHV1PpVLz5XI5i2sMgOXdMKsGxSlbLSj1jq43ylYLiqqq9MzMDBWPx1dWkyi29+2+Tv39/bXh4eEEzkWsnhdSo5iVoJitKKsGpVHsURjOnz9f6OjomDf/bfjWYW2F1fN1kmW5Mj09jW0RMxawVbYYjSKcwmD/rhg2E1gX/YWFBb5cLmtWvVYU3xX73NLd3V25ePEi1s/Xes0tFEWt8oyL4vXSdV1Ip9Mr9i5OmbBBsc8tX/jCF6ZUVZUKhcIPEUKkbsAMeUEjore395cAoD/55JPnrbc7BdAGoV5MR0tLizQ2Nsbj+mKKohg3d9yssCzbMHTcL43yMXHrX55//vm2vXv3rnKhNv23cC36sizXjQDavHnz1EsvvYQtMsS+gAHUj1kJg6l1st5mekvhuqCoVCpMuVzWOY5b9YHFvYjV83XaunXr0tDQELbvY7VaTdWLmMKprWsUASQIAtbX69VXXy0eOXJklUcV7lZYo7lFEITS8PAwlufiMrdga7PXS8/APbeUy2W+VCop9og83Lpd+9xC0zTcddddFwRBaOrq6roL1ziEZUghFgE8z3cUCoXf6+3tnent7V1lGoZT/2LoEeoej29ra5t57bXXsAjEZVnm6sV0sCwr4tK/OOVjGkf0Q2sTyuUyjRDSGGbtRTBO/YtRHK9ZXFpaWmq1Wo3VtPCHAa1aJztGzEro3UqnCCCc+peTJ0+2Hjt2bE1Ei7HoY2mFGa3iuqcX+/v7Z1955ZVC6EEAQNO0utE5OLV19tanCc65ZWhoKFEsFuueKsQpsWg0t2zfvn3h8uXLWMZwmVuw6HatOko7OOeWkydPFg8cODBtvx2nbrfR3HLPPfeMK4oiZzKZv0JR+3+8zyCFWAR0dnb+AiGEHn/88aF6Pzeu9LNhx3GK6eju7q7Nz8+HXoydFjAAPPoXtwggI5ok9KR86tSptsOHD9fNZMOlfzEy7Bo69h48eHDilVdeKYYaBFZrnewYMSuh9S9OLue49C9Xrlzhcrmc1Ghex1XwGa3iugkKXV1d5VKpFHoX0S1eDIe2zq51soNLWzc/P5/ZvHnzmgUfYKUVFno31G1u2bRp09zJkyfzYcbwOLeE3kly+q7gmltGRkbi6XS64evFcVzJjHAKQ6O5hWVZ/ROf+MTldDrd1tbW9tGw4xDegxRimEEIFZuamj7d2to6d8stt9T90piTaJjt6np6BDv79++feOaZZ0K1wiRJEpz8dnDoX9wigEz9S5hW2Pj4ONPV1eXot4OjFWYcw2/oHcRxnBSPx2lVDe4l6iXDjqZpKUwrzDy67uTlheP1mp2dzW/ZsqVhRIu56IdZxLxEAO3atWvmjTfeCJWp5xYvhkNb5xYBhENbNzExwbW0tDh6efE8H3rRd5tbWlpaSizLhrqY9Di3aGHmFqMwdjS6xvFdGR4ezu/evXuq0c8ZhpHCWtgYljsN55Y//MM/HNE0Tcnlcn8bZhzCakghhpn+/v6/oCiKfvTRR8853S/sF9Npu90yhpTJZChFCWbubWidXA38wupfDD2C4x8Z9mSQKIqZTCbjaEZp5jYGXfRVVY1RFOX6YmuaVl1cXAy8iHnJsBMEoRSmFebl8xW2FbawsECnUik5FnPuDIXVv4iimLTrKO0kEokqRVFc0LZxrVaLcxznOEZYbV0jrZOdsHPL3NxcNp1Ozzvdx8htDLy752VuoSgKstlsZWpqKvBu5XrMLZVKJSMIwrzTfcLOLefPn48PDg665q+G1e0aljsN5xZBEPTbb799JJvN9haLxduDjkNYDSnEMIIQyjQ1NX05kUgs7t6923HHIozo1X503YmmpqbFqampQJOMKIrxelonO2H0L05aJythFn1VVWFycpItFAquRVKYSdlL8QIAsHXr1oU33ngjG2QMuy2GExRFyYqiBNK/GO0c19fLaIUFWvTHx8cLdnFzPcLoX6y+Tk5QFAXValUul8uB2uyKovD1tE52wrRavX6+wmjrFEWhxsfHY5lMxrUiNXzrArXAvc4tHR0dC5cvXw60U7kec4uTjtJOmLlF1/VUOp12/a6E0e16nVsefvjhy4qiqC0tLb8MMg5hLaQQw8jAwMCfxGIx5rHHHnPcDTMJesrJrT1hpaOjozwyMpL0e6VvaJ08R6YEPQrupHWyE1T/8tprr7V0dnbW1bvYCXoU3CiOHVvFVvL5fDnIaT27LYYTgiAs1Wo132O4aZ2sGK0w34u+rutobGyMa2tr8/QZC6p/sfo6ubF3796ZIPo9L61ik6DaOjetk52gBd9zzz3XfuTIkate7mtY2PjeCfczt8RiMahUKuri4qLvFuV6zC1+5uKgc4uiKNTs7CxKJpOeJvGgul2vc0s6ndYOHTo0mslkdmSz2b1+xyGshRRimEAIxXO53IM8z5eOHTvmaeKnaVr1u11tCnX9HFqhabo6MjLiq7VTq9WSfnLSgthMuOkR7ATR1qmqCouLi2xbW5unCRkgmJbHz4QMALB169a5q1ev+loovWidrATV1rlpnewEaYUdP368/cCBA55zHoPoX8wIID/flUwmU718+bKv1o6XVrGVIK+Xm9bJThBt3dLSEs0wjO7WKrbCsmzVr2+dm47SztGjRydeeeUVXyfA12Nu8aKjtBNkbjlx4kT7tm3bGuoo7QTR7fqdWx555JFLmqZpbW1tf+dnHEJ9SCGGid7e3u8yDMM9+OCD593v/R7GlavnL6ahR/C84AMA7N69e254eDjr9f5m3IifMQDAt/7FTY9QD79HwY8fP95222231T0p2Qi/+pdGvk5ubNmyZf61117Ler2/F62THb/tEC9aJzt+9S+1Wg0hhEAQBF8nFliW9RXhVK1WM15aeVZ27tw5feHCBc9WFpIk1fWMcyJIK8yL1smO37nl7bffbjl48KCvEHS/EU6GjtJ3OHmxWKwNDw97LvhkWeainlu8toqt+J1barUapeu6LgiCr220WCxWk2XZ8y6i37mlWCwqO3bsmMjlcgczmcwWP38bYS2kEMMAQojN5/NP8Dxf/chHPuIoCLdD07SiaZqnL6YfPYKd/v7+hZdffjnr5b7VarWhLYYTfvyF/GidrPg5Ci6KIsrn88BxnO+i0k+EU6VSyfrZDTPJ5XJLXk+F+W0Vm1gWfU/fda9aJzt+Cr633367+eDBg+N+x2BZ1nOEk99WsZWNGzcuvfvuu57ee0mS6nrGueGnFeZV62THz9yysLBAFYtFOcjcwjCM6LUVZhQvvueWzZs3Ty0sLGS93NfNFqMRfm0mvOoo7fiZW06cONFx5MgRX8UxwHKEkyiKnsYIOrc89thjwwCgNzc3/xu/v0tYDSnEMNDd3f0tjuPiX/3qV33thpkYXjau+he/7S8rnZ2dixRFuV5RGu0cTwcB7BiLvuZl0fejdbLjVSA+NTWVKRaL80HG8BrhVC8CyCuxWAxkWVZrtZrrYunkGeeG11aYH62THa/6l2q1ipLJJMRisUD+HV71L2G+K9lsdgEAXL+PsiyzTp5xTlhsJlzv60frZMfr3LK0tJSLxWK+dndMDN86r3NLoOKYpmnI5XLyzMyM63dlPeYWPzpKO17nlomJiVh7e7uj5Y4TXnW7QeeWjo4Oua+vb6pYLB7jOK4nyN9IWIYUYiFBCNH5fP6PdV0XP/3pT3sShNsxtqsd9S9ej643gqIoKBaLlfHxcccJs15Mhx+8LPp+9Qh2KIrSNE1zPHGqaRpMTk4Kra2tgSZkAG+5jWEWfACAW2+9dfrkyZOOXm9BtE5WzLapm/7Fr9bJjhebibm5uYyu6753d0y86F+C6CitCIKgLy0tgSzLjm12URR96SjtePmuGFonX61iK17nluHhYaG7uzvwdzIWi7n61oWdW1Kp1NzU1JSjwet6zC0A/nWUdrzMLdVqNdvU1DQbdAwvut2wc4sZ4dfb2/s3gR6AAACkEAtNd3f3vfF4PPuVr3xl2J7/5QfjKHjDBSaIHsFOc3Pz4vj4eLbRz4Nqnax40b8E0TrZEQTB0RH74sWL2VgsFmh3x8Qtt9HSKg6cWUTTNNA0rSwsLDS8cg2idbLjpn+RJIkL0s6x4sVm4ty5c6lNmzaFeu/d9C9BdJR2br311skXX3yxrdHPg2qdrHjR1hk6ysCFBYD73HLy5MmWzZs3NzQK9YKbhQ2OuaVQKKjj4+OMqqrXdG4xWsWhxnCbW1RVhdnZWSafzwczgTQwdLsNT1+EnVsGBgbEtra2uXw+/0lBEFqDPs77HVKIhQAhhDKZzE9VVZXvvvtuz6da6sEwjKP+xc/R9UawLKsvLi7qlUql7mJZrVYDaZ3sOG3vu0UAecVN/3L58uXU9u3bQz8Xp1YYjgIJAOC2224bP336dN1JLIzWyYqb/kWSpESjCCA/OOlfXn311ab+/v6ZsGM46V/C6ChtY+i6rmuVSqXurlhQrZMdJ21dUB2lHae5RdM0qFarbHNzc6hiD2Alwqnuoo9rbjl8+PDV5557rr3ez9ZrbjFaxaFfL6e55c0332wOsxtm4qTbxTW3PPHEE+coiqI6Ozv/ItQDvY8hhVgI2tvbP5tKpZo++9nPXnSKA/EKwzB1j4KH0SPYOXr06PhLL720ZtEPo3WyY/GWWvMNN/QIgds5VhrpX06ePJnftGmTr0MTjWjUCjN8neiwxTHA8i5iR0dHdXh4eM2kHLb1aaVRKyyM1smOk/5lcXFR6OrqCl3sATTWv+B8vY4cOTL60ksvrVn0w2id7Dhp68Jonew0mltefPHFliAHJ+phWDOsWfRxzi0Mw+gMw0CpVFqzdq3H3BJGR2nHaW6Zn5/nwrSKTZx863B9V7Zt21Ztbm6ez+fzdyOEQsWEvV8hhVhAEEIol8v9UtM05b777vN9qqUeHMdV621Xh9UjWEEIQTabFS9fvrxq0fcS0+EHY9FfNSmH1SPYqad/0TQNEEJ8S0sLlgnZGGdNhJNfXyc32tvbZxRFWfV64WjnWGnUCgurdbJj6F9WLTAvv/xyYc+ePaHaX1bq6V+C+Do5gRCC9vZ2cWxsbFXBF1brZKeets5rvJhX6s0tiqJANpsFjuOwzS31LGxwzy379u0be+edd1bpKtdjbgEIr6OsM86aueWZZ55p27dvH5biGKD+BRjuueXb3/72UCwWo/v6+v4cywO+zyCFWEDa2to+nMlk2j/84Q9f5jgu9JWeSSwWq0mStLKjEPTouhPbtm2bnJycXBG94mrnWKkX4YRD52bHrn8ZGxtLdnR0LIXR69mpp38J4uvkRDwe12VZRrVabeUPr1ar2HZ3TOytCq8RQH6we0tpmgY8zzPxeBzbAgawVv+Cu0ACACgWi7PWNrvRzsG2gAHU19aJopj4/7d3rtFtnOedf965ADMAcScAXkWRsi4UZdGSdaFEKU7SjdNNNtnEadyzbppN7DiJm7ixK8c57rZunaabxK2bJnGapkm3TU8/5ENz0t0P293u2T2NfLdESZZkyVZIUaQkkiJFEgABDC5z2Q+YoUfDwVzfoSxofufw2CBAvMIM5nmfeZ//+/zdap10xrkhtuTz+TaSJLGs7ihov19exBaKosREIiGsrKyorxXPYwsOHaUWbWyp1WooGo1CKBTCdk3q6XZxlYoV9u/fX2xrayuk0+kHEUKuzOBvR/xEzCGpVOoveJ7nv/SlL13B+b4Mw5Rrtdqq/sXN1vVmkCQJmUymev36dRrAmwkf4MagbMcf0w5a/cvCwkIkk8lgKeOqkfUvyvFqw50cAwBks9nFc+fOZQHemcBwlHPUyPqX1eTFjgWQHdT6l1KpxAqCUMWZHAPc+P2yawFklUQiwRcKBZrnGzk3ztKnGrW2DpfWSYs2tpw7dy6+ZcsWrOde28LGq9hCEERB6Su2XrEFl45Sizq2zM7Oxnp6erDIKtSo+9YpbVNwx5ZHH310nKKoYH9//1M43/d2wE/EHNDe3j4aiUQG3/Oe91wNh8NYyiBqFP0LTj2CllAolFteXk7IE5jjthhGqPUvXk1gAO9sBS8UCkyxWBRx6PW0qK1JBEEI4E6OAQDa29v5QqFACYKAvDxeiv4Fp9ZJi1r/cuLEifadO3din1zU+hc3fdbMaG9vXzp79mwWp9ZJi1pbZ9dezA5KbBkfH48lEglPxlBKYV7GloGBgcrExER4vWKL27YYRiixRRRFyOVybDqdxrrqBnBD3zrPYsv73//+AkVR5WQy+ThCyJHx+O2Kn4g5IJ1Of18QBOGxxx6b9uL9Ff2LEwsgq7S3twszMzM0rt1fzWAYplAul6O4yzlqlK3gJ06cSB86dMjV7tVmKPqXcrkccdPXyYzR0dGrL774YhdOrZMWRf/iRSlPM051amoqHo1GPbmZAHhn0pdLxVhLrAo9PT3VXC4XKJVKsVAolPNiDIDGpM9xXIQgCKyremqU2HLlypXojh07cl6MoZTCvI4tW7duXTh+/Hh2HWILg6MtRjOU2HLlypWEIAhYNmfoEQqF8qVSKeZlbHnkkUfGg8Eg29/f/5gX79+qWHd39QEAgEQicdd73vOeXTt27JgLh8N0rVaz7Btmh3q9HiRJsmbVOsQJu3fvXj5//nzfnXfeOWnUa8Yt5XI5FY1G57z8LPPz83Qmk0FejkGSZC2fz3fF4/EZL8dJJBJhjuPygUDAy7tKoVqtRgOBgGeBnyAIYX5+fsPw8PCkl8dLXkHKr8O10j08POzJjZHCyspKOhaLefr9unjxYmTLli1lL8egKKpaKBQ6KIqqeRVbkskkXLlyJUkQxCUvP4soiqQgCJTXsWV+fr5/586dnl4rHMfF29raFrwa49577y3//Oc/rzAM84cIoT+XJAmbjraV8VfEbNLe3v5XJEmKn/nMZ+Y9Hkq06hPnAobn+WqlUvHmdhIaegSSJKtWLFDcsLS0xHR1dXlSOlDgeT5IUVTNqm+jEyRJgmw2u7K8vGzZrNkJgiAwXuiQ1IyPj4ez2WzRyyQfYLXc5mkpRJIklqbpSrVa9exaEUWRIEmyasX+xg0URYksy3oa+2u1GkuSZNWqb6MTJEmC/v7+/NmzZz1tmSCKIgkA3n0QADh37ly0vb295HVskXdpGjpTuIEgCPj0pz99nef5UF9f3xe8GqfV8FfEbNDW1rZ5586dB6LR6FwsFgOvyob1ej3AsmxREASKJMk6bgGyQq1WY/fu3Xvp2LFj2f379896MUapVIrF4/G5crkc8+p4zc3NBTs6OlYYhqkihEQv9FsAjb5OiUTiSqlUSrS1tWHXPAE0DNdTqdTC0tJSSpKkKs4duQqSJKF6vV6jaZqTJAnh6lWlhSTJWCaTucLzfMIrzVO1WmXD4XC+VquxNE079uUzQpIkqNVqoQ0bNly7fv0629/f78m5LxaLiWQyebVUKiW9ulaKxWKQIIhSIBAQvI4t8Xh8juO4SDgc9qT8XSqVYolEYi4cDmdIkqx4oQ0VBIEMBAKcrKX0Mrak+vr6pr2OLZFIZKFSqURpmq54Uc6VJAnt3bt3kef5dDwe/zpC6IeSJHlSBm0l/BUxG3R1dX0HAKQnn3zyol7/F1woW9flnS66XZHdUqlUQsFgsEwQhNje3n7DVnBcqPs66fWWwkU+n49HIpGcvBVct+O6W+S+ThUrFk5uULXFKF29etWTO32lr5OZzYobqtUqVa1WJYZhJL3eUrhQ+jpZNTZ3gtIaIZlMVgqFAiMI+HMXdV8nL2PL6dOn2zdv3ry0XrFF28IGF2rvXYRQuVAoeHLdK+fey9gyPT0d3rhxY2G9YosVT1inlMvlWFtbW+7++++fDIfDye7u7ge8GKfV8BMxizAM05NKpT7U3d29uHHjxpqZt5pT5L5OPMAN/V+wnye1TQdBECsrKyvYJzG1GDwQCFSN/AGdwvM8MTc3R8ViMRGg0Z7Bi1KYnByXAYwtnNyg7hk3ODhYvHz5MvbAr+3rRNP0Db2lcHH8+PGOLVu2LACstpnAfrzUFkDypN/UwskNclsMRevCXb161YtrZXUnm1exJZfLBSRJ4kmStOQJ6xR1bDGy2HGDum/Y4OBg4cyZM9hvWrQ947yKLfl8Ptre3r4CsD6xxYonrBPUseWzn/3sXK1WqyeTyW8jr3ZStBB+ImaRvr6+5xBC6KmnnhpXftfMZsUN2m34Xtzpy20xVstR/f393Pj4eBjnJKbX10me9LFqeV5++eWugwcPXlUey60ZsN7tafs6qSyccA6zpmfc0NDQwquvvprGOYZ263owGLyhtxSmMUhBEESGYSQAY5sVN2gtgLxI+LT2YsPDw7nJyUmsiYViB6Yuq3oRW954443swYMHV3cVy7EljnMMbWwxsnByil5sSSaTpYmJCaznRb5WcspjL2JLqVQK5HK51ZY76xVbgsFgUc/CyQ3q2EJRFNx3331TkUikq6ur66M4x2lF/ETMAgihdCKR+ERnZ+fytm3bVrUbejYrbtDr66QEZz3fRqfotcUYGBhYPHnyJLZJX88CqJm3mlOKxSJJUZRE0+/MV/JWcAFnKaxSqUS0GifcCXK1Wg1pe8a1t7dXeJ4PiiIeiUUzCyDcpbDXX3+96/DhwzfYfuE+Xnp9neRJf42Fkxv07MUGBgaWjx8/nsI1Rrlcjmr7OuGOLePj42xnZyd3M2KL3CcL26SvF1t27NixfOXKFWzfLzkxBs3xwh5bjh8/nj18+PANLXfWI7bQNF3Ts3Byil5s+cIXvnCV53k+kUh8F9c4rYqfiFmgv7//WYIgyMcff/xX2udw6l+a2XSEQqEcrgtTtulYs7uwp6eHW1lZwbZa1cwCiKKoCq4S5ZkzZ7IjIyNrfD5xlkMEQaAIgljTnwq3/qVZz7jh4eHrFy5cwFJ2afb9wlkKu3z5cqCjo6OqrUbgLoU16+skn3ssCYysdVozRm9vbxHXLk211kn7HM7YUq/Xo319fYva369HbJH71mFb3WsWW7Zt25Y7depUHMcYzfwxccaW6elpJhaLrbnmm3nCOqVZbAkEAjdYOLlBL7YwDCPde++9l2OxWF82m30/jnFaFT8RMwEhFMtkMr8Vj8fzu3fvXtOYEteFaWTTQRAEtuVquZyj22Bzz54986+88orrVTEjf0yGYco4RK/Ly8tkNpvl9TzstDYrbjBqSonr3Ku1TloikUhFEAQsq2IardMNyDYrrvUvlUol3tPTc13vObXNihvkUrFu81bZwgnLpM/zPKOXWAAAbNq0KT85Oek64TPySMRVal1ZWaFIkhT1duCuV2yRfRtdX/dGsSWVSq0Eg0HXN3lG/pg4Y8vMzExqeHh4Qe85lmWxbKYwii2BQKCK64aiWWz58pe/fFkURSGZTH4fxzitip+ImbBp06Y/JkmSfuyxx8b1nsd1YZrZTuAQcRpNYAAA4XC4GovFSLeTvpk/Jg79S6lUitM0bXS8XE9igiCQCKGmFkC49C9arZOWcrlcy+fzru5ctVonLXL5yFXgr1arRK1WQ21tbbpfIJXNipth1ugotSgWTm7GMLMXSyaTxWKx6GoMM39MXNq6iYmJ9lQqtdTs+fWILbKFk+tSmFFsoSgKBEHgy+Wyq3EsxGLXsWV2djbQ29vL3ezYovaEdYpRbIlEIuK+fftmksnk9lQqtc/NOK2Mn4gZgBAKJRKJRyiKKh46dKhp4Hdb01eEukabSwiCEN3qX6x42BEEweXzecd3rnp6BC1u9S+SJMHk5CTb29vbtIErDv0Lx3FrtDta3G4Ft+Jht3fv3qXTp0+70iTpaZ3U4NC/XLhwIR2LxQx7ILm9VmQdJW90rSgWTk7HAHinLUaz50mShEKhIBSLRccrMHpaJy0YjhfK5XJUKpVq2nNjvWJLIBDgqtWq43YpVmLLtm3bFk+cOOF4Vb+ZjlINjthSLpfj74bYgkO3axZbnnjiiUuCIIjZbNbXijXBT8QM6O/vf5Km6WCz1TAFt/oXWY9g2vTQjf5Fbg5rajexbdu2/JtvvulYk2TVH1PWvzgqhZ04cSKjtEYwgmVZx/oXdV8nI9xuBbfqYZfJZIpvv/22o3Mvl3NMx3BTDpEkCRYXFwM9PT2GDS/d6l+MSnlq5FKYowlG1jqZfodHR0fnx8bGMk7GAGiudVLjNra8+OKLXYcOHbpq9rr1iC2Kb6OTMQCsxRaKogAhJBQKBUfXpFX/Vbex5erVq3QikTBsSLdescWNbtdKbEmlUsJdd901F4/HR2Kx2JCTcVodPxFrAkIoEI/HnwwEAtwHP/jBnNnrnS7vG+kRtLjRv3AcZ1jOUdPW1laempqyHZSN9AhanAZ+URRhZWUlmM1mTe2M3OhfOI4zvWNVCAaDRSf6F21bDCMGBweX5+fnHQV+dV8nI9z0rTt69GjXyMiIJXcGpwmfkY5SC03TjvUvtVot3EzrpCUej1cmJydtJ3xGWictTmNLoVAgWJaVKIryOrZErcYWpy1s7MSWgwcPzp04caLD7hgAYFgqVuMmtrz00kvd+/bts3StrEdscaPbtRpbjhw5MilJkpTNZn2tmA5+ItaEvr6+RxmGYR966KEJK6932v/FTI+gxYn+Ra8thhF33XXX0qVLl+J2xgAw1yOocaqte+WVV7IjIyNzVl/vZBJTzqNVuxxZ/2L7jlIuTVm2/tm6dWthfHzcVsA00zppcbKLjuM4xLIsYhjGksGvU/2L3WuFpmnbpTAr5Rw1O3fuXJibm0vaGQPAXEepxmlsmZ6ebt+5c+c181c2WI/YIpfCbJcn7caWzs7OysWLF20lfGY6Si1OYgvHcQRCSGIYxpIQd71iixPdrp3Y0t3dXd+6detCe3v7e4PB4EY749wO+ImYDgghKh6PP02SZOXjH/+47g4wPezqOYy2rjfDif7FajlHzebNm/OnTp2y/FnsTmAA9o8Xz/OQSCQQwzBN9QhaZP2LrTYT2kaOVrBr4WRF66QlFoutCIJga6I00zppUXon2dG/XL58OTk4OGhaKlZjV/9itVSsJhgMcnYtnKyWcxQQQrBhw4bSlStXLE/6stbJ8hgA9q8VjuNQIBAAhmEs+zG5iC22vCQpiqrZ6VvnJLZs2LDher1et5UkmWmdtDiJLWNjYx0HDx605eu7HrHFiW7Xbmw5cuTIBADAhg0bvmdnnNsBPxHToaen57PhcDj6wAMPTBKE9UNkt7eUkwQJwJ7+RWvTYZVMJlMIBAKWJzG7ExiAff1LLpeLWNE6aWFZdsVqKcxOqViNXf0Lx3Exu+c+GAxKS0tLqF6vW9LWWdU6abGjf+F5HniepyORiC0zZLv6F7UFkM1xLOtfZHsxyxOxQiQSydvZcSprnWwlFna1ddeuXUsAgG2j9fWILXb71jmJLSzLSpIkSRzHWQrgdkrFmnEsx5Z8Pk90dnbydm68AdYntgDY0+06iS2bNm2qdnR0LKfT6Q+zLNtp99/XyviJmAaEEJFKpf6U5/n6pz71KcvL+gpWe0uZbV03wo7+xW45R4GiKCAIol4qlUwnSzt6BC12eku99dZbsU2bNlkuHSjI+hdLAcZpEAOwvhVcnsAsl3PU7N27d+6VV16xpH+xo3VSY0f/Mjs7G+d53vYYANb1L0pybLVUrMaO/qVSqVjWOqmJRqPi7OwsZaXMbkfrpMWqtk6SJJiamgpv2bLF9nlZj9gCYL1vnZvYkkwml99++21LmynslIrV2IktxWIxHgwGHR2v9YgtdvoiOo0tX/va136FECJ6e3u/Zfsf2ML4iZiG7u7u3wiFQun7779/UvH/soNV/UulUrGlR9BiRf+isulwtEWtv79/6cyZM6aBTM8CyCqq3lKGkePixYvRWCzmaAwAa/oXOTkmnSTHANa3gruZwCiKApqmhVwuZxj8nZRz1FgthU1MTER27tzpNHG1pH9xc7wArOlf7GqdtOzbt2/2pZde6jJ7Xa1WY61qnbRYjS2vv/56Zvv27fNOxgBYLYV5GlvkvnWmpTA3sSWTydRzuRwtCILhSbWro9RiNbZMTk6Genp6HF2T6xFbrPatcxNb7rzzTi6ZTOaSyeRvIYRsaytbFT8RU4EQQvF4/DuCIPAPPvigrTq+Giv6F3nruu0yiIIV/Uszmw4bY0j1el0sl8tNJ31Fj+B0DIDVSd/wTmx6ejp255135pyOYUX/wnFcxOlqmGocQ99GJ1onLSMjI7OnT582XBVzUs5RY6UUNjY2ltq0aZNh3zAzzPQvVvo6mWFF/+JE66QmGAxKBEFI5XK5aUyt1+tBN8kxgHlsEUURqtVqIJ1OOx5HLoV5Glus9K3DEVtGR0evvvDCC4YJsl2tkxYrFk6nTp1K9/X1WdYbNxnH89hi5QbMbWw5cuTIOEmS5KZNm77u9D1aDT8RU9HR0fHr0Wi068Mf/vCUnh2IVcz0L1b7OlkYp1Kr1XRXFJxqnbQcOnRo9tixY03r+U51bmrMtHVjY2OJbdu25dyMAWCufxFFkbbSD8kIM/2LnbYYzUAIQV9fX2VmZkY3KDvVOmkxK4VxHMf29vY6XqUEMNe/uE2QFAiCqDfTvzjVOmk5cODAzNjYWNNrpVqthhiGcbzyAmAeW86ePZvas2ePrY0TTcbxPLaYlcJwxBaapsVwOCytrKzoznVyqdhxEqYQDAbLRrGlUCgwvb29rsZZr9hipNvFEVv27dtXjMfjhWQy+XmEEDZj+1sZPxFTkUgkvieKIv/II4+YNkA0w0j/wvN8wIkeQQvDMOVaraY7hlNxsxaEEKTT6erU1NSaydJOXyczjIJyMBgMptNpwzJusVgk/vOnPrWlWCw2/U4b6V/sbl03Qta/rJksFXsfp+UcNZFIZLlWq+neuTrVOmlRSmF6z7399tvRHTt2NLXNsUMz/YsbHaUWI1G129KnAkEQUnd3d21paWnNKo+ZBZAdmsUWURSBoig6FAq5WnUDWL/Y0qyFDc7YMjQ0NH/lyhVdZwojf0w7yLFFN3F98cUXs3v27LGtN9ZjPWKLkW4XV2z5nd/5nXGapumNGzf+gdv3agX8REwmk8kcjsfjdxw+fPhqOBx27bDcTP8i6xEcaUT0IElyzVZweQKz1RbDiIGBgYVSqbRm0sc1gQE0178UCgUmEAhUm+n1Ll68GOjOZA798dNP9/78F7/o+su/+AvD3TjN9C92t64b0Uz/gvN4JZNJYX5+fo3+xcnWdSOa6V94ng9Fo1HXExhAc/2LFQsgqyj6F20pzK3WSQvLsvlyuRzX/t6KBZBVmsWWfD4frlQqrld3FNYjtjQrheG8VkKhEI8QIiqVyg0XhVsdpRY9CydBECCRSKBwOOz6xhvAMLa4Xg1TaKbbxRlb3ve+9xVomi6l0+lHEUJYjMdvZfxETCadTv8lz/PC448/Po3rPQOBQEmrf7FqAWQVlmWL2uVqWeuEZXUHAIBhGImiKLFYLK5OYjj0CDrjrNG/nDt3LjUwMKCrQyoWi8ShkZF9hVKJ+umPftT/EwD42x/8oN9oVUyvFFapVEI4SsUKsv6FV0/6OLROWjZt2jQ/NjZ2g1YMRzlHjZ62rlgsMoVCgbfT2sXCOGv0L1YsgOwg3+nfsCrmVuukpbOzs3b58mVWfUMhCALlVuukRS+2nD59Orl79+4crjHWI7YoSbB60vcitkiSVJqbm7vBus2t1kmLXmxZXl52vNlAD4PYgi05BtBPkHHHlkceeWScpmm2v7//cVzveaviJ2IAkEgkdsVisd379u2bi8fjrssgCoFAoKq+MHHpEbRo9S9yOQdr4I9EIrmpqal25TEOPYIWWf+y+jny+XygVCqJD33mM6slR3UJ8o+ffrq3UCpREgD0AsCDALCP55HZqhhN01W1/oXnecaKTYcd5FLraiDDpXVSk0qleI7jKEFofGVxaZ20yNq61TLV8ePH0wcOHHAlPNai1b847etkhFb/gkvrpKWvr+/6yZMns8pj3MkLwNrYcuHChWgmk8E6BsD6xBbtpO9FbBkcHCxeunRp9TuMS0epRRtbfvWrX8UGBgawfo/XI7bIut3VFjZexJYPf/jDywBQicViv48Qcuyp2Qr4iRgAZLPZ50VRFI8cOTKJ+73V+hc3W9eNUOtfZK0T1gsfAKCzs7O+sLAQUCYvXHoELepJ/+TJk9mXX3yRVJccv/Pcc13/9ItfdP279753+Kc/+lF/EgB+AgA5AOAA4OuVCmm2KhYMBstKKaxarbJO+zoZod4KjlPrpGV0dHRG2RXmxBHACmr9y9TUVDiRSGA/XgA3tplw2tfJDHnSjwPgLX+p6erqqqysrATUZTzcyTHAjbFldnY2Njg4mMM9xnrEFrWFk5exZXBw8Pprr72WBsCnddKiji1TU1NRnCtuCusVW9QJnxexhSAIeOihhyZCoVBbX1/f53G+963GbZ+IhcPhLclk8uDQ0NB8NpvFeqcH8I7+RdYjYJ9YAG7cCu62LYYRIyMjMy+88EK3VxMYwKr+JTAxMcHGYrHq3/7gBxuVkuO1a9eonzz//MbNAHD2/PlYNwDEAOA/AcDdAPBjANgF1lbFFJuVer3uSXIM8M6dPk6tkxaKooR0Oi2urKyQij2RFyjauunp6cTw8DDW1TAFpc2EbAGERX+mRZngRVFEuEvFavbt23fthRde6JBLn55cK0psOX/+fGRoaCjnxRjrFVuUa8XL2JLNZrlarRas1+tYdZRalNhy6dKl2K5du1y1d2nGesQWWbdLyqViT2LL/fffv4AQqsZisW8ghG7bfMSRe3wrEY1Gp2ma7u3q6irSNO1JUAYAEhpJrydBDKBRZiEIIiBJEg8AXn0OqFargUAgICKEsCetKghBEOjFhQUYmpsL/m9Jgg8iBK+1tdXRygpdAoAINA5mEQD+EgAOA8B/AIBxAHgLAO4hSWlgx44VEx0TDY1jhf1uUoVS1vHseAmCQBAEQSOEagDg2QUtCEIAISTi1jtpsH2tXL58mQEAsNEeACGEaEmS6uDh8arX6wE5pnh6vGQRdc2rxGK9Ygusw7UiSRIhiiJNEETVq+MF0FjRRQjxXqxUqaBkX1gvv1+eXyv5fD6Qz+eZYrH4fyqVyr1ejPFu57bNQAEAGIbpTSaTvaFQSPAwCQMAaNxSeIj89o3tLh4SDAZFnuexfRZRFOHK1BRTLpfhzMmT0UqlAjzPSzOXL1O5ubnAt+SP8y1JAm5lhc5DI0q3AwACgL8CgD+ARmJWgkZStg0AYoKAJi5cCIuiuDqGKN54iuVz4uV5BwCQvD73svmw5+ceGof8XXe8OI4jOY6zY4MhwTpcKyRJgiiKno4hSZIoSRLh5VdsvWLLOiFB43vsKfJKoufXCnj8WeRzjsDDG5ZoNFpjGEaKRCIHvY6V71YseWS1Kn19fX+eTCbhhz/84YUtW7Zg6fOiR7FYTBAEUQ8EAlWvlvblbdNSvV5n29raPFkOlyQJSqVS8urVq3RfX988wzCuL84/eeaZnm8/++wdHMeRAgBcn5sL/sb99+f++kc/igyRpLRLFqJvg8byFQkALADMAsA9AFCFxqrY+wCgAAB/AgD/AwCuAgBwHPmBX/u1BYqipG8/++wdn3v44ak/ePrpqwCNvk61Wi0oiiLt1fECACgWi0kAkMLh8LJXMaZUKsWmpqYkiqKoLVu2YOntpUUQBPL111/P3HnnndW2tjZPxgBoHC+EkMCy7IrViWx0dPQuAIAXX3zxlJXXcxzXJvdjYrwqg0mShMrlcvzs2bOh/fv3u+5L2IyjR4/27N69O8cwjNexBer1OuN1bAEACIfDS15dK8ViMXH+/Hm0efPmSjwe96T8vby8HFxeXg5lMhlohdhC03RFEAQa5+5PNYIgkD/72c/6//7v/74nEAj8RwD4Zy/GeTdz266IhUKhTCKR+EQ2m13auHFj3sxbzSmKh10oFDK1WXFDvV5ngsFgBQBMfRudougRBEEoXb9+3dSH0IxisUgoGjCR48i/AoDi8nLwZz/9afonALAgCEgRb/0NNFa9NgBAJzRu0X4fAL4NjVWwJWiI9hEAHAMARcT/k+ef7//J889v1La2qFQqkVAoVDSzWXGDonWy6tvoBKUtxvbt2wszMzOWzK2d8PLLL3fu3r17zsxmxQ1KXycvjxdAo8QaCASqoigaWji5oVwuR1mWzTMMU56cnLRkpGyXXC5H0zTNt7W1rUds4QC8jy1yCxtD30anKD3j9u7du3Tq1CndBq84GB8fT/X09ORaJbYEAoGqmT2cGziOi953330TPM/zqVTqOa/GeTdz2yZi3d3d/5UgCPKrX/3quBVvNaeoe6/I/V+wr0LWarWg0n4hFArlvLowlb5O27dvL05MTLgO/N957rmu/YKAHoSGxqsGABsB4O5KhXgQAEagIcDnAOCbAJCHRsI1DQDvAYDXAWAfAPyb/PfK+yAAGJUf763XiY5qlVC3tpD7OtUBzG1W3KD0jLPi2+gU9db1HTt2LL788stpD8YgEEJiMBiUzGxW3KD0dTKzWXGD2l5MPvfYExh1X6fh4eHlqakpT67HN954o2NkZGQOoHVii5mFkxvUPePS6XRpfHwc+7kvlUo0x3FiIBCQWim2mNnDOUXpGceyrPTBD37wciQSGchms7+Ge5x3O7dlIoYQiicSic+kUqn8rl27ygAANE1X9GxW3KC16fDqwlTbdBAEsboVHCfavk533HHH0tjYWLvR3xihrIZ9vVIhARqJ1rcAYBEAnpVf80fQWPF6Hhpf1A3QKE9K8M5q2GMA8K/y3yvvEwAApUPgtyUJFgSBULe2WFxcjCl9nYxsVtwg94xb3Y1p5tvoFPXW9fb29nIwGKS1Wji3vP76612jo6OzymO5rId10pctgFZ3FRvZrLgcZzWxIEmSF0UR+6SvbXy5ZcuW3PHjxxNGf2OXqakpZsOGDVwrxhZt3zocaHvGDQ0NLc3MzGBPKo8fP95x+PDhOYDWii1G9nBuUDsCfOlLX7osCIKQSCR+gHucdzu3ZSLW39//dYqiyN/93d8dV36n7v+CC+1WbHX/F1xj6LXF8GK5WtvXqbu7u1QqlRxfmMpq2C758S5oCPD3yP+v/G43ADwDjdWwD0Fje+MBeGc17HsAcEjzN4ehkbwpj9WtLfbzPPE3f/3XCbWmQp70sR4veQJbDZbNLJzcoOeP2dXVVZidncV2pz8/P0/19PTU1H2dZJsVrIFfLk2tTsbNbFbcINuL3aALambh5BS5rxOp3i3X0dGxQtM01kmM5/loKpVa1eq1UmxRWtjgHEOvLca2bdsKb7/9NraEb2pqikkmk9VWjS00Ta+xcHKDcm0rsSUSiYgHDx6cSaVSW5PJ5H5c49wK3HaJGEIo3N7e/nmWZYujo6M3fNFw6l+a2XTgDmTVajWsbRqIe7la1iOsaUy4a9euxdOnT9u+09euhgE0yo/XAOAbmtd+Xf7vfgD4U2h8YZ8B/dUwhW8CwP+CRhkT5Pf8tjzGM5UK8bc/+EGHuuGrfI4kXJN+vV4P6nnY6Vk4uUHPHzObzRbn5+exJRaVSiUei8VuEOfr2ay4oZmHHe5rpV6vs1p7MT0LJzdUKpU1XfQJgoB4PM4tLCxgmcQEQUCFQoGIRqM3LH22UmzR8210SjN7sVgstgIA2K6VXC6XGBwcnFf/rpViSzAY5HBKePSaxD7++OOXRFEUs9nsd3GNcytw2yViGzdufJKiqOCjjz76K+1zOPUvHMfpNibEqX+RbTp0e8jgLFXIeoQ1F384HOZIkgzaLYVpV8MAGmL8A/DOypbCLvn3e+TXpAHgH6GxyqVdDVP/zSEA+Lzq8V1g3PBVNmvGMonpTWAAqxZOWEphzSyACIIAjuP4xcVF16u7giDAtWvXAu3t7Wu+Yzi/X8087ORJn8Ax6ctaJ90+Yzj1L4Ig6F6T3d3duenpaSzlyRMnTnRs2LBhTVPdVooter6NTmlmARQMBqVcLgf1et11mT2fz5ORSKROUWvf6haNLbqOABRFVer1+hrDebuodJQ3XNypVEoYGhq6lkgk9sdisSG349wq3FaJGEIomEwmnyAIonzvvffqblvHoX9RSirNbDpw6V/kco6uTYesf3EdYLR6BDXypF8vFouW75KarYZ9GxqaMD2eBYCfAsBZaPRb+QcAOAL6q2EKRqtiejZIuPQvWq2TlmAwWMShfzGyADp48ODCmTNnXO8Ke+ONN7Ld3d2Les/h0r9odZRacOlfarVaWNE6acGlfzGyAKIoCjiOE4vFoqvJUhAEKJVKVCqV0k2SWiW2AODR7ZpZAN19993XXnnllQ43YwAAzM7OtjezALpFY4uu9y7DMOVqtep6DCPHiaeeeuqiJElSV1fXbbMqdlslYn19fY8Gg8HQF7/4xYlmr8GhfzGz6cChf1HaYhj1j8Ghf9HqEbTs2bNn8eTJk5ZF+9957rmubLVKLgPA/5N/ngCAFACof6f+WZaf/1cAuA4Ng+8/lP9r9De9APAx1eM4AHxV/v9MpUJqV8VwlHbk0lTTfjuy/sXVHaWe1klLR0dH6a233nJcqpAkCVZWVgJdXV1NzdBxHC+zawWH/kVpi2H0GsXCyfEgsLrzr2kvr9HR0bmxsTFXk/7Ro0e7R0dHm/Yla6XYIls4uTonlUpljdZJDUVRQFGUkM/nHSeWkiShubm5QEdHR9MO9zi0Yu+W2KL2hHWCUipulhx3dnbWt27dOp9IJN4fDAb7nY5zK3HbNHRFCFE7d+58miCIysc+9jHdu3z5dav6Fyf2FOqt60avkyexaDgcdtRQkuO4aDgcNmwWSFFU3Y1uQNYjmNrGJBKJ8uTkZLi/v9/U4JavVAi2v7/0mxMTYUkuofDQ+CLer3qd0s5ZhHfuFpSTUQKAK9DYHan+Gz1mAeA35fcjSVL6n7FY7fVUqs4CQF3TjV1dCnPSIFHROpm9Tp70Q81WaMyQm/YaNlXdsmXL0vHjx7sBwJGx8dGjRzv37ds3Z/QaxX/OaPXXiGY6Si2K/kWrvbJKtVptMztegUCgUiwWk059R634YyKEIJlMVi5evMgODAzYHqdQKBDJZFI0cwFppdii+DY6NYAXBCFg1oj0wIEDs0ePHu255557rjgZ44UXXugaGRkxbNoru1+sR2wpeR1bWJYtFovFpNPGzhzHRfSkCGqeeOKJiYcffjizYcOG7wHAR5yMcytx2yRiPT09D4bD4chv//ZvnzfxHwSWZQulUsnRF62Z3kWLm0nfrJyjRtG/MAxj+8KsVqthK8dg586di7/85S97rSRiz3zzm9PwzW9OK49PnjyZ2rZt2wrLsrqB9o+eemrDP/z4xxvESuUG9YVy28dLEijZFMOyQldPj+4Ed8+v//rKM9/61ttm/z5F/xIKhWwb6XIcFwuHw6bHSzXp2z4ncjnHdAIjCAK6u7vLs7OzTGdnp1UPRgAAqFarKB6PA8uypp3aWZbNlcvlWDgcztkZAwCA47h4s3KOGoqi+Eql4ugOXNY6Weo4T1FUpVarBfU0S2bU6/WglS7q27dvXzhz5kwnNKrktlhcXEz09vY2vYlUUAvqb/XYwjBMqVgsJpwkYs10lFoQQrBhw4bKlStXAj09PbbG4TgOkSQJDMOYCmXXKbZUvY4tAAAEQdSb6SHNEEWRJknS8KZqYGCgtnHjxkWE0IdYlu3kOG7W6PW3OrdFIoYQInbu3PkNAKg98MADplZG6q3gdvzCzPQIWpxemPJGgJyV19I0Xa1Wq0kAsHVhmukRtChbwbdu3WqajCmIogjBYJBuloQBNBK3Z+TETbaNsT3pl8vlmFF5Qo1cCrO9G1CewAzLOWpomuZqtRqj3cVnRq1WC1m9QYjFYvnp6elMZ2en4cqWluvXr0czmUzOymvV+hc7k768cgxWV9IU/YueUNmISqUStTKBATT0L8ViMWk3EbMzgZEkCfF4vL60tEQnk0nLlkQ8z0OxWAz09/dbuiYVbV0rxBZZt2tY9m0yTtDq9yUejy/ncrkkACzYGeP8+fOZ/fv3W0oSWim2sCy74mSxQq8tRjN+7/d+b/wrX/nKSHd393MA8ICdcW41TDViCKFLcvlA7+dj6/BvdE13d/cnw+Fw+hOf+MQlkrR2HTjRv8h6BMuBz4n+Rdt7xQpO9C9megQt0Wi0ADa3gufz+XC9Xrc86cmfGdnRvyh9newk1AzDFO3qX8y0Tlpk/YutnXpWtE5q2traxIWFBYLnecvBXxRFmJubC3d2dlpesXFyrdg9Xk70L83aYhhBkmTNbgubWq3G2ilptrW1Lc/PzyftjHHx4sWk2SqCmlaKLQzDFO3aHlnROqlJJBLC0tISJQiC5S9LuVxGbW1tQFHUbRdblMUKuy1s9NpiNGNoaKgSj8dz6XT6foSQrevFSwxyorNO39OqWP8INCz+tD//4nTg9QIhhBKJxJ/V63X+oYcesry8qehf7GwFV2w67Pz77PZ/Udt0WMWuhZNsAWTrc7AsKxWLRajX65YvzNOnTyeHh4dtmeLKW8Etb6awokfQIveWslwKs6p10hnHVt86xQLIzhiHDh2aeemll7qsvn5qaipGUZStFQ67vaWa9XUyQ9G/WH29VZmAGpZli3Za2DTr62REe3u7MDc3R9u5oZiZmQlv377dlulyq8QWWbdra9LX6xlnRl9f38KJEycsb6bI5XJxsKnBbKXYIm9AsByLK5WKbs84I5588slxgiDIO+6440/s/N06oJcT3eP0zawmYgVJkuZ0fmxrKdabjo6Ofx+JRHo/+tGPTgUCAVuCYpZlc1Z3uhj1XjHCTv8XrU2HHeSt4JZWFJxMYAAAO3bsmH/11Vc7zV8JMD4+Hm1vb7c1sQDY7y0l6xFs6xjs2KzIWifbwmg7fevsaJ3UkCQJwWBQWF5etiRDmJ6ejg4PD+fsjmOnzUSzvk5mBAKBqtXeUnI5x/YEBvCO/sXKa6vVqiON1Ojo6NUXXnjBUoL8yiuvZIaGhtb0DTOjlWKLnd5ldkrFatrb2/lyuUwJgrU9WhcuXGjbsmWL7XPfKrHFbt86nud1e8YZsW/fvmI0Gi0kEomHEUKeGds7QC8nMtVvNsN1+wp5me7LCKGXEUJlhNDrCKG9bt8XF/F4/PuCIPBf/OIXDXe16GGn/wvP84539gSDQUvL1c2axFoco1yr1Uwvfrt6BM0YEkJILJVKpneuV69ejQ0NDdlaDVOwGpTt6BG0WLVZUemjHPVXsLoVvFKpRJ1+lv3798++9dZbGbPXHT9+PLl582ZH58RqKcyujlKLon8xe51e126rsCy7YuX7JWudbE9gAAA0TUsURUG5XDa80ERRBIQQnU6nHe3mbJXYYqdvndof0y4HDx6csZIgj42NpTdv3uxo4m2l2CLLEuJmr6tWq6xRzzgjvvzlL48HAgF606ZN/8XJ368nCKFehNC/IIQKCKElhNDfIYRMrz9cfcT+CBp9N0cAoALvWP3dVDKZzHsSicTAe9/73qvhcNiRE7IV/YusR3D0JQNoXJhmNivyBGZr84AWK/oXu3oELaOjozPHjh0zDGRnz56Nbt++3fEYiujVbNK3o0fQw4rNitvjxbJs0ax85ETrpAYhJHV2dtYXFxcNE2SEENPR0WF7lVJB7sFnGHTkRqG2V0QUrOhf5HYajtoEAFgvhVUqlTY7Wict+/btmz137lzW6DWXLl2KOk2OAVortliJxXa1TlpomhZSqZSkbvasR7FYZLq7ux0lewCtFVsAwLRvXb1et6WjVPO+972vwLJsKRaLfQUhhN14HDPPA0AdGmYwH4CGMYxpAmk1EXseIVTU/Kh7rvyDJEn/LEnSaQD4c/kfcdNJpVLflyRJ+MpXvjJt/mp9rOhfZJsO20vhasz0L7LWydFdi4KZ/sWpHkENQgh6enoqMzMzTYMyRVGs7PPmGJZlV4yCTKVSCTkpFasxs1mx2jPODDPfRo7jYk7KOWqCwWCuVCo1tdiZmZkJd3Z2Fs1auxhhxbfRiY5SZ5yqkc2KE62TFrNSqxOtkxaKosR4PC6trKzoHnRRFKFUKoUTiYTjCR+gtWKLWSnMidZJS0dHx9LS0lLThO/48ePte/bssbW7UksrxZZQKJQzSpBrtZqlnnFGPPzww+MMwzAbN2484uZ9MKKXE2UAYCMA5AHgkiRJYwBwHzTMYAyxGnWfgYZdn/rnsOp5daf6AgAQCCEshsBOicfjuxOJxM677rprLh6POyqDKBgFZad6BC1m+he5nOMq8AMYWzg51SNoSafTS5VKRffCrFarVLlcluzq9bSQJMkb6Xh4nmea2XTYgabpajP9i1Otkxa51Kp7vNyUc9R0dnbWp6ammGY3FAsLC9FsNusqIAMY26xY7etkhqx/0R3DjdZJjWrS142ROJIXAACCIAqFQkH33C8vL4eKxWLNTXIM0FqxxahDvVOtk5Z0Ol1dXFxk9Dx0RVEElmWpcDjsOua3Smwxk/DUarWwEx2lmg996EPLAFBJpVJPIoSweGq6RC8nWgSApwHgkwBwHSH0TwAwDACm/SutXuELkiSNa34mVc/raaOwuM07pbOz87uiKIpf+9rXJs1fbYyR/sXu1nUjmulfjDzs7NLMwsmtHkFNLBYTCoUCxfNrY/trr73WsXPnznm3YwA03wpud+u6EbL+Zc1qglutkxp13zrtc27LE2qGhoauvfbaa2s2UxSLxUChUBCttnYxwqjNhJE/pl2a6V9wHq9mpTCljOd2AgMAGBgY4CYmJtr0YsvZs2dTBw4ccCwAVtMqsQU1LJx0J303WictwWCwePHixTUryMViMSSKouskTB6jZWJLswTZbs+4ZhAEAZ/73OcmgsFgdOPGjV90+34Y0MuJBEmS/js03PWOQCO/+jsA+G9mb9aSXpPhcHhrIpE4NDQ0NJ/JZFzf6QGsBpkbSmGyHgHLxALQXP9i5mFnh2b6F5wXJQBANptdPHPmzA1bwfP5PE1RFE9RePoIN9sK7mTrusk4a/QvbrVOWvQmfbdaJy3JZLJerVbX7AobGxvLHj582LTRsVX0ektZsQCyg57+xWlbjGY0078YGRY7YfPmzQsnTpxIq3/31ltvRTKZjKsSm5pWii1614pbrZOW7du3r1y9enXNTd7JkydTd955Zw7LINA6sUW2cFoj4bHbM86IT37ykwuSJNVisdjXb3bFrRkIoW8AQI8kST+WJOk+APgcNFz2DLGaiEURQh06P++m7aSrdHV1fU+SJOnJJ59sau5tF71Jv1qt2u70bWGcilr/ImudsE1gAGtLrapyDpYJDACgs7Ozls/nafWFeerUqY4DBw7Y6vJuRjAYLKv1Lzj0CFr0SmE4tE5q9PQvOLROWg4ePDj76quvribIk5OTbDKZxHq89HpL4dBRapH1L6tZPa5yjhqt/gWH1klLZ2dnZWVl5YZS2NLSUnRwcNCRl18zWiW26LWwwaF10jI4OLj46quvtiuPJycn2+LxONbj1UqxRS6DruYEso4SS5IP0FgVe+CBBy6Gw+F4b2/vp3C9L2YGoaEf24UQ2goAnwCAMbM/spqIPQcN/2Ttzx85+7d6B8MwG9Lp9Ac2bdp0vbe3F9uXAOBG/YubretGMAxTVl+YcjkHa782rf7FiyAGADAyMjL7y1/+sgsAYGpqiunt7eVwTmAADZ2FenLBoUfQgyRJXtG/4NI6aZGX9+MA+LROWmia5lOplFStVhEAwPXr1xPbt293JTxuMk5FKYXJOkos5Xs12jYmuMo5arT6F1xaJy0jIyPXxsbG0gAAU1NToU2bNmH/frVSbFGfe1xaJy2ZTKZMkmRASZCnpqYSw8PDWErFaloltpAkyYuiuLpYId8YYSkVK3z605+eA4B6LBZ7FuE+4Xh4BACuAsD/BYAT0LCRNLVnMk3EJEnaKAcivZ8n5Od/onr9v8nPYcvo7dDT0/NdSZLQkSNHxnG/t1r/ItsZYb9gAN7Rv7hti2GEslytWADhnsAAABiG4WOxmMRxHOJ5PppOp7He4Ssok369Xg/g0CPooS5N49Q6qZH1L6ueml5M+AAAgUCgmM/nI9euXQt0dnZWcWjDtKj1L3JfJ+zfY0X/0vhfROLSB2lRXSu2LYCswjBMLRwOk6IoAsdxEdkyDDutElvUul0vr5W+vr78lStXImfPno1u3brVk3PSSrGFYZgVjuPa5FIx9uSYoij4yEc+cikajWa6u7s/jvXNLaLNeTTPzUuSdL8kSUlJksKSJH1EkiTTrg0tpRELhUKZdDr90fb29uWtW7d60vU/EAiUOY5r8+JLpqDoX7wo5ygo5RWO46I49Qha+vr6lmZnZxOlUomIRCLYyhNqZP0LW61WXfV1MkLRv3Ac12bXpsMOoVAoXyqVYji1TloGBgZKFy5ciObz+bhdA3U7UBRV5TiuzU1fJzNCoVAeIUQBAIFL66RFaWFTKpWwl3M0cEtLS5H5+XmCZVnsyR5Aa8UWhmEKHMdFcWqdtLS3t5eWl5fbaJpmU6mUJ59FiS3lcvmWjy1KCxsvZAIKn//852d4nueTyeSfefH+NwNLXeNvFViWPXHw4MFdoihyDMN48kUDANi/fz/12muvebrid8cddxClUkmanZ317ASRJAm7d+8mjx07hv2OVc327dvpc+fOeTJJKnR1dSGWZdHExIRn5x1gfc79rl27yPPnzwuViifzJAAAhMNhIpVKkdPT056el5GREerVV1/19HidOXOGrdVqcPfdd3uywgMAwLIsbNu2jTx58qTX10rwzTffrHpZdbnjjjuIYrEozc3NeR1bqGPHjnl67vfu3UueOHFCsGpL5IRkMkmGw2F0+fJlTz/LesSW3bt3k+fOnfM0tsTjcdTd3U28+eabnp2U69ev04IgBE6ePHmPJElHvRpnvWipRCwQCPxjZ2fnvQzDXJObsNIAAARBVACAVOrXBEFUAQCJohiQH9cAADSPJVEUg/LjOgAIoigyAAAIobq8JVj9mJcfI4QQjxDiJUkKSJKk6BfqqsciQqgmSRItSRKpekxJkkQBgEQQREV+vPoZ/M/kfyb/M639TPPz8ykAELPZ7PVW+UyteJ78z+R/Joyfib98+TJXqVQ+ILnweHy30FKJmI+Pj4+Pj4/PrURLacR8fHx8fHx8fG4l/ETMx8fHx8fHx+cm4SdiPj4+Pj4+Pj43CT8R8/Hx8fHx8fG5SfiJmI+Pj4+Pj4/PTcJPxHx8fHx8fHx8bhJ+Iubj4+Pj4+Pjc5PwEzEfHx8fHx8fn5uEn4j5+Pj4+Pj4+Nwk/ETMx8fHx8fHx+cm4SdiPj4+Pj4+Pj43if8PzLdr7BytlpMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First, define the plot, e.g., here, we specify we want the grid, and labels\n", "fig, tax = pt.plot_px_classification(figsize=(10, 5), fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True)\n", "\n", "## Now feed in your data we calculated at the start in terms of ternary axes!\n", "\n", "tax.scatter(\n", " tern_points,\n", " edgecolor=\"k\",\n", " marker=\"^\",\n", " facecolor=\"red\",\n", " label='Label1',\n", " s=90\n", ")\n", " " ] }, { "cell_type": "markdown", "id": "0c13651f-f5a6-4537-bbe7-ac57bd057cd9", "metadata": {}, "source": [ "## Or, we can try to segment for different samples, First, lets find how many unique samples we have" ] }, { "cell_type": "code", "execution_count": 7, "id": "86dd94c8-d1a9-4e23-b855-b9a9c4ba3101", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['LL5', 'LL3', 'LL1', 'LL9', 'LL11', 'LL12', 'LL8', 'LL10', 'LL6',\n", " 'LL2'], dtype=object)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Px_Comps['Sample_ID_Cpx'].unique()" ] }, { "cell_type": "markdown", "id": "517e8100-121f-46e0-8aee-2ed617d26983", "metadata": {}, "source": [ "## Now lets segment out for each sample ID\n", "- This might seem a bit confusing, because tern_points is a numpy array so has lost its sample ID. However, its the same length as Px_Comps, so we can say find the rows of tern_points where the equivalent row of Px_Comps has this sample ID\n", "- Because we are indexing a numpy array, we dont need .loc, we just use brackets.\n", "- note you could do this in a foorloop, but this example just walks through all steps, and lets you control colors etc. more easily." ] }, { "cell_type": "code", "execution_count": 8, "id": "1b579285-7046-4385-a56b-78464aaddee6", "metadata": {}, "outputs": [], "source": [ "Px_Comps_LL5=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL5\"]\n", "Px_Comps_LL3=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL3\"]\n", "Px_Comps_LL1=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL1\"]\n", "Px_Comps_LL9=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL9\"]\n", "Px_Comps_LL11=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL11\"]\n", "Px_Comps_LL12=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL12\"]\n", "Px_Comps_LL8=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL8\"]\n", "Px_Comps_LL10=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL8\"]\n", "Px_Comps_LL6=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL6\"]\n", "Px_Comps_LL2=tern_points[Px_Comps['Sample_ID_Cpx']==\"LL2\"]\n" ] }, { "cell_type": "markdown", "id": "208be661-07f0-45f2-ac68-a0bf7f02b2de", "metadata": {}, "source": [ "## Plot 1\n", "- Lets just plot the pyroxenes from sample LL2, which was dacitic in composition vs. basaltic-andesitic material in the other sampels" ] }, { "cell_type": "code", "execution_count": 9, "id": "b473332a-fe6b-43ee-831f-b90ba2e844fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First, define the plot, e.g., here, we specify we want the grid, and labels\n", "fig, tax = pt.plot_px_classification(figsize=(10, 5), fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True)\n", "\n", "## Now feed in your data we calculated at the start in terms of ternary axes!\n", "\n", "tax.scatter(\n", " Px_Comps_LL2,\n", " edgecolor=\"k\",\n", " marker=\"d\",\n", " facecolor=\"grey\",\n", " label='Label1',\n", " s=90\n", ")\n", " " ] }, { "cell_type": "markdown", "id": "92161b79-e334-43fe-bf0a-445734129787", "metadata": {}, "source": [ "## Plot 2\n", "- Lets add LL10, LL9, LL12, LL11, LL6, and LL3 which were all erupted at similar times (Termed Early Phase 1) as a single symbol type. To do this, first we combine these different numpy arrays (called Early Samples)\n", "- We also want to add LL5, erupted on May 16th as a different color, along with LL1. \n", "- This shows that regardless of the fissure, pyroxene compositions are very similar, consistent with derivation from a single magma body" ] }, { "cell_type": "code", "execution_count": 11, "id": "ebcae6c1-f8fc-4ba7-98c7-aabb2e88224b", "metadata": {}, "outputs": [], "source": [ "Early_Samples=np.concatenate((Px_Comps_LL10, Px_Comps_LL9, \n", " Px_Comps_LL12, Px_Comps_LL11, \n", " Px_Comps_LL6, Px_Comps_LL3), axis=0)" ] }, { "cell_type": "code", "execution_count": 12, "id": "b0815f2a-47d0-4cae-bbf6-601ddd8acdba", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First, define the plot, e.g., here, we specify we want the grid, and labels\n", "fig, tax = pt.plot_px_classification(figsize=(7, 4), fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True, labels=True)\n", "\n", "## Adding the dacitic sample as grey diamonds\n", "\n", "\n", " \n", "\n", " \n", "tax.scatter(\n", " Early_Samples,\n", " edgecolor=\"k\",\n", " marker=\"s\",\n", " facecolor=\"green\",\n", " label='May 4-7',\n", " s=80\n", ")\n", "\n", "\n", "tax.scatter(\n", " Px_Comps_LL2,\n", " edgecolor=\"k\",\n", " marker=\"d\",\n", " facecolor=\"grey\",\n", " label='May 14',\n", " s=90, zorder=100\n", ")\n", "\n", "tax.scatter(\n", " Px_Comps_LL1,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " facecolor=\"cyan\",\n", " label='May 15',\n", " s=70\n", ")\n", "\n", "tax.scatter(\n", " Px_Comps_LL5,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " facecolor=\"blue\",\n", " label='May 16',\n", " s=70\n", ")\n", "\n", "\n", "\n", "\n", "tax.legend(loc='upper right', facecolor='white', framealpha=1)\n", "\n", "fig.savefig('Px_Classification_Kil.png', dpi=300)" ] }, { "cell_type": "code", "execution_count": null, "id": "f77161f7-9fd6-437a-a3a9-7350fa50b920", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }