{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Grouping data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A single pandas DataFrame can often be decomposed into smaller subsets of data that need to be visualized. One of the key advantages of fivecentplots is its incredibly easy syntax to isolate data sets based on other columns in a DataFrame. The following grouping options are available:\n", "\n", "* ``filter``: simple string which a more convenient syntax than standard ``numpy`` filtering used to select only DataFrame rows which meet certain criteria\n", "\n", "* ``legend``: color lines and markers according to unique values in a DataFrame column\n", "\n", "* ``groups``:\n", " * for xy plots: separates unique subsets of data so that plot lines are not continuously looped back to the origin (useful for replicates of similar data)\n", " * for boxplots: groups boxes by unique values in one or more DataFrame columns\n", "\n", "* ``row``: makes a grid of subplots with each unique value of a single DataFrame column grouped in rows in a single column; group labels are on the right side of each plot\n", "\n", "* ``col``: makes a grid of subplots with each unique value of a single DataFrame column grouped in columns in a single row; group labels are on the top of each plot\n", "\n", "* ``wrap``: \n", " * Option 1: similar to row and column grouping, makes a grid of subplots for each unique value of one or more the DataFrame column names; group labels and values are on top of each plot\n", " * Option 2: wrap by `x` or `y` to create a uniqe subplots for each column name listed\n", "\n", "* ``figure``: makes a unique figure for each unique value of a DataFrame column\n", "\n", ".. note:: We can achieve an extra grouping dimension using the kwarg ``filter`` followed by a string matching DataFrame column names with values (``filter='Column1==5 & Column2>3'``)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fivecentplots as fcp\n", "import pandas as pd\n", "from pathlib import Path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some dummy data for examples:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df1 = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data.csv')\n", "df2 = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_box.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme (skipping here and using default):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## filter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the following set of fake current vs voltage data, which comes from multiple samples at multiple conditions:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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5z7jooouwa9cuzopE1M8k6EPxy5tGIzpCBaPZji3Z5fj6h1JU1TdBo5bjZ1ePwJihUYGuJpFb0PRMAeCqq67CVVddFehqENEFkJYUjufunoz9BQbknW6AUwgMiddi+qgYqFV8DI76lqAKUyIaWOQyCVNGRGPKiOhAV4WoU0FzmZeIiKivYpgSERH5iWFKRETkJ4YpERGRnximREREfmKYEhER+YlhSkRE5CeGKRERkZ8YpkRERH5imBIREfmJYUpEROQnhikREZGfGKZERER+YpgSERH5iWFKRETkJ4YpERGRnximREREfmKYEhER+YlhSkRE5CeGKRERkZ8YpkRERH5imBIREfmJYUpEROQnhikREZGfGKZERER+YpgSERH5iWFKRETkJ4YpERGRnximREREfmKYEhER+YlhSkRE5CeGKRERkZ8YpkRERH4KyjA9dOgQVCoVfve73wW6KkRERMEXpna7HbfffjtsNlugq0JERASgm2F63333YfXq1cjNze3p+pzTM888g6NHj17w4xIREXVE0Z1Cr776KiRJAgCEhYVh0qRJmDp1qvtPampqT9bR7fDhw3jqqafwm9/8Br/5zW965RhERETnq1th2kIIAaPRiB07dmDHjh3u7Xq9HlOmTPEI2ISEBL8qarfbcccdd2DRokVYvnw5w5SIiPoMv8L05ZdfRnZ2Nvbu3YucnBw4HA4AQE1NDTZu3IiNGze6X5uUlOQRrlOmTEFUVFSXj/Xcc8+hoKAA69atg91u96faREREPcqvML3nnnsgk7luu1qtVuzfvx979+51/8nLy4PT6QQAlJSUoLS0FJ9++ikAQJKkLofi0aNH8fvf/x6vvPIKBg0ahKKiIn+qTURE1KO6FaZlZWXYvXu3O0gBICQkBBdddBEuuugi9zaTyeTuubb8KSwshBCiy8dyOBy4/fbbcckll+Cuu+7qTnWJiIh6VbfCND4+HlddddU5XxcWFobZs2dj9uzZ7m01NTWIjY3t8rFeeOEFHDp0CN999x2qq6sBALW1tQAAs9mM6upq6PV6j2D3RafTQafTdbjf6XR2GvIt76/X67tc94GA7eIb28U3totvbBffertdJEnqNDsUiq5H5AV/zvR87pMCwPr169Hc3Ixp06YhNjYWsbGxmDRpEgBX0MbGxuL06dO9UFMiIqKu8eueaVedOnUKOTk5WLx4MeRyOd544w3s3r27S2X//Oc/u3uiLSoqKrB8+XKsWLECK1eu9HukMABYLBaYzeYO97d8MzIYDH4fqz9hu/jGdvGN7eIb28W33m4XjUYDrVbbI+/VY2HqdDpRUFCA3Nxc5ObmIicnB7m5ucjLy4PZbPYYcHTnnXfizjvv7NL7Tp482WtbywCktLQ0LFy4sEvvU1tby1HARETkZjabO+1EGY3GLr9Xt8L00KFDHoGZk5OD48ePe03xdz4DjYiIiIJVt8J0woQJ7hmQgI5DU5IkzJ8/HyNHjsTIkSO7V0MiIqI+zu8ZkBITE5GRkeHxx2Aw4J577gEAbNq0qUcq2lZqaip7vURE1Gf4FaaSJGHMmDH461//6tHz3L59u98VIyIiChbdejRm9erVSE5OhhACW7Zswfjx4/HQQw+d181aIiKi/qJbYbp8+XLk5+fjySefhFarhc1mw4svvojhw4fj7bff5iVYIiIaULo9aUNISAh+85vfID8/H7fffjskSUJFRQV+/OMfY/ny5T1ZRyIioj7N7xmQEhIS8Oabb2Lv3r2YN28ehBAoKytz73/33Xf9PQQREVGf1mPTCU6YMAFbtmzBunXrMGzYMPf222+/HVOmTMG2bdt66lBERER9SrfCNDs72712aXvLli3DkSNH8H//93/Q6XQQQiA7O7vLMxUREREFm26FacvC3h0NNFIoFLj//vtx/Phx/PznP4dSqeSgJCIi6re6fZnXbDafMyCjoqLw4osv4siRI1i2bFl3D0VERNSn+TVpww033ICpU6diypQp7t6qL8OGDcN///tffw5FRETUZ3U7TIUQWLduHdatW+feNnToUHewTp06FZMnT0ZYWJhHOYfDgeTkZMyYMcOjLBERUbDqVpi++OKL2LNnD/bs2YOCggL35d4TJ07g5MmT+PjjjwG4phscNmyYO2CnTJmCcePGobKyEp9//nnPfQoiIqIA6laY/vznP3f/3NDQgL1797rDdc+ePThz5gwAV+81Ly8P+fn5eP/99wEAMlmPPY1DREHGbLXD6XRCCOGx8hRRsPN7cfCIiAjMnz8f8+fPd2+rrKxEVlaWO1z37t2L6upqAOjwkRoi6p+EENh5pAqb95bhVEUjACAmUo25E+OxaHIiVEp5gGtI5D+/w9SXuLg4LF26FEuXLnVvKyoqcodrVlYWsrOze+PQRNSHCCHw5leF+O5wpcf26vomrN12GgcKavHQTaMRomKgUnDrlTD1JTU1FampqbjhhhsAdLygOBH1H98eqsR3hyshk4CrLhmMq+eOhEopx8bvC/DRN6dwvMSItdtOYfmlaYGuKpFfAnYDk/dLiPo3IQQ273PN033NrBQsu3gwosLV0IQoMHt8PFZd6Zp29LvDlbA02QNZVSK/cTQQEfWKRqsdZyrNAIC5E+O99o9Ni0J0hApNNidOlJkudPWIehTDlIh6hcPZeitH7WOQkSRJUJ+9V+pw8LYPBbduhemaNWtQUFDQ03Uhon4kXKNEVJgSALA3r8Zrf0m1GaXVFkgSMChWc6GrR9SjujUAacWKFZAkCZGRke7ZjqZNm4apU6ciKSmpp+tIREFIJkmYMz4en+4sxr+3nIQuTIWLdDpIkoSyGgte+zQfADA+XQd9hDrAtSXyj1/TCdbV1WHLli3YsmWLe3tCQoI7WFv+GxkZ2SOVJaLgcvn0ZBw4XotTFY147t9HkbSpCGqVHCdLGwAAERolblkwNMC1JPJft8L017/+tXvWI4PB4LGvrKwMn332GT777DP3toyMDEybNg3vvvuuf7UloqASopLjkVvG4IOtRfj+aBVKq12TNkgAxqXrcOvCoYjThXT6HtX1VhQUGyGEQEq8FoNitReg5kTnp1th+oc//MH984kTJzxmO8rOzobZbPZ4fUFBAY4fP84wJRqANCEK3HlFBm6cNwSVDa6BSTqNEzGRnYdofWMzVm84gf35BrQdnjR8UARWXp6G5BjeZ6W+w+9JG9LS0pCWloabb74ZAOB0OnH06FF3wGZlZeHIkSOcRpBogAsLVSIlWQ8AXle02jNZbHh2zRGUG6wAgLTEMCgVMhwvMSK/uAHPvHcEv14xFonRob1eb6Ku6PEZkGQyGcaOHYuxY8fixz/+MQDAarXiwIEDPX0oIuqnvtpdgnKDFfoIFe6/bhRS4l2Xdg0NTXj1v3k4UWbCh1uL8IsbRgW4pkQuF+Q505CQEMyYMeNCHIqIgpzDKfDtIddcvrctTHMHKQDoI9S46+zMSYcKa1HT0BSQOhK1x0kbiKhPaWhshslihyQBEzJ0XvsT9KFIigmFAFBWY7nwFSTygWFKRH2KQu76tSSEa0rC9pxOgUaLa7tSzjm+qW9gmBJRnxIWqnBf2t1ydqL8tvbm1aC+0QZtiAKpiWEXunpEPjFMiahPkSQJl01NBAB8trMYH24tQrnBgpqGJnz9Qwn+9dVxAMCcCfE+5/wlCoQLtp4pEVFXXTQmFifLTNi8rxzrs0qxPqvUY//YtChcM2twgGpH5I1hSkR9jiRJuHXhUIxMicTmfWXIP9MAIYDB8VrMn5iAi8fGuu+tEvUFQRWmW7duxRNPPIGDBw8iIiICN9xwA5566imEhfG+CVF/I0kSJo+IxuQR0RBCQMA1eT5RXxQ0X+22bt2KRYsWobm5Gc8++yxWrFiB1157DZdffjmcTmegq0dEvUiSJAYp9WlB0zN9+OGHkZKSgu3btyM01DWFWEpKCu69915s2LABixcvDnANiag3mK12FJWb4BTA4FgNIsNUga4SkZegCFOr1YrY2Fhcd9117iAFgDlz5gAADh06xDAl6mcsTXZ8vO0Udh6pQrPNdfVJJgGThkfj5gWpiOYaqNSHBEWYhoSEYP369V7bW+b7TUlJucA1IhqYKmot+Ca7HLmnGuAQAkPitJg7MR7DBkX06HGszQ48/++jKCp3LdkWE6mGUiFDWY0Fe/NqUFhqxK9XjGWgUp8RFGHa3qlTp/DNN9/goYceQmZmJq655ppAV4mo3/vuUCXeXl8Ih7N1QbSSKjN2Ha3CgkkJuG3RUEg9dF9zfVYpisobERaqwN1XDcfoIZGQJAmnKxrx2mf5KK2x4MOtRfjZ1SN65HhE/gq6MDUYDEhNTQUAaDQavPzyywgJ6XxdRCLyT/6ZBrz51XEIAKOHRJ6dMEGGvXk12Hm4CluyyxETqcbl05P9PpbTKbD9QDkA4NaFQzEmNcq9LyVei58uG47fvnUQ2fkG1JuaeQ+V+oSgGc3bQpIkfPDBB1i9ejVGjx6NhQsX4pNPPgl0tYj6ta92l0AAmDE6Br+8eTSmjYrB+Aw9frxkGG5dOBSAqzdpd/g/sr6+0YY6kw0SgKkjo732p8RrkaAPgcMpUFxt9vt4RD0h6HqmOp0ON910EwDg+uuvR2ZmJh544AFcd9115yyn03mvQNHC6XRCCNHhfpnM9b1Dr9d3o9b9F9vFt/7ULk02Bw6fqAUArLgiE9HRns91XzM/Cp9/X4L6xmZUNkjITO/4M3elXWQq17JqAkBYeCQ0IUqP/UII2M9mdlRkRL9o4/50vvSk3m4XSZLcx/BFoeh6RAZdz7St0NBQLF26FGfOnEF1dXWgq0PUL1mb7Gi5TZoYo/Xar1TIEK93jbJvtNr8Pl6kVoVBca7A3pR1xmv//vwqVNdZEaKSIz050u/jEfWEoOiZHjt2DJdffjkeeeQR/OxnP/PYZzQaIUkS1Gr/RvVZLBaYzR1fMmr5ZmQwGPw6Tn/DdvGtP7WL3eFEiEoGa7MT3x8owuhUzwAzWWw4WdoAAFDLbJ1+5q62y7wJcXh3owmrv86FqbERc8bHQ6mQYc+xary/uQgAcHFmLKxmI6z94EpvfzpfelJvt4tGo4FW6/0FsTuCIkwzMjJQX1+Pf/zjH/jJT34Clco14ODUqVNYu3Yt5syZg/Dw8E7fo7a2Fna799qIRNQ5hVyGi8bE4pv9FfhwaxEevmU0wkJdl17tDifWbD4Ju0MgJV6LwXGaHjnm3AnxyDtTj6zcGnz0zSl89M0pj/1pSWG4fu6QHjkWDVxms7nTTpTRaOzyewVFmCoUCrz88stYsWIF5syZg+XLl6OmpgavvPIKZDIZXn755UBXkahfu2JGMvYcq8HpykY88o9sTBkRDbVSjv0FNahpaIYkATfMHdJjj8bIZBJ+euVwjEypwOZ9ZSittgAAdOEqzJ0Qj8umJXH5NepTgiJMAWD58uVQqVR47rnn8OCDD0Kr1WLBggV4+umnMXz48EBXj6hfi4kMwaO3jsGr/81HucGCbw9VuveFhSpw++XpyBwa1aPHlMkkzJuYgLkT4mGy2OEUAuEaJefopT4paMIUAG688UbceOONga4G0YA0KFaLp++agKMn63DsdAMcDidS4sMwZYQeql7sJUqShHCN8twvJAqgoApTIgosmSRhbJoOY9M6fsyMaCAK6kdjiIiI+gKGKRERkZ8YpkRERH5imBIREfmJYUpEROQnhikREZGfGKZERER+YpgSERH5iWFKRETkJ4YpERGRnximREREfmKYEhER+YkT3RNRn3WyzIQt+8qQd6YBTiEwJD4M8ybGI3NoVI+tnUrUEximRNQnff1DCT765pTHNkODAfsLDJg1Lg63L07n2qbUZzBMiajPOXDc4A7SqSOjMWdCPFQKGbJyq7EluxzfHqpEgj4UV8xIDnBNiVwYpkTU56z/oRQAsGBSApZfmubePmxQBBKjNXh34wls2luKS6cmQiHn0A8KPJ6FRNSnmK125J1pAAAsuci75zl7fBzCQhWoM9lwssx0oatH5BPDlIj6FGuzAwAgk4CoMJXXfoVchsiz21teSxRoDFMi6lPCNUqEqGRwCiD3VIPXfkNDE8qqzQCAOF3Iha4ekU8MUyLqU5QKGS4aEwsAeH/LSdSZmt37rM0OvL2+EE4BjBgcgXhdaKCqSeSBA5CIqM9ZctEg7Ms3oKTKjEf+kY3x6TqoFDIcLKxFo9UOhVzCDfOGBLqaRG4MUyK6IGrqm3D4VAkcToForcDgOG2Hr42OUOOxWzPxz8/zUVTeiL15Ne59sZFq3LkkA+lJ4Rei2kRdwjAlol7V0NiMdzeewL58A4Ro3T5sUDhWXpaGQbG+QzUxOhRP/GgcjpcYkX+mAU4BDInXInNoFGQyTtZAfQvDlIh6TaPVjmffP4qyGgsAYNjgKKiVcuQWGVBQbMQz7x3Br1aMRXKMxmd5SZIwbFAEhg2KuJDVJjpvDFMi6jVf/1CCshoLdOEq3H/dSEwcnQIAKDxVhlf/m4fCUhM+2FKEh24aHeCaEvmHo3mJqFc4nQI7DlYAAG5dMBRDEsLc+3Thatx15TBIAI6crEN1nTVAtSTqGQxTIuoVRrMNRrMdADBhmM5rf7wuFMmxrsu7JWcvA3fE7nDCZnf2fCWJeggv8xJRr1AoWr+rN1rtiNR6zmbkFAKNVlfYKn3MryuEwA+51di8rxyFJUYAQFJ0KOZNTMDcifGck5f6FJ6NRNQrtCEKDE10XdrdvK/ca392vgG1xmaEquVITwrz2CeEwDvrT+C1zwrcQQoApTUWrNl8Ev/3US57qtSnMEyJqNcsmpIIAPhyVzE+2HISxZUmVNdZsP6HErzxRQEAYM74eKhVco9y3x2uxPaz91u1Ia37QlQyKOQSck7V4z87Tl+gT0F0brzMS0S9ZsboGBSVm7BxTxk2nP3T1pihUbh2dorHNiEENmaVuv/eaG2dzN7a3Nob3XagHFdfMtgriIkCgT1TIuo1kiThutkpmDoyGvI2Ey1IcE3a8OPFaVAqPH8NGS12FFd7DkgKC1UgKkzpsc3a7MTJci7BRn0De6ZE1GtsdideWnsMOafqAQAatRwKhQwNjTYUFBvx7Ps5+NXyTPeSagBgb3MvVKmQsGrpcEwarockAQXFRvxtXR7qG20AXGufEvUFQdUz3bBhA2bNmgWNRoOwsDAsXLgQu3fvDnS1iKgDm/eVIedUPUJUMvx02TC897vLsPqJS/HorWMQE6lGZZ0VH2wt8ijTZsZBzBwTiykjoyGTSZAkCcMHR+Cm+a0T3JssDFPqG4ImTLdv347Fixejrq4OTz/9NH7729+isLAQc+bMQVZWVqCrR0TtCCHwzX7XKN4b56VixuhYyOUySJKEkSmRuOeq4QCAPcdq0NDYusyayWxz/7y/wIATpa2jeSvrrFif1Xrf1WRpfS1RIAXNZd5f/OIXGDx4MH744QdoNK4HvVeuXIlRo0bh17/+NTZt2hTgGhJRW0aLHVV1TQBcPcz20pLCkaAPQbnBilMVjRib5rrUG6FtvTfaYLbjD6sPIyZSDblcQqXB6tFzjY3i4uDUNwRFz7S2thYHDx7EjTfe6A5SAIiPj8ecOXOwa9euANaOaGCpb2zG3rwa/JBb7Z7A/lycovPtktQ6OCkqTAVtiOf3/Or6JlS0C1KZBIxJjTqPmhP1nqDomUZERCAvLw9arfdSTdXV1VAoguJjEAW1RqsdazadRFZuNRxt0nFkSgRWXJqGpHYrv4SHKhCvC0FFrRU7j1Ri4eREj/0FxQ2orLVCIZcwJL7137YkSVg4JQGfflfs8XqZ5BnK49J10ITw3z71DUHRM5XL5Rg2bBiSkpI8th86dAg7d+7EzJkzA1QzooHB0mTHc2uO4PujVXA4BQbFapCeFAZJAo6dbsAf3zuCshqzRxlJkjB/UgIA4ONvTmHHwQrY7A44nQIHC2vx90/zAQDTRsUgXOP52Ivd7t2Vbd+7FaKD7i5RAATt1zqTyYSVK1cCAB577LEA14aof9uwpwxnqsyI0Cpx37UjkZEcDgCorrfi7+vycaLMhH9vKcKDN3oupTZ/UgJyiupxsLAWb31diDWbT0Ihl7kfaUmKDsXN81M9yjidAt8ergTgmvQh70wDao2uAUoatRwTh+ux83AVDp+oQ52pGVFhnnP+EgVCUIap2WzGsmXLcPDgQTz++OOYM2dOoKtE1G85hcD2A65RubcsSHUHKQDERIZg1bJhePy1/Th8og5VdVaPQUEKuQz/c+0IrM8qxdbsctQam9FscyJULcclY+Ow7OJBCAv17JXWN9rQ0GiDJAE/XpIBmSShuqEJTqdAdIQaSoUMhSUmlBssKKkyM0ypTwi6MK2rq8PSpUuxc+dO3HnnnXj66ae7VE6n00Gn814GqoXT6ez0spFM5roirtfrz6/C/Rzbxbf+1C4Njc2oM7keQVk4PQMqpef0fXo9kJpUiJOlDWiwyjHCx2deuSQGt12eico6K+wOJ+J0oVArfU8DKFe5RgALAWjCIhEWqkRMTOt+p1PA5nD9W42KiugXbdyfzpee1NvtIkmS+xi+nM94nKAK08rKSlx22WU4cOAAVq1ahX/84x8eowCJqOvMVjuOF9fB7nBiSEI4oiNDfb5OIW/9N9ZotXmFqRACjWef91QoOv7FJJfLkBzrWh3G6ex4xZcIrQop8eE4XWHEV7tOQh8RiqMnauAUAmlJkYgKV6Om3opQtQIZg6K6+nFpAHA4BQ7kV6HgTB1kMgmjU/UYk6a/IDkRNGFqNBrdQfrAAw/gL3/5S4++v8Vigdls7nB/yzcjg8HQo8cNdmwX3/pyuzQ1O7B2+2l8d7jCPXG8JAETMvS4eUEq4nw8uzk0MQwny0z4z5ZjuKbdxPQHC2tRWWuBWilDXLjo9DN3tV3mT4zD2+uNWLMh32P7tuwS98+zxsbC0tgAS2PnnzcY9OXzJZDOp13yzzTgjS8KUFXf5LF9UKwGdy8b7l6Ivi2NRuPzKZHuCJowvffee3HgwAHcf//93QrS2tpa2O2ceowGNpvdiT9/lIOCYtesQvoIFUJUcpRWW7C/wIDCEiN+vWIs4nSegbpoSiL++XkBPt9VDLtTYN4E17Jpe45VY+1211Jos8bFIVTdM79ShiZpvR6FaS+9zb1bGthOlpnw5w9z0Gx3QhuiwIQMHexOgQMFBhRXmfHs+0fwxI/GeU3yYTabO+1EGY3GDve1FxRhmpubi3fffRdRUVGYMGEC3nvvPa/XLF++PAA1Iwoum/eVoaDYCI1ajlXLhmNcWhQkSUJJtRmvfZaPM5VmrNl8Ag/c4Dkqd8boGBSWGLEluxxf7S7BV7tLPPaPGByB6+cOQU/56vtSOAWQGB0Kp1OgotYKAIjQKhATEYITZSZ8sasYU0dG81YPYe32U2i2OzFmaBT+55oRCDm7LF+D2Ya/fJiDUxWN+HxXMe68IqPX6hAUYbp9+3YArsFHd9xxh8/XMEyJOucxV+78VIxPbx2QlxyjwT1XjcCvXt+Pw4V1qK6zIqbNt3hJknDboqEYkRKBTXvL3D3bBH0o5k2Mx7yJCV5LqXVXk82BvXk1AACVQoZTFa3XcRsa7dCo7VDIJZypMqO4yozBcT1zmY6CU3W9FTlF9ZAA3H5ZmjtIASBCo8Rti4bij+8dwe6caty2aGiHA9/8FRRhevfdd+Puu+8OdDWIgpqlyeGeK3fayGiv/YnRoUiJ1+J0RSNOV5o9whRwBerUkTGYOjIGdocTTqfwGozUExotdvcMS6cqGiGXSRidGgmVQoYjJ+tQbrCipS9aZ2pmmA5w1WfP6Xh9iNc5CwAZyeFQKWRotjtR32hDXNQADlMi8p+szeLcrmc9PfcLIdBscw1Ikp+jk6mQy4De+Z3kMUVgTKQKj96S6f4l2Wi14+VPjiHvTAMAeM2cRANPiNp1ItY32mCzO72ukDQ02tB8do3cEGXvTfoXFNMJEpH/QlRypCa4enHbD1Z47c8/04BygwUKuYS0pMAN7lHIJbQ8+hcVpoY+ojX1tSEKJMe0PsITqu6lRKegkRKnRXSECpYmB7Zml3vtb7m/n5Ecjght703wwZ4p0QCyYHIi/vXlcXz63RnIZBLmTUyAWinDvjwD3t98EgAwY3RsQHt8DY02tDyGerzEiCffOYRZ4+KgUsjwQ241corq3a+tqmtCvM7387E0MMhkEi6bloz3N5/Eh1uLUG6wYProGDgcAjsOVSAr13X/ffH0pHO8k38YpkQDyMWZscg73YDvDlfik+2n8cnZx1papMRpccuC1MBU7ix1mwEkSoUMpysasWbTSfc2SXINTGqyOaHqoUFPFNwWTk5AucGCrdnl2HagAtsOeF55uX5OCiYN9x4n0JMYpkQDiCRJuOOKdAwbFI7Ne12T1wNApFaJORPicfm05IBfOtWGKJCeHI7CEiMuGRsLtVKOIyfrXDMgJYYhIToUa7edRoRGiaGJYQGtK/UNkiRh+aKhmDw8Gt/sL8fJMhNkEjB8cATmT05AWmLv37ZgmBINMDJJwuzx8Zg1Lg6NVjscDoFwjdJjgFKgXT4tCa/+Nw/f7PfsYZRWty5GvmByzz2OQ8FPklyjvkenRgbk+AxTogFKkiSvFVv6ihGDI6AJkcNsdfjcL5dJmDSMk8JT38GvdUTU53y1uwRmqwMRGiVGp0YiLFQBbYgCwwaFI14XAodT4OPtpwJdTSI39kyJqE+xO5z49pBrcfA7FqdjQrseaLnBgsf/6Zqpqaa+CdGRal9vQ3RBsWdKRH2K0WxDo9UOSQLGpXuvQZygD0VSTCgEgDKDxfsNiAKAYUpEF4zN7kSTzfd90BYtg4qEcM141J7TKdBocW3nozHUV/AyLxH1KiEEso7VYPPeMhwvcU2QnxgdirkTfE+QHxaqRGqCFkXljdi8t8xr/dQ9eTWob7RBG6Jwz+hEFGgMUyLqNUIIvLvxhNcjLmU1Fvx7SxH2FxjwwA2jvCbMv3Rqknv9VKvNgTnj490zIH22sxgAMHdifK9MtE/UHQxTIuo1u45U4Zv9FZAkYMmMZFw1dwRCVAps2FWAT3acxrHTDfhk+2ncsnCoR7kZo2NQVGbCxr1l2LjH9aet8ek6XH3J4Av5UYg6xTAlol6zaa8rBJddPBiXT0tCVZ0FDofA1FEx0Eeo8ddPjmHHoUpcPSvFY+YlSZJw84JUjBwSic37ypB3ugFOITAkXot5ExNw8dg4yPvQJBNEDFMi6hWNVrt7Ye96UzMeeGUvrM2uwUdymYTJI/SIClOizmTDyTIjRqdGeZSXJAkTh+kxNi0KZTVmOJ2ukbxt5+4l6isYpkTUK+wOp/vnlonH9RFqqJRylNeYkZVb4+5d2h3Cq7zN7sTnO89gc3Y5LE2uEFbIJczMjMUNc4f02dmbaGDiuHIi6hXhoUqozy7GrJRLGDYoHHaHE40WG4YmhiFCo4TD6QrR5BiNR1mb3Yk/vncYn39f4g5SwBW6Ow5W4jf/OgCj2XbhPgzROTBMiah3SK5J9QHA5hAoKDaiodEGo9mGk2UmNLQJQ7nc8/7nf3acRlG56xKxRi3HpVMSsfSiZOjCXYs715lseO2z/Av0QYjOjZd5iahXmMw2WJo9J2hI0GugVslxqtzosf1MZSOiwlxB6RQC3+wvBwDE60Lw5B3j3fdJr5mVghfX5uLwiTocLaqH0dyMcI3qAnwaos6xZ0pEvaLtkm5xUWrIZRLKDWZ3kCbqQ9z7nc7We6Y19U1osrnut95xRbrHgCOZTMJPlmS4/56db+i1+hOdD/ZMiei81DQ0If9MA5xOgZR4LQbH+Z6FqO2TK9NHx2LBpASU1ws4nAJ6rUB1fRP+/GEOANfUgS1apgoEgNQE78W/wzVKyGUSHE4Bk8V7ukGiQGCYElGXGM02rN5wAvvyazzCLz05HD+6LM0rVJvtrS/6+ocShIUqsGzOSKiUMmzefRxrNp1075faJG+srrXHujGrFFde7Dk5Q05RvXvgEqcTpL6CYUpE52S22vHs+0dQWu1apWVoYhjUShkKio0oLDHimTVH8KvlmRgU2xpu4RolQlUyWJqdsDsE/r2lCB9sLYJMktxh2CK+TYBqQxRI1IeizGDBup1noI9QY/roGMhlEo4W1ePV/+YBAEJUMoxq92wqUaAwTInonNZnlaK02oKoMBXuv36k+/JrrbEZf1uXh+MlRvx7SxEevnmMu4xcJmHWuHhs3FuG8FAF5HIZ6kzNcAiBULUcWrUc1Q3NGDE4Agn6UI/jrbhsKJ7/dw6cTuCNL4/jjS+Pe9Xpmlkp7tHCRIHGMCUagI4W1WHz3jLknnJdMh0cp8XcCfGYmRkLhdxzXKJTCGw/6Jp04ZYFqR73MXXhKqy6chge/Uc2corqUVlrRVybXuYVFyUj61g16kyez4RamhywNDkglwE3zU/1qt+oIVGYPyEWWw9U+ax/akIoLp2a1N2PT9TjOJqXaID577en8acPcnDgeC2abK5LsCfLTHjr60K8uPYYbHanx+sbLXY0NLrCcOIwPZxCoKa+CZV1VtgdTsRGhWBwvOvybmm12fNgAh6TLrTndHrOlNQip8jQYZACQFG5Be9vKuzqRybqdeyZEg0g2fmG1iXMzq4nGqKSY29eDT7deQZHT9Zh7fZTuGVB6youbXuqX/1Qgl1HqlBZawUAhIUqcMnYWPdsRO3XJn3z6+Pux1yGxGuhUirgFACEAydKTRAA/vFpPv587xSPci98cOycn2XTvgrcuij9vNuAqDewZ0o0gGzcUwoAWDQlET+6PB0p8VrE6UJwxYxk/PTKYQCAHQcrPHqToWo50pJcl3bXfXsGlbVWyCTXPLkmix3rs8pQa2xGiEqGtKRwdzm7w4kjJ+oAAGqlDKcqGlFQXI/CknoUlpqgVLrudxqMzThT2eguV2+ydPnzfPwNe6fUNzBMiQaIJpsDeWcaAACXTkn02j9xmB7REWpYm504XtLgsW9QbOvcuSMGR+CJH43DM6sm4pKxse7t+nC1xzJqVXVWtAzabbI5EaqWY9G0wVh6cSr0ESo021pH9B4srHX//K8v8rzqplLIoFF7/7r66ocKr21EgcDLvEQDRNuVWcK13iuuSJKECK0SNQ1NaLa13scUQuB4cWu45p1pwO/ePuRVvqLWAqPZhnCN673bjrNNig7B48vHIiU5HgBw1cwEvP55AbKO1Xi9Nv+0533X+CgVKuqa0WwHwkLlMFk6vgdLFCjsmRINEKFqOSLPhujB47Ve+w0NTThVbgIAJMW0PqpiaXKgtMZ1j/Sny4ZhdGqke+m0wXEarLh0KOJ1ajicwMkyk7ucLkLd5tgKjyXTFHIZEtocIzG6zdSC7VZjq6hrdv/MIKW+ij1TogFCJkmYPT4en+8qxgdbi5AYHeqetchotuGNL4/DKYBhg8KRGN16WdfZZrqjCRl6zBgdCyEEhGidf3frftflVtHmtW3vuxaWmvDU6oMYHB8FSQIqa004erLevV8ua/1enxSjwKkqThNIwSVow3TVqlXIz8/Htm3bAl0VoqBx+bQk7M2rQVmNBU+8eRDDBoUjRCXHsdMNsNmdUCtluHXhUI8y2hAFYqPUqKprwu6cKsydkABJktAyX8KZykaUVJkhk4CU+NZnUEPaTFAPAIWljSgsbYQvoerWX0W3LhqGZ97P7dLnSUsIPfeLKChZmuzIO1ULSQLC1Q6olfJzFwqgoAzTf/3rX3j99dcxZ86cQFeFKKhoQhR47NYxeHv9CRwoMKCguHUptJQ4LX60OM1rcnlJkjBvYgI++uYUPvrmFMJClJg0XA+ZTMKJMiNe/9w1O9Gk4Xr3eqOAK0xHDI5wD3rqiDZEgfTk1lHACkXX7z4127lAeH9jstiwdvtpfH+0yn3vPlQtx6xxcbhmVorXl7S+IqjC1OFw4Omnn8bvfve7QFeFKGhFaFX4+XUjUVVnxbHTrhmQUuK0GJoYBqmD6fkWTk7EweO1yDvTgFfX5SFCo4RSIUNNQxMA10xINy8Y6lWu/S8+SXKFc9sl11RKmfseLAC88snRLn+W4mpeDu5PTBYb/vjeEZTVuB6P0oWr4XQK1Dc2Y+OeMhwvNuKRW8Z4LMvXVwRNmFqtVkyfPh2HDh3CypUrsWXLlkBXiSioxUaFIDYq5NwvhGsyhgdvHIV1353B9gMVaDg7SYNcJmHqyGjcMHcI9G0GHAGu50yPFtV5bBPC874q4Jrft6TKjOSzj9/U+r4STAPA2m2nUVZjgS5chbuWDsPMCakQAti2pxD/+uo4TpSZ8OXuElw7OyXQVfUSVGHa0NCADz/8EDfeeCNSU1MDXSWiAUWllOPGeam46pLBOFNphsPhRFKMxv0oTHtGs839OM6Si5JgswscL2mEwymQHBOCjKRwrN54AgBwpqrRHabthSgB69mruQq55PGID/UfZqsd3x91TSG5aukwjBwS6b43P2GYHssvTcM/Ps3H9gMVWHbxIK85pAMtaMI0IiICBQUFUCiCpspE/ZJaKUdGm3ucHXG0Cb1Jw/QoNzTBCQWcToEEnRITh+vw7iZXb7XtRPixYUBV6xM2sNoAfZgCmlAliqu6PjsSBZeSajOa7U5EhakwIiXCa//k4Xoo5BIazDbUNDQhXte3Bp8FTTLJZDLIZH3rmwgRdUylbP33+uyao7C161F+uLXIvch4gr71cvP/XDcGv33H876pwWSHweR9f3TEoK5dpqa+r2U5PacQEPCcyAOAx4L0Hd3bDySmExH1inCNEmEhru/rNoeAQi5hRmY85k1KhiZE7l4gXIJrsfEWKYmRXT7GY8sn9WidKXAGxWoQopKjodGGw2fndG5rd04V7A4BXbgKMe3uz/cFQdMz9ZdOp4NOp+twv9Pp9BoY0VZLr1iv1/d43YIZ28U3totLnF4DU6nr0Ri7Q2D3Ee+5dEPUcqQOivfobVw3LxWffFPU6XsPidf0m/bl+eKycOpgfLGzCG9+VYi7r8nETJ2rp7r/RCPe31wEAFhy8VDExET3yPEkSer0iuf53FYcMGFKRD3HZnfCKQRUClmHl9yabQ6crjB6bJOdHVDicHrOlHSytAFpya090pWLM1FTZ8G2/b4nsh8UHYK/PjS/Bz4J9SW3XTYSx07V4nhxPZ5/Lxsq5UEIIdxr7I4fFoOrZ6cFuJa+MUzPslgsMJvNHe5v+cZoMBguVJWCAtvFt/7YLkII7M2rwaa9Ze7JHhL0oZg7IR7zJyV4rWVaZ2p2j7y9YkYSth+oRKPVDgjXozbTR8WgqMyI4moLTpVUISrUc97dH12WjhvnpuDFj3OQX+x6XiYuUolHbxsHfYS6X7VtfzxfuuuhG0fiy++Lsf1gBYxm131yXbgK8yYm4PJpSTA21J/jHbpOo9FAq9X2yHsNmDCtra2F3c4HvIm6QwiBNZtOYkt2ucf2coMFH2wtQna+AQ/eNMpjyrdQtRwyyTVx/cwxcbjq4sEobwBsdgfiIyQoFTI88MpeAPCYBL+tULUSjy8f33sfjPqcEJUc180ZgqsuGQw7QiDJJCiE1WNij55iNps77UQZjcYO97U3YMKUiDwZGpqQX9wAh0NgcJwWKfEdf0PfnVONLdnlkAAsnpGMeRPjoVbKsedYDdZuP4X84gas3XYKty1qvQSnVsoxIUOP7AID/rYuD0azDUaL6wutSilDUnQoLE0OxEaqMTQprIMj00ClkMsQp3edFwZDU4Brc24MU6IBxmSxYfWGE9iXV+Ox3Fl6UhhWXpbuM1Q37S0DACydmYzhgyPxzf4KOJ0CKfFa/GRJBl7+Tx6+PVSJa2eneExav3hGErILDCit8Xw+tNnmRFG569LtoqmJ7sciiIJV0IZpUVFRoKtAFHQsTXY89/5RFFe5Lm2lJmgRopKjoNiIwlITnllzBL9anulemq2lTMs6pVm5Nfh8V4nHe2pD5IjQKNFgtqGw1ITMoVHuffsLzn0PcF9eDRZNSeqBT0cUOEEbpkR0/jbsKUNxlRmRWiV+ft1IxOlC4HAIOJwCr31WgPziBry/+SQevTXTXabtyNuKWitC1XJMGRENtVKG7AIDDA3NAFyDh+wOp/u1QghszXaNxk3Qh+KiMTE4WW6B3SGQFK1CVa0V+4/XIu+MESazDWEdTEtIFAwYpkQDhFMIbD/gCrfxGTq8/XUhzpztoUZqlZg6KhoFJQ04droB5QYLEvSu6do0IQqoFDI0252IjlDjt7ePc8/He9P8VLz63zwcOF4LAEiKbp3irdbYBGuzK2R/vCQDGcnhiIqKgt0JmBrqYG2242d/yYIA8H1OFXunFNQYpkQDhKXJgTpTMwBgx8FKj331jTZs3lvuDs2SKrM7TJ1OAefZCU0szQ6UGyzuMK0zNaPW2Ox+H2tza8/UZG0dPf/Xj4/CaG3dBwBtB2earRxpT8GNYUo0QCjapJcE4No5KZg3MQFqpQz78g1Ys/GEe7Rt22dGzU0O9/OiZqsdf3zvCJJjNQhRynCizAQh4H4EpqahyT2Aqe1E5O2DFIDH4Ke0JO+JzYmCCefmJRog1Co51Gcnn09PDsfSiwZBG6KAQu6aQOGyaa2XWdtOPB+ilLknHZ+YoYNcJqGkyozCUleQjkyJcC8CHqpufc607TOn55I5tOvz8RL1ReyZEg0Q1mYHmmyuHuLxEiPWbDqJeRPjEap2PS/6xfeto3TLaiyIO9uzVCnlGJeuw8HCWqjVcvzpZ5NwvMQEp9P1fOrRojocO92ASK2yS0uz+ZJTVIMxQ2P8/5BEAcIwJRognE7PhRw27yvD5n1lHtvUShmabE442l2VXTw9CYcKa7H7aDUaGm2YOyEeISo5vtpdgp2HXfdfL5+W5LFg8zvrc7tctz99mI+3HmOYUvBimBINEKFqOWKj1Kiqa8KCyQkoN1hx7FQ9HE6BwbEaTByux2c7iyEBSInTeJQdkRKJO65Ix5tfFSKnqB45RZ7zo86fFO9xmRgAvjtQ29sfiajPYJgSDRCSJGHexAR89M0pfH+kCquuHIYHbxgJQEJZjQWvfZYPABibHoWYKO9Ft4+dbujwvY+daoDD6VqztIVMAtDxqoZE/QrDlGgAWTg5EfsLDCgoNuLFtcegj1AhRCVHabVrur8IjRK3LfRe4mrjnlLsOlIFANCEyHHJ2Dho1ArsOlqFylorSmssePk/x/DADaPdZaaPCsW3OZ7TCE4bFYtBsVr8Z0dR731IogBgmBINIEqFDA/dOBprt5/Gd4crzs5eBEgSMDFDj5sWpCLOR6/0i++LAQAxkWo899NJkJ19zOaqSwbjlf8cw758Aw4X1sHaZEfI2bl5d7cLUgDIyq1CVm5Vb308ooBhmBINMCqlDCMGR6CozITjpa4lpqIj1Bg+OAK6MJXX601mm3tdyeWLhmLPsWr8kFsNp1NgxOBIrLwsDdn5BggAOw5V4dKpiQAA2wX7RESBxzAlGkCEEPj3liL3KjAtquub8MHWIuzLr8GDN452PzcKAA3m1lj8x2f5HrMcHSyswyc7TkMmAxxOwGRunQ1JLQFNvGdKAwQnbSAaQLKO1WDT3jJIAIbEaxGnUyM2Uo0h8VqolTIUFBvx0TdFHmViItXun1uCVBMiR6TWNaWgwyncj9IMarPazJN3tU6Wfy5tJksiCkrsmRINIC09UgHgVEVj64761sWXdx6uwvVzhkAT4vr1oFLKoVRIsNld3cyb5w/B4DgtHE4BIYAX1+bi7NS9mDJC736feH3Xpwj8y/0zu/mJqK9ranagzGCBBCAxOhSq85gZK5gwTIkGiKZmBwpLjO6/j02LwtwJCQhRybEvvwZbs8sBAM12JwpKjBifrjv7d4c7SAHgg62nOjzG4RP1GJ+hc//9hnlJ+Pib0k7rFRPGhcH7I7PVjv9+exrfHa5yrx6kDVFg1rg4XHXJYI9bCf0Bw5RogGi7LunUkdG456rhkCRXkI1OjURKnBZvry8E4AreFjX1zeiqwlKjR5heMT0VZqsDX35f4fP18ZFKPHvP1PP6HNT3ma12PLPmiHsR+rBQBYQAGq12rM8qRX5xAx6+eUy/ClSGKdEA0XZChSHxWneQthiR0npZttneOshIo/YcWqFRy91LssllEhqtrcHbdqL7FtfPScf1c9Lxry+O4fscA5xOYGiiBo8tHwulvP/8MqVWn+w4jeIqM6LClLjzigxkDo2CEMCB4wa8+VUhTpSa8OXuElw3OyXQVe0xDFOiAaJtQG7IKsWwQREYPtgVoDX1TXj9iwL3/rY9hgit5+My5iYHOjJicMf3SX+8dCQeXum6p2owGM6v8hQ0rM0O7Drimq/5zisyMDbNdaVCkoBJw6Nhdwj8/dN8bD9QjqsuHuQxn3MwY5gSDRAatQKhKhkszU4YLa7LcMkxoQhRK3Ci1OgeRAQAsW1G8NYamzzeR5KAUSkRCFUrcOhErcf91NxT9UhL6t7KMdQ/lNaYYW12IkKjRObQKK/9k0dEQ6WUwWi2o7q+yb0IfbBjmBINEDKZhEvGxWPT3jKEquVotjlRUt06S1G4Rgmj2YaUOK17gW8AHmEJAEIAOad8z9Nrs3svAk4Dk1MICADth5cJIfrlnM0MU6IgZrLY8N2hSuS0Wf1lzoQEJEb7/ra/eHoy9hyrRp3JBqVCQnpSOJQKGU5XNsJotkEmATfOH+JxPzUq3HtWpI6cz2upf0qO0SBULYfJYsfhwlqMz9B77N9zrAbNdicitUqPZ5iDHcOUKEgdPlGLv63Ldz92AAA5RfXYsKcMy2YOwtWzBnsNMtKFq/DorZn4+7p8nK5sRH5x66MyEVol7rg8HWNSozzKtCwo3hURGmX3Pgz1G2qlHLPGxmHj3jL866vjWHlZOiYN08MpBPbm1eDdjScAAHMnxPeb+6UAw5QoKJ2pbMTL/8mDze5EcqwGs8fFIVQtx748Aw4W1uKzXcWI0CqxYHKiV9kEfSh+d8c4FBQbkVNUB4dTICVei4nD9D5/uYWex+ML5/Na6r+unpWC/OIGFJU34tX/5iFEJYNTAM1nv5iNGByBK2YkB7iWPYthStRHCCHQaLXD4RAI1yjdK7P4sv6HUtjsToxJjcQvbhjlDsFZ4+Lx5ffFWLv9NL74vgRzOvj2L0kShg9uHc3bmWZbx6N32yupMWNUu54tDTyhajkeuSUTX3xfjB0HK2CyuBZKiNAqMXdCPJbMSO53MyExTIkCTAiBnUeqsGlPGU5Xuqb4i9AoMXt8HBZPT3ZP69fC4RTYk1cDALhmdopXWF46NQnrs0pRZ2pG/hkjRqdG+lW/+saur/9SXeu97BoNTKFqOW6YOwRXXzIYVXVWSBIQGxXSry7tttU/PxVRkBBCYPWGE/jXl8fdQSrBtVLLF9+X4I/vHYbJ4hlmzTaHe9Ts4FgNLE0O5BTV4/CJWhgamqBUyJAUrQEANFr9XwjtxJmyc7/orA17fc90RAOXUiFDUowGidGafhukAHumRAGVlVuDbQcqIEnA1ZcMxvxJrrly9xcY8P7mkyiptmDNppP46bLh7jJqpRwhKhmszU788/MCHC2qdw9CkiRg7NAodzBHav0fXfvWBs+AjAwBkhMi4XAIKGV2HDll9vsYRMGu/35NIAoCm/e5en1LLhqEZRcPRlioEgq5DFNHxuB/rh0JwPUoQb2pdX5cmUzCtFExAIB9+QZYmx3QR6iQFBMKIYBDJ+pgbXZAF65CxqCOJ1A4UWrEum9P4+NtRdifb/CYu7et9mN5G5pcc68CwLFiXtYlAtgzJQoYu8OJ42dXcRk9JBJrNp1E7qk62B0CybEazJ0Qj0GxGhRXmVFQYsSUEdHusuGhrY+gaEMUmDE6Bhq1At8frXJPxKANUUAmeQ9iqqi14M8f5qCqru3MRqUIVcvx4yUZmDw82qtMW0IAReWNnb6GaKBhmBIFiLNNT/CFfx/1mBSmotaK7HwDwkIVXq8VZ5/XA1yDPBqtdny1u3WZM7lMgsMpUFxlRmWtFXG6EPe+OlMTfvOvA16zGgGApcmBV/6Th19cP9LjQfuRScCxzldRowFCnJ1zsv3zy8QwJQoYlVKO6Ag1ahqaIOBaBm3+xARoQhTIPru+aMsjBW2n92uyOVFRa3W9h0IGS7uJ5yUJiIlQobqhGacrGz3C9PUvCnwGaVuvfZ6Pvz0ww/33R1fOxB3P7urSZ7rv2tQuvY6Ch1MI7MmtwZbsMpwoNQEAMpLDsWByAqaMiGawnsUwJepB1XVWfHOgAnlnjsLucCJep8LcCQkYmRLh85eOJkSOmgZAJgF1pmb8/dM8CAFEhikRqlag0WqHTAJ0Ya0Dido+furrsRW7Q6C6ofnsa1tf7HQK5BT5nlO3LUuTE8dO12Nkyvk/UjNpeNJ5l6G+y+kUeP2LAuzOqfbYnnemAXlnGnDJ2DjccUW6z9sJAw3DlKiH7DlWjX9+XgC7o7Xnd6rcNWL34sxY3HlFhsdEDE6nQMnZxZOdAihtM+l8rbE1JJ0COHa63n3pVaWUQ6OWu5dCk0mu1/iSntTaozW0W/2lMzsPV3iE6VuPnbt3+pf7Jnb5/Sk4bNxTit051ZDLJCyZkYyLMmMBAN8drsTXu0vw3eFKDEnQYqGPmbYGmqAazXvy5Elce+210Ov10Ov1WLlyJaqqqgJdLSIUlZvw2meuINWEyN29R41aDkkCdh6pwqc7z3iUsdmdHYZge5Y28+86hWj3947LFVe1BnSjuevPnLYt1+Ktx2YiooPVsv7+4BTotP1jKS1ycTgFNp0dbX7rwlRcMzsFCfpQJOhDcf2cIbhxXioAYNPeMvdi8QNZ0PRMa2pqMG/ePDQ3N+PRRx+F3W7HCy+8gEOHDiErKwsqFVeroJ7ldAqUGSyw252IjQrxmomorQ1Zpe5HS8zW1qBru5D2pr1luGJ6MtRn569VKWWQJKArv4e06tZjm8y2LpUBgJxTdRhzdk1Jx3n8wmtq9j2F4Ev3z+zye1BwK6sxw9DQDLVShlnj4r32z5kQj7XbT6Gy1oqqOividQP7y1TQhOlf/vIXFBcX4/Dhwxg1ahQAYPr06Vi0aBHeeecd3HXXXQGuIfVFdocTe47VuJZ9sjmQmhiGBZMSoetkqTCnU2DDnlJ8/UMJjGbXACCZTMK0kdG4Ye4Q6CM8l40SonV6v85YmhzIPVWPCcP07rq1zbdIrRKLJicgNESB3UerUFBicu87XdWIsem6s3Xp+gWlpubWp0SdPrqwP792GCK0IXjq3cMe28sM1i4fg4LHsVP12JJdjsJS1yNZ6UnhWDApASOHeN8fbz47y1aoWg6lwvucUytlUCvlsDvs7gnsB7KgCdMPPvgAc+fOdQcpACxcuBAjRozABx980Kth2v5eUXoY8L//c+5v6O3LTQkH7r33/MtNDgP+p58cTwiBO5/73mNbugz430c6L3fsVB2e+3eO1/Y3HrkI8g4mhC8qN+GZ9464fykAwNGienz5fQkunZqIWxYM9SrjFAIvrs3F4RN1ntudArtzqnHguAF/uHMCYqJaR8jaHQIOR9d6fTVt7lta243CrW+0Ye2OM+2LAABKq1pnGZKkrvcw7Y7Wz/70e0e99v/1PwVdfq8WNQ1NyD/TAOfZ1WYGx2nPXcgP1fVWFBQbIYTreINie/d4VXVWHC9xHW9IQhiSYzS9eryichN25tQDEIiPlCM9KeycI2QLihuwNbvc/ZxyWpLrS2JHCxcIIfDRN6ewPsvzGae9eTXYm1eDy6cl4cZ5nuvYxkWFQC6TUGeyoajchNSEsHZ1MKLRaodKIUNMZAgGuqAI09raWpw4cQLXX3+9175Jkybhq6++6pXjdjTgotDk2vfWY74DoKNye43dK7evnx+v0Nm9cgDwk+e/x98enIZQleepXNNgxZNvH+qw3MY9ZZAk4Ob5noG6ZW+pV5C2ZW124vkPjuL5uye7t3WyuIuXemPrTEYKedcLth21azuPXkCouudW5jCabVi94QT25dd49KjTk8Pxo8vSejxU6xubsXrDCezPN3g8gzt8UARWXp7W4yFXa2zG6g2FOHi81uN4I1MisPKy9A4XXO+ushoL3viywP24SYuUeC1+fEWGx+NQLYQQ+M+3Z/DFrmKP7dX1TcjKrcHi6Um4Ye4QrzD+9lClO0hnj4/DxZlxAICdRyqx46BrX2J0KGaPb72cGxaqxNSR0didU403vzyOn1830v0lsrLWinfWFwIApo+O6dHzLFgFxQCkkpISAEBysvf6d4mJiaivr0d9fX2PHvOpV879XJ2vX/K/6MLzeL7K3d/Ncl15/q+/l/vZX7K8tv3yb9nnLLchq8yj5wYA7285dc5yVXVNKKtp7Sk6nF0Pt1MVrTMHOc7jylhcVOul5TBN178D17YJb3+YrXY8+/4R7M1zBenQxDCMTImAXCahsMSIZ9YcQXFVz82KZLLY8OyaI8g+G6RpiWEYMdh1vPziBjzz3hGU1fTcVIYNZhueWXMYB84GaXqS63gyCTh2ugF/fO8wKmt77tJ3dZ0Vz645ghOlJijkEqaOisf0MfFQKmQ4XdGI594/4nGOtfj+aLU7SGdmxuLhm8fgkVvG4JKxrnD8+odSfHuo0qOMEMIdpNfMGow7Fme4l9+7Y3EGrpk1GIDrvr9od1/9utkpiNAqcabKjEdfy8Zz7x/Bs2uO4LF/ZqO0xoKoMBWuvmRwj7VLMAuKMDUaXZcyNBrvb6Khoa5vi42NPTu9WaHnl0UsSgE+fX6p1+va/7JvH+lTwuGzx9W+XPun/yaHda1cex0d71wh39HxzvWl4tIhvtvl6Vc7L/fWYzN9Hu/PL3Wv3BPn+Hwdlbvrhd3un32NSOyo3K9eP+D+uclHT3H+5EG48hLvy8iH2vR6taHeoZgYHYr0pDCvtUy/OdD6C/LN93/wKteRH3Jb7+V21PPvivVZpSitdv3y/O3t4/DEj8bh0Vsz8cI9k5GRHA5LkwP/3lLU7fdv76vdJSg3WKGPUOHJO8bjNz8ah8duy8Tzd09CWmIYGq12fLi15473+c5iVNU1ITZSjad+PAH/u9J1vOfunoSUeC1MFjs++qbnjrfuuzNoMNswOE6D5++ehP+9Yyp+9aOp+NM9k5CeFAZzkwNrt5/2KCOEwNc/uDoWV84chLuWDsPo1EiMGhKJHy9pDcX17UKxotaKshoLFHIJi6Z4P8KyaEoiFHIJpTUW92QgLWKiQvD4bZkYmRJx9hEt1/OlQrgmGfnV8kyvMQQDVVCEaVemsOrNWTjeemwm/ud/lrp/Pp9yLfcQz7dcyz3LnjpeZ/32zo7X/kuF9/F8t8txY+flfP0MAEc66Wx0Vq7tnUZnu55iZ+XasjR7PjrS1XK+LvNu3VeMz7872WEZAHjuxe+9tpXVWFBYavI5WKjF9yXe2yTp/C4bn0vbz+sUAtsPulaOuWVBqse9M124CquuHAYJQE5RfY/03hxO4e5d3bYwzeNypz5CjbuuHAYAOFRYi5qGrj872xGb3YmdR1zHW3FZGpJjW7+0x0SG4CdLMgAA+wsMHgsOdJelyYEfcl2TIPzosnTowlvDKEKrwh2LXcc7UGBAQ2Pr8arrm1BcZYZcJuHyad6TYyyakgilQoayGgvKDa3/kFpWFNKGKBCq9v4CF6pWQHN2u69R3An6UDx6ayae+skE3HlFOu68Ih1/vGsiHr55DGKjeK+0RVDcMw0Lc/3jtVi8f9O2bIuI8H3jvYVOp4NOp+twv9Pp9LrE0UKv17tHUOr1enz6/FJc9cgXHvs7KtdWfyzXF9vl5Ve+6LTcf55dgmsf+9Jr/+O/6bzcq7+ci3v/tM1r/x2PeJYDgKgwNRQKCTX1Vq/HWFrK5Z1nDnTULoDr8Rp7B4Og2pb71yMz8OPnd/t8nfv14Z5lGhqb0XD2nu2C6elQKjzvj+n1wNCk4zhR2oCGJjlGdlLPtudLR2rqLTBZXDM/zZuW7jXATK8HBscX4EyFCaZmBYZ18l5dUVbTCEuTA0qFDLMmpXldFdDr9UjQF6DcYEajTYmhfh7vdLkRdoeANlSJKZkpkCTJo130ej1ioo6hus6KJqcaer3r91ZDk+v6lTZUiUFJcT7fO0KrQk29FaqQMOj1UQAAhToMMtlh1Dfa0NCkQGqi5+/KorIGNJhtkMskpA9JQEQHy/bp9XqMHe5zV6/pyvnij7Zt74tC0fWIDIqeaUpKCgCgrMx7keLS0lJERUVBq+3dEX7Uezr6EnMudQ2+19FUt/td0GTz/Lb9xudHfJabkuL59y++O4EmmwNCCOQWGfDIq9/5LDfJxy2jOlMTquu8g7StGRkd7+vM2j8u9vi7WinD6NQojE2PRkxk55fcYmJi8K9HZnS4f3SyCm/9xvOyfdsFnRt8TF8ohIDx7IQQKh+PUJyvlrB2CqDR4n08h1PA1JPHO/v5HA4nLE127+M5nO5F1pVK/4/X8pyxtcnuXsqurSabw/35Wl4LANGRrtG1DY3NOFnqPS3kmQojauqtkElAbJtnPiO0KswYkwAA+Nt/Dnv0dhsam/G3T1wD9WZkdhykdG5B0TONiorC0KFDkZ3tPahk//79mDJlit/HsFgsMJt9/3L+/e+/wBNPuH7BGAwGr/uWBoPBZ7k//OELj0dFulru97//wuPRlL56PIPB4P7GeD7tUlJahtCQ1l/6XS33TVYBxme4lgez2Z1Y9SfPHlZLueuvn4kv27znit9twJKLBkEXpsS2AxUobDd6sqXcddfNxBdtyr3+WQ7e/CIXSoXMfanMV7n7buv6RPBty/30+pnY3f6xpOE6OJyA5HRi/4nWi/MqdNwuTTYncorqfO575RfTvMrJZDL3ZdwNP5xBZZ0ZNyxIR8jZb+G+jpOeFIbCUhPWbsnFDXOHeOzLzjegqs6CEJUcseEd1xOAx/nSkZZHYE5XNGLt5hxcPcvzW05WbjVqjU3Qhiig1zo7fa+ukIRAUkwoSqst+GRrLpZeNMhj/64jlTCabQjXKBAV4vD7eAohkBwTipJqCz7enINlFw/2aJeNe0phbXYgJlKNMKXN43iThuux51gNXv54P35x/UiEnV2Kz2y14+VPjgEAJmTo4WxuhMHQOo5k6Yx47M+vRN6pWvzkj5sxPsPV2z14vBZNNidC1XIsmR7v92fraV05X/yh0Wh6rCMWFGEKANdddx1efPFFHDt2DCNHuhZN3rx5M/Ly8vDwww+fs3xtbS3sdu9vgV2xzwSPy4ltdXYvreVRkfMt1/JoSl8/XmcB0lm5n724r1vlXlyb161yTTYn/rPjtM9957on7XAKOHwEaXcH85yr3L78Wp/bX2tXblQEkHvuOeuh7WTWJgC4bHrXRmJeOjUJf/80H1/tLoHd7sTcifFQK+XYc6wG675zte3s8XE98oiEJEm4bGoiXv/iOD7bWYwmmxNzJrhGumblVmPdd6475HMmuOrQE8e7dEoS3l5fiP/sOA1LkwOzx8dBIZPh+5wqfLbTNXp2/sQEn5MXdOd4l01LwptfFeK/355BnakZV1wsQS6TYf33J7Fpr+sK3KIpiV6XnK+ZNRhHTtahsMSIh/+ejQkZOkiShAPHDbA0ORCikuOa2d7/TxOjNXj0ljF4/YsClFRbkNVmYFpyrAZ3LclAYnTvPk/bF5nN5g47UUDr4NeukER3r7FdYFVVVcjMzIRCocBDDz0Eq9WK559/HhkZGdi5cyfUat+Xt2pra7F582ZMnjwZ4eHh53XMrvQ2ujPiluVY7nzKPXnrIPetjrbueXYXOhvu848Hp3tcJvRHRw/9txidGolfXD/qnGHT1Z6GEALvbz6JzfvKfe4fmxaFn1830uMStD+EEHhnwwlsP1Dhc/+EDB3uvWZEjx7vg61F2LjH+9YV4Ppi8qPLfa/GUlRuwj8/L/B6NChBH4K7lg5DWlLHv+eEEMg704DCs5M9pCeHY8Rg3ysa9QW93TM9F6PRiH379mHhwoWdjrkBgihMASAvLw8PPPAAduzYAY1GgyuuuAIvvPACYmNjOyzjT5gC3e99sRzL9US5c/VkDxXW4q11uahrc2tx+aKhmD0+vkd6Ue0dKDBg074y5J1ugMMpMDhOg3kTEzBrXFyXguZ8fjkKIZCdb8DmfWXIP/s4xuB4LeZPTMDFY2N7LNjaHm9vXg227CtHQbHreEMStJg/KQEzM+M6nGnLn+PlFNVj874y962H1LPHG5+u6zTghBDIPdWA4yWuyxPpSeEYlRrZ75ZCY5j2If6GaYv339+FAyXA8w+f3+W9V1/dhQIj8OJ5XhZ85ZVdKDABL51nuQt9vH//29Uuz/3y/Mr985+7UGAAXjjP473+uqvc849emOO99Zar3B8fOr9yOp0OTgHU1/m+bNvThBAQAl6XBfva8br7y1EIAQFcsLBoeeb4Qh0v0KHRVwW6XRimbfRUmAb6f2pfxXbxje3iG9vFN7aLb4Ful/MJ06B4NIaIiKgvY5gSERH5iWHaRZIkQZIkn/MDD2RsF9/YLr6xXXxju/gWTO3CMO0imUwGmUzGmZbaYbv4xnbxje3iG9vFt2BqF4YpERGRnximREREfmKYEhER+YlhSkRE5CeGKRERkZ8YpkRERH4KmiXYusvhcC2f1dkyO13RdsX181mWp79ju/jGdvGN7eIb28W3QLdLS2605Ehn+n2YNja6FsjNzc0NcE2IiCgYNTY2IiYmptPX9PuJ7q1WKyoqKqDVaiGX98zajkRE1P85HA40NjYiPj4eISEhnb6234cpERFRb+MAJCIiIj8xTImIiPzEMCUiIvITw5SIiMhPDNOzTp48iWuvvRZ6vR56vR4rV65EVVVVr5ULBt39bNOmTXOvQ9j2z/XXX38Ban3hrVq1CnPnzu3Sa/vz+dLe+bRLfz5nNmzYgFmzZkGj0SAsLAwLFy7E7t27z1muv58r3W2XvnqucDQvgJqaGkyePBnNzc24//77Ybfb8cILLyA1NRVZWVlQqVQ9Wi4YdPezCSEQHh6ORYsW4brrrvPYN2TIEMyaNetCVP+C+de//oWf/OQnmDNnDrZt29bpa/vz+dLe+bRLfz5ntm/fjnnz5mHMmDG48847Ybfb8be//Q2lpaX49ttvMW3aNJ/l+vu50t126dPniiDxq1/9SsjlcpGTk+PetmnTJgFA/POf/+zxcsGgu5/txIkTAoB46623LkAtA8dut4snn3xSSJIkAIg5c+acs0x/Pl9adKdd+vM5M2HCBJGSkiIaGxvd28rLy4VOpxMLFy7ssFx/P1e62y59+VxhmAoh0tLSxIIFC7y2jxgxQsyfP7/HywWD7n62zz//XAAQu3fv7s3qBZTFYhHjxo0TAMTKlStFcnJyl0KjP58vQnS/XfrrOWMwGIQkSeKXv/yl176rr75aaDSaDsv253PFn3bpy+fKgL9nWltbixMnTmDy5Mle+yZNmoR9+/b1aLlg4M9nO3r0KABg1KhRAFqnc+xPrFYrGhoa8OGHH+Kdd97xmD+0I/35fGnRnXYB+u85ExERgby8PDzwwANe+6qrqztsn/5+rnS3XYC+fa4M+DAtKSkBACQnJ3vtS0xMRH19Perr63usXDDw57MdOXIE4eHhePDBBxEeHo6wsDCkp6fjgw8+6NU6X0gREREoKCjAjTfe2OUy/fl8adGddgH67zkjl8sxbNgwJCUleWw/dOgQdu7ciZkzZ/os19/Ple62C9C3z5UBH6YtKxFoNBqvfaGhoQB8f/vpbrlg4M9nO3r0KIxGI+rq6rB69Wq8+eabCA8Pxy233IJ333239yp9Aclksi73ulr05/OlRXfaBRgY50wLk8mElStXAgAee+wxn68ZCOdKe11pF6Bvnyv9ftWYcxFnBzNLktTha3zt6265YODPZ1u1ahUcDgfuvfde97abb74ZmZmZePjhh3HrrbcOyAUH+vP54q+Bcs6YzWYsW7YMBw8exOOPP445c+b4fN1AO1e62i5A3z5XBnzPNCwsDABgsVi89rVsi4iI6LFywcCfz3b33Xd7nOiA69v0ihUrUFFRgZycnB6ubXDoz+eLvwbCOVNXV4dLL70U33zzDe688048/fTTHb52IJ0r59MuQN8+VwZ8zzQlJQUAUFZW5rWvtLQUUVFR0Gq1PVYuGPTGZ4uLiwPgupwzEPXn86W39JdzprKyEpdddhkOHDiAVatW4R//+EenPcuBcq6cb7t0pi+cKwO+ZxoVFYWhQ4ciOzvba9/+/fsxZcqUHi0XDLr72UpKSjBmzBj8/ve/99p37NgxAMDQoUN7trJBoj+fL/7o7+eM0Wh0B8YDDzyA11577ZyBMRDOle60S58/VwL6YE4f8ctf/lIoFAqRm5vr3tbygPQbb7zR4+WCQXc/W1JSkhg0aJCor693bzt16pQIDw8X8+bN69U6B8qQIUO69Dxlfz5ffOlqu/Tnc2bFihUCgLj//vvPq1x/P1e62y59+VzhdIIAqqqqkJmZCYVCgYceeghWqxXPP/88MjIysHPnTqjVapw4cQK7du3CzJkzkZaW1uVywaq7bbJu3Tpcc801GDNmDO666y4YjUa88soraG5uxs6dO93Ph/UnqampSE1N9Zg2b6CdL750tV366zmTm5uL0aNHIyoqCv/3f//nc6Tz8uXLB9y54k+79OlzJaBR3occO3ZMLF68WGi1WhEbGyt+9KMficrKSvf+t956y+c0VucqF8y62ybr1q0T06ZNE2q1WkRFRYmrr77a4xt2f+OrBzYQz5f2zqdd+uM58/e//10A6PSPEAPvXPG3XfrqucKeKRERkZ8G/AAkIiIifzFMiYiI/MQwJSIi8hPDlIiIyE8MUyIiIj8xTImIiPzEMCUiIvITw5SIiMhPDFMiIiI/MUyJiIj8xDAlIiLyE8OUKMCWLFkCSZIgSRJyc3M7fN2tt94KSZIgk8mwb9++Lr//l19+6X7/l19+2Wt/fX09Ghsbu1V3InJhmBIF2Lhx49w/5+Tk+HzNvn378MEHHwBwherkyZO7/P579uxx/zxt2jT3z06nE//85z+RmZkJpVJ5vtUmojYYpkQB1jZMjx496vM1jzzyCIQQUKvVePrpp8/r/bOysgAASqUSEyZMAAA4HA5MnjwZP/3pTzFo0CCoVKruVZ6IADBMiQLuXGH69ddfY+vWrQCA++67D0OGDDmv92/pmY4dO9a9qHROTg4OHDgAAJgxY0Z3qk1EbTBMiQJsxIgRHiHXltPpxKOPPgoA0Ol0+NWvfoXm5ma88sormDlzJiIjI6FWq5GRkYEHH3wQBoPBo/zJkydRXV0NAJg6dSoAYPHixR4B/uKLL0KpVMJisQAAjhw5ghUrViA1NRVqtRp6vR6LFy/2eZ/2hx9+wJVXXgmdTof4+Hg89NBDaGpqwooVKyBJEhISErxef9NNNyEpKQkqlQopKSn45S9/CbPZ7E8TEgVegBcnJyIhxIQJEwQAoVKphM1mc29/8803BQABQPz5z38WtbW1Yvr06e5t7f+kp6eLyspKd/kPP/zQve+NN94QQggRHR3tVW7ChAlCCCF27NghtFqtz/fW6XSipKTE/d4fffSRUCqVXq+75pprxLhx4wQAsXTpUvfr//rXvwqZTObzvefPny+cTmdvNzNRr2GYEvUBK1eudAdLTk6OEEIIi8UiBg0aJACI1NRU0dTUJK655hr366699lqRn58vampqxP/+7/+6t993333u9/3lL3/p3n7w4EEhhBA2m02MHz9eABAxMTHCZrMJh8MhhBBiwYIFQqFQiMTERJGdnS1MJpN44okn3O+xZs0aIYQQpaWlIiIiQgAQkZGR4vPPPxc1NTXid7/7nUdI/v73vxdCCLFt2zYhSZIAIC699FKRk5MjamtrxW9/+1v3azdu3Hghm5yoRzFMifqAP/3pT+5QWbt2rRBCiGeeeca97f333xeHDx92/33cuHHCbrd7vEdqaqoAIIYNG+beNnv2bAFAaDQa9+tNJpOQy+UCgFiyZIlXXZxOpzCbze6fX3vtNfdxP/30UyGEEL///e/d29566y2P8mPHjnXvW79+vRBCiIULFwoAIiwsTBgMBmGz2YTNZhPNzc0iNDRUABC/+93veqYxiQJA4e9lYiLyX/tBSHPnzsWzzz4LAJgyZQpuvvlm/PWvf3W/5t5774VcLvd4j/DwcABAQ0MDANf91uzsbADApEmT3K/PysqCw+EA4D34aP369fjkk0+Qk5ODsrIylJWVwWq1uve3jAbesGEDACAyMhK33Xabx3ukpKTg8OHDAFyP4jQ3N2P79u0AAJPJBL1e77MN2h6HKNhwABJRH9A+TP/whz+gvr4eAPDCCy9AkiSUlpa6XzNx4kSP8o2NjcjPzwcADB48GIBrMJPJZALQOvgIAHbv3u3+uW2YPvXUU1i8eDHeeOMNhIWF4e6778ZHH32E5ORkAEBSUhJSUlIAAKdPnwYAn8+otoxIzsjIgE6nQ21tLWw22znbICkp6ZyvIeqr2DMl6gPi4+MRFxeHyspKfPvtt6ipqQEALF26FHPnzgXg6gW2aBusAPDXv/4VTU1NAIArr7wSgOdkDW3DtGW7JEnu7Q6Hw/386j333IO//e1vAIDCwkKUlJQAAC666CL3e7T0cltGCrfYuHEjioqKALROEBEVFQWFQgG73Y6f/exnePXVV92vNxqNUKlU7tHMRMGKPVOiPqKld1pWVobm5mbI5XI899xz7v2XXXaZ++fHHnsM2dnZqKqqwksvvYTf/va3AFy9u/vuuw9A62QNgGeYHjlyBACgVqvR3NwMi8WC+vp692XWoqIi1NXV4fDhwx6XcNvOujRixAgAQF5eHl566SXU19fj66+/xvLly92vaQlTtVqNSy+9FACwevVqfPnllzCZTPjuu+8wYcIEaDQaLFmypNvtRtQnBPqmLRG5PPjggx4jYe+66y6v19x7770dPhYTExMj9uzZ437t5MmT3Y+0tNWyvf1x2m8H4PGYzDvvvON+j40bN/qsg0KhcP+8e/du9+vz8/NFTEyMzzKJiYni8OHDPd2cRBcUe6ZEfUTb+6ZarRZPPvmk12teeeUVvPPOO7jkkkvcEzYMGzYMDzzwAA4fPowpU6YAAJqamnDo0CEAcG9r8eqrr2Lq1KnQaDSIjIzEggULAAAff/wxrrjiCoSFhSE+Ph733HOPe6ARAPflWwBYtGgRPvzwQ4wdOxYhISEYNWqUeyIJAAgNDfW4rzts2DDs27cPd9xxBxISEqBSqZCamoqf//zn2LdvHzIzM/1sPaLAkoQQItCVIKLgsW3bNhQUFCAtLQ0TJ050j861WCyIiYmB2WzGokWLsHHjxgDXlOjCYc+UiM5LdnY2Vq1ahYULF2LVqlWoqalBWVkZfv7zn7unBbzpppsCXEuiC4s9UyI6LydPnsSYMWPcc/m2N336dOzYsYMr0dCAwp4pEZ2XoUOH4ttvv8U111yD+Ph4yOVyhIeHY/To0XjiiSewdetWBikNOOyZEhER+Yk9UyIiIj8xTImIiPzEMCUiIvITw5SIiMhPDFMiIiI/MUyJiIj8xDAlIiLyE8OUiIjITwxTIiIiPzFMiYiI/MQwJSIi8tP/AxyKdaCo3xRyAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', lines=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To isolate these data to particular subsets of interest we need to filter the original data set. Because our data comes from pandas DataFrames, this is fairly straight forward as shown below. However, depending on how our DataFrame columns are named, the syntax could get ugly quickly:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1[(df1.Substrate=='Si')&(df1['Target Wavelength']==450)&(df1['Boost Level']==0.2)&(df1['Temperature [C]']==25)&(df1['Die']=='(1,1)')], \n", " x='Voltage', y='I [A]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For convenience, **fivecentplots** provides an alternate filtering syntax which allows the user to specify matching criteria is a more human-readable way. Here we apply the same filter as above using this option:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(1,1)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new syntax also allows for more complicated filter schemes to be easily defined:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]',\n", " filter='Substrate not in [\"GaAs\", \"InP\"] & Target Wavelength <= 455 & Boost Level==0.2 & Temperature [C]==25 & Die in [\"(1,1)\"]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `legend` keyword can be a single DataFrame column name or a list of column names. The data set will then be grouped according to each unique value of the `legend` column(s) and a separate plot line will be added to the figure for each group. A different color and marker type will be used for better visualization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single legend column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our sample data set, we have fake IV data for various devices, each labeled with a unique \"Die\" address. By setting the kwarg ``legend='Die'``, we can separate the data set for each test site and display it clearly:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple legend columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also legend by multiple DataFrame columns. In this case, we pass a list of column names is passed to the `legend` keyword and get a result where the unique combination of values of each legend column is listed, separated by a pipe character (|):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x & y values " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Legends are also useful when plotting more than one DataFrame column on the y axis without a specific grouping column. The legend shows automatically in this case to identify which data set belows to which DataFrame column, but can be disabled by setting `legend=False`:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I [A]', 'Voltage'], lines=False, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Secondary x|y plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When plotting with a secondary axis (i.e., twinning), there are three options for the legend: (1) no legend; (2) legend based on the values of the primary/secondary axes; or (3) legend based on another column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### No legend" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### With legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Force the legend to show with kwarg ``legend=True``:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend=True, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Legend by another column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Legend by the name of another DataFrame column (each value in the legend will also state if it is linked to the primary or secondary axis):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, fivecentplots places the legend in the upper right corner of a figure, outside of the plot axes as this is the only way to be certain the legend will never obscure the actual data. However, the legend can be placed inside the axes area by specifying the keyword `legend_location` with one of the following values (which align roughly with `matplotlib` syntax):\n", "\n", "* 'outside' or 0\n", "\n", "* 'upper right' or 1\n", " \n", "* 'upper left' or 2\n", "\n", "* 'lower left' or 3\n", "\n", "* 'lower right' or 4\n", "\n", "* 'right' or 5\n", "\n", "* 'center left' or 6\n", "\n", "* 'center right' or 7\n", "\n", "* 'lower center' or 8\n", "\n", "* 'upper center' or 9\n", "\n", "* 'center' or 10\n", "\n", "* 'below' or 11\n", "\n", ".. note:: This feature is not currently supported with the `bokeh` plotting engine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Outside right" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No ``legend_location`` is required to place the legend to the right of the axes area. This is the default for **fivecentplots**, completely eliminating the need for the complex syntax required to do this with other plotting solutions (like ``bbox_to_anchor`` with pure ``matplotlib`` code). \"Everything... in its right place\"" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Inside the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Locations 1 through 10 will place the legend within the plot window. While this can result in a more compact figure, there is a also a significant risk that the legend will obscure the data in the plot. Care should be exercised when placing the legend inside the plot." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', legend_location=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Below the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Long legend values can by annoying to deal with. If the legend is placed in the default location outside the axis, the figure size will have a large width. If the legend is placed within the axis window, it can extend longer than the axis itself. fivecentplots also provides the option of placing the legend \"below\" the plot to deal with this case:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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mzZsbI1QhhBBOUEqRayxwWaesquFJPtEtZ/WkKm5zOzowMJADBw40KPlWSU9PB6i11RwdHU1RURFFRUUEBbWs3nJCCHE2KzaVYrKZXXY72pieiRUNIe1a1hhhcKOWsFarPaMEDFBSUgKAr2/Nybp9fCp7yJWVlTkfnBBCCJdx9epJxccyKPQMIDLMzyX1uZLbJGFHKKUA6p3821UTgwshhHCNHEMeAGE+IS6pz5iZVbl6UgsbngRudDvaEf7+lctfGY3GGvuqtgUGBp62npCQEEJC6v5hsNls9oRfG6228m+d0FDXTUQump5cR/cn19A9lGYYCfEOIiq89tvHZ3wd83Ip9o4mIS7SZQ0vjUZjj6M2Db1z26pbwnFxcQBkZmbW2JeRkUFwcDB+fi3v9oQQQpzNskpzifR3zUILNrMZXXEBtjYRLfLOZ6tuCQcHB9OhQwe2bNlSY9/WrVtJSkpyyesYjUYMBkOd+6v+WsvPz3fJ64nmIdfR/ck1dA8ZRceJ8guv8zqdyXWsyMhEoxTasDCXXndfX1+XNOJadRIGuPbaa1m4cCH79u2jS5cuAPz666+kpKQwY8aMBtVRUFCAxWJpzDCFEEKckGPMp0dYokvqMmVlAeAX49qe0QaDod7GV1XH4NNpVbejU1NT+e9//0tqaqp928yZMwkNDWXEiBEsWLCA5557jnHjxtGnTx8mTJjQjNEKIYQ4lcFspMxscFnPaGPGcSo0nrSJaVnrCFdpVUk4OTmZiRMnkpycbN8WHh5OcnIyPXv2ZM6cOSxcuJCxY8fy448/4uXl1YzRCiGEOFXuieFJYS6aqKP4WAb5+kAi27S8ntHgxrejDx8+XGPb5MmTmTx5co3tiYmJ/PDDD40flBBCCKe4eoxwxfFs8j0D6B3aMpNwq2oJCyGEcG85xnx8PLzx86w5yZJDcnMo8QkmwKdltjklCQshhGgxcgz5hPu0cUldVoMBj/IybKFhLXJ4EkgSFkII0YLkGvMJd9FMWVULN3hGtryFG6pIEhZCCNFi5BjzXdYpy3S8cnhSQNuWt3BDFUnCQgghWgST1UxhRbHLOmUZMjIp0fkQERnskvoagyRhIYQQLUKesQDAZUsYlqYdp8AzkMgQb5fU1xgkCQshhGgRqoYnRbioY5bpeBZ5+kAiW+jwJJAkLIQQooXINebjqfUg0Mvf6bqUUmgLcinzDcbPu2UOTwJJwkIIIVqIHGM+YT4haDXOpyZLYSFaixnahLsgssYjSVgIIUSLkGvMd9nz4Kqe0V4teHgSSBIWQgjRQrhyog5zVjY2NAS2kyQshBBC1MumbOSVF7pseFJZeiaFnv5Ehjn/fLkxSRIWQgjR7ArKi7Aqq8sm6ihLyyS/hQ9PAknCQgghWgBXr55kyckmXx9EZEjLHZ4EkoSFEEK0ADmGfLQaLaHeQU7XpSwWtEUFGPxD8PHSuSC6xiNJWAghRLPLMeYT4hWEh9b5Mb2mnFw0SqFt4cOTQJKwEEKIFiDXmE+4i54Hm7Mqhyf5xLTchRuqSBIWQgjR7Fw5RrjieBYmrQch0a4Z7tSYJAkLIYRoVkopcoz5Lh2elO8ZSGSor0vqa0yShIUQQjSrElMZFVaTy5KwMeP4iSTcsocngSRhIYQQzaxqeJKrbkdbc3LI9wwkooWPEQZJwkIIIZpZrj0Jhzhdl9VoRGcopSIwFC/Plj08CSQJCyGEaGY5xnwC9f54e3g5XZc5KxsAXXjLH54EkoSFEEI0sxxjnsueB5tODE/yjY12SX2NTZKwEEKIZpVrKHDp8KQynTdhEc7PvNUUJAkLIYRoVi4dnpSWSZ5ny58zuookYSGEEM3GaCmn1FzmstWTyo9nka8PIMoNhieBJGEhhBDNKNeFqycppVC5ORToAwkPliQshBBC1CvH4LokbC0qQms2YQ4Kw9PDPdKbe0QphBCiVco15uOt88LP0/kpJk3HK3tGe0a4x/AkkCQshBCiGeUYCwj3DUWj0ThdlykrGxsa/N1g9aQqkoSFEEI0mxxjnguHJx2nyNOfiDA/l9TXFCQJCyGEaDa5Ll096Th5noFEhrrH8CSQJCyEEKKZmG0WCsqLXTdb1vEsCjwDiXSDhRuqSBIWQgjRLPKNBSiUS25HK4sVCvMp0AcSFuT8HNRNRZKwEEKIZpFjLAAg3AUTdZhzc9HYbFhDw/DQuU9qc59IhRBCtCo5xjw8tB4EewU6XVfVwg36yAin62pKkoSFEEI0ixxDPm28g9FqnE9FpuNZmLUeBEe7zxhhkCQshBCimbiyZ3TF8Szy3axnNEgSFkII0UxyjPkuGyNsyDhOvmeAJGEhhBDidGzKRt6J2bJcwZx1oiXsRsOTQJKwEEKIZlBYUYxFWQn3aeN0XbbycjSlJRR6BdEm0H2GJ4EkYSGEEM3gn9WTQpyuy5SVXfmfNuFotc7PQd2U3CoJHzp0iGuuuYbQ0FBCQ0OZNGkSOTk5pz1u8+bNjBo1Cj8/PwIDAxkzZgwpKSlNELEQQoja5Brz0aAh1BVJ+MTqSV5RkU7X1dQ8mjuAhsrLy2PYsGGYTCZmzZqFxWJh/vz57Nixgw0bNqDX62s9LiUlhaFDh+Lr68ucOXMAePnll7nwwgvZvn07MTExTfk2hBBCUNkpK8Q7EE+t82nIlJWF0cOHNpHBzgfWxNwmCS9YsIC0tDR27txJ165dAejfvz+jRo1i8eLFTJkypdbjFi5cSGlpKcnJyZx//vkADB8+nH79+vHKK68wf/78JnsPQgghKuUY813yPBgqhyflegS4XacscKPb0cuWLWPo0KH2BAwwcuRIEhMTWbZsWZ3HpaamEhYWZk/AAH379qVNmzbs3LmzUWMWQghRu1xXDk9KzzzRM9q9hieBmyThgoICUlNT6dOnT419vXv3ZvPmzXUe27lzZ/Lz86s9O87Pz6ewsJDo6OhGiVcIIUTdlFLkGPJd0ilLKYU1J4d8fSCRodISbhTp6ekAxMbG1tgXHR1NUVERRUVFtR47c+ZM2rZty4033siOHTvYuXMnN954I3q9nvvvv79R4xZCCFFTmdlAubXCJS1ha3ExGlMFxd5BhATU3jeoJXOLZ8IlJSUA+Pr61tjn41N5+6GsrIygoKAa++Pi4nj00Ue599576dmzJwA6nY4vv/yy2i1qIYQQTSPHeGJ4kgsm6qganqQNC0erca/hSeAmLWGlFACaek5wXfsef/xx7rrrLi644AI+/vhjlixZQr9+/bjuuuv47rvvGiVeIYQQdatKwq5oCZuOH0ehwSfKvVZPquIWLWF/f38AjEZjjX1V2wIDay6FVVhYyPz580lKSmLlypXodDoAbrjhBvr27cuUKVM4cuQIXl71z7ASEhJCSEjdzy5sNpv9D4XaaLWVf+uEhrqmE4JoHnId3Z9cw5ah7LiRQC9/YiMcGyJ68nUsLiqmxCuAuHbhTXpdNRqNPY7aeHg0LL26RUs4Li4OgMzMzBr7MjIyCA4Oxs/Pr8a+AwcOUFFRwY033mhPwACenp6MHz+erKws9u3b13iBCyGEqCGrNJdIP9csOWhIzyBX509MWM0c4A7coiUcHBxMhw4d2LJlS419W7duJSkpqdbjqlq4Vqu1xr6qbTabzen4jEYjBoOhzv1Vf53l5+c7/Vqi+ch1dH9yDVuGtMJM2vgEO3wdTr6OxUeOkefZho5etia9rr6+vrU2/s6UWyRhgGuvvZaFCxeyb98+unTpAsCvv/5KSkoKM2bMqPWYbt26ERMTw0cffcR9992Ht3dl9/Xy8nKWLFlCWFgY3bt3P+1rFxQUYLFYXPdmhBDiLJZrzKdLaEen61FWK7a8XPLbxDf5RB0Gg6HexldVh+LTcZskPHPmTJYsWcKIESOYPn065eXlvPjii/Tp04cJEyYAlRNzrFmzhkGDBpGQkIBOp+ONN95g3Lhx9OvXj9tuuw2r1cqiRYvYt28fS5cuxdPTs5nfmRBCnD3KLRUUm0oJd0GnLHNuHhqbjVKfYAL93PN3uVs8EwYIDw8nOTmZnj17MmfOHBYuXMjYsWP58ccf7bedk5OTmThxIsnJyfbjrr76an755RdCQ0N59NFHefzxxwkJCeGHH35g/PjxzfV2hBDirJRrLABc1DM6q3LhBl1EZL2jZ1oyt2kJAyQmJvLDDz/UuX/y5MlMnjy5xvbhw4czfPjwRoxMCCFEQ+RWjRF2yfCkLCxaDwIiXTMHdXNwm5awEEII95djzMdLpydA73ynJlNWNoX6QCLb1JzIyV1IEhZCCNFkKldPCnXJ7eOKzOPkeAQQ5YarJ1WRJCyEEKLJuHL1pPLjWZWrJ4W63+pJVSQJCyGEaDI5BtckYauxHIqLKPAMdMt1hKtIEhZCCNEkLDYL+eWFLumUVX5iBkWDXzD+Pm7Vx7gaScJCCCGaRH55EQrlktWTjBmVSdgz0n2HJ4EkYSGEEE0kx4XDk8ozMqjw9CYkMtjpupqTJGEhhBBNIteQj06jI8S75trvZ8qYkVHZKSvEfTtlgSRhIYQQTSTHmEcb72C0GudTT1laBjm6ALfulAWShIUQQjSRHGO+S54HK6Uoz8wkXx9IZKgkYSGEEOK0XDFG2FZRwbprr0cZjRTp/IiS29FCCCFE/WzKRq6xwCWdsqqUB4Tg6+2+w5PAzRZwEEII4Z6KK0ox2ywOt4RtFRXV/gXwDwuxf689sZqeu5EkLIQQotFlG/MAx4cnHZj6QI1tV6xfwoH1SwBIfP8dx4NrRnI7WgghRKPLNeajQUOYT0hzh9KiSEtYCCFEo8sx5hPkFYCnztOh43fdMJ2fNmTgabNw/+EvAHgt/l+YtR706hhKR6sND537tSvdL2IhhBBuJ9eQ7/Ct6I37cvm/TTmYtZ707xZh3z6gVwzKU8/GQyV8+1eaq0JtUpKEhRBCNLocJ4Yn/bQhA4DL+sdwdYKyb792SHtuvbwTAL9tOY7JbHU+0CYmSVgIIUSjc3SiDkO5hYMZpQBc0jcG8/Hj2Dw8ebfXbfgG+NK/axhBfp6UlVtIzSx1ddiNTpKwEEKIRlVmNmC0lDt0O9pksQGgAQJ8Pak4lk5pQDixkYEAaLUaAnwrnzObT5R1J5KEhRBCNCpnVk8K8PXEz9sDBexMLaD82DHSPYLpGFu5CEROYTnpOQYAokLdb/YsScJCCCEaVY6hMgk78kxYp9VwYY9wAD7+5RDHc8s4QgAJsUEUG8x88P3fKODc+CDCg91vHmkZoiSEEKJR5Rrz8fPwwdfTsZbq5QPbsmV/PjlFFbzXdgyeNgvmdUfYf6wQs8WGt17LDcPjXRt0E5GWsBBCiEZV2SmrjcPHB/p68vD47iQGK5RGi0mnZ/ehfMwWG3ERfsy6qTvtIvxcGHHTkZawEEKIRlW5epJzM2WFBnpxS1Aau/YfYGXX0Vx1UQJhARoSov3RaDQuirTpOdQSvu+++1iyZAl79+51dTxCCCFamRyj4xN1nKziWBpmnZ4+XSK4bGA8HWMC3DoBg4Mt4TfffNP+xv39/enduzd9+/a1f8XHx7syRiGEEG7KZDVRVFHi9DrCSinKj6Vx1KcL/U70jG4NnLodrZSipKSE5ORkkpOT7dtDQ0NJSkqqlpijoqKcDlYIIYR7yTUWADj1TBjAkpeHMhrJCg6hY1tJwgC8/vrrbNmyhU2bNrFnzx6s1sopw/Ly8vj555/5+eef7WVjYmKqJeWkpCSCg4OdCl4IIUTL5swY4ZOVH6ucG7rAtw1tw/2djqulcCoJ33333Wi1lY+Vy8vL2bp1K5s2bbJ/paSkYLNVzmCSnp5ORkYG33zzDQAajQaLxeJk+EIIIVqyXGM+eq0ngXrnEmfFsTRMeh9CYsLQueFqSXVxKAlnZmaybt06ewIG8Pb2ZuDAgQwcONC+rbS01N5Srvo6ePAgSqnaqhVCCNHKZBsqe0Y724Gq4tgx8rxDiY8OcFFkLYNDSTgyMpKrrrrqtOX8/f256KKLuOiii+zb8vLyCA8Pd+RlhRBCuJlcJ8cIVyk/msYxbSTtI91zPHBdmrxNL8+BhRDi7JHrxBKGVawGA5a8PLK8QltdEm6SyTqOHDnCnj17uOyyy9DpdLz//vusW7euKV5aCCFEM7HarOSVFzrdKasiLR2APJ9QYsN9XRFai+GyJGyz2Thw4AB79+5l79697Nmzh71795KSkoLBYKjWEevWW2/l1ltvddVLCyGEaIHyy4uwKZvTLeGKY2nYtDp8YqLwaEWdssDBJLxjx45qiXbPnj38/fffmM3mauWkA5YQQpy9XDU8qeLYMQp9QoiLbj3jg6s4lIR79epVradbXclWo9EwfPhwunTpQpcuXRyLUAghhFvKNeaj1WgJ9XYueRqPppGmC6J9VOt6HgwumDErOjqaTp06VfvKz8/n7rvvBuCXX35xSaBCCCFaLqUUJlv1u6HHy3II9QrCoqxYTkzmpNd6ntFwJWWxYsrIICv4fPpIEq5Oo9HQrVs3XnvttWot3T/++MPpwIQQQrgHpRQvb36f1KKjte5/cNXT9v93DIpjWp/bG5yITVnHwWIh1zuUduGtLwk79IR7yZIlxMbGopRi5cqV9OzZk+nTp1NSUuLq+IQQQrRwJpu5zgR8qoNFR2u0mOtTcWK6Sl1MDJ4eratTFjiYhCdMmMD+/ft58skn8fPzw2w2s3DhQs455xw++ugj6ZAlhBBnqXmDZ/HK0MdZMOQxPDUeXNVxJK8MfZx5g2c5VF/5sTRKvQKIiXV+wo+WyOE/K7y9vXn88cfZv38/kydPRqPRkJWVxW233caECRNcGaMQQgg3odfp8dLpqbCaMCsLUX4ReOn06HV6h+orP3qMTI/gVtkpC1wwY1ZUVBSLFi1i06ZNDBs2DKUUmZmZ9v1Lly519iWEEEK4GVcMT1JKYTx6jCx9CPFRrWflpJO57AZ7r169WLlyJcuXL6dz58727ZMnTyYpKYlVq1Y5/RqHDh3immuuITQ0lNDQUCZNmkROTs5pj8vJyWHKlClERkYSGBjI0KFDZcYuIYRoRFmGXDRoCPMJcbgOa1ExlJWR7R1Ku1Y2U1YVh5Lwli1b7GsHn+rKK69k165dvPLKK4SEhKCUYsuWLYwcOdKpQPPy8hg2bBjr1q1j1qxZTJ8+nW+//ZZRo0ZhMpnqPK6kpISLLrqIzz//nLvvvpunn36a9PR0hg8fzq5du5yKSQghRO0yS7MI8wlx+DY0QPmxY5X/iYzGS69zUWQti0NJOCkpieDg4Do7YHl4ePDAAw/w999/c//99+Pp6el0Z60FCxaQlpbGypUrmTVrFrNnz+bLL79k+/btLF68uM7j5s2bR0pKCt999x1z587lgQceYPXq1QC8+OKLTsUkhBCiOpPVRIXVxLGSTCL9wqk48b3JWndjqS4Vx9Iw6fSExUU3QqQtg8PjhA0GA0qpesd6BQcHs3DhQqZOncrMmTMdfSkAli1bxtChQ+natat928iRI0lMTGTZsmVMmTKlxjFKKT766COuuOKKasspRkVF8dJLL+Hp6elUTEIIIaqbtXpete9PHiN8psqPHiNLH0z76Nb5PBicfCb8r3/9ixdeeIFff/2VwsLCOst17tyZr7/+2uHXKSgoIDU1lT59+tTY17t3bzZv3lzrcYcPHyY9PZ1Ro0YBlUm5tLQUgHvuuafWxC2EEOLM6LWedAyKa1DZjkFx6LUNawCVHT5Ktj6k1S1feDKHW8JKKZYvX87y5cvt2zp06EBSUhJJSUn07duXPn364O9f/S8Yq9VKbGwsAwYMqHZsfdLTK5exio2NrbEvOjqaoqIiioqKCAqqPj/pgQMHAIiIiGDGjBm8++67FBcX07FjR1555RXGjBlzBu9YCCFEbTQaDdP63G6fhONA/iHe2vFfHu57N5F+YdXKNnTaSltFBbbcXLIiOhEX2Xpbwg4l4YULF7Jx40Y2btzIgQMH7M97U1NTOXToEF988QVQeWE6d+5sT8xJSUmcd955ZGdn89133zX49apm4vL1rdk7zsfHB4CysrIaSbiqdf7444/j6enJq6++ik6nY/78+YwdO5affvrJ6Q5jQgghKn/fe53ohJVTno+H1oNY/0h0Wsc6VFWkZ6BBYQ2PwserdXbKAgeT8P3332//f3FxMZs2bbIn5Y0bN3LsRI82pRQpKSns37+fTz75BACt9szvgFcl+fr+eqptX0VFBVCZjPfv309ISGVX+TFjxtCxY0ceeeQRScJCCOFiGaVZRPmGOZyAoXL5QhsaAtu3c2FkLY9TCzgABAYGMnz4cIYPH27flp2dzYYNG+xJedOmTeTm5gLUObSpPlW3tI1GY419VdsCAwNr7PPzq3yOcM0119gTMFR2GLvyyitZvHgxpaWlNW6ZnyokJKTa8aey2Wz19v6u+sMjNNS5NTVF85Lr6P7kGjaNrPI84kPbOXWeC7JzyPcKIrFzdI16WsJ11Gg09TYqPTwall6dTsK1iYiIYPTo0YwePdq+7fDhw/akvGHDBrZs2dLg+uLiKh/4nzwTV5WMjAyCg4PtCfdkVc+QIyIiao2xqqPW6ZKwEEKIhrEpG2nFmfSL7eVUPYUHUsnyDKFfrHNrEbd0jZKEaxMfH098fDz/+te/AM5o3HBwcDAdOnSoNXFv3bqVpKSkWo/r3r07Xl5e7N69u8a+Q4cO4e3tTXh4eIPjqIvRaMRgMNS5v+qvtfz8fKdfSzQfuY7uT65h48s1FlBuqSBEG+DweVY2GxXHjpEV2J0QX1uNelrCdfT19a218XemmiwJn+pMFnUGuPbaa1m4cCH79u2zr13866+/kpKSwowZM2o9xs/PjyuvvJLly5eze/duunXrBlQm4G+//ZaxY8ei053+mUVBQQEWi+WM4hVCiLNRRmkWANH+kQ7XYc7JQWM2YQqNxM+72dJUvQwGQ72Nr4Yu7dsy310tZs6cyZIlSxgxYgTTp0+nvLycF198kT59+thXbUpNTWXNmjUMGjSIhIQEoHJWrFWrVjFs2DAeeOAB9Ho9r776Kj4+Pjz33HPN+ZaEEKLVySjLwsfDmxCvmv10GqpqDWHfVt4pC1y4gENjCw8PJzk5mZ49ezJnzhwWLlzI2LFj+fHHH/Hy8gIgOTmZiRMnkpycbD8uPj6edevWMWTIEObPn88zzzxDr169WLNmjT1RCyGEcI2M0ixi/CLP+G7nyYxHj1Hq4UN0+5r9eVobh1rCH3/8Mf369au2WlJTSExM5Icffqhz/+TJk5k8eXKN7QkJCfaxy0IIIRpPRmkWHYPbO1VHSerRVr184ckcSsITJ05Eo9EQFBRknx2rX79+9O3bl5iYGFfHKIQQwg1YbBaOG3IZ3LafU/WY0tLI1sdxYSuerrKKU9NWFhYWsnLlSlauXGnfHhUVZU/IVf+eOpOVEEKI1ifLkItN2Yjxc7xTlrW0FG1pMYb4cAJ9W/8iOw4l4dmzZ9tnyTq1i3hmZibffvst3377rX1bp06d6NevH0uXLnUuWiGEEC1WRmk2ALFO9IwuP9Epy6td6++UBQ4m4aef/mdpqtTU1GqzY23ZsqVGt+0DBw7w999/SxIWQohWLKM0i2CvQHw9fRyuo+LoMcwaHeEJNRfsaY2cHqKUkJBAQkICN9xwA1A5hePu3bvtiXnDhg3s2rXLoekqhRBCuI+Msixi/Jzr0VyUeoQcfQjtowNcFFXL5vJxwlqtlh49etCjRw9uu+02AMrLy9m2bZurX0oIIUQLklGaxfkR3Zyqw3g0jSyvEHqfBT2joYnGCXt7ezNgwICmeCkhhBDNoNxSQV55ITFOPA+2mc1oc7MpDQwjyF/vwuhaLreZrEMIIUTLlVlW2SnLmZ7RpszjaJQNj5i2rgqrxZMkLIQQwmnppVlo0BDl5/iiOOVHj6GAkE5xrgushZMkLIQQwmkZpVmE+4ai1zk+trc49QgFngG0a9vGhZG1bJKEhRBCOC2jLItYJ25FA5QePkq2PpT2Ua1/pqwqkoSFEEI4RSlVuXCDE52ylFJwPJNC/zaEBpwdnbJAkrAQQggnlZjKKDUbnErClvwCdKZytNGxTq3A5G4kCQshhHBKRlkWgFNJuOLYMQACE86eTlkgSVgIIYST0kuz8NR6EO4T6nAdRQePYNTqie0Q7cLIWj5JwkIIIZySUZpFlF8EWo3jKaUo9QhZXqG0jz47ZsqqIklYCCGEUzLKspxaOQnAmpFOgW8bwoK8XBSVe5AkLIQQwmE2ZSOzNJtoJxZusBqN6EsKUZHRZ1WnLJAkLIQQwgl5xkJMNrNTLeGKtHQA/OLPjjWETyZJWAghhMPSy44DzvWMLj54BCtaIju3d1VYbkOSsBBCCIdllmbj6+FDkN7x9X8L/j5Mrj6I9rFBLozMPUgSFkII4bD0EzNlOfMs15SWTp5PGyJCvF0YmXuQJCyEEMJhGaXO9YxWViue+VlYwqPQnmWdskCSsBBCCAeZbRayjXlO9Yw2ZWWhs1nxbnf2rCF8MknCQgghHJJVloNN2ZxqCRenHgUgLLGDq8JyKx7NHYAQQgj3lFGWDeBUSzgv5RDFHr7ExYe7Kiy3Ii1hIYQQDskozSLEKwhfTx+H6zAeSyPXuw3RoY7X4c4kCQshhHBIupNrCAPocjKpCI1Eqz37OmWBJGEhhBAOyizLIsbf8VvRlqIivCoM6NvGujAq9yJJWAghxBkzWsrJLy8ixs/5TlkhneJdFJX7kSQshBDijGWUVnbKcqZndM6+VCo0HrQ95+wcngSShIUQQjggozQLrUZLpJ/jvZrLjhwjxzuUmHA/F0bmXiQJCyGEOGMZZVlE+LTBU+vESNfjGRiDI/DQnb2p6Ox950IIIRyWUepcpyybyYRPaQG6mBgXRuV+JAkLIYQ4I0qpE0nY8efBpUfS0KIITIh3XWBuSJKwEEKIM1JkKqHMYnQqCR/fk4oNDTHnnp3TVVaRJCyEEOKMVPWMdmZ4UsmhI+TrA2kbffatIXwyScJCCCHOSEZpFnqtJ2E+IQ7XYcvMoDQwHE+PszsNnd3vXgghxBnLKMsi2j8CrcaxFKJsNnwKsyEy2sWRuR9JwkIIIc5IRmmWU7eijVk5eFrN+Hdo78Ko3JMkYSGEEA1mUzYyy7Kd6pSVufsgAJFdz+5OWSBJWAghxBnINRZgtlmIcWIN4YK/D1Oq8yYuIcqFkbknJ6Y6EUIIcbZJLz0O4FRL2JyeTrl/GHpPnavCcltu1RI+dOgQ11xzDaGhoYSGhjJp0iRycnLOqI4dO3ag1+uZO3du4wQphBCtWEZpFv6evgTq/R2uwys/C2uEdMoCN2oJ5+XlMWzYMEwmE7NmzcJisTB//nx27NjBhg0b0Ov1p63DYrEwefJkzGZzE0QshBCtT0ZZNtF+kWg0GoeOryguwa+iFGNcOxdH5p7cJgkvWLCAtLQ0du7cSdeuXQHo378/o0aNYvHixUyZMuW0dTz//PPs3r27sUMVQohWK6M0i66hnRw/fncqAOGJ0ikL3Oh29LJlyxg6dKg9AQOMHDmSxMREli1bdtrjd+7cyTPPPMPjjz/emGEKIUSrZbaayTbkOfU8OG//IcwaHe26yvAkcJMkXFBQQGpqKn369Kmxr3fv3mzevLne4y0WC7fccgujRo1iwoQJjRWmEEK0ascNOSiUU6snlR9Lo8g3FB+f0z9CPBu4xe3o9PR0AGJjY2vsi46OpqioiKKiIoKCap+DdN68eRw4cIDly5djsVgaNVYhhGit0kuzAIh2YniSR85xjGEyNKmKW7SES0pKAPD19a2xz8fHB4CysrJaj929ezdPPfUUL730Em3btm28IIUQopXLKM0m1DsYHw9vh463mMwEluXjFSu/i6u4RRJWSgHU2xuvtn1Wq5XJkydz4YUXNqjjlhBCiLpllDm3hnDGviPosBHaOd51Qbk5t7gd7e9fOR7NaDTW2Fe1LTAwsMa+qiFMf/75J7m5uUDl82UAg8FAbm4uoaGhaLX1/y0SEhJCSEjdq4XYbDb7Hwq1qao/NDS03tcRLZtcR/cn19A5xw05DG7fz+Hzt/NQOnqg+4V9CAx1fAnDlnAdNRpNvbnDw6Nh6dUtWsJxcXEAZGZm1tiXkZFBcHAwfn5+NfatWLECk8lEv379CA8PJzw8nN69ewOVCTo8PJyjR482bvBCCNEKlJoM5BsLaRcU43AdxQcPUeIVSGCbs3sN4ZO5RUs4ODiYDh06sGXLlhr7tm7dSlJSUq3Hvfzyy/aWb5WsrCwmTJjAxIkTmTRpElFRzncQMBqNGAyGOvdX/bWWn5/v9GuJ5iPX0f3JNXTc3wWHAQjCz+HzZ8tIwxgS4fT5bwnX0dfXt9bG35lyiyQMcO2117Jw4UL27dtHly5dAPj1119JSUlhxowZtR5T25Cmw4cPA5CQkMDIkSMb9NoFBQXSq1oIcVbLKMtGq9ES6Rvm0PFWm42AkhyMCQNcHFnzMBgM9Ta+qjoUn45b3I4GmDlzJqGhoYwYMYIFCxbw3HPPMW7cOPr06WMf+5uamsp///tfUlNTmzlaIYRoXdJLs4j0DcND61jb7fihLHysFQR1kkk6TuY2STg8PJzk5GR69uzJnDlzWLhwIWPHjuXHH3/Ey8sLgOTkZCZOnEhycnIzRyuEEK1LRmkWsU70jD6+t3IN4ZhuHV0VUqvgNrejARITE/nhhx/q3D958mQmT55cbx3x8fH19mQWQghRnVKKjLIszm3j+JzRxalH8dTpCYpxfKKP1shtWsJCCCGaR2FFMUZLuVMtYZWZTllQhMOrL7VWkoSFEELUK6MsG4AYf8dGkyil8CvKRhPl+PCm1sqtbkcLIYRoehmlWXjp9IR6Oza+N/t4EUGmEqwJcS6OzP1JS1gIIUS90kuPE+0XgVbjWMpI35OKBojsKmsIn0qSsBBCiHpllmU79Ty44OARrGgIlZZwDZKEhRBC1Mlqs5JZlkO0n+NJ2JqeRllAG7Seni6MrHWQJCyEEKJOOcZ8LDaLwy1hpRRe+VnYIqJdHFnrIElYCCFEnTJKswCI8XdsfG9eYTltygvwi2vnyrBaDUnCQggh6pRRlkWApx8Ben+Hjj+69wieykp4l3jXBtZKSBIWQghRp4zSbGKc6JSVf+AwAG06S8/o2kgSFkIIUaeM0iynkrAp7RhGL388AgNcGFXrIUlYCCFErUxWEznGfIeTsFIKj9wszGHOr9veWkkSFkIIUavjZTkoFLEODk8qLDUTasjDu11bF0fWesi0lUIIIWqVfqJndJRf+BkdV2GysvdIEfsOZBHmGUBiZ1lDuC6ShIUQQtQqoyybMJ8QvD28GlTeZlN8+9cxft6UibHCWrmx7aWE7/Lg+qg8+iS2acRo3ZPcjhZCCFGrjNIsYhp4K1opxYc//s03f6VhrLDSJtCLMIzobSZySsy88XUKa3fnNHLE7keSsBBCiFqdSc/olKPF/LkzB60GbhsVx5Qt73H7319wa9FqhvSqrGPpz6lUmKyNGbLbkSQshBCihlKzgSJTSYOT8Kptlc+PB/eMZFD3f54h+0RHMeniBMKDvTBWWNmwL7dR4nVXkoSFEELUYJ+u0q9h01Wm5RrwtJnp3d4fW0WFfXtQXAyYTfSJr5xxKz3H4Ppg3Zh0zBJCCFFDRmkWOo2OSN+wBpX30GqYnvopvAwHT9pe/sN3HPjhO3oBKzpNQqeTtt/J5GwIIYSoIaMsmyi/MHRaXYPKd+sQ3LBy8Q0rd7aQlrAQQogazqRnNMCwXpHMWX8TFquiY5iesRsWA1B2zyN8vT6LrAIj7cJ96do+sLFCdkvSEhZCCFGNUuqM54wOC/bmlqvOxeah52Cuyb79nRWHSSuy4Bfoxz1XJ6LRaBojZLclLWEhhBDVFFQUUW6tOOM5o/t2CSPQ15OlH/xu3xbg68mAXrFcnBRNkL/e1aG6PUnCQgghqkm394w+8zmjcwuMjD3+B/oLBtN24o28pNNI67cecjtaCCFENZmlWXjrvAj1DjrjYw/8tZ0Aq5GoIYPw9NBKAj4NScJCCCGqSS/LIto/4owTaFGZCf8DO7AEheLdIb5xgmtlJAkLIYSoJqM0y6HlCzftPE5i6RFCLhggLeAGkiQshBDCzmqzklWWe8adsgDS/tqIXlkIGzywESJrnSQJCyGEsMs25GFR1jNOwtmF5YQd2YMlJg59+JmtP3w2kyQshBDCLqPszOaMrrJ582ESDBlEXDSoMcJqtSQJCyGEsMsozSJQ74+/3q/BxyilyF2zATQaQgckNWJ0rY8kYSGEEHbpZzhTFkBajoF2x1NQnbqg8/dvpMhaJ0nCQggh7DLLsok9wyS8Zc0+oivyiBl+QSNF1XpJEhZCCAFAhdVErrHgjGbKsimFYdNGLJ5eBPY6rxGja50kCQshhAAqW8EKdUa3ow8cK6Jj7gE8evRE6+nZiNG1TpKEhRBCAJWdsjRoiPZr+BCjPcnbCbKU0XbEhY0YWeslSVgIIQRQmYTDfELQ6xq22pHFasO2fTMmv0B8O3dq5OhaJ0nCQgghAMgoyz6jW9G7D+TQqegQvn37odFKOnGEnDUhhBBAZUv4TDpl/b1qI942M22lV7TDJAkLIYSgxFRGsam0wcOTKkxWvPftoDwsGq+Y6EaOrvWSJCyEEIKM0hPTVTYwCW/bmUaH0jRCLhjQmGG1epKEhRBCkFGWhYfWg3Cf0AaVT/tjHRoUMUNkxSRnuFUSPnToENdccw2hoaGEhoYyadIkcnJyTnvcTz/9xODBg/H19cXf35+RI0eybt26JohYCCHcQ0ZpNlG+Yei0utOWLTWaCUndRUVcJzwCA5sgutbLo7kDaKi8vDyGDRuGyWRi1qxZWCwW5s+fz44dO9iwYQN6fe1d6v/44w8uu+wyunXrxrPPPovFYuGtt95iyJAhrF69mn79+jXxOxFCiJYn4wzmjN6y/gCx5TkEDb28kaNq/dwmCS9YsIC0tDR27txJ165dAejfvz+jRo1i8eLFTJkypdbj/v3vf9OuXTvWr1+Pr68vAJMmTaJr167Mnj2bX375pcnegxBCtEQ2ZSOjLIueEV0bVD7vz3W00XkS0b9PI0fW+rnN7ehly5YxdOhQewIGGDlyJImJiSxbtqzWYwoKCti+fTvXXXedPQEDREZGMmTIENasWdPocQshREtXUF5EhdVEbAOGJ+UWlROVvhfLOd3QejVsUg9RN7doCRcUFJCamsq4ceNq7Ovduzc//PBDrccFBgaSkpKCn1/NdTFzc3Px8HCLty+EEI0q/UTP6OgG3I7ekbyDWHMJESMHN3ZYZwW3aAmnp6cDEBsbW2NfdHQ0RUVFFBUV1din0+no3LkzMTEx1bbv2LGDv/76i0GDBjVOwEII4UYyyrLw8fAmxOv0naxK12+g3MuP4B4Nu3Ut6ucWSbikpASg2i3lKj4+PgCUlZU1qK7S0lImTZoEwMMPP+yiCIUQwn1VzZSl0WjqLZeWVUK77ANoe/aWaSpdxC3OolIKoN4fkNP98AAYDAauvPJKtm/fzsMPP8yQIUNcFqMQQriryp7REactt2flBnxtFXS4WG5Fu4pbPBT19/cHwGg01thXtS3wNGPVCgsLGT16NH/99Re33norzz77bINfPyQkhJCQkDr322w2+x8KtdGe+IsxNLRhg+BFyyTX0f2d7ddQKUWF1VRtm8Vm4XhZDiM6DsY3sLL/jJdOX6Nho5TCtm0LhuAI4nr3aqqQa9USrqNGo7HHUZuG9jlyiyQcFxcHQGZmZo19GRkZBAcH19r5qkp2djaXXHIJ27Zt44477uCdd95pUMtZCCFaC6UUT/y+gP15qbXuX7rjK5bu+AqAxDYJzB02rdrvyX37M2lbcBjfy65sknjPFm6RhIODg+nQoQNbtmypsW/r1q0kJSXVeWxJSYk9AT/44IMsWLDA5fEZjUYMBkOd+6v+WsvPz3f5a4umI9fR/Z3N17DCaqozAZ8qJS+V47lZeJ20rvDW/60gXllpO6Rfs5+/lnAdfX196238NZRbJGGAa6+9loULF7Jv3z66dOkCwK+//kpKSgozZsyo87ipU6eybds2HnjgAYcTcEFBARaLxaFjhRCipZk3eBb6Ewn2/1J/Y9PxHcwd9G9MVhOzVs+rUd5qU3ju2U5JZHv0bep+NHc2MRgM9Ta+qjoUn47bJOGZM2eyZMkSRowYwfTp0ykvL+fFF1+kT58+TJgwAYDU1FTWrFnDoEGDSEhIYO/evSxdupTg4GB69erFf//73xr1Vh0rhBBnC71Ob2/lZhtyifWPrNbqPdXenUeILcvE45LrmyrEs4bbJOHw8HCSk5N58MEHmTNnDr6+vowdO5b58+fj5eUFQHJyMrfccgsffvghCQkJ/PHHH0Blp6xbbrml1nolCQshzmYZpVmcH9Gt3jJpK/+knVZH52GybKGruU0SBkhMTKxzdiyAyZMnM3nyZPv3d911F3fddVcTRCaEEO4nv7yIvPLCehduqDBZCDy4i7L2iehOzMsgXMctxgkLIYRwvW8P/oK/px89w+ue/WrX2j20qSgkaugFTRjZ2UOSsBBCnIWOFKez4fh2xiSMwMfDu85yuX+uo9zTh3YDejVdcGcRt7odLYQQwnkVlgq+2P8Dkb5h9Insbp/Aw3TKRB5lZRWEHd2Lqet5aHS65gi11ZMkLIQQZ5mH/3zR/v+Hkp+rs9zO3zYRYjUSMurCpgjrrCS3o4UQ4iyg13rSMSiuQWU7BsWh13pSun4DJb4hhJ/bqZGjO3tJS1gIIc4CGo2GaX1u55cjf7L84M/MSLqjzl7Req0nBfmlRGYdpKL/RTLNbyOSJCyEEGcJg8XIz0dWc0FMEh2C2tVbdu+KvwhTFuIuk9XmGpPcjhZCiLPEj4f+wKqsjE4Yftqy5m2bKQiJJSi27jHEwnmShIUQ4iyQbcjjj7T1XNx+MEFeAfWWzTh8nMiCNLz71r04jnANScJCCHEWWP73zwTo/RgRN+i0Zf/+6U9sGg2JF0uv6MYmSVgIIVq5vwsOsy1nD1d1HGVfPakuSik8dm+jILojPsH1t5iF8yQJCyFEK2ZTNr48sIK4gFj6Rp132vKHdhykjSGX4IH9myA6IUlYCCFasU1ZOzlaks61nS9Fqzn9r/xjK/+kXOdFlxGShJuCJGEhhGilTFYz3/z9Cz3Du9I5JP605a0WK34HdlIc3xUPvWfjByhknLAQQrRWvx1bQ5GphKs7XdKg8gf+2k6AuYwgWTGpyUhLWAghWqHiilJ+OpzM0Lb9ifBt06BjslevpVgfQMf+3Ro5OlFFkrAQQrRC/5e6Ep1Gx2UdhjaofIWhnOCj+yjvch5araSGpiJnWgghWpmM0iz+ytjM5R2G4ufp26Bj9v26Di+bmfhRFzVucKIaScJCCNHK/O/ACsJ8Qriobb8GH1OyfgO5/hG069q+ESMTp5IkLIQQrcjuvAPsyf+bqztdgoe2YX1vS3MLCc06hOpxfiNHJ04lvaOFEKKVsNqs/O/ACjoFt6dneNc6yymlSDlWzJ87sskrrsCUk0sX/w4MGiW9opuaJGEhhGgl1mZuIbMsm1l976pzDeAKs5V3vtnPtr8L8LSZmZ76KQAvJ9zIph/SePC6AKJCfZoy7LOa3I4WQohWoNxSwXcHV9IvqiftA2PrLPfRjwfZ9ncBHjoNF54XYd/urVNkF5bz8md7KDdZmyJkgSRhIYRoFX46kky5tYIrO46qs8zxfCPr9uSit5mZPrYTN130T7KecU0nIvw0FBWUsnZ3TlOELJDb0UII4fbyywv57egaRsRdQKh3UJ3lNuzNBWBa6qcwDw6etM8w7xluPfH/r/fcy7DzoxovYGEnLWEhhHBz3xz8BR8Pby5uP7jecmVGS4PqKzGaXRGWaABJwkII4cYOF6ex8fgORieMwNvDq96yQf6Vawl/c8HtlIZEUoHOvq/jghc5MHEmLyfcSLBf/WsOC9eRJCyEEG5KKcVX+1cQ4xfBoJjepy3f/9wwNBrYm2XioMWfkmtutu/LMyp+2paLWevJoO7hjRm2OIkkYSGEcFPbcvZwsOgI1zRwrWBtfg49iiufBP8YeQFbirzt+55asoNSo4W24b706xrWaDGL6qRjlhBCuCGLzcLyv3/m3DadObdN59OWP77rAFlvvElfnQ+67j3ZeqSULUdK2dJpUmUBKyRE+3PftV3w9JD2WVORJCyEEG7oj7QN5BoLuPO8m05b9vCarZR8tIginxA6PXQ/F7YLIzPPyF+7sskrqsDHS0dSYhhd2wfWOcmHaByShIUQws2UmQ38eGgVF8QmEeMfWW/ZvT+uxva/T8kNiqXXI/cT0iYAgOg2PowbIos1NDdJwkII4WZ+OLQKq7IyusPwesttXfYDPr9+y/HIcxj46FR8/ervPS2aniRhIYRwI1mGXP5IW8/ohOEEevnXWkYpxfp3Pydk4++kdTifi2behqen/LpvieSqCCFEC6OUwmSrfcKMrw6sIEjvz7C2A2vdb7VaWbPgQyJSNnH8vMEMvfdGdFrpaNVSSRIWQogWRCnFy5vfJ7XoaL3l3ti2mGl9bq/WkcpUYWbt828RmbaX/MGXM+TmKxs7XOEkScJCCNGCmGzm0yZggINFRzHZzHjpKme3KisxsOmZVwnPO4Zx9PUMHDussUMVLiBJWAghWqh5g2ehP5FkNx7fwSf7vuGu88bzzo6Pq5XLO17A3nkLCS3LQzf+Fs4f1rc5whUOkCQshBAtlF6nx0unx2Q18cOh3zk//FwSQxOqlUlPzeDogtfxNxsIumsqcb27NlO0whGShIUQogUzmI38X+pvlJjKGNvpkmr7/t6ZiuE/7+OlUcQ8NI2IzjLu191IEhZCiBbqP9s/Ye/RYqyl/pwbNhxjiReBJw31LXv3HbSePnR6ZBqB0bLogjuSJCyEEC1AqdnAjpy9bMraad+256+2VJT5ArA9DbZv207Hdj4QVbnfHBBEn0em4x0c2BwhCxeQJCyEEA6obyxvFb3Ws965mEvNBrZn72FL9m5SClJRStEhqJ19f0WFDj+9ibtSlgHwZsfrOZhZgc+JJNzr8Wl4+0sCdmdulYQPHTrE9OnTWbVqFQCjR4/m5ZdfJjy8/tswjh4nhBC1aehY3o5BcTXG8paaytiWs5ct2bvYX3AIpRSdguP51zmX0yv8XLw9vHhw1dMA+Jz/GzbgrZ6Vv6s0/IbPSfV7+Jz8nXBHbpOE8/LyGDZsGCaTiVmzZmGxWJg/fz47duxgw4YN6PV6lx4nhBB1OdOxvCarme05lS3eqsTbOSSe6865gl7h51abfvJ4vgFrSQi6gIL6Ky8LQat0zr4V0czcJgkvWLCAtLQ0du7cSdeulV3w+/fvz6hRo1i8eDFTpkxx6XFCCPd36i3jcksFABVWU7Vyp7ttXJ+uZePYmlKEUv9siw7zpLD9DwC8tW0pB4uOopTinJAOXH/OaHpFdCVAX/u8zxm5Rkz7+jP90NJ6X/flDpdSNtxKsL8kYnfmNkl42bJlDB061J5IAUaOHEliYiLLli2rM5k6epwzTv7gF5ea2Hq4CIvFRqCPon2kHxqNxuEP/cl1p+WUkZZtQKPR0Dk2gNCgym6TjtR9cr02m2L/sWIKSkx463V0aR+Ej5fOJXUbK6zsO1JEuclKSICec9oFotVqXFJ3flEFB9JLUErRLtKX2DA/h+s9uW6lFEeyyij+uwAPDy1tQ3QE+utdErPFaiPlaDHFZWb8vD3oGh9kX1Dd2brLjGb2HS3GZLYRHuxFx9gAl/3sZeUbOXy8DID4KD8iQ30cjvnkupVSHEwvIaewAr2nli5xgfj5eDpUd0NvGUPtt40basu+IjwtiumpnwLw6jk3kplrxufEaCGNRsMNiaPpGX4uAXq/avHlFZaTcTCD3NRjGI+lQ24WJRUKIgbiaT3dK2vQe8ic0O7OLZJwQUEBqampjBs3rsa+3r1788MPP7j0OGec9oO/r/IfRz709dad/c9/z7Tu08ac0Uh15wKHGqnuHMfrPW3dJ3H5uU5rpLpzgb8dq/e0dTvxs3faujMdr7uht4yh5hSQp1NmNtj/r9fb6NonC1Irv/fsvgqP4/2wnNh/13njsZm1pO/PYOeBTZQdy0BlHce7KI+QikK8lIVYwKL1pDy4DRHR0fgoGy8n3Mj4CyIY1DOG1IdmVZ6DBS/y5ZpMfttynHPaBuLr7Ra/wkU93OIKpqenAxAbG1tjX3R0NEVFRRQVFREUFOSS45zh6LyvzVl3Y/6yagl1y7l2rl53rruKcetwfIB7DnwGwF+X3sPGg0VYseBz/m+1HmO1Wckx5pNlyK38Ksu1///kJBwQlYqPt83+/dTIsRw35rLsxPf/9+irJBYcRa8stAECdJ4YA9pAu1g0bfsS2DGONp3i8AwNQXNitaPMv47x9epjLF1fSI5JR48TdS1emcafKYWg9eTS/jFnfB5Ey+MWSbikpAQAX1/fGvt8TvQOLCsrq5FMHT3OVTR7LubuSzvBS08CEPnscyz67TBH2nwNVLYAHBWROYY7RyWQN+cxALwefZK3fvybis4rnIrZuHU4Q86LYWz/SNJmPgxA/l0Ps/i3Q3j1qv2XVUNVbBvOzcM7EPrOCwC0ffEFlq/P4o8dGXX+ImworwOXcs9lnah47gkA2jz1DP/5JZXs6O8cqu/ka9M+72puHR5P1uxHKzc89ARvr/gbde7PTsVs3DqcK/rFccn5YRw50dJJv/khlq055vT5sO4cyZSRCXi//iwAsS88z8erj7LH78vK/TYFDj5KDDp8OXdd1omSJx8HIOCJp3nnx78pinfszpLV9s+5PrdsHOMHx5H+8CMAlN83m/d+TUXX41fHgj3B28OTh8edi3FuZRKecnkiw7IrePGz7fYy6zK2kFdeaE+4ueUF2FRlctVrPAnGj0CzN52NoXiXhrAuuvKP/Mm/b6h261i9/TahOuC6yh7NRW1iMXXrjH9CHFGJ7fEOb3Pa1vzogW3JyDOyfk8uP2/MtCfh9XtzQOvJNRfFcX7nUKfOiWgZ3CIJV/1CrO8Ht7Z9jh7nKlf3i6FLpB8HT3xAQ/Qe3DI8nrknPvdHsspIjPWqu4JT5BWV2/9/64gOhPvoKT5Rd4cQH64b1I6lJ27DOvpLNsZPz4SL2oPJZP/FMqhjKKnpJWw48+qquahLGIM6htrPh79Gy4TB7dl/MJdCB+o7+Zf39YPa0SHEx153uI+eW4Z3YN7eyu/ziyqIDm14C+pIVpn9/7cOjydE70H+ibo7Rvoxtm8MX5fVcXADdQ7345r+bbFVVNjP9YjuERw4VsIe56rm4h4R9IoLsp+PAJ2OiUPa88imyu/3HCok6ZzIBtdnKLfY/z9hSDyx/l72umP9vZgwJJ43j/xT1suv4ed696FC+/8nDmmPn0ZrPx9d4oIY1SOCqj9JLDYLSiksNgsWZcVkMWO2mDGbTZjMZkxWExarFZPFhNH0z+clLtzIzkOr6XTi+/dWfkA2pej94uxlPkv5Hn+jhsBSRViRhcQiMxFFFYQUW/Ett1H1m0IBxXov1l1bOT7X7KE5sfUfldtOvIfRw+nTLbrB5wNAq9Vwx5jO9OvSht+2ZvGG363otBp6xwUxok8UndvK2ODWQqOcaY41kR07dtCzZ09ef/117r333mr7pk+fzoIFCygtLcXPz88lx1UpKCjg119/ZeTIkYSEhNQZn81msyf8MlM5t30zHYB7Ps+p0bnCrIO3TvyFrMuIxCcok4aqKA3DHJnfoLq9Cz3w8DSdWkWtFFDmp62z3lPr9iv75xdSc9ZtMespD7bUWffJ9XpmheLln9vAmsFYFI01JqtBdfuW2tA2MOjmPNcn16s5Godfm8MNrBlMxgBMYWUNqluf64fep6TBdZflxaPijjaobkc15Fz/61cdnjp/8PVD5x+AR2AAXkGB+IQE4RsSREB4CEHhIQSGBmPWWJj89bQGvfaro54nUma0cintidv2NpvtNCUbj0ajscdRm4bmD7doCcfFVf61mplZM2FlZGQQHBxcayJ19DhnNPSXMUC4OYBw42m7QNoVmv04Rn6DyravCEVvadgPqA3Fbr+8BscRbwxH28DU0Jh1m6xaUk7uFVSPKHMAwcaG9yTNMQdwnKwGlY03hqNr4B2VlnKu21j8iDZGNDiOMrOeVBrW9G9rDsKPhk8ikWnxo6F/Hl1QEI9e44kHOnRaD3RaHR5aHTqNBx5aDzy1Huh0Ojy0nqCBRarhjwyueHM+3h4NuzOlVVra+sWRVlb/s+wAIokICmhwDOLs4xZJODg4mA4dOrBly5Ya+7Zu3UpSUpJLjztTRqMRg6Gyo8bJ4w83jpnKxIvac3DaTKCyZ+O+rDI4+hYAd4+7lvDA2scK1qbYaOThNc8BUHLPo/TtEFyt7uUb04FPALjr+jsb3IGlwmqyz9Dz1jnX88zNSQTqlb3uDi/NY/43KUDl89Xbx93jUN3fDrqVh65K5NBJPT2LTRoeW7wJTtxwdLTufdc9wNi+sdXOx4ZDBZD7PgBTrx9PoHfDE0NOUSlPbJpX+c1DT9Ax0q9a3Uv/OAJ8DsCUfzkW86Jzb+KpyX3w1ljtdbd/cR7PfL4b+BFw/Hz8PvxO7ro0gdTp/5zrY8XlkPI6ALdeeTnxkcENqhfAaK5gevIzAGRMfojh3SKqnY/fdmeDYTEAU6+/FR/Phj9mOZRVyPxdlc8N/Oc8RdsAb3vdCS/P4+0fDwKV/SjGXT3xjM4HqyqT8Lvn/ovpY7tQ8lzl+enwwjOkFVl466tdwB9AZcvlTDp9PdL/dr5ff4Svko/iabNw/6HKn4fXOlyHWetBx9gApo/rQUHBaSbdEGcsNLTyeXh+fsMaJY3B19fXJY04t0jCANdeey0LFy5k3759dOnSBYBff/2VlJQUZsyY4fLjTlZQUIDFYjl9wVMk78sFBX1PPJv9fU8OyzdmwLmV3weewXMzAC/9Pw95F686RF5xNPEnNn2x7hi/7MjG+/wzDrMao4J5/9vLVf0jCTxR95s//M3fOWX4tHWu7gM5Zbz5w9+MOlHvhkMFfLM+C6PiDNpNtfth63HMVhs9TtS9Yvtx/m9LJtruld97eZ7ZA/KqccAAb6/4m7F9Y4g+UcXSP46QnJKLj5PnusBs5cX/7WNM3wh8TtT9yv+lkF5a4fT52HKskPd+PcRFJ+r980Ae32zMgM6V30eH1eysWB/tSbd4Pl+bRonBTOKJur/ZmM6P27PQ96xZtiFiTorl1e8OcFXfGMJO1P3er4fYmlaEj5MzzFq6r2Le36vsnaXY8mrlv70cr1Oj0TB6QDznxIby88YM3tRPxmxRxIb5MqRXJIPPi7CP+Ratj8FgsDe+alPVMfh03CYJz5w5kyVLljBixAimT59OeXk5L774In369GHChAkApKamsmbNGgYNGkRCQkKDj2ssPuf/xkZgY9UHv+wjewJ2lrb7r/xg4p9fKixzOgFDZcwlwH9zT657OT4N78NTb90HgANV9ea+Dx2dT8AA3uf/xmpgdVXdpqX2BOwsde7PlZ2w7Ofjc6cTMFSej1zgw6yT6/4On5oj6hyqexewq6rewkX2BOwsfc+VrARW2mP+xJ6AnVXReQWfF3LS+fjK4XOt13rSMSiOgw2crEOv9XTodc5pF8g57eSZr3CM2yTh8PBwkpOTefDBB5kzZw6+vr6MHTuW+fPn4+VVeesrOTmZW265hQ8//NCehBtynCs19IPvyIe+sepuzF9WLaFuOdfO1euudWs0Gqb1uR2TzYzNpth1qJDtqcWUGMz46mHAueEkxgU6NYuYEM5yi97RzaWqd1ufPn0ICGh454pT56sNDg7GpqC4qNC+zRVTB0LlFJMaTfWhVs5Od9jYdSulUKrmbcvGqttV5zowKBitBgoLC10aM1Sea3c7H7YTvzq0Tv581Fq3i372TtUSniUK57nDdSwpKWHz5s2to3e0u9FoNNU6ePh4egNQ4cBMP6er29EJF05bb2PX7SJNWbefvvI6Gp18PTnXDahb1iQQZwnpNSCEEEI0E0nCQgghRDORJNwENBoNGo2m1jmshfuQ6+j+5Bq2Dq3pOkoSbgJarRatVuvy2blE05Lr6P7kGrYOrek6ShIWQgghmokkYSGEEKKZSBIWQgghmokkYSGEEKKZSBIWQgghmokkYSGEEKKZyLSV9bBarQD1LlfVEB4e/5zmhi5vJVoeuY7uT65h6+AO17Eqb1TlkbpIEq5HWVkZAHv37m3mSIQQQrijsrIywsLC6twvqyjVo7y8nKysLPz8/NDpZEZ5IYQQDWO1WikrKyMyMhJvb+86y0kSFkIIIZqJdMwSQgghmokkYSGEEKKZSBIWQgghmokkYSGEEKKZSBJ20qFDh7jmmmsIDQ0lNDSUSZMmkZOT02jHicbh6PXo16+ffW3Tk7/GjRvXBFGL+txxxx0MHTq0QWXl89hyncl1dMfPo4wTdkJeXh7Dhg3DZDIxa9YsLBYL8+fPZ8eOHWzYsAG9Xu/S40TjcPR6KKXYs2cPY8eO5dprr622r3379k0RuqjDBx98wHvvvceQIUNOW1Y+jy3XmVxHt/08KuGwRx99VOl0OrVnzx77tl9++UUB6t1333X5caJxOHo9UlNTFaA+/PDDJohSNITFYlFPPvmk0mg0ClBDhgw57THyeWx5HLmO7vp5lCTshISEBDVixIga2xMTE9Xw4cNdfpxoHI5ej++++04Bat26dY0Znmggo9GozjvvPAWoSZMmqdjY2Ab98pbPY8vi6HV018+jPBN2UEFBAampqfTp06fGvt69e7N582aXHicahzPXY/fu3QB07doV+GeaU9E8ysvLKS4u5rPPPmPx4sXV5heui3weWx5HriO47+dRkrCD0tPTAYiNja2xLzo6mqKiIoqKilx2nGgczlyPXbt2ERAQwLRp0wgICMDf35+OHTuybNmyRo1Z1C4wMJADBw5w3XXXNfgY+Ty2PI5cR3Dfz6MkYQdVrdzh6+tbY5+Pjw9Q+19ijh4nGocz12P37t2UlJRQWFjIkiVLWLRoEQEBAdx4440sXbq08YIWtdJqtQ1uNVWRz2PL48h1BPf9PErvaAepE1NuazSaOsvUts/R40TjcOZ63HHHHVitVqZOnWrfdsMNN9C9e3dmzJjBTTfdJAt/tHDyeWw93PXzKC1hB/n7+wNgNBpr7KvaFhgY6LLjRONw5nrcdddd1T7wUNl6mjhxIllZWezZs8fF0QpXk89j6+Gun0dJwg6Ki4sDIDMzs8a+jIwMgoOD8fPzc9lxonE0xvWIiIgAoLS01PkARaOSz2Pr19I/j5KEHRQcHEyHDh3YsmVLjX1bt24lKSnJpceJxuHo9UhPT6dbt2489dRTNfbt27cPgA4dOrg2WOFy8nlsHdz58yhJ2AnXXnstv/76q/0iA/z666+kpKRwww03uPw40TgcuR6xsbEUFhby3nvvUVxcbN9+9OhRPvroI4YNG0ZUVFSjxy6cJ59H9+fOn0eNquqZIM5YTk4O3bt3x8PDg+nTp1NeXs6LL75Ip06d+Ouvv/Dy8iI1NZU1a9YwaNAgEhISGnycaDqOXsfly5dz9dVX061bN6ZMmUJJSQlvvPEGJpOJv/76yz5eUTSP+Ph44uPjWbVqlX2bfB7dT0Ovo9t+HptzppDWYN++feqyyy5Tfn5+Kjw8XN18880qOzvbvv/DDz+sdSq10x0nmpaj13H58uWqX79+ysvLSwUHB6uxY8eqvXv3NnH0ojbt27evMdOSfB7dz5lcR3f8PEpLWAghhGgm8kxYCCGEaCaShIUQQohmIklYCCGEaCaShIUQQohmIklYCCGEaCaShIUQQohmIklYCCGEaCaShIUQQohmIklYCCGEaCaShIUQQohmIklYCCGEaCaShIVwU1dccQUajQaNRsPevXvrLHfTTTeh0WjQarVs3ry5wfV///339vpff/31GvuLioooKytzKHYhRCVJwkK4qfPOO8/+/z179tRaZvPmzSxbtgyoTMZ9+vRpcP0bN260/79fv372/9tsNt599126d++Op6fnmYYthDiJJGEh3NTJSXj37t21lpk5cyZKKby8vHj22WfPqP4NGzYA4OnpSa9evQCwWq306dOHO++8k7Zt26LX6x0LXggBSBIWwm2dLgn/+OOP/PbbbwDcd999tG/f/ozqr2oJ9+jRw76w/Z49e9i2bRsAAwYMcCRsIcRJJAkL4aYSExOrJceT2Ww2Zs2aBUBISAiPPvooJpOJN954g0GDBhEUFISXlxedOnVi2rRp5OfnVzv+0KFD5ObmAtC3b18ALrvssmqJf+HChXh6emI0GgHYtWsXEydOJD4+Hi8vL0JDQ7nssstqfQ69fv16xowZQ0hICJGRkUyfPp2KigomTpyIRqMhKiqqRvnrr7+emJgY9Ho9cXFxPPTQQxgMBmdOoRDNTwkh3FavXr0UoPR6vTKbzfbtixYtUoAC1Msvv6wKCgpU//797dtO/erYsaPKzs62H//ZZ5/Z973//vtKKaXatGlT47hevXoppZRKTk5Wfn5+tdYdEhKi0tPT7XV//vnnytPTs0a5q6++Wp133nkKUKNHj7aXf+2115RWq6217uHDhyubzdbYp1mIRiNJWAg3NmnSJHtC2rNnj1JKKaPRqNq2basAFR8fryoqKtTVV19tL3fNNdeo/fv3q7y8PPXYY4/Zt9933332eh966CH79u3btyullDKbzapnz54KUGFhYcpsNiur1aqUUmrEiBHKw8NDRUdHqy1btqjS0lI1Z84cex0ff/yxUkqpjIwMFRgYqAAVFBSkvvvuO5WXl6fmzp1bLbk+9dRTSimlVq1apTQajQLUxRdfrPbs2aMKCgrUE088YS/7888/N+UpF8KlJAkL4cZeeuklezL68ssvlVJKPf/88/Ztn3zyidq5c6f9+/POO09ZLJZqdcTHxytAde7c2b7toosuUoDy9fW1ly8tLVU6nU4B6oorrqgRi81mUwaDwf7///znP/bX/eabb5RSSj311FP2bR9++GG143v06GHft2LFCqWUUiNHjlSA8vf3V/n5+cpsNiuz2axMJpPy8fFRgJo7d65rTqYQzcDD2dvZQojmc2rnrKFDh/LCCy8AkJSUxA033MBrr71mLzN16lR0Ol21OgICAgAoLi4GKp8nb9myBYDevXvby2/YsAGr1QrU7JS1YsUKvvrqK/bs2UNmZiaZmZmUl5fb91f1rv7pp58ACAoKYvz48dXqiIuLY+fOnUDlkCiTycQff/wBQGlpKaGhobWeg5NfRwh3Ix2zhHBjpybhp59+mqKiIgDmz5+PRqMhIyPDXub888+vdnxZWRn79+8HoF27dkBlJ6/S0lLgn05ZAOvWrbP//+Qk/Mwzz3DZZZfx/vvv4+/vz1133cXnn39ObGwsADExMcTFxQFw9OhRgFrHGFf18O7UqRMhISEUFBRgNptPew5iYmJOW0aIlkpawkK4scjISCIiIsjOzmb16tXk5eUBMHr0aIYOHQpUtjqrnJyQAV577TUqKioAGDNmDFB9ko6Tk3DVdo1GY99utVrt44/vvvtu3nrrLQAOHjxIeno6AAMHDrTXUdWqrup5XeXnn3/m8OHDwD8TgwQHB+Ph4YHFYuGee+7hzTfftJcvKSlBr9fbe4cL4a6kJSyEm6tqDWdmZmIymdDpdMybN8++/5JLLrH//+GHH2bLli3k5OTw6quv8sQTTwCVrcn77rsP+GeSDqiehHft2gWAl5cXJpMJo9FIUVGR/Xbw4cOHKSwsZOfOndVuNZ88S1diYiIAKSkpvPrqqxQVFfHjjz8yYcIEe5mqJOzl5cXFF18MwJIlS/j+++8pLS3lzz//pFevXvj6+nLFFVc4fN6EaBGa+6G0EMI506ZNq9azeMqUKTXKTJ06tc7hSWFhYWrjxo32sn369LEPLTpZ1fZTX+fU7UC14UqLFy+21/Hzzz/XGoOHh4f9/+vWrbOX379/vwoLC6v1mOjoaLVz505Xn04hmpS0hIVwcyc/F/bz8+PJJ5+sUeaNN95g8eLFXHjhhfaJOjp37syDDz7Izp07SUpKAqCiooIdO3YA2LdVefPNN+nbty++vr4EBQUxYsQIAL744gsuv/xy/P39iYyM5O6777Z3wALst5kBRo0axWeffUaPHj3w9vama9eu9glEAHx8fKo9t+7cuTObN2/mlltuISoqCr1eT3x8PPfffz+bN2+me/fuTp49IZqXRimlmjsIIUTrt2rVKg4cOEBCQgLnn3++vbez0WgkLCwMg8HAqFGj+Pnnn5s5UiGajrSEhRBNYsuWLdxxxx2MHDmSO+64g7y8PDIzM7n//vvt009ef/31zRylEE1LWsJCiCZx6NAhunXrZp9r+lT9+/cnOTlZVmYSZxVpCQshmkSHDh1YvXo1V199NZGRkeh0OgICAjj33HOZM2cOv/32myRgcdaRlrAQQgjRTKQlLIQQQjQTScJCCCFEM5EkLIQQQjQTScJCCCFEM5EkLIQQQjQTScJCCCFEM5EkLIQQQjQTScJCCCFEM5EkLIQQQjQTScJCCCFEM5EkLIQQQjQTScJCCCFEM5EkLM5aQ4cOZejQoc0dRr0OHz6MRqPho48+au5QXGLu3LloNJrmDkOIFkOSsBBCCNFMJAkLIYQQzUSSsBCn8csvvzB48GCCgoJo06YNN910E8eOHbPv/+ijj/Dw8GD9+vUMHDgQb29v2rdvz0svvVStnszMTG644QZCQ0MJCQnhrrvuYvbs2cTHxzsdo81m44UXXqBTp054eXlxzjnn8Prrr9co99JLL5GQkICPjw8XXHAB3333HRqNhlWrVtnL7Nq1i9GjRxMYGEhgYCBXX301qamp9v2rVq1Co9GwcuVKLr74Ynx9fYmKimLWrFlYrVZ7ufLycqZNm0ZUVBT+/v7ceuutlJeXO/1ehWhNJAkLUY+lS5dy8cUX065dOz799FNeeeUV1q5dy8CBA8nOzraXs9lsXHfdddxwww388MMPXHjhhcyYMYOffvoJgIqKCoYPH85ff/3Fq6++ykcffcS2bdt4+eWXXRLn3XffzZw5c5gwYQLfffcd//rXv/j3v//N008/bS/z1FNPMWvWLK677jq++eYb+vfvz3XXXVetnv379zNo0CCys7NZvHgxH3zwAampqVxwwQXV3i/A+PHjGTx4MP/3f//HTTfdxIsvvsj7779v3z9hwgTee+89Hn30Ub744gvy8/NZsGCBS96vEK2GEuIsNWTIEDVkyJA691utVhUVFaUuueSSatv//vtvpdfr1YwZM5RSSn344YcKUO+//769THl5ufL29lb33nuvUkqpDz74QAFq06ZN9jLFxcUqLCxMtW/fvs4YDh06pAD14Ycf1lkmJSVFaTQa9cILL1Tb/thjjylvb2+Vm5urSktLlY+Pj7rvvvuqlbnzzjsVoH7//XellFI33XSTioyMVEVFRfYyeXl5KigoSD300ENKKaV+//13BajHHnusWl0dOnRQo0ePVkoptWvXLgWot99+277farWqc889V8mvHSH+IS1hIeqQkpLC8ePHufHGG6tt79ixIwMHDqx2Cxdg4MCB9v97eXkRHh5OWVkZAL/99hsJCQn06dPHXiYgIIDRo0c7Hedvv/2GUooxY8ZgsVjsX1deeSXl5eWsXr2atWvXYjQa+de//lXt2FPf28qVKxk6dCi+vr72egIDAxk8eDC//PJLne8XoG3btvb3u3r1agDGjBlj36/Vahk3bpzT71eI1sSjuQMQoqXKz88HICoqqsa+qKgotmzZUm2br69vte+1Wi02mw2AnJwcIiIiatQTGRnpdJx5eXkAdOvWrdb9GRkZhISEANSI4dTXz8vL47PPPuOzzz6rUU94eHi17+t7v1XnLiwsrFqZ6Ojoet+LEGcbScJC1CE0NBSA48eP19iXmZlZI8HUp23btvz+++81tp/6nNURwcHBQGWLOCAgoMb+uLg4UlJSAMjKyiIxMbHO1w8ODmbkyJFMnz69Rj0eHg3/dVF1brKysoiLi7Nvr/qDQQhRSW5HC1GHxMREoqKi+PTTT6ttT01NZe3atVx44YUNrmvIkCEcOnSIbdu22bcZjUZ+/PFHp+O86KKLAMjNzSUpKcn+lZOTw+OPP05eXh69evUiKCiIr7/+utqx//vf/2rEuWfPHnr16mWvp0+fPixYsKDGsfUZPnw4AF988UW17d99950jb1GIVktawuKslpaWxsKFC2ts7969OyNHjuT555/nlltu4aabbmLixInk5uYyd+5cQkNDmTZtWoNf56abbuKFF15g7NixPPPMMwQHB7NgwQKys7Np3779aY//+eefKSwsrLH9uuuuo0ePHkyYMIEpU6Zw+PBhkpKSSElJ4dFHH6VDhw6cc8456HQ6Zs6cyZw5c/D19WXo0KH88ccfvP3220DlrWSAOXPmMHDgQEaPHs3dd9+Nt7c3//nPf1i+fDlffvllg99vp06duOOOO5g9ezZms5nzzz+fpUuXsmPHjgbXIcRZobl7hgnRXIYMGaKAWr9uu+02e7kvv/xS9enTR+n1ehUWFqYmTJigjh49at9f1Tv60KFD1epv3769uvnmm+3fHz16VF199dXK399fBQcHq3vvvVeNGzdO9ejRo84Yq3pH1/W1evVqpZRSZrNZPfXUUyohIUF5enqqtm3bqrvvvlvl5eXZ67LZbOqZZ55R7dq1U3q9Xg0ePFi98sorClCbN2+2l9u8ebO69NJLVUBAgPL391cDBgxQ33zzjX1/Ve/oqh7VJ5/Pk3ubWywWNWfOHBUbG6t8fHzU1VdfrZ555hnpHS3ESTRKKdXkmV+Is8zu3bvZt28f11xzTbW5k/v160fbtm1r3BZ2NYvFwieffMKwYcNo166dffubb77J/fffT15env3ZshCi6UgSFqIJVM2mdc8993DNNddgsVj47LPP+PDDD1m5ciXDhg1r9Bi6deuGl5cXjz32GGFhYezcuZPHHnuMsWPH8uGHHzb66wshapIkLEQT+fLLL5k/fz579+5FKcX555/PY489xsUXX9wkr3/o0CEeeeQRfv/9dwoLC4mLi2PixIk88sgjeHp6NkkMQojqJAkLIYQQzUSGKAkhhBDNRJKwEEII0UwkCQshhBDNRJKwEEII0UwkCQshhBDNRJKwEEII0UwkCQshhBDNRJKwC+3atYsbbriBqKgo9Ho90dHRXH/99Wzfvr25Q6vmo48+QqPRcPjwYZfUd+WVV/Loo4/av4+MjOTbb7+tUe6XX35Bo9HQo0ePWutZtWoVGo2m2pderychIYGZM2diMBhqHGOz2fjggw+46KKLaNOmDYGBgfTu3ZvXX38dk8lkL3f48OFa646MjOSqq65izZo1Neo+tfypXw8//LC9bHx8fL1lc3Nzq9W9ceNGbrnlFhISEvDx8SE0NJQRI0bUWLGpqu7JkyfXes6q3tdHH31k3zZ06FCGDh1aa/mTz/OqVatq/f5kn376KR4eHowYMQKDwVBv2ZNVve+Tfy5OZrPZiI2NrRZ71XtJSkrCYrGcNu4qJpOJ119/nf79+xMYGGj/GXj55Zdr/MzU9jOm1WoJDAzkggsuqHWVJ7PZzFtvvcXAgQMJDQ0lKCiIPn361Fp/bT9nVT9rUVFRXHPNNezfv7/aMRaLhVdeeYXevXvj5+dHQECAPf6Tf4ZP9/N48rnUaDTMnTu31nN/8s+M0WgkKCiIK664otayULkcpaenJ3PmzKFfv3706dOnRpkvv/wSjUZD165da+z76quv0Gg0rF69mnfffReNRsPzzz9f63keOHAgnTt3pqSkhK5duxIaGkpWVlatcT3yyCNoNBpWrFhR53mv7dy0NLKKkovs3r2bgQMHMmDAAF5//XUiIiJIS0vj9ddfZ8CAAfz+++8MGDCgucN0OaUUa9as4a677gJg//795OTkcMEFF9Qou2jRInr06MHOnTv566+/ai0DlfMZ9+7dGwCDwcC2bduYM2cOmZmZLF261F7OYDAwZswY1q1bx913383MmTPR6/X89ttvzJgxgx9//JHly5ej1+vtxzz22GP2Xzjl5eWkpaXx2muvMXjwYL766ivGjh1bLZbbbruN22+/vdY4Y2Njq31/+eWX8/jjj9da9uR5mV955RVmzJjBRRddxBNPPEGHDh0oKCjgq6++Yvz48axdu5bXXnut1nqa0rJly5g4cSIjR47k66+/xsfH54yO12q1fPHFFzz33HM19iUnJ5ORkVHrcZs3b2bevHnMnj37tK9RVFTEZZddxvbt27nnnnt46qmn7L/wn3nmGRYvXswPP/xA27Ztqx138s+YUor8/HxefvllrrrqKr7//nsuu+wyAAoKChg9ejTbtm1j6tSpzJ07t0H1n/xzBpU/q5s3b+bZZ59l1KhRpKSk4O3tDcCUKVP43//+x8MPP0xSUhI2m43Vq1fz2GOP8eeff9qXkFy7dm211xg4cGCNn8+OHTue9pydzMfHhxtuuIFFixaRk5NDeHh4jTIff/wxVquVW2+9FbPZzEsvvURZWRl+fn72MitWrKBNmzbs27ePI0eOVFsZLDk5mYCAAAYOHMjgwYP5/vvveeKJJ7j00ks5//zz7eVmzZrFli1bWLNmDQEBASxatIgLL7yQe++9t8aSmFu2bOGll17izjvv5NJLL6WioqLG+QHscR89epSkpKQzOjdNppkWjnCJCpNF/bL+iHrotWR142M/qPFzflRPvr9ObdxzXFmttiaN5dZbb1Xt27dXZrO52vbS0lIVGxurLr/88iaNpz51rfrjiN27dyutVqsKCgqUUkp98MEHqmvXrjXKFRQUKG9vb/XRRx+pxMRENWHChBpl6lqdRyml5syZo7RarSouLrZvu/POO5WXl5dau3ZtjfKffPKJAtSrr76qlPpnNaIPP/ywRtmKigrVv39/FRoaqoqKiuzbAfXEE0+c5gxUOnXFpLr8/vvvSqPRqPvuu6/W/S+99JICqr2n+uqu7X2duppRbTGcfJ5rO++fffaZ0ul0avTo0aq8vLzOY+sCqMGDBytAbdmypcb+O++8U/Xq1ata7FXvJTg4WOn1erVr165641ZKqXHjxqnAwEC1ffv2Gq+RkpKiwsLC1EUXXaRsNttp4y8uLlZBQUHqkksusW+7/vrrVUBAgNq6dWuD6q/v50wppd5++20FqO+//14ppdSRI0eURqNR7777bo2yCxcuVIDasGFDrXXV9/NZ375TY1y/fr0C1BtvvFFr+fPOO0+NHDlSKaXUL7/8ogC1cuXKamXatm2rnnjiCeXl5aXeeeedavt69eqlxowZY/8+OztbRUZGqq5duyqDwaCUUurrr79WgFq4cGG1Y6dNm6YA9fXXX9u3mc1m1bNnT9WxY0dVWlpaa8xVHnjgAQWo9957r95yzcltb0dnFxh44JVVLPxsK3sP51NsMFFYWsGGPceZ+/46nl60nnJTzVtajeX48eMopbDZbNW2+/n5sXDhQq677jr7NqvVyrx58+jevTs+Pj74+fkxaNAgfv/9d3uZuXPn0qVLF77++mu6d++Ot7c3vXr1Yu3ataxbt47+/fvj4+ND9+7dWblyZbXj4uPj+b//+z+6dOmCr68vAwYMOO3tw9WrVzNkyBB8fX0JDQ3l5ptvJicnp87yQ4cORaPR0K1bN2w2GyEhIWg0Gm677Tb27t1b43b3J598gtls5tJLL2XChAl8+eWX5OfnN/DsQkhISLXvc3Jy+OCDD7j11ltrvcNw4403Mn369Bqt1dro9XqefPJJ8vPza/zF7WpPPfUU7dq148UXX6x1/wMPPMBVV11FWVlZo8ZRny+//JLx48dz5ZVX8tVXX+Hl5eVQPUOGDCEyMrLGObVYLHz11VfceOONtR736KOPEhgYyOTJk7FarXXWv3v3br788kseeeQRzjvvvBr7zznnHJ5++mmSk5OrfbbqEhAQQGJiIkeOHAHgwIEDfPbZZzzyyCP06tXL6frhnzsiVStpZWVl1fp7AyrXoH7uuecafXWrfv360a1bNz7++OMa+7Zt28aOHTu47bbbALjwwgvx9vbmr7/+spfZvXs3aWlpjBkzhgsuuICffvrJvq+oqIgdO3YwatQo+7bw8HAWLVrE3r17efjhh0lLS+PWW29lzJgxPPDAA9Ve/5lnnqFz585MnTqV4uJiAObPn8/OnTtZvHhxtdb4qT799FNeffVVbr755jrvZrUEbpmEyysszPnPWo5llRLs78XNl3fl9elDefmBi7jqogQ8PbRs3JvFgk+3NFlMo0eP5ujRowwcOJA333zTPkk/wLhx47j55pvtZR9++GGeeuop7rzzTlasWMF7771Hfn4+48aNq/aM6dixY0yfPp3Zs2fzxRdfUFBQwLhx47jxxhu5/fbbWb58OUopbrjhBoxGo/24nJwcJk2axD333MMXX3yBr68vl1xyCdu2bas19uTkZEaMGIGvry+ff/45CxcuZNWqVQwbNqxavSd76623WLt2LaNHj+aqq65i7dq1rF27lvj4eGbPns3atWuJjo62l1+0aBGXXnopkZGRTJo0CZPJVOczGqvVisViwWKxYDAYWLNmjf3DFBAQAMDKlSuxWCyMGTOmzmvy0ksvce2119a5/2QjRoxAq9Xy559/Vttus9nssZz6dSqlVL3lCgoK+OOPPxg7dqz9VuSpPDw8WL58OSNGjGhQ3fUlKUdUJccrr7ySzz//vNqt/DOl0+kYN25cjSS8cuVKysvL67x24eHhvPHGG2zatKnOP1ag8hYoVPZJqMv111+PRqPhm2++OW28JpOJQ4cO2W/pVvVruPrqq09b//Lly6ttP/Xnpri4mF9++YVHHnmE+Ph4Bg8eDEDPnj1p164dDz74IFOnTmXFihX2ZBMeHs4jjzxC586dTxu7s2699VbWrl1Lampqte1LliwhNDTUfg68vb0ZNGhQtST8008/ER4eTu/evbnkkkvsn02Av/76C5vNVmORkssvv5y7776bN954g9GjR+Pv71/r7wMfHx8WLVpEZmYmTz75JIcPH+bpp5/moYceqvNxFsDevXuZMmUKPXr04O2333b0tDSN5myGO+r7v1LVFdOWq4lzf1TZ+YYa+3cezFVXPvSNumLacrX/aH6TxfX4448rb29v+4LrYWFhavz48TVuJ9100001brt89dVX1W5DPvHEEwpQP/74o73MCy+8oAD1wQcf2Ld9+eWXCrDfLqs6bsmSJfYyBoNBRUVFqeuvv14pVfN29KBBg1T37t2VxWKxH5OSkqJ0Ol2dt6iqnH/++eqtt95SSilVUlKidDqd2rZtW7UyO3bsUID68ssv7dtGjhypEhMTq5WrulVY21eHDh1UWlqaveyLL76oALV3795646tyutuESikVERGhLr30Uvv3dcVS9ZWTk2Mv2759+zrLVV3TLVu21Hrbz2azKbPZXO3r5GtRX91VX664HX3//fcrDw8PpdFo1IUXXlgthrqOrQsnbocmJyfXuCU9efJkNX78+BrX5NTvr7nmGuXl5WW/LX3qa0+dOlUBqqysrN5Y2rRpo6688spqdfz666/2c20wGNSePXvUjTfeWO0zd9999ylAGY3G09Zfdbu16j3U9uXn56euvvpqlZqaWu34nTt32m/NA0qr1aq+ffuq+fPn22/X1neOz3RfbZ+F7Oxs5enpqZ5++mn7NrPZrCIiItT9999f7fhnn31WBQUFKavVqpRSatSoUeqmm25SSim1detWBag//vhDKaXUrFmzVLt27WqNw2AwqLZt2ypALV++vM73qZRS999/v/L09FQDBw5UPXr0UBUVFXWWLS0tVV27dlUBAQEqJSWl3npbArdsCa9YW3m76NphnQkPqdlZpHtCGy7sWXkbcsW6I00W11NPPUVGRgaffPIJt912G4GBgXz88cf079+/Wkebjz/+mAceeICcnBz+/PNPPvzwQ/773/8CUFFRUa3OQYMG2f8fGRkJQP/+/e3b2rRpA0BhYaF9m4eHR7VbfT4+Plx++eX88ccfNWI2GAysW7eOK664olprKyEhga5du/LLL7/U+l6tVislJSXs3LmTPn36YLFYWL9+Pd7e3nTp0qVaC3DRokUEBwczePBgCgsLKSwsZNy4caSkpNR6G++dd95h48aNbNy4kT///JPFixfj7e1Nv379OHr0qP09VsXhKkop+23CKlOmTLHHcurXqbcJR48eXWu5qt7gtd1yhMqWoaenZ7WvU1vCddVdWy90R7322mtMnjyZt99+mz///JOnnnrK6TovvPBCYmNj7a1hk8nE8uXL67wVfbK3334bf39/brnlllqvszpxp+l0yzB6eHjYy1YZOXKk/Vz7+vpy7rnnsnLlSl577TUuvfTShr49oLID2qnxPfHEE2zcuJH169czf/58vLy8uPHGG/n888/p0KFDtbLdu3dn69atbNy4kWeeeYZhw4axa9cuZsyYQe/evet9LOSMk3/Ww8PDGTNmTLVb0itWrCA7O9t+K7rKyJEjKSoqYteuXRiNRlavXs0ll1wCVLbsIyMj+fXXX4HKx1wn34o+2Zo1a8jIyECj0fDee+/VG+vzzz9Pu3bt2LRpE0uXLq33Ds0dd9zB3r17WbRoEeecc079J6EFcLve0UopjhyvvF0zoHt0neUGdI/ij61pHD1e0lShAZXPLm+88Ub7L5mtW7cyYcIEZs6cyfjx42nTpg2bNm3innvuYePGjfj6+tKtWzfi4uIAavyyCAwMrPEa9T0HAYiKirInqSoRERG1PoMtKCjAZrMxb9485s2bV2N/XT1iR4wYYU/qJ/9RANhvtR46dIjY2Fj++9//UlhYaP8j4mTvvPNOjQXtExMTq/VkvOCCCxg6dCgJCQm89NJLvPbaa/bel0eOHKFbt261xpiZmUl4eHiNc1Ebg8FAfn5+jV6uMTExDe5V2aZNm3rLVl3jU4eG9e/fn40bN9q/v/POOxtct6uGmQHcfvvt9iEk33//Pc888wwjRozgoosucrhOjUbDv/71L3sv6RUrVqDVarn44otJT0+v99iIiAhef/11brrpJubPn1/j2X98fDxQeQ7qumVbUlJCTk5Otd66UPlzVzXURqfTERoaSlxcXLXEVHXMoUOHah16A1BcXExeXl6N+uPj4+3Xq1+/foSFhXHLLbfg4eFR5+3RpKQkkpKSmD17NgaDgZdffpk5c+Ywb948XnrppVqPqYufn1+NP+irVG0/9ffIrbfeyujRo9myZQu9e/dmyZIl9O3bt8bz9j59+hAUFMRff/1Feno6FRUV9tvNGo2GkSNH8vvvv2M0Gtm0aRP3339/jRiys7OZMGECAwYM4IorrmD27Nm89dZb3HPPPbXG7Ovry+DBg1m1ahU9e/as832/9dZbfPLJJ/z73/9m3LhxdZ+gFsQtW8JVnxObre6lkKv2aeos4Trp6enExMTwwQcf1Nh3/vnn8+yzz1JRUcHBgwcpLi7m0ksvxd/fn927d1NSUsKGDRu49dZbXRZPXl5ejW1ZWVlERETU2B4YGIhGo2HatGm1trTqem77n//8h3//+9/07NnTXnbo0KGMHz/e/n1MTAzfffcdubm5vPvuu/z+++/Vvq677jq+/vprsrOzT/ue4uLiCA8P58CBAwAMHz4cT09PfvjhhzqPueyyyxqcQFetWoXVamXIkCENKu+I8PBwBg4cyNdff12t5RQQEGD/BZyUlGR/7u0Kx48f54knnmDPnj32bVWvfeofWOPHj7cnoffff582bdowfvz4M+pAV5vrr7+ev//+m23btvHZZ59x7bXXnrb1WuXGG29k7NixzJ07l71791bbV/UsuL7OdP/73/+w2WxcddVV1bZX/aGXlJTE+eefT/v27WvcBamq/6uvvqq2fe/evfa+G19//TU2m80+pKkukydP5oorruCdd97h559/tm9/6KGH6NKlS43yvr6+PP744/Ts2bPatWuoqKioOoeApaWl2cuc7NJLLyUmJoZPPvmEwsJCvv322xqtYKj8o2Xo0KGsW7eOlStXct5551Wr6+KLL2bDhg0kJydjNptr7d8wadIkysrKWLJkCbNmzWLQoEE89NBDNa7xmdi0aRMPPvgggwYNqrcvQUvjdklYo9HQMTYYgD+31/2X9J87Kn8AO7YNavSYqlqeb775JuXl5TX2V40J7Ny5M/v27SMvL48HHniAc889F6228hL8+OOPQN23LM+E0Wis1kPRaDTyww8/1PgwAPaJAfbt21ctEXTr1o0nnniizl7ViYmJFBUV0a9fP/sxmZmZDB8+3P69Xq9n0aJFtG3blttvv90+iUTV1/3334/ZbGbRokWnfU+HDx8mJyfH3uIJDg7m9ttv57333mPz5s01yi9dupTt27czYcKE09ZtsVh4+umniYyMrLcTjis88cQTpKamMmPGjBp3PaDyzkRdvzwdUV5ezlNPPVWtI03VLf1TW/0ni4iI4L333rP3XHXGgAEDaN++PUuXLuXbb79t0K3ok73zzjv4+fnxyCOPVNuemJjIjTfeyHPPPVfrz8ChQ4eYNWsWAwcOZPjw4Wccd+fOnRk/fjzz5s1j69at9u3Tpk2jbdu2LFy4kIcffpg+ffowevTo09b3xhtv4O3tbf+5r3oPKSkpfPbZZzXKl5aWkpGRUefkNvUZOnQoK1asoKioqMa+L7/80v6H38l0Oh0333wzX331Fd9++y06na7OazVy5Eh7oq26FV3l4osvxmQy8f7773P++ecTFhZWbf/8+fP56aefeP311+nYsSM6nY4lS5ag0+kYP358tQlKGqqgoIB//etfBAYG8tlnnzX4j7yWwO1uRwNcNjCelKMFfPX73wzoHk27yOoth/W7Mlm3KxOASwfGN3o8Op2Ot99+m7Fjx5KUlMS9995L165dMRgM/Pzzz7zxxhs888wzhISEkJiYSGBgIM8++yweHh54enry5Zdf2lvRrhqaMnnyZJ599lkiIiKYP38+ZWVlPPbYY7WWfe6557j88ssZP34848ePx2q18tJLL7F+/fo6J58A2L59u/0vZaPRyIEDB6oN5cjMzGTFihX8+9//rtHKgMrbzB07duTdd99l1qxZ9u179uyx39JWSnHkyBGeeuopvL29ue+++6rFXdUCv/feexk6dChms5kff/yRd999l9GjR/Pvf/+72msePHiQdevWAf/0hn3nnXfYsmULX3/9Nb6+vtXKp6Wl2cufys/P74x/QV5yySW8/vrrTJs2jbVr1zJ58mQSExMpLS1l1apVLFq0iPLy8hpDNRzVvn17evfuzQsvvEB4eDhWq5Unn3ySCy644LTDt6666ipuu+02PvjgA958802mTp1q3/fll1/W2tv+9ttvx9/fv8b26667joULFxIWFnbGdxsiIyN57bXXav2D6u233yYjI4OLLrqIqVOnMmrUKHQ6HWvWrOGVV14hKiqKZcuW2f/YPVNvvvkmx44dY/DgwUydOpWRI0cybdo0Zs2axYMPPgjAZ599VuvP96ni4+OZMWMGTz/9NAsXLmTGjBncfPPNfPzxx0ycOJFVq1Zx+eWXExwczIEDB3j11Vfx8fFh+vTpZxz37Nmz+eqrr7jwwguZPn06HTt2pKioiG+//ZYPPviAt956q9Ye+rfccgvPP/88zz77rD2p1WbEiBHcf//96HQ6XnjhhWr7oqKi6NGjB998802N2NevX89jjz3GddddV23ESMeOHXnllVeYMmUKs2fPZv78+Wf0fm+//XYOHz7M888/T1pamr21f7K2bdvW+4dns2m2LmFOMJkt6t+vrFJXTFuuxj3ynXp3+U61NSVbrd+dqV5cukmNmb5cXTFtuXp1Wc1JAhrT5s2b1Q033KDatm2rvLy8VGBgoBo6dKj66quvqpX7/fffVVJSkvLx8VERERHqkksuUX/++acKCAhQM2bMUEr908v5ZLVNsnFqj9Gq477++msVHx+vfH191ahRo6r1WK6tnl9//VUNHjxY+fj4qKCgIDV8+HC1evXqOt+r2WxWXl5e6s8//1RKKbVhwwbl4eFRbWKHqt7cGzdurLOeuXPn2nuk1tY7WqvVqvDwcHXllVeqzZs31zi+tLRUPf/886pXr14qKChIBQYGqqSkJPX2228rk8lkL1dbr1UPDw8VExOjrr/++lrrPrX8qV89e/a0l23oZB1Vdu3apaZOnao6d+6sfHx8VEBAgEpKSlJz5syp1gv8dHU3ZLKOgwcPqtGjR6uQkBAVFBSkrrvuOpWZmWnfX1+P55KSEpWQkKC8vb3V9u3b6+3BDqhjx47Zz93JvXM3bdqkAPXAAw/UGfvperBfeeWVtcZpNpvVf/7zHzVw4EAVHBysAgICVO/evdWLL75Yo+d0Q3t3n1r/22+/rQYMGKCCgoJUQECA6tmzp3ryySfV2LFjlY+Pj3r44Ycb9B7KyspUXFycCggIUBkZGUoppcrLy9WLL76o+vbtq4KCgpSnp6eKj49X9913n8rKyqozrlPP8an+/vtvNXnyZNWuXTul1+tVWFiYGjFihH2ikLpcdNFFClDJycn1louJiVF+fn619lR+6KGHFKdM6lFYWKg6dOig2rVrZ5/c51RXXnml0mg0NSYDUUqpm2++WbVv377W4xoygqChE+80NY1StdwTcwNFpRU8vWg9+44U1Lp/RFI77ruuFx46t7vj7pS5c+fy5JNP1nqrUwjhej/99BP79u1z2d0LcXZxy9vRAEH+Xsy7dzBbUrL5ad1h0nNK0Wo0JMaFcNmgeDq3Czl9JUII4aRLLrmkxnNRIRrKbZMwgE6roW/XSPp2rTn0RQghhGjp3PZ2tBBCCOHuzq4HpkIIIUQLIklYCCGEaCaShIUQQohmIklYCCGEaCaShIUQQohmIklYCCGEaCaShIUQQohmIklYCCGEaCaShF1o165d3HDDDURFRaHX64mOjub6669n+/btzR1aNR999BEajcZlC8JfeeWVPProo/bvIyMj+fbbb6u91qlfPj4+dOjQgXvvvZeSkhL7sXPnzq13RZrJkyfbF3M/ufwrr7zSoPJ1xVP1de+991Y7Picnh5kzZ9KlSxd8fHyIiIhgxIgRtS49VxXLqV9+fn4kJiYye/ZsLBYLSimGDx+OXq9n165dtcb9n//8B41GwzvvvFNt+3fffcdll11GWFgYPj4+nHPOOUybNo1jx47VqEOj0TB37txa6z98+DAajabaetG1xe7h4UFYWJh9jdj6jq/Nqed/1apV9Z7/qiUBq+qv7+udd96huLgYDw+PWlcauvfee9FoNNx999019t133332he9PfS9Dhw497WtPnjy51vd3qvj4eHvZk+seNGhQncfccMMN1V6jITENGDCgzvpEy+bW01a2JLt372bgwIEMGDCA119/nYiICNLS0nj99dcZMGAAv//+e6v8oCilWLNmDXfddRcA+/fvJycnhwsuuKBauf/9739ER0fbvy8oKGDFihW89tpr5OTk1JrUzsTs2bMZM2YMnTp1alD5U+OpcvLi5Nu3b+fSSy/F09OTBx54gD59+lBUVMQ333zDTTfdxFdffcXHH39cY+3StWvXVvs+NzeXTz/9lOeeew6LxcK8efN4//33Oe+887j99ttZs2ZNtaX20tLSmDlzJpde+v/tnXlYFMf297+swwyyKihcFAxRkEVlUVyC7AJKxChhCUYIGI2oqARzFUUWhQT1ElwgigokN8aEJRgVIaJhEQOKIl5FwASJkYgGBUUFWYZ6//CZ/k0zM4BKJOatz/P08zBVp6pPVTd9qk+d6nJh+hUAVqxYgaSkJHh7eyM5ORlqamqoqqrCrl27kJaWhqysLNjZ2Q2o/ZIIDAzEkiVLmN8dHR2oqqpCTEwMnJycUFtbK7IZ/IuQmJgIc3NzkXQ1NfY33zdt2oS5c+eKreONN96AsrIypkyZgp9//lkkPy8vD8OHD2ftrS2guLgYs2bNAofDEclLSkpCa2sr8zsoKIhJF6ChoSGhZf0jLS2NsrIyNDQ0iGyt9+TJExw7dkxsOTMzM5YOwigpKYlNp/z9+UcYYf7Tpyj18gUATP/uEGTE7JP5VxMfH4/hw4cjNzcXsrL/163z58+HgYEBtmzZgpycnFeu119NdXU1WlpamJF9SUkJDA0NMXz4cJacmZmZyBuDq6sr7t69i/T0dBw8eFDsPrQDhcPhICAgAEVFRQPa21WcPsK0tbXB3d0dWlpa+Omnn6Cqqsrkubu7w83NDQsXLmSurTDiBltubm64ceMGUlNTERcXhzfeeAOffvopgoODsWvXLta+xx999BFkZWWZPaaBZ0YrKSkJaWlprH1Y7ezs4OfnB1dXV3h6euLq1asYOfLFv6Wuo6Mjor+NjQ3eeOMNuLq64vvvv2eM0stgZGQ0oEGpvr5+v3IODg7Yvn07nj59yuyRW1dXh7q6Onz66afYsGEDamtrYWBgAAB48OABrl69yurH3roJI9hTd7AG0ebm5qiqqkJGRgazJ7GAY8eOQVFRUWQwItDjnziQ//8d6o4eJO7cuQNCCHp6eljpioqKSEhIgKenJ5PG5/MRFxcHExMTcLlcKCoqYsaMGSgoKGBkIiMjYWhoiOzsbJiYmEBBQQGTJ09GaWkpysrKYGVlBS6XCxMTE5w+fZpVTk9PD8ePH4ehoSF4PB6mTZuGwsLCPvU/c+YMbGxswOPxoK6uDj8/PzQ1NUmUF7jHjI2N0dPTAzU1NUhJSSEwMBDV1dUDdnerqqoyLrWXIT4+HmfOnMGuXbteqh4BqampuHnzJpKSklgGWMCCBQvg5eWF+Ph4PH78eEB1qqiosNq5cuVKWFtbY9OmTbh58yYA4PDhw8jJyUFiYiK0tbUBPLtftm7dCmdnZ7GGQ0lJCQcOHMC9e/eQmJj4Aq3tH0EfvOx1+itwdHREZ2cnysvLmbS8vDyoqqpi1apV4PF4rLfhkpIS9PT0wMnJaSjUhaKiIubOnYuMjAyRvO+++w4eHh6sgTzlnw01woOEm5sbfv/9d0yfPh2JiYmorq5m9vT18PBgPTzXr1+P6OhoLFu2DHl5edi/fz+am5vh4eGBtrY2Ru7WrVv4+OOPsXHjRmRkZKClpQUeHh7w8fHBkiVLcOTIERBC4O3tjfb2dqZcU1MTFi9ejKCgIGRkZIDH48HZ2RmVlZVidS8uLoaDgwN4PB7S09ORkJCAwsJC2NnZseoVJikpCaWlpXBzc4O7uztKS0tRWloKPT09bNy4EaWlpSx3L5/PR3d3N7q7u9HV1YU///wTKSkpSEtLw4IFC6CoqPgy3Y8PPvgArq6uCAsLQ11dXb/ywvoIDuEBVF5eHjQ0NPp88/D29kZbWxvy8/NZ6cJ1dnZ24o8//sC2bdtw8uRJLF68mJGTkpJCSkoKenp6EBISgocPHyIkJASenp7w9vZm5CorK3Hnzh3MmzdPoi6GhoaYNGkSfvjhh37b3hc9PT0s/R8/foyff/4ZQUFBUFFR6VOH50Fc//P5/H71ESc7ffp0cLlcnD17lkn78ccf4eDgAEVFRdjY2CAvL4/JKy4uhpaWFkxNTQelLQDE6tjd3S1R3svLi3FJC2htbUVubi58fHzEliGESDwP3YfnNYa8pnS3tzNHR8sDcmbeAnJm3gLS0fKAlfcqCQ8PJwoKCgQAAUBGjBhBfH19yfnz51ly7733HklISGClZWVlEQCktLSUEEJIREQEAUByc3MZmc8++4wAIAcPHmTSMjMzCQBy6dIlVrmvvvqKkWlrayOjRo0iXl5ehBBCUlNTCQBSX19PCCFkxowZxMTEhHR3dzNlamtriYyMDNmzZ0+fbTYzMyNJSUmEEEIePXpEZGRkSGVlJZMvOJe4Y+TIkWTt2rXk0aNHjLxAf0n4+fkRXV1dsfK3bt0iKioqZNasWaSnp0esfF/6ODs7M3LGxsZkypQpfbb9ypUrBACJj49n6SLuGDNmDImOjiadnZ0i9cTHxxMAZNasWURLS4vcv3+flZ+RkUEAkJycnD71WbhwIVFWVmZ+AyARERFiZevr6wkAkpqaypIXd3A4HOLo6MjcY5LKi6N3/xcUFEg8j4GBgUj9kg5FRUXWeZycnIibmxshhJCOjg4ybNgwkpycTAgh5PPPPyc8Ho88ffqUEEKIlZUVef/99wfcFhsbG2JjYyOxfX3pCYD4+fmJ1NXW1kaGDRvG3DuEEJKWlkZGjx5Nenp6iK6urki5vs6RkZEh8RpQ/t68tj4PwRxwb877BbB+v/VD1qtQBwAQHR2NtWvXIi8vD6dPn0ZBQQEOHTqEb775BgkJCQgODgYAHDp0CMCzN9ba2lr88ssvTDBGR0cHq07hKErBXJ+VlRWTJph7ffDgAZMmKyvLGk1zuVzMmTMHJ06cENG5ra0NZWVlWLduHTPSBp4FvUyYMAH5+flYsWKFSDk+n4+2tjZcuXIFFhYW6O7uxrlz56CgoABDQ0N0d3ezXGpHjx6FlpYWOjs7kZqaiq+++grR0dFYunQpq96BuDslyejo6OA///kPlixZgt27dzP9LQ6BPsKoqKgwfxNCRAKueiNoH+n1FiJwiz558gSff/45CgoKsHv3bolvkatXr0ZGRgaKi4uRk5MDdXV1Vr6g/oHo01uX/ujdlx9++CGWLl0KQggqKyvxySefwNraGt98881Lzdn3Zu/evbCwsGClcblcEbmIiAgmYloYGRkZ1m9HR0fExcWBEIKzZ8/i8ePHcHZ2BgDMnj0ba9euxdmzZzFt2jRUVFSIvadfFC0tLWY1QG8kXXMul4u3336bNS/87bffwsvLS+L9bW5ujn379onN09fXfwHNKX8HXlsj/HdFTU0NPj4+jBG8dOkSFi1ahE8++QS+vr4YPnw4Lly4gKCgIJSXl4PH48HY2BhjxowBIPpAFwSFCNOf63bUqFEic0qamppobm4WkW1paUFPTw/i4uIQFxcnki/uwQg8C4YpKioCwB4UAGCCY+rr65k0U1NTJhBqxowZ6OrqwrJly6CsrMxyvQra1tHRITZytaOjo8/2BwYGIiMjAxs2bBD78Banjzj09PQkuu8F3LhxAwCgq6vLSre0tGT+tra2hqOjIzw8PHD69GlYW1uL1CMtLY3Zs2ejtLQUc+bMEasLgH7n2G/cuMHSRbAERxyC9N59qa2tzeg/ZcoU6Ovrw9HREZ6ensjJyRm0OWEDAwNWP0lCT09vQHIODg7497//jZqaGuTl5cHQ0JD5nzIyMoKOjg4Tc9HV1TWo88Hy8vISdZSXl5dYzsvLC++88w4aGhrA5XJx6tQpbN26VaK8kpLSgPqC8nrx2s4JT//uEHNM/TKFSZ/6ZQor71Xwxx9/QFtbmxXNKsDMzAwxMTHo6OhAXV0dWltb4eLigmHDhqGqqgqPHj3C+fPnERAQIKbmF+P+/fsiaXfv3oWmpqZIurKyMqSkpBASEoLy8nKRQ9I60H379mHNmjWYNGkSI2trawtfX1/mtyCwSBy7du2CtrY2li9fjrt37zLpguUvt2/fFluuoaGh3yUy+/fvh6ysLAICAl54rmzevHm4ffu22KUvAjIyMsDlcvt8oEtLSyM1NRVycnLw9/fH06dPn1sXCwsLaGtriw3kEXDjxg1UVFTA3d2dSRs1alSf/SiQ6Qt7e3sEBQUhNzcX+/fvf27dXxVmZmZQV1dHWVkZTp8+zbwFC3BycsKZM2dQVFQEU1PTQVlm9bK4uLhASUkJmZmZ+P777zF27FgR7wDln89ra4RlFBSEDo5QOoeV9yoQvHkmJiaKfcjW1tZCQUEB48aNQ01NDe7fv4/Vq1fDyMiIWR+am5sLACLR1S9Ce3s7Kxq0vb0dJ06cgIODg4iskpISzM3NUVNTA0tLS+YwNjZGRESExKhqAwMDPHz4EFOnTmXKNDY2wt7envnd11uAsrIy4uPj8eDBA6xfv55JnzVrFqSkpMSuG7516xbOnTsHe3v7Pts/evRo7NixA0VFRS8cqLRo0SK8+eabWLp0qdhBzfHjx/HVV18hODhYrLdCGF1dXWzevBk3btwQ623oD2lpaURERCA/P1/k4x3As+sbEBAAFRUV1vIhW1tb5OXl4eHDhyJlMjMzB/xmFRMTg5EjRyIsLEysN+XvgLS0NOzs7HD69GlUVlaKGOHZs2fj8uXLOHv27JBFRfeGw+Fg/vz5yMzMRHp6usSALMo/G+qOHgRkZGTwxRdfYP78+bC0tMTKlSsxYcIEtLW14eTJk9izZw+2bt0KNTU1GBgYQFlZGTExMZCVlYWcnBwyMzOZt+gnT54Mik7+/v6IiYmBpqYmtm/fjidPnmDTpk1iZWNjYzFnzhz4+vrC19cXfD4fO3bswLlz5xAeHi7xHJcvX0ZgYCCAZ4bgl19+weTJkweso5eXF5KSkvDll19i+fLlmDp1KsaMGYNVq1Zh06ZNuHv3LlxcXMDlcnHt2jXs2LEDY8eOxapVq/qt+8MPP0RGRgby8/PFLjHqD0VFRXz//feYO3cuJk+ejJCQEJibmzMfUzhw4ADc3d1F1ghLYu3atThw4ADi4uLg7+8v4sLuj6VLl6K6uhrLly9HUVERvLy8oK6ujpqaGiQkJKCxsRHp6eks78PGjRuRlZWFt956Cx9//DH09fXx8OFDHD16FAcPHkRSUhIzddAXKioqiI2NRWBgIMLDw1nLoE6ePMmKRxDg6enZpydkoNTV1aGsrExsnrq6OsaPH8/8dnBwwJo1ayArKwsbGxuWrKOjI1pbW1FcXIx169a9tF6DhZeXF9zc3CAtLY3du3f3Kdva2iqxL4Bn0we958oprwFDFhI2iHS3tzPR0a86IlqYixcvEm9vb6Kjo0M4HA5RVlYmtra2JCsriyVXUFBALC0tCZfLJZqamsTZ2ZmUlJQQJSUlsm7dOkKI+Cjh3lHNgroAkIKCAla57OxsoqenR3g8HnFychIbsSxcz6lTp4i1tTXhcrlERUWF2NvbkzNnzkhsa1dXF+FwOKSkpIQQQsj58+eJrKwsE4Ha17mEuXz5MpGRkSFTpkxhIpoJIWTfvn3EysqKqKqqEgUFBfLmm2+S0NBQ0tzczCrfVzT1zZs3iZKSktjoaEn69KapqYls3ryZGBsbEx6PR0aMGEEcHBzI4cOHRWT7i+w+fvw4AUAWLlz43GUF5OXlETc3NzJq1CiioKBAxo0bR9auXUtu3rwpVv7XX38l/v7+ZPTo0UReXp7RX1ykNfqIpu7p6SFTp05lot/7i14W3DuSoqMF96sk+qsfAHF3d2eVqa2tJQCIo6Oj2DotLS0Jh8MhbW1tYs/1otHRwu3rjbgoZ+G6Ojs7iZqaGpk0aVK/5frrj5aWFol6UP6+SBFCF5j9k4iMjERUVBRdN0ihUCivAa/tnDCFQqFQKK871AhTKBQKhTJEUHc0hUKhUChDBH0TplAoFApliKBGmEKhUCiUIYIaYQqFQqFQhghqhCkUCoVCGSKoEaZQKBQKZYigRphCoVAolCGCGmEKhUKhUIYIaoQHkatXr8Lb2xujRo2CvLw8tLS04OXlhcuXLw+1aizS0tIgJSXV7/60A2XevHkICwtjfo8cORJHjx5FYWEhpKSk+j1+++03/Pbbb5CSkpK4dWJvnQXyfR29dxxKS0vDjBkzoKyszOzjvHnzZjx69IglJyUlhcjISBEdrl69Ck1NTYwePRpXrlzBhAkToK6uztqKUZgNGzZASkoKeXl5AJ7tamRra8uSuX//PkJCQqCvrw8OhwN1dXU4ODggOztbYn/n5+dDSkoKpqamYvMF/T5//nyx+S/bl3p6evD39xept6GhAevXr4eJiQmUlJQwbNgwmJubIy4uDm1tbSxZf3//fvdzFj6Hra2tiE6qqqqwt7dn9rXuzZUrV7B48WLo6OiAw+FgzJgx8PHxwblz50RkxdUvLS0NZWVlWFpa4uuvvxaR730thZF0Dx07dgyurq4YMWIEuFwuxo8fj5CQENy6dUtsPT09Pfjvf/8LW1tbqKqqQlFRESYmJoiMjBTZ3UvcdZSXl8fIkSPh7u4udltOW1tbVj8L6hDePS0yMlLkWunp6bHaJ7jnhJ8p/v7+In3U+39ccC/2pdM/nddyFyVCCDr4nQOS5cjID9pG5H1RVVWF6dOnY9q0adi9ezc0NTXR0NCA3bt3Y9q0aSgoKMC0adP+cj1eNYQQ/Pzzz/joo48AANevX0dTUxNmzpwJOTk5lJaWMrIVFRVYsWIFEhMTYW5uzqRraWmhsbHxhc6/adMmzJ07V2zeG2+8wfwdFRWFmJgYhIaGIjw8HHJycrhw4QK2bduGvLw8nD17FnJychLPU1VVBQcHB/B4PBQUFGDs2LFISUnBW2+9hZUrV4rs9VtRUYEdO3Zg2bJlcHFxEVtne3s7rK2t0d3djfXr12PcuHF4+PAh0tPTsWDBAiQkJGD16tUi5VJSUmBqaoorV67g7NmzmDlzptj6f/jhBxw6dAi+vr4S2yXMQPtSHIWFhVi4cCHU1dWxYsUKTJw4EXw+HwUFBdi6dSuysrJQXFw8oF2bJGFmZoakpCQAAJ/PR1NTE/bu3QtnZ2dcvHgRxsbGjOzXX3+NgIAAmJubIyYmBnp6emhoaMDBgwcxc+ZMbNu2DSEhIRLrF5zj1q1b+Pzzz/H+++9DXV0dc+bMeWH9V6xYgaSkJHh7eyM5ORlqamqoqqrCrl27kJaWhqysLNjZ2THyXV1dePfdd5GTk4PAwECEhoaCy+XiwoUL2LlzJ1JTU3H8+HGRwZjwdXz69CkaGhqwa9cuWFtbIysrS+LgjDI0vHZGmBCC8NPbUXvvxoDkDUboY4tD6F9uiOPj4zF8+HDk5uZCVvb/unX+/PkwMDDAli1bkJOT85fqMBRUV1ejpaUFM2bMAACUlJTA0NAQw4cPBwDWwEOw17KRkdGgDUj09fX7rauzsxNxcXFYt24dYmJimHRHR0dMmDAB8+fPx5EjR/Duu++KLV9dXQ17e3soKSnhp59+wpgxYwAA06dPx5o1axAfH48jR44wD7fu7m4EBARAV1cX//nPfyTqlZmZierqaly/fh3jxo1j0t3d3dHW1obNmzdj5cqVrO3pHjx4gCNHjmDv3r349NNPsXfvXolGWFVVFcHBwXB0dMTIkSP77CNgYH0pjqamJnh5eWH8+PE4deoUFBUVmTwnJye4u7tj5syZ2LlzJ/79738/d/0ClJWVRfRzcnKChoYG0tLSsH37dgDApUuXEBAQgMWLFyM5OZnZsxsAfH19sWbNGoSGhmLixIlwdHTss34AcHV1haamJtLS0l7YCCcmJiIpKQlpaWnw8/Nj0u3s7ODn5wdXV1d4enri6tWrzLUKCwvDiRMnkJuby9LTwcEBfn5+sLGxgYeHByorK8Hlcpl8cdfR09MTs2bNQmBgIOzt7fvdA5vy6njt3NEd/M4BG2AAqL1XN+C35pfhzp07IISgp6eHla6oqIiEhAR4enoyaXw+H3FxcTAxMQGXy4WioiJmzJiBgoICRiYyMhKGhobIzs6GiYkJFBQUMHnyZJSWlqKsrAxWVlbgcrkwMTHB6dOnWeX09PRw/PhxGBoagsfjYdq0aSz3kjjOnDkDGxsb8Hg8qKurw8/PD01NTRLlBe47Y2Nj9PT0QE1NDVJSUggMDER1dfWgurtflocPH6K9vV3k2gDAnDlzEBMTI/FNr6amBnZ2dlBVVUVRURFjgAVs3boV48aNw4oVK9Da2goA2L59O65cuYIvv/ySZZB6c+fOHQAQq1dYWBjCw8PR0dHBSv/mm2/Q1dUFFxcXLFq0CJmZmWhubhZbf2xsLJ48eYLly5dL1GEw+OKLL/Dnn3/iwIEDYttrZWWFNWvW9NkXLwqPx4OCggJrkB0bG4thw4Zh165dLAMsYNu2bRg9ejSio6MHdA4ulwsOh/PCA3k+n4+tW7fC2dmZZYAFKCkp4cCBA7h37x6zV/P9+/exZ88eBAQEsAywgFGjRmHnzp24fv06Dh8+3K8O8vLyiIqKQnNzs4jXhjK0vHZGWJgD87fhvx47xR4H5m97pbq4ubnh999/x/Tp05GYmIjq6mpmO0EPDw/WP9/69esRHR2NZcuWIS8vD/v370dzczM8PDxYc2e3bt3Cxx9/jI0bNyIjIwMtLS3w8PCAj48PlixZgiNHjoAQAm9vb7S3tzPlmpqasHjxYgQFBSEjIwM8Hg/Ozs6orKwUq3txcTHjak1PT0dCQgIKCwthZ2fHqleYpKQklJaWws3NDe7u7igtLUVpaSn09PSwceNGlJaWQktL67n7saenB93d3SKHOEPVlzyfz2dkNDQ0YGVlhe3bt8PPzw9HjhzBvXv3AABycnIICwuDhYWFSN21tbWws7ODsrIyioqK8K9//UtEhsvlIiUlBY2NjYiKisJvv/2GLVu2IDQ0VOIbqgAXFxfIysrC3t4eUVFRKCsrQ1dXF4BnG7SHhoaCx+OxyqSkpMDFxQUjR47E4sWL0dnZKXEefcKECYiKikJ2dvaAHtQD6UtxHDlyBBMnTmS5g3uzY8cOrFy5UiRd3Pm6u7vF1kEIYfK7urpw584dbNiwAR0dHQgICGDacPLkSTg6Oor0nQB5eXm88847KCkpYc2rCtff3d2Np0+fora2Fh988AEePXqE999/X6I+felfWVmJO3fuYN68eRL7x9DQEJMmTcIPP/wA4Jl7/+nTp32WmT17NtTV1Zky/eHg4ABpaWmUlJQMSJ7yanitjTBHlgMFCQdHlvNKdVm+fDnCw8Nx7do1rFy5EkZGRtDU1MSiRYtQXl7Okr19+zZiY2OxatUq2NjY4L333kNsbCyam5vxv//9j5Fra2tDUlISfHx88PbbbyMoKAi3b99GeHg4PvzwQzg7OyM6Ohr37t1DbW0tq9zOnTsRHByMuXPnIicnB+rq6vjss8/E6r5hwwYYGBjg+PHjcHNzw+LFi5Gfn4+amhqkpKSILSNwKf/xxx9wdnbGtGnTYGJiglu3buHdd9/FtGnTwOE8/zUIDAyEnJycyBEYGPhc8ioqKiy5zMxMzJo1C1999RXeeecdaGpqwtTUFBEREWhpaRGp9/r167Czs8Pdu3fR3NwscRAAAG+99RZWrVqF3bt347333sObb76JLVu29NtWU1NTfPfdd+Dz+YiMjMT06dOhoqICFxcXsW8rV65cwcWLF/HBBx8AAMaMGQN7e3skJydLPEdoaCimTp2KVatWSQwgEzDQvuxNXV0dxo8fL5Len3G6efOm2PPJycnh5s2bIvUVFxcz+YLAx7i4OGzatAmGhoYAgObmZrS2tvYZ9AUAb775Jggh+P3338XWLycnBy6XiwkTJuDq1avIyMiAm5ubRH16H8LU19cDwIB0EniPBlJGWloaY8eOHbDHSVZWFiNGjGA8MJS/B6/dnPDfmejoaKxduxZ5eXk4ffo0CgoKcOjQIXzzzTdISEhAcHAwAODQoUMAnr2x1tbW4pdffsGxY8cAQMT9KJhrBcDMFVlZWTFpgrnXBw8eMGmysrLw8fFhfnO5XMyZMwcnTpwQ0bmtrQ1lZWVYt24dM7IHngXiTJgwAfn5+VixYoVIOT6fj7a2Nly5cgUWFhbo7u7GuXPnoKCgAENDQ3R3d7PmxgdKRESEyMMOAI4fP46oqKgBywvPowKAjo4OfvrpJ1y7dg25ubkoKChAcXExoqOjkZycjOLiYta87OHDh2FpaYlvv/0Ws2fPxqJFi3Dq1Cmx7k0A+PTTT3H8+HFcuHAB5eXlkJeXH1B7FyxYgLfffhs//fQT8vPzUVhYiPz8fPz444/w8PBAeno64wZNSUmBqqoqrK2tmevt4eGBjz76CAUFBaygHuF+SE1Nhbm5OYKCgpCVlSVRl4H2ZW/EDVC6u7vFBroJb9qmpaWFo0ePiq1T3Bugubk59u3bx9TT0tKC3NxcbNy4EU+ePMHWrVuZ+vsKsgPA3JvC+gjXf/v2bWzcuBFdXV1IT0+HgYFBn/r0ZsqUKSJtHohOAtnnKdPZOfDpNkLIKwlUpQwcaoQHGTU1Nfj4+DBG8NKlS1i0aBE++eQT+Pr6Yvjw4bhw4QKCgoJQXl7OLJURzDX23llSXABFf3Nro0aNEjGAmpqaYucOW1pa0NPTg7i4OMTFxYnkCwd8COPg4MAsDREeFABgImDr6+v7Hf33Rk9PD5aWliLpV69efS55SRgZGcHIyAgff/wxurq6kJqaihUrVmDDhg3IzMxk5CwsLHDq1CmoqKgwUdWxsbHYtGmT2Hp5PB6sra1RWFiISZMmDVgf4NmD1tnZGc7OzgCeGYBVq1YhMzMTOTk5cHNzQ1dXF77++ms8ePBAbJDV3r17xRphQZsjIiIQFhaGb7/9VqIez9uXAnR1dUXexmRlZVkeoOTkZOzfv58lIy8vL/F84gYxSkpKIvKzZ8/G48ePERcXh+DgYGhoaEBRUbHft8MbN57FlQjP8feu38rKChMnToSTkxMqKiowYsSIfvURh+B/YCA66erqipQRHhyKK9P7/08SbW1taG5uho6OzoDkKa+G19od/Xfhjz/+gLa2Ng4ePCiSZ2ZmhpiYGHR0dKCurg6tra1wcXHBsGHDUFVVhUePHuH8+fPMnNZg0Hv9IADcvXsXmpqaIunKysqQkpJCSEgIysvLRQ5J84379u3DmjVrMGnSJEbW1tYWvr6+zG9tbe1Ba9PLsHPnTmhoaIisVZWTk8PSpUsxd+5cXLt2jZXn5ubGuGFDQkJga2uLqKgosWstX5QZM2YwrmVhhO8lgV7Hjh3DvXv3kJycjIKCAtbh6emJ7Oxs/PnnnxLP9cknn8DS0hKrVq3qU+5FmDdvHi5evMi4UAVYWloyx195L1haWqK7uxv19fWQkpLC22+/jdzcXDx+/FisPJ/PR3Z2NmbOnCliWIUZOXIkEhMTcevWLcaL9SJYWFhAW1u7z4CoGzduoKKiAu7u7gCeDS44HE6fZYqKitDU1MSU6Y/CwkLw+XzY2Ng8XwMofynUCA8CgjfPxMREZhmOMLW1tVBQUMC4ceNQU1OD+/fvY/Xq1TAyMmLcm7m5uQDEu/ael/b2dvz444+s3ydOnICDg4OIrJKSEszNzVFTU8N6aBobGyMiIkJiVLWBgQEePnyIqVOnMmUaGxthb2/P/B6oS/avxsjICPfu3cPu3btF8vh8Purq6iR++AJ49oEBQaTze++9x3L9vwxjx45FRkYG81YmjGCOX6BXSkoKdHR0sGTJEuZDEYIjODgYXV1dEufvgWcu5bS0NLS2tiI2NnZQ9BewcuVKDB8+HH5+fiIfPgGe9XFNTc2gnlOY8+fPQ0ZGholwDwsLQ1tbG5YtWyY2qCwsLAy//vorNm7c2G/dHh4ecHFxweHDhyV+FKQ/pKWlERERgfz8fJEPyADP/j8DAgKgoqKCoKAgAICKigpCQkJw8OBBsUsb79+/j6CgIOjr67OmniTR3d2NLVu2YOTIkXjnnXeY9MLCQtZAW09PD4QQ1kc2IiMjRd7if/vtN9bHOmxtbUEIYXm+0tLSRJ4fhBDWhzj8/f1FvH+9dfqn81q7ozu6O14ob7CRkZHBF198gfnz58PS0hIrV67EhAkT0NbWhpMnT2LPnj3YunUr1NTUYGBgAGVlZcTExEBWVhZycnLIzMxk3nyePHkyKDr5+/sjJiYGmpqa2L59O548eSLRlRobG4s5c+bA19cXvr6+4PP52LFjB86dO4fw8HCJ57h8+TITMNXe3o5ffvkFkydPHhT9B0pdXR3KysrE5qmrq2P8+PFwcnKCj48PNmzYgP/9739YuHAhNDQ00NDQgL1796KhoaHfZRtjxozBnj178P777+PDDz8clGUeMTExKCgowNSpU7F69WpMnz4dMjIyKC8vx44dO+Dq6goXFxc0NjYiLy8Pa9asETufN3PmTOjr6yM5ObnPdbiCL4RJug8G0pfi0NbWxvfff493330XpqamWLZsGSwsLCAtLY2LFy8iJSUF169fx6JFiwbQK5JpbW1l6dfR0YGjR48iJSUFS5cuhYaGBoBnA5e0tDR88MEHqKurQ1BQEMaOHYvGxkakpqbi5MmTiIuLg6ur64DOm5CQAFNTUwQHB6OioqLfOXJxLF26FNXV1Vi+fDmKiorg5eUFdXV11NTUICEhAY2NjUhPT2d5DKKiovDrr79i/vz5CAwMxLx586CoqIhLly4hPj4ehBAcO3ZMZHpK+Dp2dnaivr4ee/fuRUVFBbKzs1lR45cuXQKHw4GRkRHTx9euXYO+vj7Tn3V1dWhqamKtPS4rK4OGhgb09fUBPItvqaurg5GRETOFdu3aNXR0dMDMzAzAs+t16dIl6OjoMC7xhoYGNDQ0wMzMjAnk7K3TPx7ymtHe9ZR4HF72XEd719NXotvFixeJt7c30dHRIRwOhygrKxNbW1uSlZXFkisoKCCWlpaEy+USTU1N4uzsTEpKSoiSkhJZt24dIYSQiIgI0vvypKamEgCkvr6eVRcAUlBQwCqXnZ1N9PT0CI/HI05OTqSysrLPek6dOkWsra0Jl8slKioqxN7enpw5c0ZiW7u6ugiHwyElJSWEEELOnz9PZGVlydOnkvu6t67C1NfXEwAkNTVVbNneOgvk+zrc3d2Z8nw+n+zbt49YW1sTNTU1IicnR/71r38Rf39/cuPGDda5AJCIiAixenh6ehIAZN++fSJ5fn5+RFdXV2L7bWxsiI2NDSutsbGRBAcHEwMDA8Lj8QiXyyUTJ04k27ZtIx0dHYQQQj777DMCgJSXl0usOzIykgAgubm5ffZzV1cXsbCweKm+1NXVJX5+fiJ1NzU1kejoaGJmZkZUVFSIgoICGT9+PPnoo49IRUXFc/VV73PY2NiI6KSgoECMjY1JTEwM6ezsFKmjqqqKLFmyhOjp6REOh0N0dHSIj48PKS0tFZEVd22ECQ0NJQDI7t27ByQv6R7Ky8sjbm5uZNSoUURBQYGMGzeOrF27lty8eVNiXd9++y2xt7cnI0aMIDwejxgbG5PNmzeTe/fuseTEXUdZWVmira1NvLy8yMWLF0Xq1tXVZbVDcO8I/x/6+fmJPIsAsK6P4P9T+J6zsbFhXWOBfsL9InheCT+Leuv0T0eKkF6+gL85hBCEn96B2nt1A5J/VV/M+rsQGRmJqKgoERcPhUKhUP5+vHbuaCkpKWxxCP3bfTuaQqFQKJTn5bUzwsAzQ6zwij/GQaFQKBTKYPPauaMpFAqFQvmnQJcoUSgUCoUyRFAjTKFQKBTKEEGNMIVCoVAoQwQ1whQKhUKhDBHUCFMoFAqFMkRQI0yhUCgUyhBBjTCFQqFQKEMENcIUCoVCoQwR1AhTKBQKhTJEUCNMoVAoFMoQQY0whUKhUChDBDXCFAqFQqEMEdQIUygUCoUyRFAjTKFQKBTKEPH/ADSEAiDoGx0DAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df1.loc[df1.Die=='(1,1)', 'Long Legend'] = 'Sample #ABCDEFGHIJKLMNOPQRSTUVWXYZ'\n", "df1.loc[df1.Die=='(2,-1)', 'Long Legend'] = 'Sample #RUNFORYOURLIFEWITHME'\n", "df1.loc[df1.Die=='(-1,2)', 'Long Legend'] = 'Sample #THESKYISANEIGHBORHOOD!!!!!!!!!'\n", "fcp.plot(df1, x='Voltage', y='I [A]', legend='Long Legend', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', legend_location='below')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Note on location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. note:: Relocating the legend is straightforward when dealing with a single plot axes, but the ideal situation is a bit murky for grid plots with legends. For the default ``legend_location`` on the outside right of the axes area there is no issue: one legend will be placed in this space for all subplots. When placing the legend inside the axes area however, a duplicate of the legend will be placed in *each* subplot window unless keyword ``nleg=1`` is included, which will enable the legend only within the upper right subplot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kwarg ``groups`` adds another level of grouping to a plot. This keyword requires a DataFrame column name or list of column names which are used to identify subsets in the data and make sure they are properly distinguished in the plot. This option behaves differently for xy plots and boxplots as described below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### xy plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some data sets contain multiple sets of similar data (think replicates of a measurement or a large quantity of parts in a production line). Consider the following example where we plot fake measurement data from a large sampling of parts with ``lines`` enabled. Notice how the line loops from the end of the data back to the beginning repeatedly. This occurs because the arrays used for the plot come from a DataFrame which has results for multiple parts concatenated together. Without any additional information provided, it is not possible to know if these data are from one part or multiple parts." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To handle cases like this, we can add the keyword `groups` and specify another DataFrame column name that tells **fivecentplots** how the data are separated within the table (in this case we use the column \"Die\" which has an unique x,y address for each part). Now we get distinct lines for each instance of the measurement data and we can clearly tell one part from another. Unlike with ``legend`` however we do not know which part is which. \n", "\n", ".. note:: The `groups` keyword can also be combined with a legend from a different DataFrame column" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', groups='Die', legend='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`groups` also supports multiple column names. Here we remove \"Temperature [C]\" from the ``legend`` and add it to the list of ``groups``:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', groups=['Die', 'Temperature [C]'], \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### boxplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like x-y plots, the `groups` keyword is used to break the data set into subsets. However, for boxplots the group column names and values are actually displayed along the x-axis. This style mimics the incredibly useful variability gauge charts found in JMP:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df2, y='Value', groups=['Batch', 'Sample'], legend='Region')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## row | col subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By unique values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For deeper analysis of our data, we can make a grid of subplots based on the unique values within DataFrame columns other than the ``x`` and ``y`` columns we are plotting. In this case, we remove the \"Temperature [C]\" and \"Boost Level\" columns from our ``filter`` and add them to the ``row`` and ``column`` kwargs, respectively. For our example data, there are three unique values of \"Boost Level\" and three unique values of \"Temperature [C]\" which leads to a 3x3 grid of subplots. Each row in the plot corresponds to one of the 3 unique values of \"Temperature [C]\". Likewise, each column in the plot corresponds to one of the 3 unique values of \"Boost Level\". The specific value in each row and column are shown in labels to the right and above of the subplots, respectively. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By x or y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can use row and column grids to compare different ``x`` or ``y`` values. For example, we can plot two different DataFrame columns on our y-axis (one per row) by adding the keyword ``row='y'``. Each column in this plot shares the same x-axis variable:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], legend='Die', col='Boost Level', row='y', ax_size=[225, 225], \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a similar plot with common `row` values and different x-axes by setting `col='x'`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x=['Voltage', 'I [A]'], y='Voltage', legend='Die', row='Boost Level', col='x', \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## wrap subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By unique values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``wrap`` keyword also allows us to create a grid of subplots. Unlike ``row`` and ``col`` plots, ``wrap`` plots simply \"wrap\" a series of data subsets, each with the unique values of one or more DataFrame, into a grid. There is no alignment of a common value across rows or column. Additionally, ``wrap`` plots remove the spacing and ticks between subplots by default for a tighter grid (this can be changed via keywords), axis sharing is forced (this cannot be changed), and the ``row``|``column`` value labels are condensed to a single label above each subplot:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, ``wrap`` subplots will be arranged in a the closest thing to a square grid as possible. If the number of subplots does not match a perfectly square grid, the last row will have one or more empty spaces in the grid. To override the default grid size, use the keyword ``ncol`` to sets a custom number of columns. The number of rows will be automatically determined based on the total number of subplots:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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iqKjomu/n1b9jQRCa9Tuoe17t77K6uhpvvPEG+vbti6FDhyIqKgqenp4AzP39Jk6ciOHDh+Oll15Cbm5uS15qq1lb/lJSUnDx4kX4+/uje/fu8PLyEmveTCaTRW1x3XvUrmjRGFvXthI5EiZuZKHulBHV1dV4/PHHLZIAmUzWaFLQVkJCQsQO2MCVGgjAnAyWl5fbJO6GRqLdeeed4ijKjz76yCIZsObDoe5UBbV90mo1twaroTgLCwvF2p+3337b4v2y5e8sKSkJ1dXVUKlUUCgUGD58uDhNQ10DBw5Er1690KtXL8yYMQNLlixp8XJUddWdv61uDVVubi4++OADPPHEE1AoFOKH+65du2y6tNHVtVheXl4oKiqyGIjStWvXeufVTl0CmGsry8rKIAgCTCYT5HK5ONjk6lq3uudd/b5lZGSIAzS6dOmC7t27Y9KkSQgJCYFWq8VNN92Ezz//3PoXa4XWlL/du3eLfV0nT54s/q5Pnjxp8Tuse49Lly7hueees7iOPf42EdkD+7iRhYKCAvHbupOTE8aOHSvuU6vVWLVqFVauXInHH3+81ZOdNtf06dMtkqSbb75ZfHzq1CmYTKY2i/vqD95aUVFRFn2d6tYi1E3Ork7u6tYS1PYJqhUTE9PsuK5Wt1lo4sSJFvE8/PDDePvtt/HMM8+06h6A+T2oOxpwxowZ6N69u8UxXbp0wbx58yxia03SBsCiBqduvzLAXAt49fW9vb3F/lC2MHjwYPGxyWQSE60jR46I24cOHYpu3bqJz52dnTFz5kzxeW0/r/LycovVSu68806L/ydDhgwRm0mNRiOOHDkCmUyGp556Cu+++y7eeecdccBBTk4O9uzZY/GFom6TYlP/F22pNeVv7969Yi1k3fPq/j8DzE3RtbXNAQEB4nsAmPvYvffee3jttdfwyCOPiDWRRB0Ra9yonr/++kv84J0/fz4GDBiAixcvok+fPuJ0BAqFwmZrQl5L37598fLLL+PkyZMICwsTJ0IFzP1+2jLuoqIicRqHBx98EAcPHoSHh4c4krBW3cEJdZsyb7rpJoSFheH48eM4fPiwxbQg/fr1w/z585GRkYFBgwZZfBC11ObNmzF8+HAoFAoMHToU/v7+SE1NRWBgoDggwc3NDV988YXV96j13XffoWfPnggMDIRGo8Fzzz2HpKQknD9/Ht7e3ujfv7/4flRVVeGrr75q9T137tyJGTNmAACmTp2Kbt26ISsrCzqdDv379683uKVv375YtmwZ/ve//yEhIaHZ97n55pstfn8KhQKBgYHo16+fuO348eNiInny5EmkpKSgR48eUCqVePbZZ3HkyBGUlZWJk+QC5mTtl19+Ea+xYcMGLF68GHK5HIMGDcIrr7yCEydOwMfHx2L9161bt4q1Tjk5OYiKigIAPPLIIzhy5AgKCgrg4+Nj8X+n7gCJuq8lPDwc//jHP1BZWYlvvvmm2e/JTTfdZDHK82o///wzTp06ZXX5KyoqwvHjxzFgwACLvn+1AxdqVVVVYceOHbjpppsAAI899hiOHDmCwsJCDBw4EBqNBhqNBnq93i4DNIjaCxM3qmfbtm3o1q2b+Me6X79+Fh9cer0e7777bqv7SzXX0aNHMWDAgHo1VNu2bRNrMdoq7j///BPz588HYG7KHD9+vMX1NBoNAHNTXm0/rrS0NLGGpnYS1uLiYhw+fBjx8fGYPn262KxZd/qJrVu3Wly/JbKysvDFF19g3rx5kMvl6Nq1q0XTnclkwrp161rd1wwwj5ZcsWIFHn74YfTo0QNyuRx9+/att+C8Xq/HBx98YDF62Fq///47unbtKs6p17t373qjg3Nzc3Hw4EHcfPPNUCgUcHNza7D/XVOamg4EMDfX1U1+BUHA+++/j8cffxzh4eFQKpX1ajXLysrwzjvvWDSrJiUl4csvv8Qdd9wBlUqFwMDAetOcHDx4EN999534/Ntvv0VwcDB69OgBlUpVr+YRMPcZ27Rpk/j8zJkzMBqNUCqVUCqVGDt2LPLy8lqUuNUO/mhMbVN5a8rfrl27xP6JAHDgwIEG+8r+9NNPCAsLQ69evaBQKOpNjJ2fn48PP/yw2a+NSIqYuFE9giDgo48+QkJCAkaOHInQ0FA4OTkhPz8fJ06cwO+//27T/kPXsmbNGtxyyy0YOXIk3N3dcfHiRWzZssViyoG2invbtm0oLS3FTTfdhICAAMhkMpw7dw5btmyBSqUSZ/GPjo4Wk8gtW7bA29tbXGy+oKBA/NCuqqrC8uXLMXv2bERFRcHJyQnZ2dnYtGkTDh8+bHXiBpinAcnMzMSkSZPQvXt3uLq6oqSkBBkZGfjzzz8tmudaq6SkBK+99hpiYmIQGxuL8PBwuLm5obq6Gjk5OUhISMCWLVvqTVZrLZPJhHfffRdDhw7F8OHDERYWBo1Gg6qqKly8eBHx8fHYunUrKisrkZycjH/84x/YsmWLRe2TNYxGI6qrq1FQUICkpKQGl68qLi7GsmXLMHLkSAwbNgxBQUFwdnZGfn4+jh071ugUHVu3bsXJkycxfvx49OnTB15eXqisrER6ejp27NjRYI3TypUrERsbixEjRsDPzw/u7u6oqqrCuXPncPDgQWzfvt0iMSouLsYHH3yAW2+9Ff7+/tDr9a1ePaMxrSl/R48eRXFxMTw8PADUbyatVV1djVWrVmHs2LHie61QKJCfn4+jR49i48aNNvs/R+SoZEIn6M25YMECe4dALXD1mp/8/bWv6dOnY/r06QAgrrFqa3XXbF2xYoXNp264eiQyEaHJKVRIOljjRkSNiomJQUBAAKqqqiz6aFlDo9GIs+s3NALTlpi0EVFHxcSNiBrVv39/9O/fH3q93qaJGxERWYfTgRARERFJBPu4ERERdQLs49YxsMaNiIiISCKYuBERERFJBBM3IiIiIolg4kZEREQkEZ1iOpCrl+IhIiIikiLWuBERERFJBBM3IiIiIolg4kZEREQkEUzciIiIiCSCiRsRERGRRHSKUaVkG25ubhg2bBhCQkLg5uYGg8GAzMxM7Nu3D8XFxRbHjhgxAkOHDm3wOomJifjrr78avY+7uzsWLlwIAFi9evU141Kr1RgxYgS6desGFxcXFBcXIyEhAYcPH27W65LL5ejXrx/69OkDT09PyOVyXLp0CfHx8Th16lSzrkHUHjpqGdTpdLjnnnsa3d+cGIg6CyZu1Cx+fn6YPXs2nJycxG2urq7o3bs3wsPD8fXXX6OwsFDc5+vr2y5xyWQyzJw5EwEBAeI2b29vjB07FlqtFrt3727W+SEhIRbbg4KCEBQUhJ07dyI+Pr5NYidqiY5aBoH2i5WoI2DiRs0yatQoODk5wWQyYfPmzTh37hy6d++OkSNHwsXFBaNGjcIvv/wiHl/7h/jo0aM4ePCgxbWqq6ttFlefPn3ED4x9+/YhJSUFY8aMQXh4OKKjo5GQkFCvJqKunj17iklbSkoK9u/fD1dXV0yaNAlubm4YPnw4kpOTodfrbRYzkTU6ahkEAB8fHwCAXq/HunXrbBYbUUfEPm50TUqlUkxuzp49i8TERBQWFiIuLg55eXkAYFFj5eTkBDc3NwBAXl4eysrKLH4qKyttFluPHj0AAOXl5di/fz8KCgrEb/hyuVzc35iIiAjx8ZYtW5Cfn4+MjAyxiUepVCIwMNBm8RJZoyOXQeBKkllcXFwv1rKyMpvFStQRsMaNrqmmpgZffvklXF1dUVFRYbFPJpNZ/AtYNnsUFRVBpVJBJpOhqqrK5rF16dIFAMQPLwC4dOkSampqoFAoxP2N2b17NxISEqDRaGAwGMTtdV9P3cdE9tCRy2DdeIuLiyGTyeDs7FzvdRKRGRM3uiZBEJCbm4vc3FyL7SEhIfD29gYA5OTkiNvrfmiMHz8eOp0OgPmP+c6dO5GRkWGTuNRqNVxcXACg3h95g8EArVYLd3f3Jq9RUlKCkpISi20KhQJRUVHi87qvjcgeOnIZVKvV4jFBQUF49NFHoVKpUFFRgWPHjmH//v0wmUw2iZeoI2BTKVlFp9Nh8uTJ4vOjR4+Kj2v7q9QeV8vX1xe33XYbIiMjbRKDSqUSH9fU1Fjsq32uVqtbdE2ZTIabb74ZXl5eAIAzZ87US+yIHEFHKYM+Pj5ibaGbm5t4TRcXFwwbNsziNRIRa9zICt7e3pg5cya0Wi0A4NSpU0hNTRX3GwwG5OXloaqqCjt27EBeXh7CwsIwefJkKBQKjBs3DqdPn251HLZuwpTL5Zg8eTKuu+46AObXsXXrVpveg8gWOlIZVCgUOH/+PLRaLeLi4pCamgqNRoObb74ZXbp0wXXXXYfQ0FBkZma2+l5EHQETN2oRX19fzJw5ExqNBgBw8eJF/PHHHxbH7N69u94UAGlpaUhNTUWvXr3g7u4Ob29v5OfntyqWuv11FAqFxT6lUlnvmKYoFArccsstYk1EdXU1NmzYwNo2cjgdrQxmZWXh66+/tthmMBiwe/duzJw5EwAQFhbGxI3oMjaVUrN5eXlh1qxZ4gfG+fPn8f333zd7aoHS0lLxce0f9daoqqoSR8fV9rOpVTvXVXMSL5lMZpG0VVVV4eeff0ZWVlarYySypY5aBhti61iJOgqWBmoWFxcX3HbbbeIf56ysLPz888/1PjAUCgWmTp0KV1dXXLx4EZs3bxb31XaiFgTBYqLQ1sjNzUVISAh8fX0hk8kgCAJ8fHzEb//NGVgwbtw4MWmrrKzETz/9hPPnz9skPiJb6ahlMCYmBt26dYNGo8G6devEGrraWAHYLFaijoCJGzXLqFGj4OHhAQAoKyvDli1b4OTkZDGLe1lZGWpqaqBWq+Hn5wcfHx/k5eUhPT0dERER4pxpJ0+etNm0BKmpqQgJCYFGo0FsbCxOnjyJESNGAABMJhNSUlLEY11cXMQPk9q5oYKDgzFgwADxmJ07d6KkpASurq7iNoPBAKPRaJN4iazVUctgRUWFOFfi5MmTsWfPHnFCYcD8ZerkyZM2iZWoI2DiRtek0WjQq1cv8bmrqyvuvvvuesfVrie4efNmzJkzB05OThg3bpzFMcXFxdi1a5fNYktISEDv3r0REBCA2NhYxMbGivvi4+MtZmy/5ZZbxElKa2ONjo62uN7EiRPr3WPjxo1ISkqyWcxELdWRy2BSUhKuu+46hIeHWySXgLlmcOvWrZzTjagOJm50TSEhIfU6HjeloKAAa9euRWxsLIKDg+Hq6gq9Xo/Tp09j//79Nv0jbDKZ8MMPPyA2NhY9evSAi4sLSkpKcOzYsWsucC2TyeqtUUrkiDpqGQTMydkvv/yC/v37o0+fPvD09ITJZMLFixdx8OBBZGdn2yxWoo5AJgiCYO8g2lrtNzuSBnd3dyxcuBAAf3dE9sAy2DEtXrzY3iGQDXBUKREREZFEMHEjIiIikggmbkREREQSwT5uREREnQD7uHUMrHEjIiIikggmbkREREQSwcSNiIiISCKYuBERERFJRIdfOcFgMMDFxQU1NTXoBOMwiByOTCaDQqFgGSSyk9oyaDAY4OzsbO9wqJU6fOKWk5MDX19fe4dBRERkVzk5Oejatau9w6BW6vCJm1arBQD06tULGo2m0ePc3d0BACUlJe0SV0s5cnyMzXqOHJ+tYrt06RIyMzNZBtsQY7OeI8dnq9j0ej1OnDghfh6StHX4xK12YWaNRgM3N7dGj9PpdADgsE05jhwfY7OeI8dnq9j0ej0AlsG2xNis58jx2To2pbLDf+R3ChycQERE1AnI5fzI7wj4WyQiIiKSCCZuRERERBLBxI2IiIhIIpi4EREREUkEEzciIiIiiWDiRkRERHY1ZswYyGQy8Ucul8PNzQ3R0dF45513YDQaxWPDwsKwYMEC+wVrZ5zUhYiIiOxu4MCBeP/99wEANTU1KCgowJ9//oknnngCu3fvxrfffgu5XI6ff/5ZnJy4M2LiRkRERHbn7u6OYcOGWWy75ZZb0LNnTyxatAhff/017rrrLgwcONBOEToGNpUSERGRw3rkkUcQFBSEDz/8EED9plKDwYBnnnkGISEhcHJyQr9+/fDtt9/aKdq2xxo3IiIiclhyuRzjx4/H119/bdHXDTAvB3brrbdi7969eOmll9C7d2/8/PPPuOOOO1BZWYn58+fbKeq2w8SNiIiIHJq/vz+qq6uRn59vsX3Lli3YuHEjvvnmG9x+++0AgEmTJqG8vBzPPvss5syZ0+HWaJVEU2l6errFaJOGfnbs2GHvMImIiKgNCIIAAJDJZBbbt27dCplMhsmTJ8NoNIo/U6dOxYULF5CYmGiPcNuUJNJQX19frFu3rt72iooKPProo/Dz80P//v3tEBkRERG1tezsbLi4uMDb29tie35+PgRBgJubW4PnnT9/HgMGDGiHCNuPJBI3rVaLuXPn1tv++OOPo7q6Gl9++SV0Op0dIiMiIqK2ZDQasWPHDgwfPhwKhcJin6enJ1xdXbF9+/YGz+3WrVt7hNiuJNFU2pDjx49jzZo1WLBgAUaOHGnvcIiIiKgNfPTRR7hw4QIefPDBevtGjx6NsrIyCIKA6Oho8ef48eN46aWX6g1m6AgkUePWkBdeeAEuLi5YtmyZvUMhIiKiViopKcGBAwcAACaTCXl5efjrr7/w0UcfYe7cubjtttvqnXPzzTdj1KhRmDZtGpYuXYpevXohLi4O//rXv3DjjTfCx8envV9Gm5Nk4paQkIBff/0VixcvRkBAgL3DISIiolY6cuQIYmNjAZgHIbi5uaFv37744IMPcN999zV4jlwuxx9//IGlS5di+fLlyM3NRVBQEJ588kn861//as/w240kE7cPPvgACoUCjz76qL1DISIiolZqycwQ6enpFs+1Wi3efPNNvPnmm7YNykFJro9bRUUFvvjiC0ydOhVdu3a1dzhERERE7UZyNW7bt29HWVkZZs2a1aLzdDpdkyNPa+eI8fLyalV8bUUuN+fYjhgfY7OeI8fX3NhkMpl4bEP0ej0AlsG2xNis58jx2aoMdrQJaDs7ydW4/fHHH3BycsLkyZPtHQoRERFRu5JcGr53715ER0fD3d3dptcVBAGCIKCgoMCm17WV2m9cjhgfY7OeI8fX3Ng0Gg20Wm2r78cyaD3GZj1Hjq+9yyBJg6QSt+rqaiQnJ+P+++9v8bmFhYVNzufiiNXkRFKg1+vF5tCGlJaWAmAZJGorzS2D1DFIqqk0MzMTVVVVCA0NtXcoRERERO1OUolbfn4+ANi8mZSIiIhICiTVVDpkyBBx5BkRERFRZyOpGjciIiKizoyJGxEREZFEMHEjIiKiDmH16tWYO3dug/sWL16MMWPGtPiaM2fOxIIFCyy2paSkIDw8HEVFRS0PspWYuBEREZHknThxAsuXL8fKlSvr7Vu9enWL1zI1mUx4/PHH8eOPP9bb16NHD0ybNg2PPfaY1fFaS1KDE4iIiMgxCIKAwymX8Oe+sziZUQiTSUCgrxYTh3bF6EHBcFIp2jWeJUuWYM6cOQgMDBS3nT17FosXL8aGDRvg4eHR7GslJCTg0UcfxaFDh+Di4tLgMc8++yxCQkLw+OOPY9CgQa2Ov7lY40ZEREQtUlldg1f/F4d/f7wfB5IuoqisEiX6KpzMKMQ73x3FY6u342J+ebvFk5iYiN9++w1z5syx2P7EE08gLS0N27Ztw4ABA5p9vfnz56OmpgYHDhyAn59fg8f4+/tj3LhxeO2111oTeouxxo2IiIha5K1vjuBA0kUoFXLcdH0YRg8MgrNaifgTOfhl12mcu1SOf/3ffrz1xGhonFVtHs+XX36JgIAADBs2zGL7smXL0KdPH8hkshZdb926dejbt+81j5s1axYeeughlJWVwdXVtUX3sBZr3IiIiKjZzpwvxu6j5yCXAS/fPwz/nN4XPbt6ISzAHTPHdcdbT4yGj4czzueVY8uhzHaJadu2bYiJiamXoEVFRbU4aQPQrKQNAGJiYlBdXY3du3e3+B7WYuJGREREzfbXgQwAwPB+gejXzbfefm8PF8wafx0AYOPlY9vamTNnEB4e3i73qissLAyAuS9de2HiRkRERM2WcaEEADCkj3+jxwyNMu/LyilFjantVzwqLi6GVqtt8/tcrfaexcXF7XZPJm5ERETUbLVNj6YmlqA01UnWWt5Q2XI+Pj52mVOtsLBQvH97YeJGREREzRYZbJ5WY++xC40es+fYeQBARJAH5PK2T926du2KrKysNr/P1bKzs8X7txdJJW6XLl3CwoUL0aVLF7i7u2PMmDE4cOCAvcMiIiLqNG4cZk5S4pIvYl/C+Xr7z10qww/b0gAAN8WGtUtMEydOxL59+yA0UQvYmOTkZBw5csSq++7ZswcajQYjR4606nxrSCZxKy0txahRo/Ddd9/hwQcfxCuvvIJz585h3LhxSExMtHd4REREnUKwn5uYkL229hBWrovHwaSLOJp6Cf/dkIjH/7MTJeVViAj0wNjBIe0S04wZM5CXl4e4uLgWn/vQQw/h1ltvteq+f/75J6ZMmdLoJL1tQTLzuL3++utISUnBjh07MGrUKADA7bffjoiICKxcuRJr1661c4RERESdwz9v7YuaGhM2xWVi19Fz2HX0nMX+60I9sfSeoe22ekK/fv0wZcoUfPTRRxg6dGiDx+zYsaPB7Zs2bWpy5YP09PQGt2dkZGDTpk04dOhQS8NtFUkkboIg4LPPPsPkyZPFpA0wz1r8xhtvQKVq+8n9iIiIyEypkOOx2wfi5uHh+GNfOlIzC1FjMiHQxxWThnXF4J5doGiHvm11LV++HCNGjMCLL76I0NDQZp+3cuVKjB07tsX3e+ONNzBr1iwMHDiwxee2hiQSt/T0dJw7dw7PPPMMAHMiV15eDldXVzz00EN2jo6IiKhz6hbsicdmD7B3GADMk+Y+//zzWLJkCb7++utmnzdt2jT06tWrRfc6efIkNmzYYHXfuNaQRB+3tDRzJ0c/Pz88/fTT8PT0hJubG7p164Zff/3VztERERGRI2hp0gaYEz6lsmX1WD179kRGRga8vLxadJ4tSCJxq52bZenSpfj999/x9ttvY+3atdBoNJg+fTq2bNli3wCJiIiI2oEkmkorKysBmBO41NRU6HQ6AMAtt9yCyMhIPPfcc5gwYYI9QyQiIiJqc5JI3GqXlLjtttvEpA0APD09MXXqVHz++ecoKyuDq6tro9fQ6XQW516tdu4Xe1R7Nodcbq4cdcT4GJv1HDm+5sYmk8nEYxui1+sBsAy2JcZmPUeOz1ZlsKXNgOTYJNFUGhQUBMDcx+1qfn5+EAQBZWVl7R0WERERUbuSRBoeFRUFJycnJCUl1dt39uxZODs7w9fXt1X3EAQBgiCgoKCgVddpK7XfuBwxPsZmPUeOr7mxaTQamyzuzDJoPcZmPUeOr73LIEmDJBI3rVaLqVOnYv369UhKSkKfPn0AmJO2DRs2YPr06VAomp7kr7CwEEajsdH9jlhNTiQFer1ebA5tSGlpKQCWQaK20twySB2DJBI3wDxB3o4dOzB27FgsWrQIarUab7/9NlxcXLB8+XJ7h0dERETU5iTRxw0AwsLCcODAAYwePRqrVq3CsmXLMGDAAOzbtw8RERH2Do+IiIiozUkmcQOAiIgIfP/99ygqKkJxcTF+++23Fs92TERERB3T6tWrMXfuXPH5qVOnMHv2bAQGBsLDwwMjRozA1q1bW32fI0eOQKVS1VvHdP78+Vi5cmWrr98UyTSVEhERETXmxIkTWL58OY4fPw4AyM/Px+jRo+Ht7Y233noL7u7u+PjjjzFx4kRs27YNo0ePtuo+iYmJmDx5coN9dlesWIGoqCjccsstbVaxJKkaNyIiInIsNQYD9kybgT3TZqDGYLBbHEuWLMGcOXMQGBgIAPj8889x6dIl/Pnnn5g9ezZuvPFGfPfdd+jVqxdWrVrV4utXVVVh9erVGDp0qLgwwNUCAwMxZ84cLFmypFWvpSlM3IiIiEjSEhMT8dtvv2HOnDnituDgYDz55JPiXLAAoFAo0L17d5w+fbrF9/jjjz/w0ksv4fnnn8frr7/e6HF33XUXfvvtNyQmJrb4Hs3BxI2IiIgk7csvv0RAQACGDRsmbps9ezZWrFhhcVxhYSF27twpTivWEjExMUhPT8cLL7zQ5GoUsbGxCAoKwldffdXiezQH+7gRERFRi9RtEq0xVDb4GAAUzs7tEs+2bdsQExMDmUzW6DEmkwkLFy5ESUkJnnnmmRbfo27N3bVER0fbZBBEQ5i4ERERUYvsv/2uBrfH/eMei+cjfvmxPcLBmTNncP311ze6v7q6GgsWLMCPP/6Id999F0OGDGn02KsHHSgUiiYTwoaEhYVh7969LTqnudhUSkRERJJWXFzc6LJfRUVFmDRpEr755husWbMGDz/8cKPXSU9Ph0qlsvj5/PPPWxyPVqtFcXFxi89rDta4ERERUYvEfvul+LjGUCnWtA35/FMonJ3aPR4fHx8UFRXV256dnY0bbrgBZ8+exTfffINZs2Y1eZ3AwEAcOnTIYlt4eHiL4yksLISPj0+Lz2sOJm5ERETUIo31XVM4O7Vbv7a6unbtiqysLIttJSUlGD9+PC5evIjNmzdj5MiR17yOWq1GdHR0q+PJzs5G165dW32dhrCplIiIiCRt4sSJ2LdvHwRBELf9+9//RmpqKp588kmoVCocOHBA/Dly5Ih4XHJyssXz1hIEAfv27cONN95os2vWxcSNiIiIJG3GjBnIy8tDXFycuO3HH80DI1588UXExsZa/Nx6663icQ899JDF89Y6dOgQ8vLyMHPmTJtdsy4mbkRERGQ1hbMzRvzyI0b88qNdmkkBoF+/fpgyZQo++ugjcVtmZiYEQWjwp+4ao5s2bYKrq2uL7rdgwQIIgoCwsLB6+z766CNMmzYNvXv3tvblNElSiduQIUMgk8nq/bRVVktERETSsHz5cvz444/IzMxs0XkrV67E2LFjbRJDVlYWfvzxR7zyyis2uV5DJDM4QRAEJCcnY/r06ZgxY4bFvrbqAEhERETS0LdvXzz//PNYsmQJvv7662afN23aNJstCP/cc89hyZIl6Nu3r02u1xDJJG7p6ekoLy/HtGnTMHfuXHuHQ0RERA7GmsXdbZlkffHFFza7VmMk01SalJQEADbLiomIiIikRrKJW3l5uT3DISIiImp3kkncEhMT4ebmhieffBJubm5wdXVFZGQkvvnmG3uHRkRERNQuJJO4JSUlobS0FEVFRVi7di0+/fRTuLm54c4778S6devsHR4RERFRm5PM4IT7778fNTU1FovD3nHHHYiKisLTTz+NOXPmQKFQ2DFCIiIiorYlmcTtgQceqLfNxcUF8+bNw0svvYTk5OQmR4bodDrodLpG99cuk+Hl5dX6YNuAXG6uHHXE+Bib9Rw5vubGJpPJxGMbotfrAbAMtiXGZj1Hjs9WZVCplMxHPTWDZJpKG+Pn5wcAKCsrs3MkRERERG1LEmn4uXPnMHHiRNx+++3417/+ZbHv5MmTAIDw8PBW3aN2GYyCgoJWXaet1H7jcsT4GJv1HDm+5sam0Wig1WpbfT+WQesxNus5cnztXQY7gtWrV+PIkSPNnk8tOzsbUVFRWL9+PcaMGdPksZWVlVi9ejXWrl2LrKwsBAcH46677sKzzz4LtVoNAJg/fz6ioqLwzDPPtPalNEoSiVtQUBCKiorw8ccf4/HHH4e7uzsA8zpkn332GcaOHQt/f/8mr1FYWAij0djofkesJieSAr1eLzaHNqS0tBQAyyBRW2luGbQVQRBQWVPVrGOdFGrIZDKb3r8xJ06cwPLly3H8+PFmHZ+VlYVJkyahuLi4WccvWrQI69atw9KlSxETE4P4+Hi89NJLyMjIwH//+18AwIoVKxAVFYVbbrmlzeadlUTiBgDvvfcebr31Vlx//fVYuHAhSktL8e6770KpVOK9996zd3hEREQdniAIWLp1FVLyzjTr+B4+kXhl/FPtkrwtWbIEc+bMQWBgYJPHmUwmrF27Fk899ZTYt/Za8vPz8X//9394/fXX8fTTTwMAxo8fDwB49tlnsWLFCvj6+iIwMBBz5szBkiVLsGHDhta9oEZIpo/b9OnTsX79emi1WixZsgSrV69GbGws9u3bx9UUiIiI2kFlTVWzkzYASMk73ezaudZITEzEb7/9hjlz5lzz2ISEBDzwwAOYP39+s6cTKykpwQMPPICpU6dabO/ZsycA4MyZK+/JXXfdhd9++w2JiYkteAXNJ5kaN8C8EOy0adPsHQYREVGn98n0lXBSOjW4r9JYifvWt10/r6t9+eWXCAgIwLBhw655bGhoKE6dOoXg4GDs2LGjWdcPDw/H+++/X2/7+vXroVKpcN1114nbYmNjERQUhK+++grLly9v9mtoLkklbkREROQYnJROcG4kcWtv27ZtQ0xMTLOaZL28vGzSp/bnn3/G559/jkceeaTeVEfR0dHYunVrq+/REMk0lRIRERE15MyZM/VmlzAajRY/JpPJZvf76aefcOedd2LEiBFYuXJlvf1hYWE4e/asze5XFxM3IiIikrTi4uJ6U6KoVCqLn5dfftkm9/rPf/6DWbNmYfjw4fj999/h7Oxc7xitVtvs0aotxaZSIiIikjQfHx8UFRVZbDt06JDF82uNNr0WQRCwaNEirFmzBnfeeSc+++wzcf62qxUWFsLHx6dV92sMEzciIiKStK5duyIrK8tiW3R0tE3v8fzzz2PNmjV48skn8cYbbzTZny47Oxtdu3a16f1rMXEjIiKiFqs0Vlq1ry1MnDgR77//PgRBsMmccSUlJUhOTkZkZCR8fX1x9OhRvP7664iJicGsWbNw8OBBi+N79+4tLg4gCAL27duHRx99tNVxNISJGxEREbVYe073cS0zZszAyy+/jLi4OAwdOrTV1zt8+DDGjh2L//3vf1iwYAF++uknCIKAQ4cOITY2tt7x27dvF5fMOnToEPLy8jBz5sxWx9EQDk4gIiKiZnFSqNHDJ7LZx/fwiYSTouF+YLbUr18/TJkyBR999FGLzhszZgwEQai3TumYMWOwdOlSceDByy+/LK6n3NBP3fM/+ugjTJs2Db17927ty2oQa9yIiIioWWQyGV4Z/5RDrlW6fPlyjBgxAi+++CJCQ0Nbda3z58/jhx9+wMaNG1t0XlZWFn788Ufs3r27VfdvilU1bo8++ijWrl2LEydO2DoeIiIicmAymQzOlyffvdZPeyVtANC3b188//zzWLJkSauv5eXlhR9//LHFCeBzzz2HJUuWoG/fvq2OoTFW1bi999574i/D1dUVgwYNQkxMjPgTFhZmyxiJiIiIrskWSRsAODs7W7UO+hdffGGT+zelVU2lgiCgtLQUu3btwq5du8TtXl5eiI6Otkjm/P39Wx0sERERUWfWqsRtzZo1OHz4MOLj45GcnIyamhoAQH5+PjZt2oRNmzaJxwYGBlokctHR0fD09GxV8ERERESdSasStwcffBByubmbnMFgwJEjRxAfHy/+pKSkiGuDnTt3DufPn8cvv/wCwNxGbjQarbpvQkICoqOj8fzzz+PFF19szUsgIiIikgyrErcLFy7gwIEDYtIGmNuDY2NjLeY3KSsrE2vkan9Onz4NQRCsDthoNGLBggWorq62+hpEREREUmRV4talSxdMmzbtmse5urpi1KhRGDVqlLgtPz8fvr6+1twWAPDaa68hKSnJ6vOJiIiIpKrdJ+BtTb+248ePY9myZVi6dKntAiIiIiKSiHZJ3DIyMvDnn38CABQKBT755BPce++9LbqG0WjE3XffjRtuuAFz585tizCJiIg6rNo+5yRtNls5wWQyIS0tDSdOnMCJEyeQnJyMEydOICUlBXq93mIwwj333IN77rmnRdd//fXXkZaWhvXr11s9qIGIiKizak3/cnIcViVuCQkJFslZcnIyTp06VW/AgK3+kyQlJeHll1/Gu+++i+DgYKSnp9vkukRERERSYlXiNmDAAItlLBpL0GQyGcaNG4eePXuiZ8+eVgVYU1ODBQsWYMSIEVi4cKFV1yAiIiLqCFq9ckJAQAC6detm8VNQUIAHH3wQALB58+ZWBbhq1SokJCRgz549yMvLAwAUFhYCAPR6PfLy8uDl5WUxNUlDdDoddDpdk68FMK/64IhqX58jxsfYrOfI8TU3NplM1mT50+v1AFgG2xJjs54jx2erMqhU2qxXFDmAVv02ZTIZ+vTpg3feeceiRm3nzp2tDqzWxo0bUVVVhSFDhtTbt2rVKqxatQpnz57l+qhERETU4VmVuK1duxbPP/88srOzsXXrVvTv3x+PPPIIXnzxRbi5udk0wNWrV4s1bLVycnIwd+5czJs3D/Pnz7fJOqiCIEAQBBQUFLT6Wm2h9huXI8bH2KznyPE1NzaNRgOtVtvq+7EMWo+xWc+R42vvMkjSYFXiNnfuXMycOVOs8SorK8Nbb72Fr776Cq+99ppNa78GDx5cb1vt4ISIiAhMmDChWdcpLCxscjSqI1aTE0mBXq8Xm0MbUlpaCoBlkKitNLcMUsdg9Txuzs7OWLp0KVJTU7FgwQLIZDLk5OTg3nvv5TxrRERERG2g1RPw+vv749NPP0V8fDzGjh0LQRBw4cIFcf+6detaewsiIiIigg1XThgwYAC2bt2K9evXo3v37uL2BQsWIDo6Gjt27LDVrRAWFgZBEPDiiy/a7JpEREREjs6qxO3w4cOoqalpcN/UqVORmJiI//znP9DpdBAEAYcPH252XzQiIiIiaphViVt0dDQ8PT0bnXhXqVRi0aJFOHXqFB577DGoVCoutUFERETUSlY3ler1+msmY56ennjrrbeQmJiIqVOnWnsrIiIiIkIrJ+CdNWsWYmJiEB0dLdbCNaR79+74+eefW3MrIiIiok7P6sRNEASsX78e69evF7eFh4eLSVxMTAwGDx4MV1dXi/NqamoQFBSEYcOGWZxLRERERE2zKnF76623cOjQIRw6dAhpaWlik+mZM2dw9uxZfP/99wDMS2J1795dTOaio6PRr18/5Obm4tdff7XdqyAiIiLqBKxK3B577DHxcUlJCeLj48VE7tChQ8jKygJgrpVLSUlBamoqvvrqKwC45mLwRERERNSwVvVxAwB3d3eMGzcO48aNE7fl5uYiLi5OTOTi4+ORl5cHAI1OI0JERERETWt14tYQPz8/TJkyBVOmTBG3paeni4lcXFwcDh8+3Ba3JiIiIuqw2iRxa0hYWBjCwsIwa9YsAOC8bkREREQtZLcOZzKZzF63JiIiIpIkjhQgIiIikghJJW7btm3DiBEj4ObmhqCgIDz++OMoKyuzd1hERERE7cKqxO3LL79EWlqarWNp0rZt23DDDTegqqoKK1aswLx58/DRRx/hxhtvhMlkatdYiIiIiOzBqsEJ8+bNg0wmg4eHh7hKwpAhQxATE4PAwEBbxwgAePrppxEaGoqdO3fCxcUFABAaGoqHH34Yf/31F2666aY2uS8RERGRo2jVkldFRUXYunUrtm7dKm739/cXk7jafz08PFoVpMFggK+vL2bMmCEmbQAwevRoAEBCQgITNyIiIurwrErcXnjhBXG1hIKCAot9Fy5cwIYNG7BhwwZxW7du3TBkyBCsW7fOqiCdnZ2xcePGetuPHj0KwFzzRkRERNTRWZW4vfLKK+LjM2fOWKyScPjwYej1eovj09LScOrUKasTt6tlZGRg+/btWLx4MaKionDrrbfa5LpEREREjqzVE/BGREQgIiICd9xxBwDAZDIhKSlJTObi4uKQmJhos6WuCgoKEBYWBgDQaDRYs2YNnJ2dbXJtIiIiIkdm85UT5HI5+vbti759++Lee+8FYO6jVtus2VoymQzffPMNqqqq8M4772DChAn49ttvMWPGDJtcn4iIiMhRyQQJrz1VUVGBqKgoVFdXIzMzs8FjCgsLsWXLFkyYMAE6na7Ra9W+DY46tYhcbp65xRHjY2zWc+T4mhubTCYTj21IRkYG4uLiWAbbEGOzniPHZ6sy2NzPQZIGSU3AezUXFxdMmTIFWVlZyMvLs3c4RERERG2q3RaZb42TJ0/ixhtvxDPPPIOHHnrIYl9paSlkMhmcnJxadQ9BECAIQr1Rso7Cy8sLABwyPsZmPUeOr7mxaTQaaLXaVt+PZdB6jM16jhxfe5dBkgZJJG7dunVDcXExPvzwQ9x3331Qq9UAzE0wP/zwA0aPHg03N7cmr1FYWAij0djo/toCQkQto9fr640kr6u0tBQAyyBRW2luGaSOQRKJm1KpxJo1azBv3jyMHj0ac+fORX5+Pt59913I5XKsWbPG3iESERERtTlJJG4AMHfuXKjVarz++ut48sknodVqMX78eLz66qu47rrr7B0eERERUZuTTOIGALNnz8bs2bPtHQYRERGRXUh6VCkRERFRZ8LEjYiIiEgimLgRERERSQQTNyIiIiKJYOJGREREJBFM3IiIiIgkgokbERERkUQwcSMiIiKSCCZuRERERBLBxI2IiIhIIpi4EREREUkEEzciIiIiiZBU4vbXX39h5MiR0Gg0cHV1xYQJE3DgwAF7h0VERETULiSTuO3cuRM33XQTioqK8Oqrr+Lf//43Tp8+jdGjRyMuLs7e4RERERG1OaW9A2iuxx9/HCEhITh48CA0Gg0AYP78+ejVqxdeeOEFbN682c4REhEREbUtSdS4FRYW4tixY5g9e7aYtAFAly5dMHr0aOzbt8+O0RERERG1D0nUuLm7uyMlJQVarbbevry8PCiVkngZRERERK0iiYxHoVCge/fu9bYnJCRg7969mDRpkh2iIiIiImpfkmgqbUhZWRnmz58PAHj22WftHA0RERFR25Nk4qbX6zF16lQcO3YMzz77LEaPHm3vkIiIiIjanCSaSusqKirClClTsHfvXtxzzz149dVXm3WeTqeDTqdrdL8gCAAALy8vm8Rpa3K5Ocd2xPgYm/UcOb7mxiaTycRjG6LX6wGwDLYlxmY9R47PVmWQ/cA7Fkn9NnNzczFp0iQcPXoU999/Pz788EPIZDJ7h0VERETULiSTuJWWlopJ2xNPPIE333zTptcXBAGCIKCgoMCm17WV2m9cjhgfY7OeI8fX3Ng0Gk2DI75bimXQeozNeo4cX3uXQZIGySRuDz/8MI4ePYpFixZZlbQVFhbCaDQ2ut8Rq8mJpECv14vNoQ0pLS0FwDJI1FaaWwapY5BE4nbixAmsW7cOnp6eGDBgAL744ot6x8ydO9cOkRERUUsIgoAqU3WTx6jlKnaDIWqEJBK3nTt3AjAPTLj77rsbPIaJGxGRYxMEAav//gRnijObPC7SIxRPDr6PyRtRAyQxHcgDDzwg9n9p7IeIiBxblan6mkkbAJwuzrxmrRxRZyWJGjciIupYXh+5BGqF2mJbVU0Vlux+3U4REUkDEzciImp3aoUaTlclbkR0bZJoKiUioo4po+QctmXug9HU+IhjIrqCiRsREdnN1sy92HUuDnIZP46ImoNNpURE1O6qjSbsTsjC/kMK+LsMwQ+GTAyLanxJNCIyY+JGRETtbun//kZRSQ0AX2QXGZF9IRN//n0WLgPtHRmRY2PiRkRE7a6y+0a42DsIIglipwIiImoXarkKHuhy7QPLdRCM/Hgiaghr3IiIqF3IZDJUpgyFsaQUoVE50LjlYeJXSQCA8BXLALUayz5PwMUSGRK6F2FILx87R0zkeJi4UadkEgScyChGwulCVBtN8PdywfVRvnB1Udk7NKIOrbTciKdOfQecstye/fT/AwAsALCi23yU6LlyAlFDmLhRh3L1AtYGYyUAoLKmStx/Pr8Un/5+FufyKizO/X7Xadw6MhQ3xYRyjUSiNuKubd6XI3cNv0QRNYSJG3UYzV3AGgDQFXDpWn/zb6XA/l0BeHnUg0zeiNrAkF5eWF10J9zcTZioLEJY/F8AgMg3V2JXciG+2ZYOFycF+kdyahCihki29+f999+PMWPG2DsMciDNXcD6WvKNF1BeVWmDiIjoat4hhahWCygoc8KfuRpx+/u/n8W6HedQLVfh5mFBcFIr7BglkeOSZI3bf//7X3z88ccYPXq0vUMhB1W7gLVOZ/7WXlhYiMqaKjxbZwHrV/s/hHMvvATA3DG6Ui7D/4t/CwCQdLYYQ3s6t3vcRB1dfMEh9B7iifSDwdArr5SxxLNFgFyFm4YGYvKwIPsFSOTgJJW41dTU4NVXX8WLL75o71DIwdUuYO2sdAKABhezPvfCS1DVmB9nP/3/UK0AMNsXAFBYxho3IltLL8lGZuk53NdnFEq/+wqZ3uHYdssTqKo2YYK3C0b17wJ/L87uRtQUySRuBoMBQ4cORUJCAubPn4+tW7faOySSgDx9Ib5L/BWF5UXiQIXm0DhJpmgQScau7Dh4O3uidE8O/A156D71DgQO7mHvsIgkRTJ93AwGA0pKSvDtt9/i888/h1LJD1a6tq8SfsaRC4kAAK1KY7Fv96ArzTGRb65E0UPPic/7Rni2S3xEHY0gCKisqRJ/DMZKGIyVKDAUIf5iAmK6DETN3m0o8g5EwKA+9g6XSHIkk/24u7sjLS2NCRs12/myHOzPOox7B9+BQZ69UVlThaM7ksX9mRf7ADgHAPhyZzZ2ncyD0yDzPo0z/58RtVRzRnZvzNgOTAGC5W4Y0o6xEXUUkqlxk8vlTNqo2apqqrDhzFZ4uXhiWPBA8dt/XfkubqhWANUKYG/SRZhkNXaKlqhjaMnI7mxTgcWci0TUPMyEqENaUmf06H2/PNPgMcrBu/D+YPNgBCW2szAQ2VDdkd3Hc05i9b7/wyRjLEI3/IqPb+NSVkTW6jSfVTqdTpwaoiGCIAAAvLy82iukFpHLzZWjjhifo8QmCAJ6eEcgJf9Mq67TwzsC/j5d2mUCXkd57xrS3NhkMpl4bEP0ej0AlsG25Cix1R0A1MWnC+SCEslnC/HDkaPwk3WH6+bDMLhcSdp0Op048tteHOW9a4ityiBbqzoW/japw5DJZHhx7JNIzT+Df29/E/cOugOjw4cBAEwmEwDgyLe/Qv/rd5DPfxSxExvuYeOkUHPVBKJW+mnHafyxJwul+moA3gC8Ue7mg/H9PQH8ad/giCSMidtlgiBAEAQUFBTYO5QG1X7jcsT4HC22H4//AV8XLwzw6Am13LzeYUFRAWoqKlCx4VfkenbHxKG9oS8pb/B8PRre3hYc7b2rq7mxaTQaaLXaVt+PZdB6jhJb3X6k325Jhcoo4NkzXwMA3gq/HXlOnvgu1QjnweZjCgsLG5xjsT05ynvXkPYugyQNnSZxKywshNFobHS/I1aTU8tllpxDQt5J/KP3DCjklkvmJH39K1TGSoTcfhtr1GxIr9eLzaENKS0tBcAy2NnIZMC00V2Ayz0XHkj/EVsGzUZiqX3j6oiaWwapY+g0iRt1Dr+d2QY/jTeuc+2JDXuzcPR0IvQGIzycgIjELLiEDsTUAeH2DpOow7u+pysK1H+bVyQBYHByxsI7orDs6+Mos29oRJLGxI0kRRCERqcQyCg+h8T8VNzgcwv+33+PoVpvwOLLzTSrI+5Eql8sAnVOGFdRDVcXVXuGTdTpHNb8DJQA+y8vI2fe+B+ACyUQtYpkE7f09HR7h0DtrDmTewLA5rxfUROmQ0DuCLGZ5vqCBOzzGYDzhZX4cEManrq9dztETNS5qOUqKA3eMDrnX/NYD3QR+6ASUfNJNnGjzqclk3sq3Arx+PXhyI0zP+9ddhb959+G//vjNJLOFiEzpxyhXdiZl8iWZDIZYp2nYfuhs5BrCxDrW4jB2/8GAISvWIZyowwvr0tAuVGBh2f1ZV9TIiswcSNJqp3cs9YHx75AcWUZhFPDkBv4KwDg3NKlqP0+72HUA++8gscBrOg2H4dT85m4EbWB8YMCsDn+PITyQJy7WI1hlxckOXWxBt/vPY/yKicE+bigd5inXeMkkirJLHlFVJdaoYbT5Z+s0gtILTyLWyLGoaqyed/gK6q4vBVRWyiXX4IyLAGAgHRtoLj9vZ9P4lxeBdy1Kjx8aw/WthFZiTVuJHm/n9mGINcuGODXG9s9ElF0eXtl9z5QnUwCAES+uRIytRqvrksE8qvg6+Fst3iJOrJfz2xFF79yjNy9EXERY7Dqun+gxiRA66zE2L6+uHFIIHRu9l0tgUjKmLiRpCXlpyGl8AwW9r0Dcpkc1/fxw+kL5n0FGRfhevk4mVqNLQkFOJtfBaVChmF9uFYikTWaGtl9qjAdJwtOY9hhGXSyajz7yEh4+fqhsqoGFfoSyFnLRtRqTNxIsgzGSnx9cgN66CIwwNc8SrR/dx3WXU7cvg8ch8WnvwcAvLL2ODIKzB82U4eHcDoQIis0d2T3gUECsgZ3QbRKBaVCDqWLHJUVTNqIbIGJG0nWb2e2orSqHIsG3i32l5HX+WyoVqiwott885OCaqhVctxyfTAmDwuyQ7RE0teSkd3nhIJGa+aIyHpM3EiS0grTsS1rP26JGA93J1dxjcSkjTsBF/MxL93dH2cu1KDcYIRWbcKQnj7QOPO/PJEtzA36JzYeyEFW7pW1fVXqUow/dxQ7bzTYMTKijo2fYiRJ7x9bB8DcEfrXM1uv7HC58rCLlwsG9PAH4JgLSBNJ2ccbzlgsIr868g5UG3TY6DsSLths5+iIOi5OB0KSoZarEOkR2qxjIz1COSs7URsb1d9PfBwctAO99Bl2jIaoc2CNG0mGTCbDzMhb8NJniRCq1QjzVmNG3GcAgOMDb8KRS8AlJx08tGo8en8M54kiakORfk6YNTwA6T+bn49NuITAabfgy7RqXLRvaEQdGmvcyKEIgoDKmqoGfyqMBvzfrp1QVsrh66LEU9N7QlUDqGqAqPhNmCTLhq+zCsWlJhw6ee21EonIetP3/w/pTz0rPvcrqoHx849x28HP7BcUUSfAGjdyGM2aasAVUMYAbpeqkbVkLWrr1NSoQXD6cdyL41jRbT6Ony3C8L5+jV+HiBrU1DxttYOAAEBor4CIyIKkErezZ89i8eLF2LFjBwBgypQpWL16NXx9fe0bGNlES6YauOCrglFhrm1rSHW1yYaREXUOzZ2nDQDen9wVo4/nIiqzAoB5EXlBpcbr3xwDsKmNIyXqvCSTuOXn52Ps2LGoqqrCkiVLYDQasWrVKiQkJCAuLg5qtfraFyHJeHnYUzh8shj7kvJQWFKJKugh1+Wgn64Pjjn9AACokKuhulwDEPnmSsidnPD2jyeBzHIE+rg0dXkiakBLvjzJtHrsGuaKXcMur09y+G3zv+FtFBwRAZBQ4vbmm28iOzsbx48fR69evQAAQ4cOxQ033IDPP/8cCxcutHOEVKupppba/QDEwQOCIEAmk1k0w7z5TQouXDJCZarG4trpBiLuxJHcUsj7mY850mUARmfHmZ+o1Nh8LB8JmeWQARjZv4vtXxiRRLSkDJoEARUGI5RKOSC/UoVdcWQsYFLCTWXC/Se/AQC8Ez4Lsl5HoHAtvmYMHNlN1DYkk7h98803GDNmjJi0AcCECRPQo0cPfPPNNy1O3Or+YSvTVyP+dBH0hmq4KE3oHe4BhVyGKlM11HIVCkurcCKjGNVGE/y9XHBdqLvYt0omk+Fivh5p50phMgGhXTQI83cV7yOTyZB+sQwZF8shkwHdgtwQ6KMR/3ACQFp2Cc7nVUCplKNXiDu8PZ3F/SYBSE4vhr7qElyclAj3U8FVoxJjqzaakHimGMX6Kmidlegb4QlntULcX1FZg+NniqCvNMJTq0ZUhCeUiiuvrbS8GknpxTBU18DP0xm9unqgdjCmTCbDpSIDUrJKUFNjQpCPBpFBbvVe28XESwCALh5ydPXXYs3Rz5Fekt2i38fV8r13w00/Ev2vA3DGvC3AU43MsmpxqrZ45zCMhjlxe+GTI8gtN79nk68Php8nF5F3dCyDrS+DAJB+sQw5iZcgCICfhwzhAa42KYPqbkcwXDMds64PQObj5sRNGXoSFSnRcBlsnjsxvOBWnDhbBgGADEBUuA43DwtEeKAb1HIVR3YTtQFJJG6FhYU4c+YMZs6cWW/foEGD8Mcff7Toetfsx9HU37tiAGeb2F8EIKWJ/YXXCO5agyGbmiapGPg6p+n9OH+N/U1dvwjAqSb25wBIbWJ/CyjciuDW/SCSjRcx4vK2qce+x7dBo1B2+bnKxfnKklblArTOSkyJDcKkIYG2CYLaDMtgE/tbUwZzAaQ1sb8FFG5FmDHMF0JVhbhtVOZpXND1Em/x2G1RqK6SoazCCFcXJdcAJmoHkkjczp07BwAICqq/xmRAQACKi4tRXFwMDw+PZl2vJf04yHoVx0YjRKvB7MNrAQCf9p6DwpoquPTfCQCQp4zDrdGh6PLfVQCAHTfci2TdBvH8O39Oshh84Fqjx/xzG/E+zINRXvvnQKRm6FGqr4a7RoW+EZ5QqxTt9OqoNVgG20fFsdEI83AV5ztc2/cuXKqqFMugy5kbMHtYGLTvLgcAxE97AHFOP4rnn33yGYsyOPCUHlGK75DW7cqAMFcXFRM2onYkicSttLQUAKDRaOrtc3ExN5yVl5c3O3GrqzphPBZOiITm3VcBAF3feB0/x2XjAL4Rj3mg6/2QrzLvD3p9BT7feRqpruvNMZ29AY/e3AulLy0FAPi9uhwfbkrFxS6/AwB8L96Mh264DpeWvgAA8HzxFbzz50mUdTWPuooonoZ7x0bi3LPPAQBUz72INb+fgKnnNgDAwJqZuH1YGDKfXmJ+nY8uwec5n4qxjXeZhxv7+ePs4mcAABfvexI/lawT98/UzYffR6sBAGGrV+LPIxewveoLcf89AffC+e0VAIDQVa/jq71nkaA2/+FWpo7HY5N7wfDqvwEAga+9ho+3pSFD9ysAQJd9Ix69sSfy/mV+bX7LXsW7f51EXsBGAEBsL3/cM7YbTh8yJ26v3B2NFT8liBUaD97YDT18PHD68gdDjutflr+bBnKwauWVphcnlQLRPbzrH0SSwjJofRn0yr4Jj97UQ3xtfq8ux3sbT+DS5TI4qm8A5o+MxKn95nu9tGAwVvx0HJdq39ebuiHc3VUsg119LiGu9Nq/MyKyH0lMwHt1Z/aGWNuXYmxvXwzq6iFO5OoiyDBjWIjFMZHeLuJ+N7kct8cGi/tiu3kjyNVJ3O+lVmJazJWawckD/OHtrBL3+2udMKanj7h/VmwQ3BQKcX+klwYDQq8koDOGBkED2ZWJZq/q33LzgAA4mSDuj+3mZbF/aLhO3OdsAqYMtmxG7BXgKu7XQIaZw67EPjjME2GeV167u1KBmXVe+7g+vvBxufLaXJXA8OuuxB7hX45jKUfE5xsPbQCQJT6veuNVnH7yGfH57T9bto99PMMX78+2/Pn4Nh9Qx8IyaH0ZHNvHx+K1uStkGN7N88r75lWBlBOJ4vPdezZDUX2lrbZs+csWZdD3v1dq2wDAOP8BhL/xuvg8/I3X8Uvs3SAi+5EJdXvoOqiEhAT0798fa9aswSOPPGKxb/HixXjzzTdRVlYGrVZb79zCwkJs2bIFEyZMgE6nAwAYjJWY98MiAMBD312qNxdYtQJ4f/aVpoCrj9GrzUkFACz88RI0VZbnt+X+a8XW2v32fG0CgO8meOKi77WbXYI0IXjj5iXXTNjlcvN3E5PJMed1c+T4mhubTCYTj21IRkYG4uLiWAYl+No8M6dgzqhIYOX/AwDsmPAQ/s7Ih8tAc23kZ7e+CWelE5riyP/HAceOz1ZlsKHPQZIuSTSVhoaaFxa/cOFCvX3nz5+Hp6dng0kbObaw199AqIcH4u8xjwiO+fRjZB88i59KPgYAVBwZhxB3F8z++zMAwDvhs1EtV2Lgdb5YelssR6wRtVLE6v8gWOsqlsGBH74HbHtR3F8U+hveTwcgJnPfw8Xr6qsQUXuSROLm6emJ8PBwHD58uN6+I0eOIDo62upr/z7yfiybPwTx99wHAIj64F2czSsEkt8Rjwl77RWce8bcfybyzZVIvFgEZJmTi6NTHsC8ERFic0PkmyuxI+UicLmPy4W5izAxKshi/3cHzwIwTyJb/fASRIZ4W+x/9/eTAMx9WLTP/QsRHq7i/p7/WQ3sXyHG1uXV5dCpleL+oFdeAY5fiT1k2Su4+NyV2PMrq4GEt8T9XV97BefrvLZThSXAqY8AAHvH3YcHJl5nEVtcRh6Q+z8AQMptD2HmkDBxf9QH7+L7fSmA0dw36cysRzFtcIi4P/yN1/HBXynia/t8Wwr+MSpC7Mu2JzkLP+5Ph6yP+bmzUo2sAhNWh5tHjsplwIg+vpg3MQLFxUWN/k7r8vY294EzGAzQ6/XNOqc9OXJ8zY1No9G06osTy6CNy+D+FKDaXAZTZzyMGTFdxf1dV72O9/88CeA3AMD7vx7H3aMjxTK4/VgWhHIPyLTNm6etvLgMell5k8c58v9xwLHja68ySNIiicQNAGbMmIG33noLJ0+eRM+ePQEAW7ZsQUpKCp5++ulrnl9YWAij0QjAcr29kxeLsXTtftx8+Q/X3rQCfL0rFeh+5dz/bc3A2Mv7Nx/Pwa+Hs4He5ue7TuZBLigw+PL+Xw6dw8bj56Hqa37+U9w5lOsF9Lq8/5u9Wdh24hKc+1++9razyB1QjbDL+z/ZchbHLpTA5fIym+/9noqpg0LQ5fL+935LAer0x39jfQpuiQ6E5+X9b/+eAoRe2f/OH6m49fK+facL8Gv8eSDiyv6P/zqDibV/tJMvYcPhLKCH+fnfmUX4dFs6rr+8/48jF/DHsXOQX06s/krIRVWVHIPE15aB349cgPPlCXJ/O3IBFy5VYczl/St/PonThaVwudy9KNV1PV44jCvf5s99ICZtALDin4OQeKoU+SWV0DgrMai7F7zcm26WuVpt84FWq3W4P8qAY8fX3Nj0en2T+2sHF7EMtk0ZrKyUia/96z0Z+OPolTK48VgOzuVUiddf8UMyMkrL4XJ5fuos71/xciKulMH8/0JW5/N/xcglcFKoYawxQSGXWdRyN3eeNkf+Pw44dny2LoPUMUiijxsAXLp0CVFRUVAqlVi8eDEMBgNWrlyJbt26Ye/evXByavgDvbZtf/DgwXBzM3cqrqypwhM7XmnP8KmFIj1C8eTg+1rdHFp3HdtLly41caR9OHJ8tootJycHJ06cYBmUGJZB+7NVbKWlpfj777/Zx62DkEyNm6+vL3bt2oUnnngC//rXv6DRaDB9+nSsWrWq0aStMWq5CpEeoTjNeaTsJtw9GI8M+AfOnC/DxUIDVAo5end1h5vWvOYsZ13v2FgG7S/cPRiPDlyAi/kVyCmshJNKjohAVzipzdVzLINEjkkyiRsA9OjRo8WrJDREJpPhycH3Wazl5+NzZXqAvLw8cTmexv54XWuKElvvrxvfpUuXrhlba/dbG1vte9fU+cCVD4U+XZ3Rp2ujh1EHxTLoOGUwrIsTwri0L5FkSCpxsyWZTAYnhVp8XndIe+12Z7SsJq8t1Y3PWel0zdhau78lGnrviK6FZZBlkIhaThIT8BIREREREzciIiIiyejwTaU1NeYpya81zFupvPJWOOLQaUeOj7FZz5Hjs1Vs5eXmeb5YBtsOY7OeI8dnq9hqy17t5yFJW4dP3MrLy5GZmYnMTI5eI7InlkEi+yovL7cYyELS1OGbSrt04XApIiIifh52DB0+cXN2drZ3CERERHbHz8OOocMnbkREREQdBRM3IiIiIolg4kZEREQkER1+VCnZjpubG4YNG4aQkBC4ubnBYDAgMzMT+/btQ3FxscWxI0aMwNChQxu8TmJiIv76669G7+Pu7o6FCxcCAFavXt2iGGfPno2QkBBkZWXhu+++a/Z5vXv3xuDBg+Hl5YWqqiqcPXsWu3fvFqeyILKnumWiKXXLy+TJk9GzZ88Gj9u3bx/279/f6HWCg4Nx++23o7i4GJ988sk176vVajFy5EiEh4dDrVajoKAA8fHxOHHixDXPBQCVSoVBgwahR48e8PDwgMlkwsWLF3Hw4EFkZ2c36xpEnQUTN2oWPz8/zJ49G05OV5bWcXV1Re/evREeHo6vv/4ahYWF4j5fX992j3HQoEEICQlp8XkDBw7EuHHjxOdKpRJ9+vRBYGAg1q1bh+rq6ibOJnIMlZWVFs/ba9oHtVqNO+64A56enuI2Pz8/3HzzzVCr1Th27FiT56tUKtx1113w9va22B4WFobQ0FD8/vvvSE1NbYvQiSSJiRs1y6hRo+Dk5ASTyYTNmzfj3Llz6N69O0aOHAkXFxeMGjUKv/zyi3h8beJ29OhRHDx40OJatk6EFAoFhg8fjpiYmBafq1arMWLECADAhQsXsGnTJgQHB2P8+PHQ6XSIjo5usmaCqD2Ulpbio48+qre9R48eGDNmDARBwG+//SZuVygU0Ol0AIDdu3cjOTnZ4ryqqiqbxRYdHS0mbZs2bcKFCxdw4403okuXLhg5ciSSk5ObLPODBg0Sk7bDhw/j2LFj8PLywo033ggnJyeMHz8ep06dgslkslnMRFLGPm50TUqlUqzJOnv2LBITE1FYWIi4uDjk5eUBgEVNl5OTE9zc3AAAeXl5KCsrs/i5umagNYKDg3H33XcjJiYGgiC0+PyIiAio1eZFuffv34+8vDwcPXoUubm5ANBoUxNRexIEoV45MhqN4peVI0eOID09XTze29sbCoUCAJCbm1vvXFsmbj169AAAXLx4EcePH0deXh4OHDgAwPy3ICIiosnza/dXVFRgx44dKCgowKlTp8RmVo1Gw0ljiepgjRtdU01NDb788ku4urqioqLCYp9MJrP4F7BsJi0qKoJKpYJMJrPph0UtPz8/eHh4oKKiAhs3bsStt97aovPrTkh56dIl8XFOTg78/Pzg5eUFlUrF5lJyOKNGjYJWq0VZWRn27Nljsa9uolNcXCzWltv6/7FarYaXlxcAy/Jz8eJF8bG/vz9SUlIavcbGjRvh7u4OpVLZ6Jevun9fiDo7Jm50TYIgIDc3V6yFqhUSEiI2ceTk5Ijb6yZutU2OgPkP+86dO5GRkWGz2AwGA+Li4vD3339fcy3Mhnh4eIiP6yaldR+7u7sjPz+/dYES2ZC7uzv69OkDADh06FC9hKxuGbz11luh0+kgCALOnz+P7du3W5TX1sZRq26ZMRgMDR7TkMLCQov+sYB5otjamrzq6mqWP6I62FRKVtHpdJg8ebL4/OjRo+Ljut/2a5M2wPxhcttttyEyMtJmcSQnJ2P37t1WJW2AuWN0rboLMNd9XNuUSuQoBg0aBLlcjoqKCiQkJNTbXzdxqy2DMpkMQUFBuP322+Hv72+TOOqWjbplxmg0NnhMc6hUKkyfPh0uLi4AgKSkJIvrEXV2rHGjFvP29sbMmTOh1WoBAKdOnbIY9WUwGJCXl4eqqirs2LEDeXl5CAsLw+TJk6FQKDBu3DicPn3aXuFbYBMMSY1KpUJUVBQA89Q6DSU1ZWVlKCgoQHFxMXbt2oXi4mL06dMH48ePh0qlwpgxY/DNN9+0d+jXpFarcdtttyEoKAgAUFJSUq8ZmKizY+JGLeLr64uZM2dCo9EAMPdl+eOPPyyO2b17N3bv3m2xLS0tDampqejVqxfc3d3h7e3tEM0fdfvdKRQKsdZAqVQ2eAyRvUVGRorT8qSlpTV4zMaNG+ttO3r0KHr27ImgoCAEBgbapO9m3fNrB0MA1pUfJycnzJgxAwEBAQDMTa8//fSTTQczEXUEbCqlZvPy8sKsWbPEpO38+fP4/vvvm/3Hv7S0VHxc9w+7PdWNqbZp5urHJSUl7RoTUVPCw8MBmGvVLly40KJzy8rKAJhrmm1RBuuWjboLmLe0/KhUKoukrby8HN99951DfLkjcjSO8elJDs/FxQW33Xab+Ac5KysLP//8c72kTaFQYOrUqXB1dcXFixexefNmcV/tQAZBEOp1RraXugMuunTpIn6w1fYRKigo4IhScii1zYiNJW2urq648cYbodVqkZqaajEPYe0I0IqKinojxK1RWVmJ4uJieHh4WIzQ9vPzEx/XHWHamMmTJ4tJW2lpKb7//nuH+RtB5GiYuFGzjBo1ShyBWVZWhi1btsDJycliJYWysjLU1NRArVbDz88PPj4+yMvLQ3p6OiIiIsT5mk6ePGmX5kcXFxexOac2QTtz5gyqq6uhUqkwdOhQFBUVITAwUPwQOnnyZLvHSdQYlUollsOrR3nXKisrg06ng7u7Ozw8PFBUVIScnBxERUWJX0gaGtBgrdTUVMTExKBLly7o27cvzp8/Ly53V1lZiTNnzojHajQayOVymEwmcUBR7969xQFLtRN8V1dXw9XVVTyvoqLCYvADUWfGxI2uSaPRoFevXuJzV1dX3H333fWOq10ncfPmzZgzZw6cnJwslpICIHaWtodbbrlFnCi4NtaKigrs2bMHY8eORUBAABYsWCAeX1hYiPj4eHuEStSgulNrFBUVNXrcn3/+iZkzZ0KlUuHmm2+22JeTk1NvNZPWiIuLQ/fu3eHp6YmJEyda7Nu9e7dFjfWcOXPg4eFhsQZqdHS0uF8ul+O2226rd49vv/2Wa5YSXcbEja4pJCTEouPxtRQUFGDt2rWIjY1FcHAwXF1dodfrcfr0aezfv98mTTS2dPjwYej1ekRHR8Pb2xvV1dU4c+ZMvQ8dInurW8Ndd660q2VnZ+OLL77AsGHDEBAQAI1Gg9LSUqSkpCAuLs6m/68NBgO+/vprjBw5UlyJpLmLzGs0Grusa0wkZTLBmnWCJKa2doWkwd3dHQsXLgTA3x2RPQQHB+P222+3qBkj6Vu8eLG9QyAb4KhSIiIiIolg4kZEREQkEUzciIiIiCSCfdyIiIg6AfZx6xhY40ZEREQkEUzciIiIiCSCiRsRERGRRDBxIyIiIpKIDr9ygsFggIuLC2pqatAJxmEQORyZTAaFQsEySGQntWXQYDDA2dnZ3uFQK3X4xC0nJ4dLqhARUaeXk5ODrl272jsMaqUOn7hptVoAQK9evaDRaBo9rnbx5pKSknaJq6UcOT7GZj1Hjs9WsV26dAmZmZksg22IsVnPkeOzVWx6vR4nTpwQPw9J2jp84la7OLpGo4Gbm1ujx+l0OgBw2KYcR46PsVnPkeOzVWx6vR4Ay2BbYmzWc+T4bB1b7echSRsHJxARERFJBBM3IiIiIolg4kZEREQkEUzciIiIiCSCiRsRERGRRDBxIyIiIpIIJm5EREREEsHEjYiIiEgimLgRERERSQQTNyIiIiKJYOJGREREJBFM3IiIiIgkQhKJW3p6OmQyWZM/O3bssHeYRERERG1Kae8AmsPX1xfr1q2rt72iogKPPvoo/Pz80L9/fztERkRERNR+JJG4abVazJ07t972xx9/HNXV1fjyyy+h0+nsEBkRERFR+5FEU2lDjh8/jjVr1mDBggUYOXKkvcMhIiIianOSTdxeeOEFuLi4YNmyZfYOhYiIiKhdSDJxS0hIwK+//ooHHngAAQEB9g6HiIiIqF1IMnH74IMPoFAo8Oijj9o7FCIiIqJ2I7nEraKiAl988QWmTp2Krl272jscIiIionYjiVGldW3fvh1lZWWYNWtWi87T6XRNjjwVBAEA4OXl1ar42opcbs6xHTE+xmY9R46vubHJZDLx2Ibo9XoALINtibFZz5Hjs1UZVCol91FPTZBcjdsff/wBJycnTJ482d6hEBEREbUryaXhe/fuRXR0NNzd3W16XUEQIAgCCgoKbHpdW6n9xuWI8TE26zlyfM2NTaPRQKvVtvp+LIPWY2zWc+T42rsMkjRIKnGrrq5GcnIy7r///hafW1hYCKPR2Oh+R6wmJ5ICvV4vNoc2pLS0FADLIFFbaW4ZpI5BUk2lmZmZqKqqQmhoqL1DISIiImp3kkrc8vPzAcDmzaREREREUiCpptIhQ4aII8+IiIiIOhtJ1bgRERERdWZM3IiIiIgkgokbERERkUQwcSMiIiKSCCZuRERERBLBxI2IiIhIIpi4EREREUkEEzciIiIiiWDiRkRERCQRTNyIiIiIJIKJGxEREZFEMHEjIiIikghJJW6XLl3CwoUL0aVLF7i7u2PMmDE4cOCAvcMiIiIiahdKewfQXKWlpRg1ahTOnz+PJ554AjqdDu+++y7GjRuHuLg4REVF2TtEIiIiojYlmcTt9ddfR0pKCnbs2IFRo0YBAG6//XZERERg5cqVWLt2rZ0jJCIiImpbkkjcBEHAZ599hsmTJ4tJGwD4+/vjjTfegEqlsmN0RERERO1DEolbeno6zp07h2eeeQaAOZErLy+Hq6srHnroITtHR0RERNQ+JDE4IS0tDQDg5+eHp59+Gp6ennBzc0O3bt3w66+/2jk6IiIiovYhicStqKgIALB06VL8/vvvePvtt7F27VpoNBpMnz4dW7ZssW+ARERERO1AEk2llZWVAMwJXGpqKnQ6HQDglltuQWRkJJ577jlMmDDBniESERERtTlJJG5arRYAcNttt4lJGwB4enpi6tSp+Pzzz1FWVgZXV9dGr6HT6SzOvZogCAAALy8vG0VtW3K5uXLUEeNjbNZz5PiaG5tMJhOPbYherwfAMtiWGJv1HDk+W5VBpVISH/XUTJJoKg0KCgJg7uN2NT8/PwiCgLKysvYOi4iIiKhdSSINj4qKgpOTE5KSkurtO3v2LJydneHr69uqewiCAEEQUFBQ0KrrtJXab1yOGB9js54jx9fc2DQajVgr3hosg9ZjbNZz5PjauwySNEgicdNqtZg6dSrWr1+PpKQk9OnTB4A5aduwYQOmT58OhULR5DUKCwthNBob3e+I1eREUqDX68Xm0IaUlpYCYBkkaivNLYPUMUgicQOAlStXYseOHRg7diwWLVoEtVqNt99+Gy4uLli+fLm9wyMiIiJqc5Lo4wYAYWFhOHDgAEaPHo1Vq1Zh2bJlGDBgAPbt24eIiAh7h0dERETU5iRT4wYAERER+P777+0dBhEREZFdSKbGjYiIiKizY+JGREREJBFM3IiIiIgkgokbERERkUQwcSMiIiKSCCZuRERERBLBxI2IiIhIIpi4EREREUkEEzciIiIiiWDiRkRERCQRTNyIiIiIJIKJGxEREZFESCpxGzJkCGQyWb2fmTNn2js0IiIiojantHcAzSUIApKTkzF9+nTMmDHDYl/Xrl3tFBURERFR+5FM4paeno7y8nJMmzYNc+fOtXc4RERERO1OMk2lSUlJAIBevXrZORIiIiIi+5Bs4lZeXm7PcIiIiIjanWQSt8TERLi5ueHJJ5+Em5sbXF1dERkZiW+++cbeoZFEmSorkXLfA0i57wGYKivtHQ4REdE1SSZxS0pKQmlpKYqKirB27Vp8+umncHNzw5133ol169bZOzwiIiKiNieZwQn3338/ampq8PDDD4vb7rjjDkRFReHpp5/GnDlzoFAo7BghSUVt7VrdWra6j+VOTu0eExERUXNIJnF74IEH6m1zcXHBvHnz8NJLLyE5ORl9+/Zt9HydTgedTtfofkEQAABeXl6tD7YNyOXmylFHjE9qse2/bXa9404/+Yz4OPan79o+sMuk9t41RCaTicc2RK/XA2AZbEuMzXqOHJ+tyqBSKZmPemoGyTSVNsbPzw8AUFZWZudIiIiIiNqWJNLwc+fOYeLEibj99tvxr3/9y2LfyZMnAQDh4eGtuocgCBAEAQUFBa26Tlup/cbliPFJLbbu770NwNw8WlvTFvnmSrGJtD1fh9Teu4ZoNBpotdpW349l0HqMzXqOHF97l0GSBkkkbkFBQSgqKsLHH3+Mxx9/HO7u7gCAzMxMfPbZZxg7diz8/f2bvEZhYSGMRmOj+x2xmpzaRkN92OROTuzbZiW9Xi82hzaktLQUAMsgUVtpbhmkjkESiRsAvPfee7j11ltx/fXXY+HChSgtLcW7774LpVKJ9957z97hkQQZS9m8TkRE0iKZPm7Tp0/H+vXrodVqsWTJEqxevRqxsbHYt28fV1Mgq1Tn5AAAwl99ibVtREQkCZKpcQOAadOmYdq0afYOgzoIQ2YW5M7OUPn62jsUIiKiZpFMjRuRrVVmZsEpJBiyJobRExERORJ+YlGnZcjMglNIiL3DICIiajYmbtQpmQwGVOfmwjmUiRsREUkHEzfqlAxZ2YAgwKlrqL1DISIiajYmbtQpVWZmQaZUwikgwN6hEBERNRsTN+qUDJlZUAcGQqZU2DsUIiKiZmPiRp1SZWYW+7cREZHkMHGjTsdUXY3K8+fhxMSNiIgkhokbdTpV5y8ANTVw5sAEIiKSGKsSt0cffRRr167FiRMnbB0PUZszZGYBMhmcgoPsHQoREVGLWLXk1XvvvQeZTAYAcHV1xaBBgxATEyP+hIWF2TJGIpuqzMyEuksXrk9KRESS06q1SgVBQGlpKXbt2oVdu3aJ2728vBAdHW2RzPn7+7c6WCJbMGRmsX8bERFJUqsStzVr1uDw4cOIj49HcnIyampqAAD5+fnYtGkTNm3aJB4bGBhokchFR0fD09OzVcETtZRgMqEyKxtugwbYOxQiIqIWa1Xi9uCDD0J+eYFug8GAI0eOID4+XvxJSUmByWQCAJw7dw7nz5/HL7/8AgCQyWQwGo1W3TchIQHR0dF4/vnn8eKLL7bmJVAnU5WTC6GqCk6hHJhARETSY1XiduHCBRw4cEBM2gDA2dkZsbGxiI2NFbeVlZWJNXK1P6dPn4YgCFYHbDQasWDBAlRXV1t9Deq8KjOzAADOXFyeiIgkyKrErUuXLpg2bdo1j3N1dcWoUaMwatQocVt+fj58fX2tuS0A4LXXXkNSUpLV51PnZsjMhNLLCwpXrb1DISIiarF2n8etNf3ajh8/jmXLlmHp0qW2C4g6Fa6YQEREUtYuiVtGRgb+/PNPAIBCocAnn3yCe++9t0XXMBqNuPvuu3HDDTdg7ty5bREmdXCCIJhHlHLiXSIikqhWDU6oy2QyIS0tDSdOnMCJEyeQnJyMEydOICUlBXq93mIwwj333IN77rmnRdd//fXXkZaWhvXr11s9qIE6N2NBIUzl5ezfRkREkmVV4paQkGCRnCUnJ+PUqVP1Bgy0ZhBCXUlJSXj55Zfx7rvvIjg4GOnp6Ta5LnUuhsxMAOAcbkREJFlWJW4DBgwQV04AGk/QZDIZxo0bh549e6Jnz55WBVhTU4MFCxZgxIgRWLhwoVXXIALM/dsUrq5Q6jztHQoREZFVWr1yQkBAALp162bxU1BQgAcffBAAsHnz5lYFuGrVKiQkJGDPnj3Iy8sDABQWFgIA9Ho98vLy4OXlZTE1SUN0Oh10Ol2TrwUwr/rgiGpfnyPGJ5XYci9chGu3SHh7e9s5qiuk8t41RSaTNVn+9Ho9AJbBtsTYrOfI8dmqDCqVNusVRQ6gVb9NmUyGPn364J133rGoUdu5c2erA6u1ceNGVFVVYciQIfX2rVq1CqtWrcLZs2e5PipdU/nZdPiMGmHvMIiIiKxmVeK2du1aPP/888jOzsbWrVvRv39/PPLII3jxxRfh5uZm0wBXr14t1rDVysnJwdy5czFv3jzMnz/fJuugCoIAQRBQUFDQ6mu1hdpvXI4YnxRiy83IQFV+PgRfX4eKUwrv3bVi02g00GpbPy8ey6D1GJv1HDm+9i6DJA1WJW5z587FzJkzxRqvsrIyvPXWW/jqq6/w2muv2bT2a/DgwfW21Q5OiIiIwIQJE5p1ncLCwiZHozpiNTnZjrhiAgcm2JxerxebQxtSWloKgGWQqK00twxSx2D1PG7Ozs5YunQpUlNTsWDBAshkMuTk5ODee+/lPGvkcAyZWZA5OUHlZ/2qHURERPbW6gl4/f398emnnyI+Ph5jx46FIAi4cOGCuH/dunWtvQVRq9WumCC7xiAWIiIiR2azT7EBAwZg69atWL9+Pbp37y5uX7BgAaKjo7Fjxw5b3QphYWEQBAEvvviiza5JHZshMwtOnHiXiIgkzqrE7fDhw6ipqWlw39SpU5GYmIj//Oc/0Ol0EAQBhw8fbnZfNCJbq6moQHVODvu3ERGR5FmVuEVHR8PT07PRiXeVSiUWLVqEU6dO4bHHHoNKpbLZKgpELVWengGAKyYQEZH0Wd1Uqtfrr5mMeXp64q233kJiYiKmTp1q7a2IWqX8zFnIlEo4BQbYOxQiIqJWadUEvLNmzUJMTAyio6PFWriGdO/eHT///HNrbkXUYqbKSuy/bTYAQB0cDBlnDyciIomz+pNMEASsX78e69evF7eFh4eLSVxMTAwGDx4MV1dXi/NqamoQFBSEYcOGWZxL1JacQ4LtHQIREVGrWZW4vfXWWzh06BAOHTqEtLQ0scn0zJkzOHv2LL7//nsA5iWxunfvLiZz0dHR6NevH3Jzc/Hrr7/a7lUQ1WGqrLT4FwDUAf7ic7mTk13iIiIiai2rErfHHntMfFxSUoL4+HgxkTt06BCyssyz1AuCgJSUFKSmpuKrr74CgGsuBk/UWmkPL6q3Le+n9cj7aT0AoMcnH7ZzRERERLbR6k4/7u7uGDduHMaNGyduy83NRVxcnJjIxcfHIy8vDwAanUaEiIiIiJrWJr21/fz8MGXKFEyZMkXclp6eLiZycXFxOHz4cFvcmgjd33sbgLmp9PSTzwAAIt9cySZSIiKSvHYbZhcWFoawsDDMmjULADivG7WZhhI0uZMTEzciIpI8u3U4k8lk9ro1dRKCyWTvEIiIiGyKIwWowzIWFQMAer+4lLVtRETUIUgqcdu2bRtGjBgBNzc3BAUF4fHHH0dZWZm9wyIHVZlpHt2sCQ+3cyRERES2YVXi9uWXXyItLc3WsTRp27ZtuOGGG1BVVYUVK1Zg3rx5+Oijj3DjjTfCxCYxaoAhMxNqHx+o3FyvfTAREZEEWDU4Yd68eZDJZPDw8BBXSRgyZAhiYmIQGBho6xgBAE8//TRCQ0Oxc+dOuLi4AABCQ0Px8MMP46+//sJNN93UJvcl6arMzII2IszeYRAREdlMq5a8KioqwtatW7F161Zxu7+/v5jE1f7r4eHRqiANBgN8fX0xY8YMMWkDgNGjRwMAEhISmLiRBUEQYMjMgteUm+0dChERkc1Ylbi98MIL4moJBQUFFvsuXLiADRs2YMOGDeK2bt26YciQIVi3bp1VQTo7O2Pjxo31th89ehSAueaNqC5jQSFM5eXQRrB/GxERdRxWJW6vvPKK+PjMmTMWqyQcPnwYer3e4vi0tDScOnXK6sTtahkZGdi+fTsWL16MqKgo3HrrrTa5LnUchsxMAICWAxOIiKgDafUEvBEREYiIiMAdd9wBADCZTEhKShKTubi4OCQmJtpsqauCggKEhYUBADQaDdasWQNnZ2ebXJs6jsrMLChcXaH29rJ3KERERDZj85UT5HI5+vbti759++Lee+8FYO6jVtus2VoymQzffPMNqqqq8M4772DChAn49ttvMWPGDJtcnzoGQ2YWnEJDONEzERF1KDJBwmtPVVRUICoqCtXV1ci83DR2tcLCQmzZsgUTJkyATqdr9Fq1b4OjTi0il5tnbnHE+Bwxtr8XPgifUSMQ/o95ABwrtroc8b2r1dzYZDKZeGxDMjIyEBcXxzLYhhib9Rw5PluVweZ+DpI0SGoC3qu5uLhgypQpyMrKQl5enr3DIQdRXVyCqvx89m8jIqIOp90WmW+NkydP4sYbb8QzzzyDhx56yGJfaWkpZDIZnFq5pJEgCBAEod4oWUfh5WXuq+WI8TlabOVJyQAAo5dO/KbqKLFdzdHeu7qaG5tGo4FWq231/VgGrcfYrOfI8bV3GSRpkETi1q1bNxQXF+PDDz/EfffdB7VaDcDcBPPDDz9g9OjRcHNza/IahYWFMBqNje6vLSAkfYbMLMicnKDy87V3KJ2CXq+vN5K8rtLSUgAsg0RtpbllkDoGSSRuSqUSa9aswbx58zB69GjMnTsX+fn5ePfddyGXy7FmzRp7h0gOpDIzC86hIZA10eeDiIhIiiTzyTZ37lx8++23qKqqwpNPPom33noLo0ePRlxcHKKiouwdHjkQQ2YWnEJC7B0GERGRzUmixq3W7NmzMXv2bHuHQQ7MZDCgOicHzjdNsncoRERENieZGjei5jBkZQMAnEJZ40ZERB0PEzfqUCozswCFAk6BAfYOhYiIyOaYuFGHYsjMglNQEGRKSfUCICIiahYmbtShVGZmwpnNpERE1EExcaMOw1Rdjcrz59m/jYiIOiwmbtRhVJ2/ANSYWONGREQdFhM36jAMmVmATAankGB7h0JERNQmmLhRh1GZmQl1ly6Qt3LdWiIiIkfFxI06DENmFvu3ERFRh8bEjToEwWRCZVY2+7cREVGHxsmuqEOoysmFUFUFp66hTR4nCAKqTNVNHqOWqyCTyWwZHhERkU0wcaMOoTIzCwDg3MTi8oIgYPXfn+BMcWaT14r0CMWTg+9j8kZERA5HUk2lf/31F0aOHAmNRgNXV1dMmDABBw4csHdY5AAMmZlQenlB4apt9JgqU/U1kzYAOF2cec1aOSIiInuQTI3bzp07cdNNN6FPnz549dVXYTQa8f7772P06NHYvXs3hgwZYu8QyY4qM7Na1L/t9ZFLoFaoLbZV1VRhye7XbR0aERGRzUgmcXv88ccREhKCgwcPQqPRAADmz5+PXr164YUXXsDmzZvtHCHZiyAIMGRmQTd+bLPPUSvUcFKoUWOqgUwmg1wmqcpnIiLqpCTxaVVYWIhjx45h9uzZYtIGAF26dMHo0aOxb98+O0ZH9mYsKISpvBzOoU0PTLhaZk453t8Uhye//hF7Ei+iqrqmjSIkIiKyDUnUuLm7uyMlJQVabf3+S3l5eVAqJfEyqI0YMs391loyh9t/vjuBlIzyy8+C8N/MM9C4AIiyfXxERES2IomMR6FQoHv37vW2JyQkYO/evZg0aZIdoiJ7M1VWIu3hRQAAuVYLpc6z2eemZBVDLlMCHhcxIDASGdlG5JeVw6WNYiUiIrIFSSRuDSkrK8P8+fMBAM8++6ydoyF7cwoJbtH0HR5uCvhHnYbgVIqFgybDJADfbD+F+Mv7a0wCoGibWImIiKwlycRNr9dj6tSpOHbsGJ577jmMHj3a3iFROzJVVlr8CwBOAQHi8+asVVp13UZkVgGoAp7cucy8sU6ilpxejOjufjaLmYjIVorKqrA7IReZOWWQy2XoGeqB2D6+cFbz22ZnILnEraioCFOmTMHevXtxzz334NVXX23WeTqdDjqdrtH9giAAALy8vGwSp63J5eZxJI4YX3vHtv+22fW2FW3fgaLtOwAAsT9912BsgiBAKNNB5lrY5PVrSnWoqla3y+vpCL9XmUwmHtsQvV4PgGWwLUkpNkEQUFlTBQCoMRjw990LAQCD//cxFM7OAAAnhbrdJsCW0nsHAL/vS8envybBWCOI2+JO5OOnXVl4dn4MBlznW+867AfesUjqt5mbm4tJkybh6NGjuP/++/Hhhx9ydntqNplMBlXmSJRWVMDluqOYHj0Yf/yixOCevvjnrX0BAM+8txcZ58qh6a++xtWIqKUEQcC/t7+J1PwzVzbOvpxo/Pm8uKmHdwReHPsk/75fZdfRc/i/9YkAgB6hnhjeLxCV1TXYGp+Fi/l6vPLpQaxeNAphAe52jpTakmQSt9LSUjFpe+KJJ/Dmm2/a9PqCIEAQBBQUFNj0urZS+43LEeNr79i6v/c2AHNT6eknnwEARL65UmwirRvH1bEN6uaFncdyUHUhDNUXAlBSdhE3DAyAvqQcx88UIuOcHkqFHBFdVO3yejrC71Wj0TQ44rulWAatJ5XYKmuqLJO2RqTkn8HFvBw4Kdr+C5RU3juTIOCLP08AACbGBOCOcWFiYnvT0CCs+joBx9Ly8P3WNDw9d7DdYqa2J5nE7eGHH8bRo0exaNEiq5K2wsJCGI3GRvc7YjU5Naw2Qau6lGexrTl928YN9sPOhAuoKfbB+h056BbohlJ9NXYn5GJL/AUAwMh+fnDXqNom+A5Ir9eLzaENKS0tBcAySJYW/pQHlVGw2FatlOHj23zsFJFjS79YhpxCA5zVckwfEQqZTIas3HL4eDgDMGDa9YE4lpaHPcfO4a7xwVApr3RfqC2D1DFIInE7ceIE1q1bB09PTwwYMABffPFFvWPmzp1rh8jInkr2t3yd2hzTWagjjsJ4dhCMNQLSzpVi+ReJ4v6+EZ64c3y4LcMkogaojAJU9ea8Fho6lACUlJvXT/b3coGLkwKCIOCDX1IRHuCKhVO6I8zfXOtdYxKgNxjh4cruHh2VJBK3nTt3AjAPTLj77rsbPIaJW+cimEwojTsEj9Ej4T/vruadIwjYlrUPvSO1OJ/vBEEAVEo5qowm+Hu5YPSALhjU3QtyOfvVELW1yP+sgrKyBmeeNk/nFPbGCpjUCmD/SjtH5pjcLrcCXCwwoLKqBhcKKnAhvwJ3jAsDAGTkmCcUV8hl0DhL4qOdrCSJ3+4DDzyABx54wN5hkAMpT0qGsbAIHiOGN/ucsyVZyCg5h4k+03C0qBIvzOuLbkFubRglETVG7uQEQ0qy+Fzh7ASoOJ1FY8IDXOHn6YzcIgM27MuG0VgDN40SfcI9Yawx4add5hVkBvfwsmgmpY5HEokb0dWK9+yDOigQzmFdm33Otsz98HPxxrGjKvQMdWbSRmRnl+KudHeQy+TgasGNk8tkmDYiBB//loY/DpyDQi5DtyA3bDp0HrsTcnEhvwJKhQyThwXbO1RqY0zLSXKMpaUoO3oMHiOG15suoHaOqNofg7ESBmMlLpZfwpHcJHTXRCE9pxiThwXZKXoiAoCKshLEl6bh7Tt84fn2K6hWylB1eX43atj1Ub6XR5Oa+7KlZJXgu+0ZuJBfARcnBR6b0ROhXVo/wpscG2vcSHJKDsQBANyHDbXYLggCVv/9Cc4UZzZ67t78nXAZDGwsSEGf8Ps4TxSRnTwf/zYwUAMAeOnAO3aORjomDQnEqXOlSE4vQvdgdygU5pUThkf5sm9bJ8HfMkmKIAgo3rMPrgP6Q+nmarGvylTdZNJW15niTFSZqttlnigiMlPLVYj0CMXpa5TTSI9QqOWckqchVdU1SDxbhIkxAbh1ZKi9wyE7YOJGkmJIz0DVuXPwnXlrk8e9PnIJ1Ao1dDodtp3Zh7XHfkBY8c0oKARKwv5op2iJqC6ZTIYnB9+H8ks5+OKHVTjVwwMvjXoKSrnlR5FarmJteCOOnS6EoaoGsX3qL21FnQMTN5KU4j37oNR5Qtund5PH5RUasfNwDv5OO4ayiiqonSfgRIWAOyYE45fidgqWiOqRyWQoP/Q30sKcMSxwILQqjb1DkpT9SXkID3CFv5eLvUMhO+HgBJIMU2UVSuPi4H59LGRNLGoOAMu/OI6dx3JQpq8GBBmqKszNLpsvr45ARPYhCAKOph1EhZMcw0OG2DscSSmrqEbC6UIM683VJToz1riRZJQePgJThQEew6+/5rHGGgG9wzwg+KegQl6I9H09oXVWIb/EAH5PJbIfw9l0HPMyIEQViEDXLvYOR1LiU/JhEgQM7cXErTNjjRtJRvGevXDpcR3Uftfu2xEW4Io7b/ZBes0ReFaHw12rxv+bF8WJKYnsLPvgbmQEqjEi4tpfwMjSgaQ89A7z5HJWnRw/xUgSqnIvoSIlFR4jmvfHfmR/b2zP3gc3lSsSjykwPtoXOk8l+nXjpLtE9iIYjYjLT4ISckT797N3OJKSX1yJlKwSXN+HtW2dHZtKSRKK9+6D3MUZboMGNev4Hy59Ij5W9d+CjXpg4w4AnJuSyG5KEo4jMViB/h7d4aJ0tnc4knIg+RLUSjkGdve2dyhkZ0zcyKGZKiuR9vAiAID7iOshd2q8iUAtV0Fj9IVeeema1/VRBnCeKKJ2lnRsF4pDFRjZbaS9Q5Gc/cl5GNjdCy5OXM+1s2PiRpLhHjusyf0ymQz/6D4Pb/5wHJCZ4Bd+CUWZAXj/6bGo0Jdi/e5MbD18Ec5qBZ57cCjniSJqRzVlZYg3nYO34Iluns1fY5iArNxynLukx8zRnHCXJJy43X///UhNTcWOHTvsHQq1AVNlpcW/AKD27yI+lzs5NXheVLgnuoU641S6EbmnguDqosJHP53EifR8lFUYAShx59hIuDhJ9r8+kUMTBAFVpmrxucFoLrPZB/ciLViNGwIHospUzUl2W2B/0iW4uigRFe5p71DIAUjy0+u///0vPv74Y4wePdreoVAbqW0erevM4iXi4x6ffNjgeTKZDKrwo3Ct7IKyC74oq6jGoRM5AACdmxqzxnTljONEbeSa6wUrZdh4YR82XtiHSI9QPDmY6wU3xFhjwt+pBcjKOw+TScCuYzkY3MMbSgXHE5LEEreamhq8+uqrePHFF+0dCjmos8VZSC/LgtIUgNg+Pri+fwj0BiNclEb0DvOEQs4PCaK20pL1gk9zveAGpWQW48MNqSgqq7bYfuhkPgZf541+kTo7RUaOQjKJm8FgwNChQ5GQkID58+dj69at9g6J2lD3994GAFz8/AuUxh0CAES+ubLRJtJa27P2Qyt3R36uF6ZOC0HvbkEAgIKCgrYNmIgsvD5yCZRGAaefeBoA8NFtPpjX5zb08rsOS3a/bufoHFNmTjne/O4EqowmeGhVGDUwGAmn8pCVU4qKyhq88+NJLJnTB92D3e0dKtmRZOpdDQYDSkpK8O233+Lzzz+HUimZnJOsIHdygkythj411WJb7U9DCg3FOJybhOqLXRHT04dr+RHZkdIoQGUUoKoBVDWAZ6UMA717QmkU7B2aw/plbxaqjCb0DvPA6w8Mwj9u7om8YgNuHBqEQd29UGMS8PPuLHuHSXYmmezH3d0daWlpTNg6karz51FT1PwV4XdmH4QCShRn+WPyP4LbMDIiupbTTzwNVc2V53M3XMKZDU+iWgFgNvuZXq2sohpH08wtA3PGh8NJpUD8yVyUV1RjeJQv1Co5jqQV4ERGMfKLK+Ht0XTrA3VcksmC5HI55NdYWJw6lvLEJMjUKnR7+03IVeY5164esVarqqYKu7MPQVYUjL7hOoT4ado7XCIiqxWXV8MkAFpnJYJ8zX+/th7KQkSgOwJ9zM+9PZyQV1yJglImbp2ZZBI36nzKE5Oh6dHDImlrcsQaAHicwSmcwZt/H8CTg+9rp0iJ6GqR/1mFmqyLOLdqtfn55T6qlTVVwP6Vdo7O8WguT1GkNxhRVFaFUn01Dp3IxaLZ/S22A+bkjjqvTvPb1+l00OkaH40jCOZ+F15eXu0VUovU1jY6YnxtEVtNhQGpaafQ9R/zxOsajJUtGrGm9XB16PcN6Bi/V5lM1mRtuF6vB8Ay2JYcJbbaOdsAwNvfH5t/+xI+dZ4rnJ0tjtHpdHBW2rfmyFHeOy8voFeYDifSC7HxUC7KKqrhp9NgzOAQyGXAr3+cgLFGQFd/N/TpHmQxjcq1yiC7GHUs/G2SQypOTIRgNMJz4IAG99+gvRcb92ejqtpUZ6uA2P5+OKr8ql1iJKLGleblYktNOmZcXqHJYKyEwihDpbHKvoE5sJlju+GV/x3CXwfNX1AnxIRg//EL2P53tjgf5cyx3Tj3XSfHxO0yQRAgCILDThtR+23QEeNri9hyDhyEytcHeic1Ki5ft7Lmyh/8DbsyAZMSQT5aGNQ5KCxQwmTQYP+xS3AZbD6msLAQzr5ONo/NljrC71Wj0UCr1bb6fiyD1nOU2OqW0Ud3rwD8VHi/diDCn8/XO76wsNDu87g5ynsHABFdVJg3MRzrNp0FAGw5lIUth66MIp05OhRRXV3qxWqrMkjS0GkSt8LCQhiNxkb327uanK4QBAHlx5Og7dunyW+W997cDV1C9PjP4Z8AQz+M7RmO7Qnn2jFSAsxNobXNoQ0pLS0FwDLYGajlKkR6hOJ0M7o0RHqEQi1XtUNU0tIvUge57Cy6B7tDkMkhCEBXP2eMGeiPIJ+GB101twxSx9BpEjeSjurcXFTn5UHbp0+jxwzo5oXu3eR449BXcKn2gzsiMHdSBPJK9TjVjrES0RUymQxPDr4PB7d+j7Wy47i762SMHjQegDlxr+v/t3ff8VHX9wPHX9+byWUnZJBACAl7CwHEigzBiXtgrVCrYm2tC2eH/py1glhnq9Vq0dqiba2jLlRkiCJLZgaBJIzsvS63v78/LrkkZM+7C+/n45EHl+/n+/3eO1/uc/e+z/rKvUrb9un3+ZgCdNx11XiGxrlbK32hNVD4DllfQ/icugNpoNViGjem3X1Shgfw0p430SuBlO+fwpLTh6NRFCaODBvASIUQrbhcbCzfR6zVQGrKbAJ0RgJ0RoxaQ4sfSdpaq6y1sXlvEefOjMdo0Ho7HOGj/LbFLTc319shiH5Sd+AgptGj0AQEtLvPxuzdqDEWag/MZHJSJNPHh2F12iirbb+7QAjR/w5s/4pjUQo/jTtLkrNu+mx7PnqdhoXT47wdivBhfpu4icHJabNRdTiTqAsvaDHQGVoOfDYP2Q8u0E7YzGHgns0DHKgQohVVVfn8xFaiTFpmTpjr7XD8So3Zztc/FHLOzHhMsk6b6IC8OoTPUFWVp7f9maOXhgPfwsZve3yu5FAZ+CzEQDu8fxvZkS5+HHo6GkVG4nTHFzsLADgndaiXIxG+ThI34TNsLjtH7aVd3r/+h4XgajkOJCxIzx1XjicpJky6aYToB+3ddg7gf4e/JMwA0+cuQFVVqYMdsNqdHC2sw+FUCQ/W8+WuAhZMiyXEJF84RcckcRM+ybF/EXab+00/LEhPjdl9Hz80TgJP2wDARaePYEdaFTVmO6FBeuZMjGbetFhC5Y1PiH7R6W3nGuYG3bvlSVLCEuW2c22wO1y8/81xNu0pos7StDyOAkwfE+W9wITfkMRN+Ax7WdNyAXabwsQRQ7hu8UjqNCU8+/3fsR6diL2y6ZZJF84ZxuVnJnsjVCFOSTaXvVu3nWuvZe5U5XC6eO4/GRzMqQTcX0oDDFqKKiyowAvvZfCb6yYzNCrQq3EK3yaDEITPMKeneR6HmvTcfvlYAoMcvLz3bRSHiSBHHOMSZbkPIXzBU3PvZ82c+/jluyX88t0SdDYX5zlH8tTc+70dms/avLeYgzmVGPUafnnpGJ65NZUFp8WhAAlDAqmtd/DW+mxvhyl8nCRuwmfUpWV4Hs8YG4lBr2Vdxv8wW52Qm8p9S6dw1pRYL0YohGikc6joHSp6J+idEFrv4uzpF6NzqN4OzWd9/UMhAJfNTWTmuCE4XSqfbc/nR5OjuePK8SgKpB+torC83suRCl8mXaXCJ6gOJ/WZmTAmxLNtb0k6e0vTcB47jfuvPI2hUYHkFlV5MUohRKMjd92L3tn0+7JPKjjxye+wa4HG+5MKD4fTxYkS9zqTsycMAWDD7kKqam1ccPowosMDSI4P4UheDbmFtcRFSnepaJskbsIn1Gdn46q3AO7EbWdWMXs13+KsHMKlU2YQO0SP1Wnj2/QCCPdqqEII0W3NZ9g6HC4O5lTy7te5nD1jqGdMm8PhAkAjs3FFByRxEz6h7sBBtMHBnt8dY9fjALThtXxU8xofbWwoCB/42IQQrQ1b9RivfvUSF3/i7v5LeWYVGqPRvVD2d6u8HJ3v0WoURg8LIetEDf/77gTbM8qYlBzONWcnAZBbWMvRojo0CoxKCOn4ZOKUJmPchE+oO5BG6LjxpIQldmn/lDBZYFcIb3rj2zfIN9qxa3H/6BTsOgWHTlqL2nP2DPfiupv2FmPQaVh+TgoKsPtQOS+85x7jO31MFJGhRi9GKXydtLgJr3JZrWTdegcAYfPP4rbTZvPg5uepKAokzjKLE8VmGoc6D48J4rxZ8cwYG4VBo5fFPYXoBx0tsNv8tnNZhhpAw58ax7NJK1srlbU2LDYnEcEGjAYtU5PDCQ7UUVvvoKrOzj1/3oVWo+B0ud/l4iIDWXbOSC9HLXydXyVuOTk53H333WzcuBGAJUuWsGbNGqKjZSCsr2qemI1+6Tk0RmOLDwaX0+YezAzoxqbwn/QvqXFUMiH4TO68JpWqOhsVNTZMATqiw4ySrAnRjzpdYLcbTuVW8R0ZpXz6fT45BbUA6HUaZo2LorzGit3h5JIfDWP3oXKOl5hxulSCA3XMnRLDBacnEBx4al4z0XV+k7iVlZWxYMECbDYb999/Pw6Hg9WrV7Nv3z62b9+OwWDwdoiiQfPErKC0ypOYlVTVEhYJz//wN3KrTzQd0PiN/cCf3P9qwBazF1WdRViQgbAg+b8VYiB0Z4FdgD/MvR+jtu36eaq2in/wzXHe/+Y44L4bgkGvwWp3sfVACQDLzklm4fQ4LjlzONVmOw6nSliQHp1WRi6JrvGbxO2ZZ57hxIkT7N+/n/HjxwMwe/ZsFi9ezNq1a1mxYoWXI/QfHXWFNJYD7b7pNi+vtzo5XuEenBxscBBo1LafmO1/tssx5tYcx+ayt/uhIIRoX0/rePOu0D+ceR9GnRGX1cqRu+4F4PWLo4iz6skNc68DYtQaTtk66lJVcgtqqbM4CA82MCzaxJH8Wk/Sdt6seM6fHU+ISc+6r3JZ33AT+Y17CllwWiyKosiXUtEjfpO4rVu3jvnz53uSNoBFixYxduxY1q1b1+3ErfkbW63Zzs4jlZgtdgJ1LiaMDEOrUbC57Bg0eipqbKQfrcLucBEXGciYxFAa3+4URaGwzExWXg0uFyTGmkiKa5odqSiKe7ZQYR1Kw2yh+CEmzxsnQNaJavJL69HpNIwfHkpUeICn3KVCWm4VZlsJgUYdI2P0BJv0ntisdhd7D1dQXWcjOFDPlJRwTAE6T3lljY3dWeWYLQ7CQwycNiqCv2a83TKx8pLrPyjFZG25WKddp/Dq5UO8FJEYSN2pg219iWiefHRWB9t7/kYd1cHG4y0OK+BObhpjN2j02B0uDmRXUWW2ERSgY3JyOAEGbaexN5bX1Nk5mFuFxe4kJjyA8SPCaDykK1+eTpTUsTWjDFWF2DCF4TFBrb889cDLe//O3VN+htqwyC5ATC3cNH8Fvzvwsvua2JzszS2l2mwn1KRnakoERoO2y89RXm3lQE4ldoeLoVGBjBsR1q2lMHILa8nOr0VRYPSwEIZFB3X5WLvDxZ7D5dTZygk06hgVZyQqzD0pQFVVDh2v5tuDJVTW2ggO0DNrfBSTkyPQaBQ27y3if9+doKTS6jnf8BgTQQHuj9Q5E6NZujAJgD1Z5Xyxq4D5p8Xy7f4SjhebyTpRw5jhoV2OVYjm/CJxq6ioIDs7myuvvLJV2fTp0/nkk0+6db5Ox3F09H5XBeR0UF4JZHZQXtFBGUBZJ+VHOyirg3dLOygvh/e2d3L+PtRWYmY2KvztEndipvvlA4yLj+DIyvsA+NvZ04lSpwMfDFyQwit6VQc7U0nHdbAzndXBjlTBP4t6d3yHdbwz+UB6L45vJrcmn/Q77myxyO5lX5SRv+ExTyv6r1/ZTb2lKdEKNGq58PQELjg9ocNuUrPFwZvrs9mRXoqr2VtETHgA150zksnJEe0eC3CipI43PjlCdsMYskbjEkP52QWjiAkP6PD4b/YX8+7XudSYm93kXYHZ44dw9YIk3vj0MPuzK1sc8+3BEpLigpgwIoxPvs8HIMCgJSY8gPwyM8eLzZ59506Joc7iYHt6Kes25DJ9dCTLzkmmrt7BjowyDp2olsRN9JhfJG55eXkAJCQktCobOnQoVVVVVFVVERbWtftYdnccx2Cm7J/HL9L/DcD/fnQjmaVVBE7dBED93nnEBQTwk71/B+Czs27iYFGlp9yYPo/l81LQv/gUAJWzF/KvUiP2GTsB0KbOJWnaZPKefwmA0MfvZ/3m48AXAOwxH2DnfgvzGmK5fs5F1Dt1/CV3AP5w4VVSBwfGo2esJEjVebo6U/64GrNi58Fv/wi463iIouPmjHUAPJ9yBboZm7t8/nqbk+jwIEbEBnO0sJaSKiv/3nQMs9XJVfNHtHmM3eFizbtpZOe7k66UhBDCTHrSj1VRXGnh2X+lc+dV49tN3grK6vnD2wepszjQaRXGjwjD5VJJP1pFxrFqnvz7AR766WQiQtpeUmPLviJe/+QIABEhBqaOjqa4op60nHK2pZWyP7vSc+4zJkWTEh9CXomZLfuLyS2sI7ewDoBLfjSM82cnYDRoqa238+7XR9myrxiA9zYdJbeoDqdLZcaYSG5aMhqNoqDVuJNZVe4KJnrBLxK3mpoaAEwmU6uywED3itN1dXVdTtyas+87mxWLUjC9+AQAI55+iv9uP8E21nn2uWXEzWhWu8sTnvoDazcd4VDw++6YchZz2wXjqXnkQQBinvg9L68/RGHsxwBEF17ALxePoeTB3wIQ/vBjPP9pBrUj1gOQXHUJNy5IIe+BXwOg//XDvPBxOq5xGwA4zXklS09P4ti97hs31912P2uLXvfEdl7wTzl7Ugw5Da1Wpbfcw7vlaz3l18fdiOn5P7if65lVbMoo5aPKNzzlv7l8IrWPuhO3ey4dy+f78/jY4i4bGRXIvUsmcmy3+/c7LxrDf7bnsKnh2OVp/8a0p+laRn+7gesN8OoM97fx9+LM2E58xk0N5U/u/Sv1jkQa50xtL/gBnQNP4jZ6aCQnqi1t/0eJQasrdfD3s+7kxD3uOnRy8tFZHWwreanDxkPfPQu0XQdf/CQD59iv2jx+2NNP8Jvtz3piOztwGedNiSPnbncdLLxpJe9Vv9Vu7HadwgNbnvKU3zD0RgKec9fRxNVP8Y+tOewz/AeA/5t9J6EaQ7uJV9ixc/nV+WOp+D/33z7k0Sf40/oMSuM/A0DncKFXm7o69Q4VjeryPPfMkRFcf1YKx+93X+sfJebxfbP/mx/OH8uZKWdge879npHyzCpO1Fgg4wUAfnz2SBZNH4ZGUXCpKht2FfL2lzl8si2Ps6bGEBvR+rZNW/YVkZ1fS1CAjjuvGu9ZbNZqc/LGp0f4Pr2Uv6/P4cmfh7fZbfrvTUepszgYOTSY268YR3iwe5xYSUPSl19WzwffnOD681NaHWuzO3lng7tJ85yZQ7l6QRLRQ6IA+H5fLk+vcyeEigIP/GQSKfFNC+EunBHH717bg8OpkhQXxKVz3WtOqqpKYbmF5nMLjhebuXLeCE6fMISwhvjMFgd7j7i7XJKHNnXlC9FdfjGNpbPB8p2VdWTBhGimjwjz3Cg5UFW44vThLfZJiQr0lIdoNCydM8xTNmdUFAnBRk95pEHHJTObWgYvnBZHVIDeUx4XZGT+uKYxXFfNSSBEq/WUp0SamJbYlIBeMTsBE4qnfNJJK2ovnhyLsaFM74TUYS2b38cGN90E2nL0OFMM1S3KK554xPP4yMr7iH/7Oc/vF33/Fsfuf6BF+Zj3/tyl6wpQVu7AYI3y/P4j04VMDpvq+f3WSTfy5OL7GfWXPzP2tZfRGI2kHZV7kZ5qulIHm9/MXO9QwdrUf3fF7OGt6uBP5jUt5FxdXt/q+Pz8pm6tn8xNbFUHL0od6inXOVytn7+ZC6YNxehqqoNzRkV2GPvJx48fGuwpN6Fw1Zym94/Mw5WtjnfUNf3tS3+USKyp6W+PMGi4PLVpeaSc+3/rGYoA7jqc++vfeX6f88WrHG9Wx2d8va1FbJdcsIK4lAktFtndktHUlzxvWqwnudIoCotShzI5ORyAzXuLacumPe7tl5w5vMUdAowGLT87P4VAo5biSgsZbbwXVNXZ+CGrHIAbLxjlSdoAosMDWHZuMgDfpZVgtTlbHb/rUDl1FgdDwowsXZDUrAVMZeTQYBIaxsgFBegICtBxvLiOI/k17M+uIDu/FoPO/ZFZVm3l5Q8PseadNO5/ZTdPvLWfvUcqiY9yd9FaG25dFWh0j/crrrDw4n8zqbc6iY0IYHxS9xsZhGikqKrvN9ru27ePqVOn8sILL/CrX/2qRdndd9/NM888Q21tLUFBrQemVlRU8OWXX7Jo0SIiItxN7xaHlWX/dq8t9st3S1qM4QD3G9Sfmt0k+eR9zAZ49Qp3+Yr/lGCytTy+P8s7i6235d2JTckfQWSwles+3g/ADz+9mrCQKD4qc7fgXR79C66eP6nF8a9+vJuvzH8FYLbmWlYsme6ZBn+ssIbH/vYd9rHu1oK/XfYMAbrerSCu0bjP7XK5OtnTO3w5vq7GpiiKZ9+2HD16lO3bt0sd9MO/rTPatAtQ1JYdNza7E6vdhU6rEGjUgWcql/ujpsbsnpASFKBDo2n9hbve6sDhVDHqNRj0LSc6OJwu6q1OFIVW652pqjsBq7O4x60FGrQoGsXTLamqKnaHC6dLRaMo6HUaVFRQ3ed1deOTUKdVGDcighCTgYhQI6dPHMqklCje/CSN9zc3DYIONOoICzZQVG5GVcGo1/LIitmMT4rs4OxN+qoOtvU5KPyXX3SVJia6vz0XFBS0KsvPzyc8PLzNpE10Lu+mn5D0ytsAlK28FYvGCXnubppNZy9n0Wkx6H//NADxa1ahGnWw9UkAFqQs5MZFk9j+8XIAfn7uEjamH/cM7n5vUyYGnYEzJsVhsbv4YvsxPt52mIAp7vLvXf/g+w//0TKgsf38BwtxCtk5/1xijQbGfvQRAMeu/QWHKp3AfwEovP4+Ap06hv719wCU/PTXhJg/oEYp6fTcAY5oLpw7plVvxw+HSjhwpIxhMSHMnRbvKW9sI3jny0PY7C7OnBZPTETr4S+ffptLaZWF6WNjGDU8vEVZWZWFT77NRafVcNGZI9E2fOlrjMDucLLuyyxUFS48cyQhDcldYwz7j5SyI72Y+OggzjvdPQZPo3EncTqthv99k8ORvCoMeg0P3zgbvc6dPAYF6gk1GXjo1W1kHK0gwKDjsZvntEg8rTYnm/e4Jy3Mn55AWk45xRX11FvdieT0sdEsO28cyQnS2iZ6xy8St/DwcEaOHMnu3btblf3www+kpqb2+Nwfz72Zx5fPYucN7pFYk/78IjmlFZD2vGefpCcfI+8+9xiSlGdWcaCwEo6/CsCeJbew7MxkT3dEyjOr2JhZCA1jXAquu4NzJiW0KH/3+xzA3Splv/V+UoZHtSh/8eMMwP1GG/Trh0gOC/aUj/vjGvjuD57Yoh9/giij3lOe8NhjsL8p9vhHH6Xktw95zl1UZ23xt80aPZnGDo3TU8bwfU7TG3aFWceomHjPJLegACP/2Z7rKf9yZw6Reohp+FL8+feHeXNjJkxo2GHCBtYVbGBds3y7MWnrTEpYInVVtZiVuq4d0I6oKHdXrcViwWw2d7L3wPPl+Loam8lk6tUXp67UwZF/eJwT97q7+FKeWUWtYoeGcWbpl/+Sq2cltahDm7OKoPJNAIY/8RjhWmOL8qL6ejjwIgCOXz1AyrDIFuWvbThMY3Iz8qknCFab6tiE557xfHkBiH3i90QYdO3WwZNjt+uUFreHGvHkY+Q3e385XFENh18BIOjXD5IcFtIithpssMM9pCHn6tu4ePpwT/mkP7/I+zuyoN79heiqixcRqhjIakjczv7ROEZX13BwX0PssXrGR4dzpKEOz54awe7P51IT9h7Q9gK73x0oYe3nRzAGBXLG/LCGVjU3s8XBR1vcA//PSY1lzsRIz+uovr4es9lM1rFIth0spayilqXzWs4+PZxXQ2mVBY0CV56V0OqenU6Xyrf78qmstaFTHCyYGtei/MOtx1FVSIg2ccHM6FZJZUqcgR3pxeSV1JI4RMfwmCBPfLW1dfz360MA2O0uamoal+xwgMvB4aNl5Ba4u29r6+088cY2Lj9rOHGRgeQU1PLu10cpr7YSFqTn2oXD0WoSOVZch9XmZEh4AFGhRsBJeXk5XTVQdVD4F79I3ACuuOIKnn32WTIyMhg3bhwAX375JZmZmdx7772dHl9RUYHD4f7m03yRyYzCKh588zsuaHjj2ppVzj83H4LRTce+8dVRFjSUf7G/iI92n/AkJ5szStGoWmY0lH+wI4/P9uejn+z+/b3tedSZVcY3lK/bepwN6SUENAz1emNDDsXT7CQ1lL/2ZQ57C6oJjHH//tLHh7h4+nBiG8pf+l8mNA0b4+n/ZnLhjKEMaSh/9qMMSGoq/+MHGSxtFvtnewtbtGqt+udeftJQvnb9IbYeKcbQEPuxkmoeXrub6xrKn/7XPtKLqwhsiF0zcSP/rt7YtMBu8Z+bkrZOjAwdxi2Tl7M/u5LC8nqMei2TRoYRF+X+Bt5Xq643dh8EBQX5XGIEvh1fV2Mzm80dljdOLupNHbTrFM8dOOw6BWez18YX+4qxW5V26yABOuxqy+MDQpu62V7/KpsLp9la1MHvc8s9r3OHTtPieH1Iy1aip9/P5KLUeMIbyp/7OBOahti1it1+0k3YX/08m3Mayr9OK+HD3cc9dTRyiKlV7C6lqUvsf7sLsFhhSkP5f7Yd54OdeRgbviA5VAdWF57jrU4bIcFNx792+C9wmKY6vG01NGsQamuB3TMmxPHBlgIqa2w8+fYBLj5jOElxQeQU1vLh1hNU1tqJCDGQOtb9RnXy62hx6lC+P1jKzsxy/vR+JufMjCc0SM/ewxV8uNW9DszM8UPavNG6VqOwOHUo/9p4lLe/yKGs2sqcCdE4XSpb9hXz1S73t8RzUoe2+f4RP8TE1JQI9h6pYNU/D7JkzjDOnG6kuMLMe18f5lixGUVxd7uu+udBZo0fwqiEEE6U1PHtgRKsdhcx4UZKq6zszCxjZ2aZZ3+AAIOGWy8bi75hLFzz9QR7oq/roBgc/GKMG0BJSQmTJk1Cp9Nx9913Y7FYWLVqFaNGjWLr1q0YjW2PhWrs258xYwYhIQ2zl5w27tr42ECGf8oZGTqM2067HkVRsDtcKAotbukyULfDaX4f25KSzrt/Bpovx9dXsRUVFZGeni510M+khCWycsZNbdbT3MJa1ryTRm29o1VZiEnHPUsnkhjrbgFq63W0aU8Raz87QlsfPsnxwdx99QRMAW23K7hcKq9+nMW2g20vWrloRhzXLhrZ7vtLbb2dp9elcbSodWu+XqdhxZJRfHew1DMJormUhBBuv2IcReX1fLItj72HK1Bxj3mbOW4IF85JIGFI6+7fnuqrOlhTU8OuXbtkjNsg4TctbtHR0WzevJm77rqLhx56CJPJxKWXXsrq1avbTdraY9DoSQlL5IisI9VjjYmZqoKiC0IFosICqKhwv9k1T8yMXV9IXZwipA5634iQBKYo5/PtgRKKKizotRomp4SzcHocI2KDO/xylRQXzKM3TOXLXYVsSyuhus5OWJCeOROjWTh9KBEhHd/Kad60WIbHmvhyZyH7jlRgc7gYGhnIvGkxzJ0S62mxaotGo7BiyWimj45kw+5Csgtq0SgwelgoZ0+PY0pKRIdfCoMD9fzmukl8e7CEzXuLKa2yEmjUcfqkoZwxIYzYiEBSx0aRU1DL1gMNd04I1DF7/JCGu1oohJr03HFlKBabE7PFQXCgrtVECiH6i9+0uPVUWy1u0PpefkOGNC3RUVpa2uKWNJ3dbqctfV3ePL6SkpIu306np+UdxQYtE7NTodWov/hyfP3Z4gZSB/vyb2vr2nV0PEirdyNfjk9a3ERb/KbFra8pitJi7EbzZScatwfQu6Uo+lLz+AJ0xk5j6225EP1N6mDf/W1tXTshxODkFwvwCiGEEEIISdyEEEIIIfzGoO8qdTrdS5J3ttSCTtd0KXxx6rQvxyex9Zwvx9dXsdXVuWfvSR3sPxJbz/lyfH0VW2Pda/w8FP5t0CdudXV1HDt2jGPHZPaaEN4kdVAI76qrq2sxkUX4p0HfVRobG+vtEIQQQgivk8/DwWHQJ24BAQHeDkEIIYTwOvk8HBwGfeImhBBCCDFYSOImhBBCCOEnJHETQgghhPATg35Wqei90NBQVqxY0el+a9as8Ty+8MILGTduXJv7ffvtt3z33XftnmfYsGEsXbqUqqoqXnvttU6fNygoiLlz5zJy5EgMBgPl5eXs3LmT9PT0To8FGDFiBFdeeWWbZV2NQYj+5Ot1sJFGo+H6668nIiKCAwcO8Pnnn3f52BkzZjBlyhRCQ0Opr68nKyuLrVu3YrPZunwOIU4FkriJPmG1Wlv8PlBTzg0GA9dccw3h4eGebTExMVxwwQUYDAb27t3b6Tma3w9QCH/lrTrY3FlnndWje2HOmzeP1NRUz+8hISFMnz6duLg41q1bxyC/pbYQ3SKJm+hUTU0Nr7zySqvtY8eOZf78+aiqyv/+9z/Pdq1W63nz3rJlC2lpaS2O68tv0KmpqZ6kbf369RQUFHDeeecRGxvL3LlzSUtLw263d3iOxsStuLiY//73vy3KXC5Xn8UqRE/5ch0E9xeos88+mwkTJnT72PDwcKZPnw7AkSNH2Lx5MxMmTGD27NnEx8czfvz4VvELcSqTxE10SlVVamtrW2wLCAhg5syZAPzwww/k5uZ6yqKiotBqtYA7GTr52L40duxYAAoLC9m/fz8A27Zt45JLLsFoNJKcnExmZmaH52hsmaioqOjXWIXoKV+ug2PGjOHss8/GZDKhqiqKonT7eI3GPdx6y5YtlJeXs3XrVqZMmUJgYCDjxo2TxE2IZmRyguiRs846i6CgIGpra/nmm29alDXvoqmqqsJoNKLX6/s8BoPBQGRkJAAlJSWe7YWFhZ7HcXFxHZ5Do9F4zlFZWYlGoyEwMLDPYxWir/lCHQSIj4/HZDJRXV3NJ5980u3jG+uo0+mkrKwMcCeqxcXFLcqFEG7S4ia6LTQ0lIkTJwKwY8eOVl2RzceMXXbZZURERKCqKvn5+Xz99dcUFRX1WRyN6uvrPY8tFkub+7QlMjLScz/AcePGkZqailarpba2lh07drB79+4+iVWIvuQrdRDct1HasmULe/bs6dECr411tHm9bf57YGAger2+0yEPQpwqpMVNdNv06dPRaDTU19ezb9++VuXNPzQax9koikJCQgJLly7ts2/QBoPB87j5zZMdDkeb+7SlectEWFiYp3spODiYBQsWMG/evD6JVYi+5Ct1ENyJ4/bt23s8bq6xJfDkG6B3px4LcSqRFjfRLXq9nkmTJgFw4MCBFm+ujWpraykvL6eqqorNmzdTVVXFxIkTOfvss9Hr9cyfP59169YNdOjtKiwsxGg08s0335Cbm0tERAQXXXQRYWFhTJ8+nX379lFRUeHtMIUABl8d7O6YOCFOdZK4iW5JSUnBaDQCkJWV1eY+n332Watte/bsYdy4cSQkJBAfH98nXR/Nj29sKQM8XZ/Q+ey5jIwMMjIyWmwrKiri+++/55xzzkGj0TBixAhJ3ITP8KU62BcaY2heh6F79ViIU4l0lYpuGTlyJOD+Rl9QUNCtYxtntimK0uJNuaeqq6s9j5uPrWk+uaD5Pt1RU1PjedwXsQrRV3ypDvaFxjramIw2aqzH9fX1PpFgCuErfKPmCr+RkJAA0O4HRnBwMOeddx5BQUEcOnSoxersjbM36+vrW0wm6Cmr1UpVVRVhYWHExsZ6tsfExHgeN59h2pZ58+YxbNgwNBoNb731lmd787Fv5eXlvY5ViL7iS3WwLxQXFzNq1Ch0Oh1DhgyhtLQURVE8dbCzOizEqUYSN9Fler2esLAwAM9U/ZPV1tYSERFBaGgoYWFhVFZWUlRUxKRJkzwDptsaTN1Thw4dYubMmcTGxjJ58mTy8/OZPXs24E7ssrOzPfuaTCY0Gg0ulwuz2Qy4u2kaB2qfe+657Nixg8jISGbNmgW4l1Jovj6WEN7ki3WwO9qqg1lZWcyZMwdFUTjzzDPZtGkT48aNw2QyAbQayiDEqU4SN9FlzZfWqKysbHe/Tz/9lCuvvBK9Xs8FF1zQoqxx/Fhf2b59O6NHjyY8PJxzzjmnRdmWLVtadLFce+21hIWFtbj/4vbt20lJSSEmJoZJkyZ5Bn2De1bb+vXr5e4Jwmf4Yh3sjrbqYGlpKbt372bGjBmkpKSQkpLi2T8/P7/L9xwW4lQhiZvosuZjUE5ec6m5EydO8Pe//53TTz+doUOHYjKZqKmpITMzk+3bt/fpeBWLxcI///lP5s6dS3JycrdvMu9wOFi3bh0zZ85k9OjRhIWF4XA4OHHiBN99912LhX2F8DZfrIN9YePGjVRWVjJt2jTCwsKwWCxkZWXxzTffyH1KhTiJop4CtWLNmjXeDkF0w7Bhw1i6dGmLb+VCiIEjdXBwuvvuu70dgugDMqtUCCGEEMJPSOImhBBCCOEnJHETQgghhPATMsZNCCGEOAXIGLfBQVrchBBCCCH8hCRuQgghhBB+QhI3IYQQQgg/IYmbEEIIIYSfGPR3TrBYLAQGBuJ0OmUFbiG8QFEUtFqt1EEhvKSxDlosFgICArwdjuilQZ+4FRUVeW6sLIQQQpyqioqKGDFihLfDEL006BO3oKAgAMaPH4/JZGp3v8abN1dXVw9IXN3ly/FJbD3ny/H1VWwlJSUcO3ZM6mA/kth6zpfj66vYzGYz6enpns9D4d8GfeKm1WoBMJlMhISEtLtfREQEgM925fhyfBJbz/lyfH0Vm9lsBqQO9ieJred8Ob6+jq3x81D4N5mcIIQQQgjhJyRxE0IIIYTwE5K4CSGEEEL4CUnchBBCeIXLaiXzplvIvOkWXFart8MRwi9I4iaEEEII4ScG/axSIYQQvqWxda15K1vzxxqjccBjEsJfSOImhBBiQGXdekerbUdW3ud5PPa1lwcyHCH8inSVCiGEEEL4CWlxE0IIMaBGv/Qc4O4ebWxpS3lmlXSRCtEFkrgJIYQYUG0laBqjURI3IbpAukqFEEIIIfyEJG5CCCG8Q1EAiLt+ubS2CdFFfpG45ebmoihKhz8bN270dphCCCG6wVFeDoB+SJSXIxHCf/jFGLfo6GjeeuutVtvr6+u57bbbiImJYerUqV6ITAghRE/ZS8sA0EcP8XIkQvgPv0jcgoKCuO6661ptv/POO7Hb7bz99ttERER4ITIhhBA9ZSspBa0GXXi4t0MRwm/4RVdpW/bv388LL7zA9ddfz9y5c70djhBCiG6yl5aij4hE0Wq9HYoQfsNvE7ff/va3BAYG8vjjj3s7FCGEED1gLy2T8W1CdJNfJm779u3jo48+4pZbbmHo0KHeDkcIIUQPOMrK0A+R8W1CdIdfJm5//vOf0Wq13Hbbbd4ORQghRA/ZS0ulxU2IbvK7xK2+vp6///3vXHzxxYwYMcLb4QghhOgBl8WCs7ZOZpQK0U1+Mau0ua+//pra2lquuuqqbh0XERHR4cxTVVUBiIyM7FV8/UWjcefYvhifxNZzvhxfV2NTFMWzb1vMZjMgdbA/+WNsdblHAYhKTibEi3H747U7WWd1UKfzu4960QG/a3H75JNPMBqNXHjhhd4ORQghRA9Zi4sBMEZHezkSIfyL36XhW7duJTU1ldDQ0D49r6qqqKpKecNK3r6m8RuXL8YnsfWcL8fX1dhMJhNBQUG9fj6pgz3nj7GV5+Si6PXUqC4UL8btj9fuZH1VB4V/8KvEzW63k5aWxs0339ztYysqKnA4HO2W+2IzuRD+wGw2e7pD21JTUwNIHRQtOcrK0EdFoTTcr1T0XFfroBgc/Kqr9NixY9hsNhITE70dihBCiF6QGaVC9IxfJW5lZe772vV1N6kQQoiBZSspkxmlQvSAX3WVzpo1yzPzTAghhH9SVdXd4nbGbG+HIoTf8asWNyGEEP7PWVuHarWij5KuUiG6SxI3IYQQA8rRMOxFbnclRPdJ4iaEEGJA2UtLAUnchOgJSdyEEEIMKFtJKZrAADRBJm+HIoTfkcRNCCHEgLKXlqEfMkTWcBOiByRxE0IIMaDspaUyMUGIHpLETQghxIBylJXJ4rtC9JAkbkIIIQaM6nJ5ukqFEN0niZsQQogB46yuRnU4JHEToockcRNCCDFgbCUNS4FES1epED0hiZsQQogBYy9tWHxXJicI0SOSuAkhhBgwjrIytMHBaAICvB2KEH7JrxK3kpISVqxYQWxsLKGhocyfP59t27Z5OywhhBBdZC8tlRmlQvSCztsBdFVNTQ1nnXUW+fn53HXXXURERPDiiy+ycOFCtm/fzqRJk7wdohBCiE7IjFIhesdvErennnqKzMxMNm7cyFlnnQXA0qVLSU5OZtWqVbz55ptejlAIIURn7KWlBCQleTsMIfyWXyRuqqryt7/9jQsvvNCTtAHExcXx9NNPo9frvRidEEKIrlCdTuzlFTKjVIhe8IvELTc3l7y8PO677z7AncjV1dURHBzML3/5Sy9HJ4QQoivs5RXgcklXqRC94BeTE7KysgCIiYnh3nvvJTw8nJCQEEaNGsVHH33k5eiEEEJ0haNMlgIRorf8InGrrKwE4MEHH+Tjjz/mueee480338RkMnHppZfy5ZdfejdAIYQQnbKXloKioIuK9HYoQvgtv+gqtVqtgDuBO3ToEBEREQBcdNFFpKSk8Otf/5pFixZ5M0QhhBCdsJeWoQsPQyPjkoXoMb9I3IKCggC4/PLLPUkbQHh4OBdffDFr166ltraW4ODgds8RERHR4tiTqaoKQGSkb34T1GjcjaO+GJ/E1nO+HF9XY1MUxbNvW8xmMyB1sD/5S2xl1dUExsX5VJz+cu060lkd1On84qNedJFfdJUmJCQA7jFuJ4uJiUFVVWprawc6LCGEEN1gLSrB2Mb7uBCi6/wiDZ80aRJGo5GDBw+2KsvJySEgIIDo6OhePYeqqqiqSnl5ea/O018av3H5YnwSW8/5cnxdjc1kMnlaxXtD6mDP+Uts9UWFGEan+FSc/nLtOtJXdVD4B79I3IKCgrj44ot5//33OXjwIBMnTgTcSduHH37IpZdeilar7fAcFRUVOByOdst9sZlcCH9gNps93aFtqampAaQOnupcdjuOyipZCqQfdLUOisHBLxI3gFWrVrFx40YWLFjAHXfcgcFg4LnnniMwMJDf//733g5PCCFEBzxLgch9SoXoFb8Y4waQlJTEtm3bmDdvHqtXr+bxxx9n2rRpfPvttyQnJ3s7PCGEEB2wlzYkbtHS4iZEb/hNixtAcnIy//rXv7wdhhBCiG6ylZSCVoOug5nFQojO+U2LmxBCCP/lKCtDHxmJ0sGyFUKIzkkNEkII0e/spaVyqysh+oAkbkIIIfqdvbRMZpQK0QckcRNCCNHv7KWlMqNUiD4giZsQQoh+5ayvx1lbJzNKhegDkrgJIYToV5biEgDpKhWiD0jiJoQQol9Zi4oBWXxXiL4giZsQQoh+ZS0uRtHr0YaGejsUIfyeJG5CCCH6laWoGH1UFIqieDsUIfyeJG5CCCH6lbW4WLpJhegjkrgJIYToV9biYplRKkQfkcRNCCFEv3BZrXx3+dWYjx5DFx7m7XCEGBT8KnGbNWsWiqK0+rnyyiu9HZoQQogO6OR2V0L0CZ23A+gqVVVJS0vj0ksv5YorrmhRNmLECC9FJYQQ4mQuq7XFvwC6kBDP7xqj0StxCTEY+E3ilpubS11dHZdccgnXXXedt8MRQgjRjqxb72i17cQfn/c8HvvaywMZjhCDit90lR48eBCA8ePHezkSIYQQQgjv8JsWt5MTt7q6OoKCgrwZkhBCiDaMfuk5wN1VemTlfQCkPLNKukiF6AN+0+J24MABQkJCWLlyJSEhIQQHB5OSksK6deu8HZoQQohmNEaj56ejbUKI7vObxO3gwYPU1NRQWVnJm2++yeuvv05ISAg//vGPeeutt7wdnhBCCCFEv/ObrtKbb74Zp9PJrbfe6tl2zTXXMGnSJO69916uvfZatFqtFyMUQgjRnKLXo+j1jFj+E2lpE6KP+E3idsstt7TaFhgYyLJly3jkkUdIS0tj8uTJ7R4fERFBREREu+WqqgIQGRnZ+2D7gUbjbhz1xfgktp7z5fi6GpuiKJ5922I2mwGpg/3JV2OzlZej2u0ExsYR7mOxNfLVawd9Vwd1Or/5qBdd4Dddpe2JiYkBoLa21suRCCGEaM5SVAyAMTbGy5EIMXj4RRqel5fHOeecw9KlS3nooYdalGVkZAAwcuTIXj2Hqqqoqkp5eXmvztNfGr9x+WJ8ElvP+XJ8XY3NZDL1yQxvqYM956uxVefkAGAYMsTnYmvkq9cOBr4OCv/gF4lbQkIClZWVvPrqq9x5552EhoYCcOzYMf72t7+xYMEC4uLiOjxHRUUFDoej3XJfbCYXwh+YzWZPd2hbampqAKmDpyJ7aRm60FC0gQFQ3/5rRPROV+ugGBz8InEDeOmll7jssss444wzWLFiBTU1Nbz44ovodDpeeuklb4cnhBDiJPbSUowx0d4OQ4hBxW/GuF166aW8//77BAUFcf/997NmzRrmzJnDt99+K3dTEEIIH2QvLSMgRsa3CdGX/KbFDeCSSy7hkksu8XYYQgghusBeWkr4+HHeDkOIQcVvWtyEEEL4D9XpxF5eIS1uQvQxSdyEEEL0OUdFBbhcshSIEH1MEjchhBB9zl5aBoBRWtyE6FOSuAkhhOhz9tJSUBSM0UO8HYoQg4okbkIIIfqcvbQMXXgYGr3e26EIMahI4iaEEKLP2UpK0Q+R1jYh+pokbkIIIfqcvbQU/ZAob4chxKAjiZsQQog+5ygrkxY3IfqBJG5CCCH6lMtux1FZhT5KWtyE6Gs9Stxuu+023nzzTdLT0/s6HiGEEH7OUeZeCkS6SoXoez265dVLL72EoigABAcHM336dGbOnOn5SUpK6ssYhRBC+JHGNdz0shSIEH2uV/cqVVWVmpoaNm/ezObNmz3bIyMjSU1NbZHMxcXF9TpYIYQQvs9WUgpaDbqICG+HIsSg06vE7YUXXmD37t3s3LmTtLQ0nE4nAGVlZaxfv57169d79o2Pj2+RyKWmphIeHt6r4IUQQvgeR1kZ+shIFI0Moxair/UqcfvFL36BpqFiWiwWfvjhB3bu3On5yczMxOVyAZCXl0d+fj4ffPABAIqi4HA4evS8+/btIzU1ld/85jc8/PDDvfkThBBC9DH3UiDSTSpEf+hR4lZQUMC2bds8SRtAQEAAc+bMYc6cOZ5ttbW1nha5xp8jR46gqmqPA3Y4HFx//fXY7fYen0MIIUT/sZeWYRw2zNthCDEo9Shxi42N5ZJLLul0v+DgYM466yzOOussz7aysjKio6N78rQAPPnkkxw8eLDHxwshhOhf9tJSgqdN9XYYQgxKAz4AoTfj2vbv38/jjz/Ogw8+2HcBCSGE6DMuiwVnbZ3MKBWinwxI4nb06FE+/fRTALRaLa+99ho33nhjt87hcDj42c9+xuLFi7nuuuv6I0whhBC9ZCspBZAxbkL0k15NTmjO5XKRlZVFeno66enppKWlkZ6eTmZmJmazucVkhBtuuIEbbrihW+d/6qmnyMrK4v333+/xpAYhhBD9SxbfFaJ/9Shx27dvX4vkLC0tjcOHD7eaMNCbSQjNHTx4kEcffZQXX3yRYcOGkZub2yfnFUII0bfspaUoej3a0FBvhyLEoNSjxG3atGmeOydA+wmaoigsXLiQcePGMW7cuB4F6HQ6uf766znzzDNZsWJFj84hhBBiYNhLy9BHRbX4jBBC9J1e3zlh6NChjBo1qsVPeXk5v/jFLwD44osvehXg6tWr2bdvH9988w2lpe6xExUVFQCYzWZKS0uJjIxssTRJWyIiIojoYBXvxuQzMjKyV/H2l8a/zxfjk9h6zpfj62psiqJ0WP/MZjMgdbA/+VJsxVXVmOKHemLxpdja4svx9VUd1On6bFSU8AG9+t9UFIWJEyfy/PPPt2hR27RpU68Da/TZZ59hs9mYNWtWq7LVq1ezevVqcnJy5P6oQgjhA6zFxYSM71kPixCicz1K3N58801+85vfcOLECb766iumTp3Kr371Kx5++GFCQkL6NMA1a9Z4WtgaFRUVcd1117Fs2TKWL1/eJ/dBVVUVVVUpLy/v9bn6Q+M3Ll+MT2LrOV+Or6uxmUwmgoKCev18Ugd7zldiU1WV+sIigmalemLxldja48vxDXQdFP6hR4nbddddx5VXXulp8aqtreXZZ5/lH//4B08++WSftn7NmDGj1bbGyQnJycksWrSoS+epqKjocDaqLzaTC+EPzGazpzu0LTU1NYDUwVOBq64O1WqVpUAGWFfroBgceryOW0BAAA8++CCHDh3i+uuvR1EUioqKuPHGG2WdNSGEOAXZSxuWAomSpUCE6C+9XoA3Li6O119/nZ07d7JgwQJUVaWgoMBT/tZbb/X2KYQQQvgBe6ksvitEf+uzOydMmzaNr776ivfff5/Ro0d7tl9//fWkpqaycePGvnoqkpKSUFWVhx9+uM/OKYQQondsJaVoAgPQBJm8HYoQg1aPErfdu3fjdDrbLLv44os5cOAAf/zjH4mIiEBVVXbv3t3lsWhCCCH8k720DP2QIbKGmxD9qEeJW2pqKuHh4e0uvKvT6bjjjjs4fPgwt99+O3q9vs/uoiCEEMI32UtL5VZXQvSzHneVms3mTpOx8PBwnn32WQ4cOMDFF1/c06cSQgjhBxxlZTIxQYh+1qsFeK+66ipmzpxJamqqpxWuLaNHj+a///1vb55KCCGED1NdLk9XqRCi//Q4cVNVlffff5/333/fs23kyJGeJG7mzJnMmDGD4ODgFsc5nU4SEhI4/fTTWxwrhBDCfzmrq1EdDknchOhnPUrcnn32WXbs2MGOHTvIysrydJlmZ2eTk5PDv/71L8B9S6zRo0d7krnU1FSmTJlCcXExH330Ud/9FUIIIbzKVtKwFEi0dJUK0Z96lLjdfvvtnsfV1dXs3LnTk8jt2LGD48ePA+5WuczMTA4dOsQ//vEPgE5vBi+EEML/yOK7QgyMXo1xAwgNDWXhwoUsXLjQs624uJjt27d7ErmdO3dS2rAwY3vLiAghhPBf9tJStCEhaAICOtxPVVVsLnuH+xg0ellSRIh29Dpxa0tMTAxLlixhyZIlnm25ubmeRG779u3s3r27P55aCCGEF7hnlHZ8v1lVVVmz6zWyq451uF9KWCIrZ9wkyZsQbeiXxK0tSUlJJCUlcdVVVwHIum5CCDGIdGVGqc1l7zRpAzhSdQyby45Ra+ir8IQYNAYscTuZfJMSQojBw15aSkBSUpf3f2ru/RhOSsxsThv3b3mqjyMTYnDxWuImhBBicFCdTuzlFd2aUWrQGjBqDThdTjSKRr7MC9FFfjXFc8OGDZx55pmEhISQkJDAnXfeSW1trbfDEkKIU5q9vAJcrh6t4bYlbwePbHsOp0smrgnRFT1K3N5++22ysrL6OpYObdiwgcWLF2Oz2fjDH/7AsmXLeOWVVzjvvPNwuVwDGosQQogmjrKGpUB6cJ/Sg2WHiDCGodVo+zosIQalHnWVLlu2DEVRCAsL89wlYdasWcycOZP4+Pi+jhGAe++9l8TERDZt2kRgYCAAiYmJ3HrrrXz++eecf/75/fK8QgghOmYvLQVFQRfZ8azSk9mcNjLLcjk/6WyZsCZEF/XqlleVlZV89dVXfPXVV57tcXFxniSu8d+wsLBeBWmxWIiOjuaKK67wJG0A8+bNA2Dfvn2SuAkhhJfYS8vQhYeh0eu7fMyeIyV8/P0xagrm8e4uJ58HbWPO5O4lfkKcinqUuP32t7/13C2hvLy8RVlBQQEffvghH374oWfbqFGjmDVrFm+99VaPggwICOCzzz5rtX3Pnj2Au+VNCCGEd9hKSrs9vm3t8ZchHgIbOmlswKaO1+UVQtDDxO2xxx7zPM7Ozm5xl4Tdu3djNptb7J+VlcXhw4d7nLid7OjRo3z99dfcfffdTJo0icsuu6xPziuEEKLrXFYrWbfeAUDIrNRO9zdo9AwNSKDAktfhfgH2aAyarrfeCXEq6fVyIMnJySQnJ3PNNdcA4HK5OHjwoCeZ2759OwcOHOizW12Vl5eT1LBWkMlk4oUXXiCgk1usCCGE6F9duUepoiiEFc0j+3AJ08aGkBn8HjdP/jHjo0YBkFdax2Nr91Pv0lIy20pMhLy3C3GyPl8ORKPRMHnyZG688UZefvlldu/eTXV1NVu3bu2T8yuKwrp163jzzTeZMGECixYt4j//+U+fnFsIIUTnXFar56eRNjS01ba2ZBytBpeOmOG1GDR6dOZYPtlaiBYdybERjE2IBBTSj1X1818hhH8akAV4AwICOP300/vkXBERESxduhSAK6+8kkmTJnHXXXdxxRVXdHpcREREu+WNM5oiuzkraqBoNO4c2xfjk9h6zpfj62psiqJ49m1L49AJqYP9Z6Bj++7yq1ttK3nnX5S88y8A5rz3bruxOV3u/+cTluNMjh3HD4frOHSskhsvnQZAaHAAUI3RGDggf89g+H/trA7qdLLW/mDiVwvwniwwMJAlS5Zw/PhxSktLvR2OEEKITiQNDQUgK9vGlNgJ7Egr4vRJcQDUmG3sO1zWYj8hREt+kYZnZGRw3nnncd999/HLX/6yRVlNTQ2KomA0Gnv1HKqqoqpqq1myvqLxG5cvxiex9Zwvx9fV2EwmE0FBQb1+PqmDPTfQsY1+6TnA3WV6ZOV9AKQ8swpNw/tw8zhOjm3upCEcOlaJPT+ZIwcM1JirmTDcRM6xQl79+DBWu5OEaBOxoQPzWhgM/699VQeFf/CLxG3UqFFUVVXx8ssvc9NNN2EwuG9MfPToUf79738zb948QkJCOjxHRUUFDoej3XJfbCYXwh+YzeZWM8mbq6mpAaQODiaNCVrzRXM1RqNne0fmTIrmvzsOUl5i5PPvStEo8PYX2eQW1uF0qeh1Gn56brLcu7QbuloHxeDgF4mbTqfjhRdeYNmyZcybN4/rrruOsrIyXnzxRTQaDS+88IK3QxRCiFOOvbSs28coioo2ZTvJYbPJPmzApcKRfPc9p1Pig/nxopGkxHf8RVyIU5lfJG4A1113HQaDgaeeeoqVK1cSFBTE2WefzRNPPMGYMWO8HZ4QQpxyLNnZoCiMeu6ZLrW2ARyrzqfWWcuF02LIPlzJlWclEhMZwNCoQIZFS3efEJ3xm8QN4Oqrr+bqq1vPZhJCCDHwzBmHCEgagdYU2PnODQ6UHSJQF0DRiUCCA2s57/QEtBrpFhWiq/x6VqkQQgjvUFUVc0YmprFju3XcgdJDTIgcxQ+HKpk2KlKSNiG6SRI3cUpRVRWr09bhT/MB10KIttkKCnBWV2Ma3/XErdpay7GaPBKMSRSW1zNjjExIEaK7/KqrVIjeUFWVNbteI7vqWIf7pYQlsnLGTTKrTYgOmDMOgVZL4KiULh9zsOwQCgp1JZEY9WVMHBnefwEKMUhJi5s4Zdhc9k6TNoAjVcewuewDEJEQ/suckUlg8sguT0oA9/i2EaEJHMgyMyUlAr1OPoKE6C5pcROnpKfm3o9Ba2ixzea0cf+Wp7wUkRD+Q3W5MGceImLh/C4f43Q5SS87zBmxs/m4sI5zZ8X3X4BCDGKSuIlTkkFrwHhS4iaE6BrriTxcdXWYxnV9fNuRqmNYnFZcVTFoNWamJLd/31ohRPuknVqc0krryzlSeRSX6vJ2KEL4DXNGJopeT0DyyC4fc6D0EKGGYLKzNUxICsMUIO0GQvSEJG7ilLY1fxev7PuHt8MQwq+YMzIJHJWCRq9vVXbyzG2Lw4rFYWV/aQbJoUkcyqtg6uhQmb0tRA/JVx5xSksvO8y4yBQ0inyHEaIrVKeT+kNZRJ5/buuyTmZuF5lLCZh+gP+Uw55dMntbiJ6QTytxyqqx1XG8poAJUaO9HYoQfsNy9Bgui6XN8W1dnbkNMntbiJ6SFjdxSrI5bewvPYSKSnLYcKxOGzanzdthCeHzzBmZKEYjASNGdLhf48ztiIgIntn6KjWWOg5tHsdFPxrKZ3VrByhaIQYfSdzEKan5sh8Pf/ecFyMRwr+YMzIxjR6FotN2uF/jzG2NopBeepipwbNx2LWkjo7hsz0DE6sQg5FfdZV+/vnnzJ07F5PJRHBwMIsWLWLbtm3eDkv4CYNGT0pYYqf7pYQlYtC0HnQtxKnOZbdTf/hwl29z5XKprN+3H0tFKCVHw0mMCSIqPKCfoxRicPObFrdNmzZx/vnnM3HiRJ544gkcDgd/+tOfmDdvHlu2bGHWrFneDlH4OEVRuOO0G/njvw+QdrQSvcvB7TnvAvBSylIsaNHrNFx01WQZMC1EGyw5uag2O6Zx4zrdd9OeQtZ/X0JZtRWYRQZOIkPsZB2v6v9AhRjE/KbF7c4772T48OF8//333HXXXdx7771s27aNoKAgfvvb33o7POEnth0sJS2nFq2iJWBkGnon6J3w+xtTmThiCHabhjc/z5alCoRogzkjE43JhHH4sE73/edXuZRVW1G0DgKDHQCU19h49t8Z/R2mEIOaXyRuFRUV7N27l6uvvhqTyeTZHhsby7x58/j222+9GJ3wJ1/vKUTvshOfWMjE4U1dNiF6lZ+fNwKT1kleaT1ZJ2q8GKUQvsmckYlp7GgUTRc+OjROFs8JwzjtS8aPh8hwLaeNCcWJo/8DFWIQ84uu0tDQUDIzMwkKCmpVVlpaik7nF3+G8AEnis3cnf1PyG65/cjK+wC4HfjDqOWcKKljzPDQgQ9QCB/lstqwZOcQfdUVXdo/8LQNfOMARQPpfAGjIQMIPK1/4xRisPOLjEer1TJ6dOu1tvbt28fWrVs599zWC0EK0Rattmtj17Rav2iMFmLA1B85gupwYBo3pt19DBo9OksUjoCyTs8XSqxMAhKiB/wicWtLbW0ty5cvB+CBBx7wcjTCX4wfEcaa+h8TEF3MYxcvpLBhfGTKM6vIr3bw+Jv73fslhnkzTCF8jjkjE21ICIb4+Hb3URSFsKJ5nCit4WcXJPFO0WuM1p7B0bQIfn/zNDSKwlvrj7B1fwnzZybKJCAhesAvmxXMZjMXX3wxe/fu5YEHHmDevHneDkn4icWpQ7Fr9NSUJfDGh02DpHfl1PLsB9nYNXqmpkQQEyFLFgjRnHt825hOk61xw8PApWPDD4W4VJW8I8HMmTiMQJ0Rp13DDxnV4NIxTr4cCdEjftfiVllZyZIlS9i6dSs33HADTzzxRJeOi4iIICIiot3yxlmEkZGRfRJnX9M0DAb2xfj8KbYxAQq6hEwceWNJK3FwfsN+f/04C7tGz7CYYFZem0p4iNEr8fmSrsamKIpn37aYzWZA6mB/6u/YHGYzltyjxC9e1OlzXLbAwIbdhRzNcxDsnElpiYbTL42juEbhtQ8PYbY6GRpl4qwZyWg03m9xGwz/r53VQRkHPrj41f9mcXEx5557Lnv27OHmm2/m5ZdflqZ20S37itIxxOfwq7Mu51+vf80fRi0DFCJDjSyelcjFc5MJDpRxN0I0clos7LjuegCCxnR+X99hMcGsuGQir7x/kNrCIQA89vp2HE53Yh4cqOe+62b4RNImhD/ym8StpqbGk7TdddddPPPMM316flVVUVWV8vLyPj1vX2n8xuWL8flTbDuP7WFEaAKuE3ksy/sMw09vJG7WaQQYtCiKgq2+hvJ678XnS7oam8lkanPGd3dJHey5/ozNZbV6HtcbDdi68BxD42sxjNkBR6djs2pxOFX0Og2zxw9hyRkJhAc6feY6Dob/176qg8I/+E3iduutt7Jnzx7uuOOOHiVtFRUVOBztrx/ki83kom+5VBcZ5dnMHz6b4vd2Eq81MPr0aWj0flMNfJLZbPZ0h7alpsa9Jp7UQf/SmLA1T9xUmw1XQy+Hxtj+cIIDpZmYImqozFK4c+lUJiZH4bLVYdB3fH9T0TNdrYNicPCLT6z09HTeeustwsPDmTZtGn//+99b7XPdddd5ITLhT45W52F21DMmPIXinC+pTxyNRi/dokK0JevWO1pta1zvEGDsay+3e+zBsiwilQTMWh1nTI7HaNBSXm7plziFONX4ReK2adMmwD0x4Wc/+1mb+0jiJjqTXnaYQF0Almwb0dYKDKdf7O2QhBh0amy1HK3OI6wilUkjwzEapJVNiL7kF4nbLbfcwi233OLtMISfSys/zNiIZIo27CRe0TLqR7KEuxDtGf3ScwBUfPElpe9/BLjXO+yoixTcrW0qKgW5IVx4rnR/C9HX/HIdNyG6y2yvJ7f6BOMiR2HMTqd2WAraAFmrTYj2aIxGNEYj1oKiVts6Ht92iAhtDFpXAFNHtb/8ixCiZyRxE6eEzIpsXKqLwDITseYSImalejskIfyC9URel/d1upyklx9GrY5mbGKoLK0jRD/wi65SIXorvewwMaYoqramEaRoGH2WJG5CdEZ1OLAVFhJz7TVELJzf6f7ZVcepd1ioPhbGojOkm1SI/iCJmxhUVFXF5rJ7frc4rKiqysGyLCZGjYYjuymPH4HOFOjFKIXwD9aCQnA6MQ4f1qX9D5RlYlQCqa8N5bTRkrgJ0R8kcRODhqqqrNn1GtlVx9os/yZ/J1wAUMv3u15j5Yyb5M4bQnTAeuw4AAFdTNwOlh4iwBpHSnwIEQN02zghTjUyxk0MGjaXvd2k7WRHqo61aJkTQrRmPX4cfUw0mi5M5Cm3VJJfV0xFXjjTx0QNQHRCnJqkxU0MSk/NvR+D1kBERATPfPsaZmsdk9cVoA/U8O48WQhUiK6wHD+BcfjwLu17oPQQCgrWiiimj5FuUiH6i7S4iUHJoDVg1BrQKhoySw8zXJtAQkU+oROneDs0IfyCqqpYj59o1U2qqipWp63Vz77SDEzOaOIjTUSEaVFV1UuRCzG4SYubGNQyy7KxOm3o02rQoJK8YDbs3+7tsITweY7yclxmM8bEpha3zsaRooW6pA+5a+OHpIQlsnLGTQMUrRCnDkncxKBksTn5NqOQT/ccwmGeyw+lZuwxkxgRGebt0ITwC5aGiQnNZ5TKOFIhvE8SNzEoPfzGXiqrXbhf4sEcMwZzzBhDzr8zINrb0Qnh+6zHjqMNDkYXHt5m+VNz78duU/jhcAXfHTtIfl0ehorxPHrjJB74ZtXABivEKUQSNzEoVZrriTDBDQffAWBz1FT2RE0i/UQ5gZK4CdEp6/ETGIcPa3fJnP99U8CGXaU4nCoQAozDqqh8+l1Rm/sLIfqGJG5iUAo8bQMW4E8TG7O0fHTkywteiC6yHD9OSOqMdsvX7ywAl464KD0lSjbO8jhcLj2fbc8nsP3DhBC95LezSm+++Wbmz5/v7TCEDzFo9BisQ7q0b7gSi0Ej91EUoi3OujocZeWdLry7YskoYqbvJ2zkcYICDNxwQcoARSjEqcsvGyD++te/8uqrrzJv3jxvhyJ8iKIoBObN5aadf+lwvzUp13LmjPa7gIQ41VmPnwDocA2300ZFEhhTQtb+HALz5zBjdDRzp8Sy81AxWQMVqBCnIL9qcXM6nTz66KOsWLHC26EIHxUVYkTvpMMfXDqiQjpfCV6IU5Xl+AkUnQ5DXGy7+yQnBvDvQ58ywpREeUEwk0eFYnXaGDPCNICRCnHq8ZsWN4vFwuzZs9m3bx/Lly/nq6++8nZIwgedMSmGNdk/Bq2DOZMqOOO/XwKQ8swqvj9czdrPjqDVKJw+oWtdqkKciqzHj2McloCi1ba7zydVawGooIrAGbm8fuwL6NpKIUKIXvCbFjeLxUJ1dTXvvPMOa9euRafzm5xTDKBZ46MIjzZiVwP5fm9TcvbsB0d4bf0x7Bo9i1OHEhZs8GKUQvi2xhmlJzNo9ETrh3bpHDGGoTKOVIh+4DfZT2hoKFlZWZKwiQ7ptBqGT82hdncUjnKjZ/uh49UoWnfSdtX8EV6MUAjfpjocWPMLCJt7ZqsyRVH47Zyfc/ufN2O1aAGVCSMiuHzecI4W1vHZ9nxKKi1EhwXw2xtnyDhSIfqB32RBGo0GjcZvGgiFl5jt9RyqzeS0uCRS9h9m96V3gimYiwLgjInRRIUZOz2HEKcya34BOJ1ttrgBHK09Dsnb0aT/CJdTQ1pOLWk56Z7yiBATd105Ab2u/W5WIUTP+U3iJkRX7ClJw6W6GPb9UYKCDNy6/AwAysvLvRyZEP7BcuwYdp2CEh+D1WlrUeZSXbyT+RFDgk3kOeHMydHkFNRSbbYTGmRgzsQhzJsaS3CgdJEK0V9OmcQtIiKCiIiIdstVVQUgMjJyoELqlsbWRl+Mz5di27s/g0RjPMkle9Av/alPxdYWX46vq7EpitJha7jZbAakDvanvopNVVWeqvuGo1cNgW2rO9w3esYe7rn6wU67Q335uoFvx9dXdVCGGA0u0vcoBo1KSzUHijMZcsiCRWdk2iWLvB2SEH7F6rRxVFfbpX1rNUWtWuSEEP1P0vAGqqqiqqrPdqk1fuPyxfh8JbaNx7ehKAoTfsilftw0qs11RAYYfSK29vjKtWtLV2MzmUwEBQX1+vmkDvZcX8VmcVg9j++bcidf7y5he3opFpsLUNGFleEwBxE45RsAKioqMGo7nqHty9cNfDu+ga6Dwj+cMolbRUUFDoej3XJfbCYX3bOraD9xljAi64uIvlha2waK2Wz2dIe2paamBpA66A8cZU0JwtP/zKTODO6OGXfnjKMiDjTt/x8K7+hqHRSDg3SVikGh3FLJkapjJKZVUh41nMjk9m/VI4RomzUvz/O4zuIgMTaIe6+ZwNRFmYRN2o2iqF6MTggBkrgJP6OqKlanrdXP9wV70KBhYk4JQWfN8Qx0F0J0XeM9SgECDVruvWYCxvAqDlVlU5eXwOVzExkzLNSLEQoh/LarNDc319shiAGmqiprdr1GdlX799X56+VDgK9J2XWElTNuGrjghBgErCfyYJz78YxxUQQH6ll3eBtaezBRuiTOm51AWKiWfxZ5N04hTmXS4ib8hs1l7zBpa+5I1TFsLns/RyTE4NK8q1Svd1FcV8ru4gPUFyTw48XDceJAp3N5MUIhhN+2uIlT289TfskX20tIy63E3SmqkmQuYPGFk/l79TovRyeE/3HW1TVMTogGYBv/ZNs2d5khMZMXszIhy3vxCSHcpMVN+KUX/n2YQ4cruP/QP3jg0D/QOyA3IJHXN/nelH4h/IH1+Al0TkgKiOvS/vGBCXITeSG8QFrchF9yulRmjI6EbPfv55g/IzNhCYdrZFKCED1hOX4CjV7PPbN/zrZDJbz2cRbuOT4qI+KCKa20UmdxLwWy4LQ4ls0ZLTeRF8ILpMVN+KXECD3LF8Z7fk8utXD3T6YyPFy+iwjRE9bjxzEmxKPR6ThjwlBixx9F0dnApedovpU6M4SbArlm/iiWLZKkTQhvkU854Zeu2rmWE983/R7kqOfoynu4Wgt/Son2XmBC+Cnr8RMEjEwCIKfqOFWBhwiNjOSOc0+nosaGKUDLqIQQdFr5vi+EN0niJvySXacArbtF3duFEN2hOhxY8wsIO+tMAD7P3opqCeTCidMYOTSYkUO9HKAQwkMSN+GXXr18iLdDEGLQsOYXgNNJwPDhVFlr2F+WjqZiHGct7tpEBSHEwJE2b+E3DBo9I4K7diurESHDZcabEF3gslo5+ugTAOijh/BV7ve4XArzR8zEaNB6OTohxMmkxU34FFVVO1w494ox57D680+wHZuI3uXk9px3AXgpZSkW3B8yy89NZv6UBBk8LUQ3uQw6Np/YjlqRwPlzR3g7HCFEGyRxEz6jK7e0AtBGQ5y2CG3FEtaw3L3RBUlxQVx65nCmjoocgGiF8A8uq5WsW+8AYPRLz6ExGj3bm/8LsPvoPlwOM6mhUwgOlBZrIXyRJG7CZ3TnllZVkS6euWwKFVVOaswOQkx6hkYF9nOEQviH5i3XLqcNe0OPp9VpQ+NUcNSZyb73ATxt0g3lwX9cy80AvIF63ixptRbCB/lV4paTk8Pdd9/Nxo0bAViyZAlr1qwhOlqWfxhsYgou4mi+Bb3L4ekOfX7k1aCzoTttKwCKojA0ysTQKG9GKoRvabPl+uqG98jvVrXe1o6UXa+xcsZNkrwJ4WP8JnErKytjwYIF2Gw27r//fhwOB6tXr2bfvn1s374dg8Hg7RBFF7U3js3qtHkeH82vx6QP4Jyp8egPu7dptRYsrmD/edEK0U9OrkMWh7u70+q0YXXautxy3ZEjVcewuewYtfLeKoQv8ZvPwGeeeYYTJ06wf/9+xo8fD8Ds2bNZvHgxa9euZcWKFV6OUDTqaIKBqqo8/8PfyK0+0eE5Asbs4L4ZPyMhTM+Rf7i3XVi+ia0JS6jq64CF6GOdTbJpLDdo9G22aKnue021W9aVOgRw03ulGBwt1zs0GxX+dol7OZ3Qo+dy7Y+S0TzzKAB/Tb2AyqoQAk/b0Om5hRDe4TeJ27p165g/f74naQNYtGgRY8eOZd26dd1O3Jq/sdaa7ew8UonZYidQ52LCyDC0GsXzxlpRYyP9aBV2h4u4yEDGJIZ6xoYoikJhmZmsvBpcLkiMNZEUF+x5HkVRyC2s5WhhHYoCoxJCiB9i8rwxA2SdqCa/tB6dTsP44aFEhQd4yl0qpOVWYbaVEGjUMTJGT7BJ74nN7nBxILuKKrONoAAdk5PDCTBoPeX1Vif7sysxWx2EBxmYlByOTtv0t9XU2TmYW4XF7iQmPIDxI8Jo/KxQFIWSSguZx6txOl0kDDGRkhDS4jpm59dQuK8YFYgNVUhJCOGFPWu79KHSESWkiprHf8sRZ9O20SVVJJW/zZ/GS9f4YDBY6qDF5mTfkQoqam0EB+qZmhzO65lv97oO9IX3ki/k5rPHUP/iMwC4Vj7Im+szgI0A3HLROBJDQ8hqqGfLz5rGnlwzO7wTrhCiC/wicauoqCA7O5srr7yyVdn06dP55JNPunW+TmcvdvR+WwXkdFBeCWR2UF7RSXBlnZQf7aCsCv5Z1HE5+Z2Ud3T+SuBwB+UlwJEOyk9Sv3cewYqOn2esA+D5lCvQzdjc9RMIvzVo66AZ/tPZ8X3I8cOPiDeZuHKvu1n6neHnUhQQ6BkH+tOfzGZYRChZjQdEVBEVq6Gk4dfX97+LWa3HfE0MgeYknh4zHFNwBTsyBu5vEEJ0j18kbnl5eQAkJCS0Khs6dChVVVVUVVURFhbWpfN1Z/ai6Ln6vfOYnhDFgg2vAPDe7OvJqawlcOomAGakRPOzBaM5sdKduN14YQprC5sSt+3jTSRXxzP0mDtbTHlmFf/ZfgL458D+IaLPnUp10LnrLG478h8APjjjBg6X1LXoigxMW8jPDrwDwObFt7DzWCkBDXWkfu88xkWHceE3fwVgx0W3siWriIAp7vJfZL+PqWloKNflfo7ZAK+e5m6V/iRnAyV7C1jWUP7nff+gXh1O40IfhSVOjJpIQrUjWJ46H0VR0GllMoIQvswvEreamhoATCZTq7LAQPcSEHV1dV1O3Jqz7zubFYtSML3oXjl8xNNP8d/tJ9jGOs8+t4y4Gc1qd3nCU39g7aYjHAp+3x1TzmJuu2A8NY88CEDME7/n5fWHKIz9GIDowgv45eIxlDz4WwDCH36M5z/NoHbEegCSqy7hxgUp5D3wawD0v36YFz5OxzXO/cZ+mvNKlp6exLF773f/nbfdz9qi1z2xnR24jPOmxJFz930AFN60kveq3/KUXxmxnJhX1gCQtGYVn/5QwNe2v3vKbxh6IwHP/QGAxNVP8Y+tOewzuD9kdIfO5vYLx2N54v8AiH/ySV7dkMXRiI8AiMo7n1+dP5aS37n/trjf/54XP8ugOO5TAJacNpRLZgznyBfu53rg8vE89cFBChqe++q58RhxeGL5z+G/QnDTzTzCp97A7NkjOHLXvQAcLjOzMa0EZWKb/5XCT/l7Hbwg9HoWTogme6W7Dpb/4h7Wla31lN+2ZAx6d08l9182jm8Pl7GuWavfA1dNoHyv+/HN5yQz4Ugw75a7E7PJcSH86sIx5Lh/5bKwGgKNZXS1Xfpg4TGMhPDOpeczNDiWRUER1BgcbHW5r+29865hdFzLoQc70gewyVAI0W1+ccurjgbqNurplPUFE6KZPiIMvRP0TghUFa44veVtlVKiAj3lIRoNS+cM85TNGRVFQrDRUx5p0HHJzKaWwQunxREVoPeUxwUZmT+u6T6bV81JIESr9ZSnRJqYltiUgF4xOwETiqd80kljzC6YNhSjC0/5nJMWn509MsJTFuCCJTPiW5SPHxrsKTehcOXpTbHPSAonKbzpbw/Vabmi2d++YOIQooxNf5vWZmHK0KYZaMn/eoEjDR9mADn33M+S79/0/J73uwdblC//pOUHxpeud7j7u1X86epo/nR1NM9nv4Qy8UvE4OLvdXDhhGj0dtVTPnXISbMwn3vS8/DIyvuIfOWpFsVF//d/LcrDXn266dp88wY5d9/ftO/aNxl74GvP76+eNZa/XNa0Hs5fzkvi3bNneX5fPORiXrjsFh5acgkr5p/OxTPHotM03cbq7Q2HOVpchdVpo85m4Yvdx/nyB++PzRNCtM8vWtyCg90Djevr61uVNW4LDQ3t8BwRERFEREQATVPnAaa89wJH/tW035GV97kXq2y2xlHOA7/zdC0cWXkfZgNwhbs8+d0XOPL3lse7mpXrX3qKI7aW5UOblZc/9giWk8pnGGB3Q/nRX/+uRVdIzgO/axHbkbvuRe9sv/zk2Lvzt0356GUaenjaLI/46zMt/rbiBx9lZLPy7tI5Ia7ETmF05yu2j41KJm5IbKcJu0bj/m4SGembd1Pw5fi6GpuiKJ5922I2m4HBWwezV97Xog4ef+z3na6R1leGaCdyWlwE4O5KfXXZI+Sb67hvgzsZ/HpvPolx0cyZNBSrzckXO46z/oc8jJPdxxfHfsJT+1uOETZMbXocERFBgM7Yqxh9+TUOvh1fX9VBnc4vPupFF/nF/2ZiYiIABQUFrcry8/MJDw8nKChooMMSnTh62VImDonA9dLLAJz2l5fZnJUPJ/4MQNiDv2dqQjQ7b3DPCE59/S9sfG8vhbgX3F218BF2HSyjpNJCsEnP7AmxJMS4k3ij1iALgwq/kHHZIib/291SnPuzpbiCAqHsY0+59Z470D/1HACBj/wfqsYBaX8BYOeSW1g+byy5d9wFQOrrr1Jsq4dNjwEQro1j+Y9ms/PPf/Wc770NzWYQjd/A2mMbWNtsOGFj0taZsVHJsoabED7ILxK38PBwRo4cye7du1uV/fDDD6Smpvb43B/PvZnHl89i5w03ATDpzy+SU1oBac979kl68jHy7nOPn0l5ZhUHCivh+KsA7FlyC8vOTPZ0+aU8s4qNmYXQMM6s4Lo7OGdSQovyd7/PAf4NgP3W+0kZHtWi/MWPMwD3OLKgXz9Ecliwp3zcH9fAd3/wxBb7xO+JMOg85QmPPQb7m2If/vhjFP66KfYyqx32PespH/HkY+Q3+9sOV1TDYfdkgq0Lb+KWc8a0iG370VIofgOA9Mt+wdWzR3rKJ/35Rd79NhMc7vEzxc5olowf5ZloWlpn5n878yDO/fua9/Zy6YxEhjb03Kx6dzc7cisIPM39u97lYN6kli0X5uo697/U0RVRUe5uJIvF4mn58SW+HF9XYzOZTL364uTvdTD6sSeICtB7yuMffQwONMU+f+ZCyhoSt8WpZ3Ci2sJHzRK34eExnomuw4ZEsiGj6QvqoYIaKuvMnltWFVRX8NaWI9CQT+3PLebuv2xl4crH0SgK9/91G4fzyzx1qCMjQ4dx22nXU1Vro7jSgl6vYXh0EDqtu+XGoNFTUdHZFNzO+fJrHHw7voGqg8K/+EXiBnDFFVfw7LPPkpGRwbhx4wD48ssvyczM5N577+30+IqKChwO90D45iv0ZxRW8eCb33FBwxvj1qxy/rn5EIxuOvaNr46yoKH8i/1FfLT7BExw/745oxSNqmVGQ/kHO/L4bH8++oZvte9tz6POrDK+oXzd1uNsSC8hoKE74o0NORRPs5PUUP7alznsLagmMMb9+0sfH+Li6cOJbSh/6X+Z0OwWT0+/n8lFqfGEN5Q/93EmJDaVP//JIS5rKPv2SDkf7cyH5KbyVz/P5pyG8q/TSvhw93EY6/5917FKXt+QyxkN5Z/8UMAne/PQTGy8FiVYLAqzGsrf3pzLZ3sLPH/bd2mF5B2r5qqG8gdf30m500ZgQ+KmjtvAf+to1q30HwIj6FON3QdBQUE+96YMvh1fV2Mzm80dljdOLhqsdXD1fzO4YPpQYhrKn/0oA0Y2lT/97j6uayj78Ltcvthf5Ikd4Il/7GVFQ/kL7x1kT0E5gQ2x1SWt55H965vqyPerPUkbQODUTRQD6xpzvVgIjG0q/8Pc+z3rOWo0CgGGpvFtjYv/BoQbiQ1vOW6vL/nyaxx8O76+roNicFDU5qtQ+rCSkhImTZqETqfj7rvvxmKxsGrVKkaNGsXWrVsxGtseh1FRUcGXX37JjBkzCAlxvzlZnTbu2vjYQIYvuiklLLFP7pPY/D62JSUlHezpHb4cX1/FVlRURHp6utTBAdZXdai3fPk1Dr4dX1/FVlNTw65du1i0aJFnnKnwX37T4hYdHc3mzZu56667eOihhzCZTFx66aWsXr263aStPQaNnpSwRI6cIutI+aLGbpr2PlTauxWQGBykDnZuZOgwfjXtp2SdqCH9aBUOp0pCtInpYyIx6NwtMY11ZMiQplmypaWlgNQhIQYrv0ncAMaOHdvtuyS0RVEUVs64qcW9BE9+4+vNvQT7o7x5fCUlJZ3G1tvynsbWeO06Oh7kQ+VUJ3Ww43JoqiNTRgYwZWTHs1Sbz/yUCQVCDG5+lbj1JUVRWrzBtfXGF0DvpsH3pebxBeiMncbW2/LukA8N0RNSB33nbxNC+A+/WIBXCCGEEEJI4iaEEEII4TcGfVep0+le0ryzad7NV5b2xanTvhyfxNZzvhxfX8VWV9ew9p7UwX4jsfWcL8fXV7E11r3Gz0Ph3wZ94tb4oZGenu7lSIQ4tUkdFMK76urqWkyyEf7Jb9Zx6ymLxUJRURFBQUFotdrODxBC9Kn6+noKCgqIi4vDZDJ5OxwhTjlOp5O6ujpiY2MJCAjwdjiilwZ94iaEEEIIMVjI5AQhhBBCCD8hiZsQQgghhJ+QxE0IIYQQwk9I4iaEEEII4SdOmcQtJyeHyy+/nMjISCIjI1m+fDklJSX9dtxAxDZr1iwURWn1c+WVV/ZpfI1uvvlm5s+f36V9B+K69Sa+gbh2n3/+OXPnzsVkMhEcHMyiRYvYtm1bp8cNxLXraWwD/ZobKFIHBz4+qYNSB0XPnBKzSsvKypgxYwY2m4077rgDh8PB6tWrSUpKYvv27RgMbd9fs6fHDURsqqoSEhLC4sWLueKKK1qUjRgxgrlz5/Y6tub++te/ctNNNzFv3jw2btzY4b4Dcd16E99AXLtNmzaxYMECJk6cyA033IDD4eBPf/oT+fn5bNmyhVmzZrV53EBcu57GNtCvuYEidXDg45M6KHVQ9IJ6CvjNb36jarVaNS0tzbPtiy++UAH1L3/5S58fNxCxZWdnq4D6xhtv9Ekc7XE4HOojjzyiKoqiAuq8efM6PWYgrltv4huIazdt2jQ1MTFRraur82wrLCxUIyIi1EWLFrV73EBcu57GNlCvuYEmdXDg45M6KHVQ9NwpkbglJyerZ599dqvtY8eOVRcuXNjnxw1EbB999JEKqNu2beuTONpSX1+vTpkyRQXU5cuXqwkJCV16Ux6I69ab+Pr72pWXl6uKoqj33HNPq7JLL71UNZlM7R7b39euN7ENxGvOG6QODnx8UgelDoqeG/Rj3CoqKsjOzmbGjBmtyqZPn86uXbv69LiBiA3g4MGDAIwfPx5ourVXX7JYLFRXV/POO++wdu3aFvfNa89AXLfexAf9f+1CQ0PJzMzkrrvualVWWlrabpwDce16GhsMzGtuoEkdHPj4QOqg1EHRG4M+ccvLywMgISGhVdnQoUOpqqqiqqqqz44biNgADhw4QEhICCtXriQkJITg4GBSUlJYt25dr2JqLjQ0lKysLK6++uouHzMQ16038UH/XzutVsvo0aOJj49vsX3fvn1s3bqVM844o83jBuLa9TQ2GJjX3ECTOjjw8YHUQamDojcGfeJWU1MD0OY9EgMDA4G2v7X09LiBiA3c37xqamqorKzkzTff5PXXXyckJIQf//jHvPXWW72Kq5FGo+nyN+hGA3HdGvUkPhiYa3ey2tpali9fDsADDzzQ5j4Dee26Gxt457r1N6mDvSN1cOBig8FZB0X3db/G+Rm1YdKsoijt7tNWWU+PG4jYwD3t3ul0cuutt3q2XXPNNUyaNIl7772Xa6+9Fq1W26v4emIgrltvDfS1M5vNXHzxxezdu5df//rXzJs3r839vHHtuhob+O5rrjekDnqH1MHuxwa++5oTA2vQt7gFBwcDUF9f36qscVtoaGifHTcQsQHccsstLSovuL8RLlu2jKKiItLS0noVW08NxHXrrYG8dpWVlZxzzjl8/fXX3HDDDTzxxBPt7jvQ1647sYHvvuZ6Q+qgd0gd7H5s4LuvOTGwBn2LW2JiIgAFBQWtyvLz8wkPDycoKKjPjhuI2DoSExMDuJvevWEgrlt/6etrV1xczLnnnsuePXu4+eabefnllzv8tj6Q1667sXXE26+53pA66FukDp56dVB036BvcQsPD2fkyJHs3r27VdkPP/xAampqnx43ELHl5eUxceJEHn300VZlGRkZAIwcObLX8fXEQFy33hioa1dTU+N5U77rrrt45ZVXOn1THqhr15PYfPk11xtSBwee1EGpg6KXvLcSycC55557VJ1Op6anp3u2NS6o+Nprr/X5cQMRW3x8vDps2DC1qqrKs+3o0aNqSEiIumDBgj6J7WQjRozo0hpNA3HdehPfQFy7ZcuWqYB6xx13dOu4gbh2PY3NG6+5gSB1cODjkzoodVD03Clxy6uSkhImTZqETqfj7rvvxmKxsGrVKkaNGsXWrVsxGo1kZ2fz7bffcsYZZ5CcnNzl47wV2/vvv89ll13GxIkTWbFiBTU1Nbz44ovYbDa2bt3qWeenLyUlJZGUlNTidjbeum69ia+/r116ejoTJkwgPDycP/7xj23Ourvuuuu8cu16E5s3XnMDQergwMcndVDqoOgFb2eOAyUjI0M9//zz1aCgIDU6Olr96U9/qhYXF3vK33jjjTZvJdLZcd6M7f3331dnzZqlGo1GNTw8XL300ktbfEvsa219m/bmdetNfP157f785z+rQIc/HcXWn9eut7EN9GtuoEgdHPj4pA5KHRQ9c0q0uAkhhBBCDAaDfnKCEEIIIcRgIYmbEEIIIYSfkMRNCCGEEMJPSOImhBBCCOEnJHETQgghhPATkrgJIYQQQvgJSdyEEEIIIfyEJG5CCCGEEH5CEjchhBBCCD8hiZsQQgghhJ+QxE0IIYQQwk9I4iY6deGFF6IoCoqikJ6e3u5+1157LYqioNFo2LVrV5fP//HHH3vO/8ILL7Qqr6qqoq6urkexCzEYSB0UQjSSxE10asqUKZ7HaWlpbe6za9cu1q1bB7g/PGbMmNHl8+/YscPzeNasWZ7HLpeLv/zlL0yaNAm9Xt/dsIUYNKQOCiEaSeImOtX8Q+PgwYNt7nPfffehqipGo5EnnniiW+ffvn07AHq9nmnTpgHgdDqZMWMGP//5zxk2bBgGg6FnwQsxCEgdFEI0ksRNdKqzD41PP/2UDRs2AHDbbbcxYsSIbp2/8dv+5MmTMRqNgLtVYc+ePQCcfvrpPQlbiEFD6qAQopEkbqJTY8eObfFm3pzL5eL+++8HICIigt/85jfYbDZefPFFzjjjDMLCwjAajYwaNYqVK1dSXl7e4vicnBxKS0sBmDlzJgDnn39+iw+qZ599Fr1eT319PQAHDhxg2bJlJCUlYTQaiYyM5Pzzz29zTM/333/PRRddREREBLGxsdx9991YrVaWLVuGoijExcW12n/p0qXEx8djMBhITEzknnvuwWw29+YSCtErUgelDgrhoQrRBdOmTVMB1WAwqHa73bP99ddfVwEVUNesWaNWVFSos2fP9mw7+SclJUUtLi72HP/OO+94yl577TVVVVU1Kiqq1XHTpk1TVVVVN2/erAYFBbV57oiICDUvL89z7nfffVfV6/Wt9rvsssvUKVOmqIC6ZMkSz/7PP/+8qtFo2jz3woULVZfL1d+XWYh2SR2UOiiEqqqqJG6iS5YvX+55A01LS1NVVVXr6+vVYcOGqYCalJSkWq1W9bLLLvPsd/nll6uHDh1Sy8rK1N/97nee7bfddpvnvPfcc49n+969e1VVVVW73a5OnTpVBdQhQ4aodrtddTqdqqqq6tlnn63qdDp16NCh6u7du9Xa2lr1oYce8pzj7bffVlVVVfPz89XQ0FAVUMPCwtSPPvpILSsrUx9++OEWHwaPPvqoqqqqunHjRlVRFBVQzznnHDUtLU2tqKhQ/+///s+z7/r16wfykgvRgtRBqYNCqKokbqKLnn76ac+b57///W9VVVX1ySef9Gz7xz/+oe7fv9/z+5QpU1SHw9HiHElJSSqgjh492rPtrLPOUgHVZDJ59q+trVW1Wq0KqBdeeGGrWFwul2o2mz2PX3nlFc/zfvDBB6qqquqjjz7q2fbGG2+0OH7y5Mmess8++0xVVVVdtGiRCqjBwcFqeXm5arfbVbvdrtpsNjUwMFAF1IcffrhvLqYQPSB1UOqgEKqqqjqE6IKTB0fPnz+fP/zhDwCkpqZyzTXX8Pzzz3v2ufXWW9FqtS3OERISAkB1dTXgHpuze/duAKZPn+7Zf/v27TidTqD1oOjPPvuM//znP6SlpVFQUEBBQQEWi8VT3jgj7vPPPwcgLCyMn/zkJy3OkZiYyP79+wH30gc2m41NmzYBUFtbS2RkZJvXoPnzCDHQpA5KHRQCZHKC6KKTPzQee+wxqqqqAFi9ejWKopCfn+/Z57TTTmtxfF1dHYcOHQJg+PDhgHuQdW1tLdA0KBpg27ZtnsfNPzQef/xxzj//fF577TWCg4O55ZZbePfdd0lISAAgPj6exMREAI4dOwbQ5vpTjbPyRo0aRUREBBUVFdjt9k6vQXx8fKf7CNFfpA5KHRQCQFrcRJfExsYSExNDcXExW7ZsoaysDIAlS5Ywf/58wP3NulHzDxCA559/HqvVCsBFF10EtFz0s/mHRuN2RVE8251Op2dtql/84hf86U9/AuDIkSPk5eUBMGfOHM85GlsOGmfLNVq/fj25ublA00Kj4eHh6HQ6HA4Hv/zlL3nppZc8+9fU1GAwGDwz+oTwFqmDUgeFAJAxbqLLGsegNP5otVr14MGDnvKdO3d6ysaNG6fu2rVLLS4uVp999lnPzLL4+Hi1vLxcVVVVveWWWzz7Z2Vlec4zevRoFVADAgLU4uJi1Ww2q2VlZZ59zz//fLWiokLdt29fi9lzv//97z3nOPfccz3bn332WbWyslL95JNP1Ojo6BbbG11wwQWe8TX/+9//1JqaGnXLli1qcnKyqtFo1AsuuGAArrAQHZM6KISQxE102cqVK1t8aKxYsaLVPrfeemubU/lpmJ22Y8cOz74zZsxQwb2EQHON209+npO3Ay2WJVi7dq3nHOvXr28zBp1O53m8bds2z/6HDh1ShwwZ0uYxQ4cOVffv39/Xl1OIbpM6KISQxE102d/+9rcWb9b5+flt7rd27Vr1zDPPVMPCwlSj0aiOHj1aveuuu9SCggLPPhaLxdMCsHjx4hbHb9u2TZ05c6ZqMpnUsLAwdd26daqqqmp2drZ6wQUXqMHBwWpsbKz6i1/8Qv3mm288MT3yyCMtzvPOO++okydPVgMCAtTx48erL774omcGXWBgoGq1Wlvsf/ToUfVnP/uZGhcXpxoMBjUpKUm9/fbb2/07hRhoUgeFEIqqqmpbXahC+KuNGzeSlZVFcnIyp512mmeGWn19PUOGDMFsNrN48WLWr1/v5UiFGJykDgrRf2RWqRh0du/ezc0338yiRYu4+eabKSsro6CggNtvv91z25ylS5d6OUohBi+pg0L0H2lxE4NOTk4OEydO9NxX8WSzZ89m8+bNGAyGAY5MiFOD1EEh+o+0uIlBZ+TIkWzZsoXLLruM2NhYtFotISEhTJgwgYceeogNGzbIB4YQ/UjqoBD9R1rchBBCCCH8hLS4CSGEEEL4CUnchBBCCCH8hCRuQgghhBB+QhI3IYQQQgg/IYmbEEIIIYSfkMRNCCGEEMJPSOImhBBCCOEnJHETQgghhPATkrgJIYQQQvgJSdyEEEIIIfyEJG5CCCGEEH7i/wE3s3NGG6ulUgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', ncol=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By x and y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also \"wrap\" by column names instead of unique column values. In this case we list the columns to plot in the `x` or `y` keywords as usual but we add ``wrap='x'`` or ``wrap='y'`` to the function call. This will create a unique subplot in a grid for each `wrap` value. Unlike the case above where we wrapped by unique values in a DataFrame column, when we wrap by \"x\" or \"y\" the plot will not have wrap labels and axis sharing can be overridden. As before, use ``ncol`` to override the default square grid. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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PsmXLunQv7VFRJyIiIhLB/CtfpoY6DJFel5WVxTvvvMP1118fODZs2DDuvPNOhg4dGjhmsVgYN24cBw4c6PR7vPvuu9x///3cc889PPTQQ222+9rXvsY777xDVlZWp98jGCrqRERERCKYtjOQ/uqf//wnQ4YMYcGCBYFjV199Nb/97W+btauoqODTTz9lypQpnX6PuXPnkpeXx89+9jOs1rZnti1cuJChQ4fyr3/9q9PvEQzNqRMRERGJUIbPh6dMRZ30jhOHWXobna1+DmCJju6VeFauXMncuXMxmUxttvH5fNxyyy1UV1dz9913d/o9Tuzx68icOXO6ZUGW1qioExEREYlQnqoqDI9HK19Kr1h3zddaPb7x699s9vWiN1/rjXDIzc3l1FNPbfO82+3m5ptv5rXXXuOPf/wj8+bNa7PtlxdAsVgs7RaLrRk5ciRr1qzp1GuCpeGXIiIiIhHK7SgDtEed9E9VVVXEtbHqa2VlJeeeey4vvfQSTz75JLfddlub18nLy8NmszX7eP755zsdT1xcHFVVVZ1+XTDUUyciIiISobRHnfSmhS//M/C5t9EZ6KGb9/zfsUTbez2etLQ0KisrWxwvLCzk7LPP5uDBg7z00ktcddVV7V4nIyODTZs2NTs2atSoTsdTUVFBWg89YAmrnrrS0lJuueUWBg0aRGJiImeccQbr168PdVgiItLLlA9EguN2lGFJSMBs7/1fqKX/sURHn/BhP+G4vdm53jJixAgKCgqaHauurubMM8+kqKiIjz76qMOCDiAqKoo5c+Y0+xgwoPMPSgoLCxkxYkSnXxeMsOmpq6mp4fTTT6eoqIg77riDlJQU/vjHP7J06VI2btzI1KlTQx2iiIj0AuUDkeD5V75UL530T+eccw5PP/00hmEE5r/94he/ICcnh/vuuw+bzdbsgaDdbmfmzJkA7Nq1C6fTGfi6qwzDYO3atXz/+9/vlut9WdgUdQ899BB79+5l1apVnH766QBcc801jB49mocffpgXXnghxBGKiEhvUD4QCZ42Hpf+7IorruCBBx5g48aNzJ8/H4DXXvMv0nLfffdx3333NWs/YsQI8vLyALj11lvJy8sLfN1VmzZtwuFwcOWVV3bL9b4sLIo6wzB47rnnuPDCCwMJHGDw4MH87ne/w2azhTA6ERHpLcoHIp3jdjiIGd35uT8iXWWJju61VS7bMn36dC666CKeeeaZQFGXn58f1Gs//PBDZs2a1an3u/nmm7n55ptbPffMM89w6aWXMnny5E5dM1hhUdTl5eVx+PDhwN4RhmFQV1dHfHw8t956a4ijExGR3qJ8IBI8w+PFU16hnjrp1x588EEWLVrEfffdR2ZmZtCve/jhh1myZEm3xFBQUMBrr73G6tWru+V6rQmLhVL27dsHwMCBA/nxj39McnIyCQkJjB07lrfffjvE0YmISG9RPhAJnruiHAxDc+qkX5s2bRr33HMPy5Yt69TrLr30Uh5//PFuieGnP/0py5YtY9q0ad1yvdaERU9d01Kk9957Lzabjd///vdYLBYeeeQRLrvsMj744APOOuus0AYpIiI9TvlAJHjH96hTUSf9W2cLOqBbC7B//OMf3XattoRFUed0OgF/Ms/JySElJQWAiy++mDFjxvDTn/5USVxEpB9QPhAJnttRBiYT1tTUUIciIj0sLIq6pp3gv/rVrwYSOEBycjKXXHIJzz//PLW1tcTHx7d5jZSUlGav/TKfz4dhGM2Omc3+0ampEfzDUPcY/iL9/kD32BkmkylwrdZYrWHxY79Nygc9R/cY/r58f7V1dUSlppI2aFAow+pWkf49BOUDOTlhMadu6NChgH8OxZcNHDgQwzCora3t7bBERKSXKR+IBM9ZXIJ9UMv/KyISecKiRJ86dSp2u53s7OwW5w4ePEh0dDTp6eldeo+Ghgbq6+ubHWt6QlJeXt6la/dlusfwF+n3B7rHzoiNjQ30ZkUi5YOeo3sMf1++v9qiIqIGpkfU/Ub69xCUD+TkhEVRFxcXxyWXXMLy5cvJzs5mypQpgD+Bv/XWW1x22WVYLJZ2r1FRUYHH4+mNcEVEQqa+vr5FQXKimpqaXoym+ykfiATP7XAQN3lSqMOQEIn0fCDNhUVRB/69IlatWsWSJUu4/fbbiYqK4ve//z0xMTE8+OCDoQ5PRER6ifKBSMd8LhfeqmqtfCnST4TFnDqAkSNHsn79ehYvXswjjzzCr371K2bMmMHatWsZPXp0qMMTEZFeonwg0jF3mX/onjYeF+kfwqaoAxg9ejSvvvoqlZWVVFVV8c477zBpkoYViIj0N8oHIu1zOxyAijoRgEcffZQbbrgh6PaFhYUkJyezatWqDts6nU4efPBBJk6cSFxcHBMmTOCBBx7A5XIF2tx00008/PDDJxN60MJm+KWIiIiIBMftcIDFjDUlOdShSD9hGAZOr6vjhoDdEoXJZOrhiPx2797Ngw8+yM6dO4NqX1BQwLnnnktVVVVQ7W+//XZefPFF7r33XubOncvmzZu5//77OXToEH/7298A+O1vf8vUqVO5+OKLe+wBpIo6ERERkQjjdpRhS03F1M4+ZSLdxTAM7l3xCHsduUG1n5A2hl+e+aNeKeyWLVvG9ddfT0ZGRrvtfD4fL7zwAj/60Y9a7FXalrKyMv7yl7/w0EMP8eMf/xiAM888E4Cf/OQn/Pa3vyU9PZ2MjAyuv/56li1bxltvvdW1G2qD/qeLiIiIRBi3w6Ghl9JrnF5X0AUdwF7HgaB79boiKyuLd955h+uvv77Dtjt27OC73/0uN910Ey+++GJQ16+urua73/0ul1xySbPjEydOBCA39/jfyde+9jXeeecdsrKyOnEHwVNPnYiIiEiEcTvKiM4cHuowpB969rKHsVvtrZ5zepx8e/ndvRbLP//5T4YMGcKCBQs6bJuZmcn+/fsZNmxYUHPpAEaNGsXTTz/d4vjy5cux2WyMHz8+cGzhwoUMHTqUf/3rXz2yUrOKOhEREZEI43aUkTBrZqjDkH7IbrUT3UZR19tWrlzJ3LlzgxrmmZqaGtj4vSveeOMNnn/+eb73ve+RkpLS7NycOXNYsWJFl9+jNRp+KSIiIhJBvA0N+OrqNPxS+r3c3FxGjRrV7JjH42n24fP5uu39Xn/9da677joWLVrU6mqXI0eO5ODBg932fidSUSciIiISQdyOMgBtPC79XlVVFXFxcc2O2Wy2Zh8PPPBAt7zX448/zlVXXcVXvvIV/vvf/xIdHd2iTVxcXNCranaWhl+KiIiIRJDje9SpqJP+LS0tjcrKymbHNm3a1OzrjlbF7IhhGNx+++08+eSTXHfddTz33HNERUW12raiooK0HupBV1EnIiIiEkHcjjJMUTYsiYmhDkUkpEaMGEFBQUGzY3PmzOnW97jnnnt48sknufPOO/nd737X7vy9wsJCRowY0a3v30RFnYiIiEgEcTsc2AYM6LXNnUVO5PQ4T+pcTzjnnHN4+umnMQyjW/4/VFdXs2vXLsaMGUN6ejrbtm3joYceYu7cuVx11VVs2LChWfvJkyeTeOzhimEYrF27lu9///tdjqM1KupEREREIojbUaZFUiRkenPLgo5cccUVPPDAA2zcuJH58+d3+XpbtmxhyZIl/N///R8333wzr7/+OoZhsGnTJhYuXNii/SeffMIZZ5wB+Id9OhwOrrzyyi7H0RotlCIiIiISQfwbj2s+nfQeuyWKCWljgm4/IW0Mdkvr88660/Tp07nooot45plnOvW6M844A8MwAgXZicfvvffewCIoDzzwAIZhtPlx4uufeeYZLr30UiZPntzV22qVeupEREREIoRhGP6eulM73mxZpLuYTCZ+eeaPcHpdQbW3W6J6bXjwgw8+yKJFi7jvvvvIzMzs0rWKior4z3/+w/vvv9+p1xUUFPDaa6+xevXqLr1/e9RTJyIiIhIhPNU1GE6nhl9KrzOZTEQf23i8o4/enO85bdo07rnnHpYtW9bla6WmpvLaa691ujj86U9/yrJly5g2bVqXY2iLeupEREREIoSzpARARZ3ICbqjoAOIjo5m0qRJnX7dP/7xj255//aop05EREQkQjQGijrNqRPpT1TUiYiIiEQIZ3EJ5pgYLHFxoQ5FRHqRijoRERGRCOEsKVEvnUg/pKJOREREJEI0lpSqqBPph7RQioiIiEiY8zmdrPvq1QAkLz0jtMGISK9TT52IiIhIBLENUE+dSH+jnjoRERGRMOVzOpv9CWBJTAh8bbbbQxKXhA+fzxfqEKQbqKgTERERCVP7bru9xbGjf3uOo397DoAJz/65lyOScGMYRqhDkG6g4ZciIiIiIiJhLKyKunnz5mEymVp8XHnllaEOTUREepHygYjfuKd+z7infs+Yxx4OHBvz2MOB4yLSP4TN8EvDMNi1axeXXXYZV1xxRbNzI0aMCFFUIiLS25QPRI5rbc6c2W7XXDqRfiZsirq8vDzq6uq49NJLueGGG0IdjoiIhIjygYiISHNhU9RlZ2cDMGnSpBBHIiIioaR8INKS2W7Hnp7OgNO+ol46kX4obObUfTmJ19XVhTIcEREJEeUDkZYMjxdnmYPo9PRQhyIiIRA2RV1WVhYJCQnceeedJCQkEB8fz5gxY3jppZdCHZpI2PA5nez99nfZ++3vNtvTSCScKB+ItOSuKAefgX3QwKDaKx+IRJawKeqys7OpqamhsrKSF154gb///e8kJCRw3XXX8eKLL4Y6PBER6SXKByItuR1lANgHBlfUiUhkCZs5dd/5znfwer3cdtttgWPXXnstU6dO5cc//jHXX389FoslhBGK9F1NT2FPfBp74ueafyHhRPlApCW3owxMJuzpaTTU1LTZTvlAJDKFTVH33e9+t8WxmJgYbrzxRu6//3527drFtGnT2nx9SkoKKSkpbZ73+XwYhtHsmNns78hMTU09yaj7Pt1j+Avm/tZ99eoWxw7ceXfg84Wvv9L9gXWjSP8eQvfdo8lkClyrNVZr2PzYb5PyQc/QPYa32ro6olJTsdrtpNpsbbZTPuj7lA/kZITN8Mu2DDw2zKC2tjbEkYiISCgpH0h/5iwuITrI+XQiEnnCokQ/fPgw55xzDtdccw0///nPm53bs2cPAKNGjerSezQ0NFBfX9/sWNMTkvLy8i5duy/TPYa/YO5v3FO/B6Bu9x6K/vgnAMY89nBgmE1f/7uJ9O8hdN89xsbGEhcX1x0h9UnKBz1H9xjeaouKiB82DJ/Pp3wQ5pQP5GSERVE3dOhQKisr+etf/8oPf/hDEhMTAcjPz+e5555jyZIlDB48uN1rVFRU4PF4eiNckT6nKVm7i0uaHdPcichTX1/foiA5UU07c23CgfKBSOvcDgfRs2d12E75oP+I9HwgzYVFUQfw1FNPcfnll3Pqqadyyy23UFNTwx//+EesVitPPfVUqMMTCQuNBYWhDkGky5QPRJrzuVx4q6o7tfKl8oFIZAmbOXWXXXYZy5cvJy4ujmXLlvHoo4+ycOFC1q5dG9iAVkTa5zp8mKTTvsKEZ/+sp7IStpQPRJpzl/mH6QW7Rx0oH4hEmrDpqQO49NJLufTSS0MdhkhY8rndOIuKSDp9UahDEeky5QOR49wOBwDRQfbUKR+IRJ6w6akTka5xFR0Br4/ozMxQhyIiIt3I7XCAxUxUkEvgKx+IRB4VdSL9RGN+gX9j2mFDQx2KiIh0I7ejDFtqKiZLcL/WKR+IRB4VdSL9hDM/n6jBgzR3QkQkwrgdDmxpaUG3Vz4QiTwq6kT6icb8AuyZw0MdhoiIdDO3owxb2oCg2ysfiEQeFXUi/YDh8+EsKCRaSVxEJOL4i7rgeuqUD0Qik4o6kX7AVVyC4XJh16R4EZGI4m1owFdXF3RRp3wgEplU1In0A878AgCih+vJrIhIJHE7ygCCHn6pfCASmVTUifQDjfn5WAekYomPC3UoIiLSjZr2qAu2qFM+EIlMKupE+gFnfoHmT4iIRCB3qQNTlA1LYmJQ7ZUPRCKTijqRCGcYxrGVzjR/QkQk0rjLyrANGIDJZOqwrfKBSORSUScS4TzlFfjq6vRkVkQkAnVm5UvlA5HIpaJOJMI15ucDaE8iEZEI5N94PPj5dKB8IBKJVNSJRDhnfgGWhASsycmhDkVERLqRYRid2nhc+UAkcqmoE4lw/vkTw4OabyEiIuHDW1uL4XQGPfxS+UAkcqmoE4lwWulMRCQyuUubtjMIrqhTPhCJXCrqRCKYp6YGT0WF5k+IiEQgd1nwG48rH4hENhV1IhHMmV8AoCezIiIRyO0owxwTgyWu443ElQ9EIpuKOpEI1phfgDk6Glt6eqhDERGRbuZf+TL4+XTKByKRS0WdSARz5hdgHz4Mk1n/1UVEIo1/5cvUoNoqH4hENv3PFolgTSudiYhI5OlsT53ygUjkUlEnEqF8jY24i4s1f0JEJAIZPh+esvKgijrlA5HIp6JOJEI1FhQCYM/MDHEkIiLS3TxVVRgeT1ArXyofiES+binqDhw40B2XEZFu5MwvwGS1Yh8yJNShiIhIN3M7mrYz6LinTvlAJPKdVFFXUVFBQUFB4Otx48aRnp6OYRjdFpiIdE1jfgFRGRmYrJZQhyIiIt3M7WjaeDyInjrlA5GId1JFXWxsLIsXL2bYsGFcccUVAJSXl1NdXd2ibWNjI+eddx6PP/541yIVkU5x5hcQPULzJ6Rnff/73+eFF15g9+7doQ5FpF9xO8qwJCRgtts7bKt8IBL5Tqqos9vtPPzwwxQVFbF8+XJMJhMAaWlpTJ8+ne985zv8/e9/Jzs7m9zcXD788EPuv//+bgt6x44dREVFcd9993XbNUUiic/txll0WCudSY976qmn+MY3vsHUqVNJSkpiyZIl3H333bz66qvk5eX1+PsrH0h/5S51BNVLp3wg0j9YT/aFV155JRdddBH//e9/A8e8Xi/Z2dlkZ2fzt7/9rVn77hqa6fF4uPnmm3G73d1yPZFI5Co6Al4f0ZoUL73EMAxqamr47LPP+OyzzwLHU1NTmTNnDnPnzg18DB48uFveU/lA+jN3WVlQ8+mUD0T6h5Mu6gDeeustqqqqSElJwWQycckll7BhwwaKi4tbtJ0zZ05X3irgN7/5DdnZ2d1yLZFI1ZhfACYT9mFDQx2K9BNPPvkkW7ZsYfPmzezatQuv1wtAWVkZH374IR9++GGgbUZGRrMib86cOSQnJ3f6PZUPpD9zOxzEjB7VYTvlA5H+oUtFHUBSUhL/8z//w6ZNm3jjjTcwmUzk5eWxfv16Nm3aRFZWFomJifzmN7/pcrA7d+7kV7/6Fffeey/33ntvl68nEqmc+flEDR4U1FwLke7wv//7v5jN/hH9jY2NbN26lc2bNwc+9u7di8/nA+Dw4cMUFRXx5ptvAmAymfB4PJ16P+UD6c8MjxdPeUWQK18qH4j0B10u6gD+9Kc/Nft65MiRjBw5kmuvvbY7Lg/4h9l84xvf4Oyzz+aGG25QEhdpR2N+geZPSK84cuQI69evDxR0ANHR0SxcuJCFCxcGjtXW1gZ68po+Dhw4cFJD85UPpL9zV5SDYQS98qXygUjk65airsmKFStYu3YtjY2NZGRkcNttt3XbtR966CH27dvH8uXLO/1EV6Q/MXw+nAWFJMyaEepQpB8YNGgQl156aYft4uPjOf300zn99NMDx8rKykhPT+/0eyofSH93fI+69os65QOR/qNbirqGhgYuueQSVq5cGThmMpm47bbbuPjii3n44YeZNGnSSV8/OzubBx54gD/+8Y8MGzasV1ZUEwlXruISDJcLuybFSx93MvPolA9E/CtfYjJhTU1tt53ygUj/cVJbGnzZz3/+c1asWIFhGERHR2MYBoZh4Ha7ee+99zjnnHNaXTwlGF6vl5tvvplFixZxyy23dEe4IhHNmV8AQPRwDbeRvufQoUO89957AFgsFp599lm+9a1vBfVa5QMRP3dZGdbkZMw2W7vtlA9E+o9u6al75ZVXMJlM/OIXv+Cee+4hKioKAJfLxYgRI8jLy+Ohhx7iscce6/S1H3nkEXbs2MHnn3+Ow+EAoKKiAoD6+nocDgepqanN5nO0JiUlhZSUlDbP+3y+FnM7mq6Z2sGTsHCmewx/X76/mtJS7OnppEfQHIpI/x5C992jyWRq9+eh1dqto+5b5fP52LdvH7t372b37t3s2rWL3bt3s3fvXurr65stjPLNb36Tb37zm0FdV/mgZ+kew0dZdQ0xQwa3uA/lg8gQSflAek+3fDePHj0KwA9/+MPARuQAcXFxPP/885x++um8+eabJ1XUvf/++7hcLubNm9fi3COPPMIjjzzCwYMHGTly5EnHLxJJ6nIPEjtqZKjDkH5ix44dzQq3Xbt2sX///hZ7x3XHXqXKByJ+jSUlxAzpeL9H5QOR/qNbirq0tDSOHj3K0aNHGTNmTLNzM2fOBKCoqOikrv3oo48GnsQ2KS4u5oYbbuDGG2/kpptu6paNbBsaGqivr292rOkJSXl5eZev31fpHsPfifdnGAY1B3JJOWtpRN1vpH8PofvuMTY2lri4uO4IKSgzZsxo9jCvreLNZDKxdOlSJk6cyMSJE0/qvZQPepbuMXw0HD2Kffy4FvehfBAZwjUfSGh1S1G3aNEiXn31VX74wx/y73//u9m5Tz/9FDj5LuTZs2e3ONY0MX706NGcddZZQV2noqJCq6RJxPOUV+Crq9P8iX6svr6+RUFyopqamh55X8MwGDJkCGPHjm32UV5ezv/+7/8C8NFHH3XpPZQPRMDncuGtqu5w5UvlAwlVPpDQ6Jai7s477+S1117jgw8+IPOEFZa+//3v88ILL2AymTj//PO7461EpB2N+fkA2EcoiUvvMplMTJkyhT/84Q/NeuKaHuyJSPdwl/l7bzraeFz5QKR/6ZbVL+fPn8/jjz8O+Kv+pqE4Tz/9NDU1NaSlpXHfffd1x1uJSDuc+QVYEhKwnsRS8SIn44UXXmDo0KEYhsGKFSs45ZRTuOuuu/QEWKSHuI8tEtRRUad8INK/dEtRB/5euZUrV3LmmWditVoxDAOLxcIFF1zAmjVrGDZsWHe9FSNHjsQwDBWKIl/SmF+APXN4szlOIj3phhtuICcnh/vvv5+4uDjcbjdPPPEE48eP57nnnuuWBVLao3wg/Y3b4QCLBWtKcrvtlA9E+pduK+oAFi9ezEcffURtbS1Hjx6ltraWd955h7Fjx3bn24hIG5z5BZo/Ib0uOjqae++9l5ycHG6++WZMJhPFxcV861vf4oYbbgh1eCIRxe0ow5aaiqmDrTuUD0T6l5Mu6hoaGvjFL37BlClTqKysbHbOZrMxcODAwH51ItLzPDW1eCoqsEfQfkQSXgYPHszf//53Nm/ezJIlSzAMgyNHjgTOv/jiiyGMTiQyuB2OjhdJUT4Q6XdOqqhzu92ceeaZ/OpXv2LPnj34fL7AudWrV3PqqaeSkJDA2LFjefDBB/F6vd0WsIi0znlsUny0JsVLiM2YMYMVK1awfPlyxo0bFzh+8803M2fOHFatWhW64ETCnLu0rMOiTvlApP85qaLuj3/8I+vXr8cwDOLi4gI70m/evJkzzzyTDRs2UFdXR25uLvfeey9XXnlltwYtIi015hdgjo7Glp4e6lCkH9myZUubD+4uueQSsrKyePzxx0lJScEwDLZs2RL01gMi0pK7rCyIlS+VD0T6m5Mq6l5++WVMJhPXXHMNDoeDxMREAO66667A3j9Wq5X09HQMw+Ctt97in//8Z/dFLSItOPMLsA8f1uE8C5HuNGfOHJKTk9tcEMVqtXL77bezf/9+fvCDH2Cz2Xp88RSRSOVtaMBXVxfUypfKByL9y0n9b9+zZw8Av/71rwPz5tavX8/q1asxmUxERUWxYcMGiouLue222zAMg+eee67bghaRlhrzC7BrUryEQH19fYeFWnJyMk888QRZWVlccsklvRSZSGRxO8oAOhx+qXwg0v+cVFHXtDv9kCFDAscee+yxwOff+ta3mDlzJuDfmBxg27ZtJxujiHTA29CIu6RE8yckZK666ip++9vf8vHHH7dYPOtE48aN44033ui9wEQiSDB71CkfiPRP1pN5UVpaGsXFxeTk5HDKKaeQlZXF66+/DoDZbA4UcnC88Kuuru6GcEWkNXV5eWAY2DMzQx2K9EOGYbB8+XKWL18eODZq1CjmzJnDnDlzmDt3LrNnzyY+Pr7Z67xeL0OHDmXBggXNXisirXOXOjBF2bAkJrTZRvlApH86qaJu4cKFvPHGG9x444187Wtf49lnn8Xn82Eymbj88ssZPXp0oG1ZmX+oQHJycrcELCIt1eUexGS1Yj+h91ykNzzxxBNs2rSJTZs2sW/fvsAwzNzcXA4ePMirr74KgMlkYty4cYFCb86cOUyfPp2SkhLefvvtUN6CSNhwO8qwDRjQ7obiygci/dNJFXU/+tGPePPNN8nOzuaee+4JHLfZbNx3333N2j799NMAjB8//uSjFJFW+ZxO1n31agCihg3DZLWEOCLpb37wgx8EPq+urmbz5s2BIm/Tpk0UFBQA/t68vXv3kpOTw7/+9S/AP7JDRILX3sqXygci/dtJ99S98MIL3HbbbVRVVQEQFxfHX//6VyZPngzAP/7xD37xi1+Ql5eHyWTSxHiRHhY9fFioQ5B+LjExkaVLl7J06dLAsZKSEjZu3Bgo8jZv3ozj2Lwg7WEq0jluh4PY8eM6bKd8INL/nFRRB3D99ddz2WWXsXHjRnw+H3PnziUh4fgY70OHDnHw4EEAxowZw/e+972uRysigP+J7Il/AkRlDA58bbbbQxKXyJcNHDiQiy66iIsuuihwLC8vL1Dkbdy4kS1btoQwQpHwYBiGf/jlqQubHVc+EBHoQlEHEBsbyxlnnNHqOZPJxIABAzj//PN5+OGHiYmJ6cpbicgJ9t12e4tjjteW43htOQATnv1zL0ckEryRI0cycuRIrrrqKgDtWycSBG9tLYbT2WL4pfKBiEAXi7r23HPPPc3m24mIiLSmvUUfRMTPXXpsO4P09veoE5H+qceKOhHpOeOe+j3gH25z4M67ARjz2MMaZiMiEqHcx1YTtw1oXtQpH4gIqKgTCUutJWuz3a4kLiISodyOMswxMVji4pod70w+MAwDl8/d7vtEmW3qPRcJQyrqRMKY4fOFOgTp5/75z38yb948xo3reEU+ETl5boejze0MoON8YBgGj37xLLlV+e22G5OUyZ2zv63CTiTMqKgTCWOeSv+WIpPvuxeveukkBG688UZMJhNJSUnMmTOHuXPnMm/ePObOnUtGRkaowxOJGG5HGba0tufTdZQPXD53hwUdwIGqfFw+N3ZL1MkHKyK97qSKOj2ZFekbnPn+jZ1jR42ixu0KcTTSXxmGQWVlJStWrGDFihWB44MHDw4UeE1/JiUlhTBSkfDldjiInz69zfOdyQcPnbaMqC8VbS6vi2WrH+p6oCISEidV1OnJrEjf0JifT1RaGraEeCgvD3U40g/97Gc/Y/PmzWzatInyL/0bPHLkCG+99RZvvfVW4NjYsWOZN28eL774Ym+HKhK2DJ8PT1l5uytfdiYfRFmi1BMnEmFOevilnsyKhJ4zv4C40aNCHYb0Y7/85S8Dn+fm5rJx48bAxuJbtmyhvr6+Wft9+/axf/9+FXUineCpqsLweFqsfHmik8kHHx36nEmpYxiWMKSrIYpIiJ1UUacnsyKhZxgGjfkFpF58YahDEQFg9OjRjB49mmuvvRYAn89HdnZ2oNDbuHEjWVlZeL3eEEcqEl7cjmPbGbSxUMrJ5IMqZw1v7P+AxMlXqKgTiQAnVdTpyaxI6HnKK/DV1RE3amSoQxFpldlsZtq0aUybNo1vfetbADQ2NrJt27bQBiYSZtyOYxuPt7FQysnkg+yyHEyYmDxA6yOIRIIur36pJ7MiodGY71/FLG6Uhl9K+IiOjmbBggWhDkMkrLgdZVgSEtrci7Sz+cDldbGjdA+ZCRlEWWw4vS5cXi22JRLOun1Lg558Mrty5Up+/vOfs337dhITE7nqqqv41a9+RXx8fJevLRJunPkFWBISiBqQGupQRHqd8oH0J+5SB7b0tveo62w+OHGVyztW/bKdliISLsy98Sbd8WR25cqVnH322bhcLn77299y44038swzz3Deeefh0wbM0g815hdgzxyuDWKl31E+kP7G7XC0u0hKMPkgymxjTFJmh+81JimTKLPtpOIUkdAJm83Hf/zjH5OZmcmnn35KTEwMAJmZmdx222188MEHnH/++SGOUKR3OfMLSJw/L9RhiPQ65QPpb9xlZcSMGd3m+WDygclk4s7Z38blc7N830dsPJjLVzOvJDrKwrhhCdijLIC/+NPDQpHwExZFXWNjI+np6VxxxRWBBA6wePFiAHbs2KEkLv2Kp6YWT0UF9szhoQ5FpFcpH0h/Y3i8eMor2lz5sjP5wGQycfBwAys/jsJVO5tntx8EIMZuYemswVy2SKM/RMJVWBR10dHRvP/++y2ON83Ty8zseDiBSCRxHpsUHz1CRZ30L8oH0t+4K8rBMNpc+bIz+SD7YCWPv7oLry8OiwVGDU6gosZJWbWL/647THF5A/972QTMKuxEwk5YFHVfdujQIT755BPuuusupk6dyuWXXx7qkER6VWN+AeboaGzp6aEORSSklA8kkvmcTg7+9F4ALImJrbYJNh/4fAb/994BvD6wpBTzm+vOJj0xHp9hsGl3Gc/+dx+b95azNaec2RPanr8nIn1T2BV15eXljBw5EoDY2FiefPJJoqOjQxuUSC9z5hdgHz4Mk7lX1joS6ZOUD6Q/saWmtHo82Hyw82AlZdVOLDYvU2ZVkZ4Yj2EYmE0m5k9O41BxLe9tKOKTbcUq6kTCUNj9RmgymXjppZd44YUXmDx5MmeddRavvfZaqMMS6VWN+QXYh2vopfRvygcSqXxOZ+CjieH1tjgGweeDwpI6AMyJJUwfNA6fYfCLv29n/a5SAOZMHNCsnYiEl7DrqUtJSeGaa64B4Morr2Tq1KnccccdXHHFFR2+LiWl9adc4N803TCMZsfMx556paZG7j5gusfw421owF1SwoArv0pqamrE3V9rdI/BM5lMgWu1xmoNux/7bVI+6F66x75j3VevbnHswJ13Bz5f+PorQOfyQUJ8hf81XjOnjp5LWaWZgtJ6RgxNIzU1lYIy/3YgUTZrn/77CZfvYVcoH8jJCLueuhPFxMRw0UUXUVBQgMPhCHU4Ir2iLu8QGAZxo0eFOhSRPkP5QPqjzuSD6eP8q2f6qtKxuBNYn3WUpLgoJo5IxTAM3luX5283tu1NzkWk7wqLEn3Pnj2cd9553H333dx6663NztXU1GAymbDb7V16j4aGBurr65sda3pCUl5e3qVr92W6x/BTkZWNyWqlMS4OZ3l5xN1fa3SPwYuNjSUuLq47QuqTlA96ju6x7xj31O8BcJWUcOj+XwMw5rGHMR/7t90Uf2fyQZLdICqxCld1Ev/vmbW43D6mjkpm9/7DvLehiHVZJZiARVNT+vTfT7h8D7tC+UBORlgUdWPHjqWqqoo///nPfPvb3yYqKgrwr3r2n//8h8WLF5OQkNDuNSoqKvB4PL0RrkiPaswvICojA5PVEupQpA+qr69vUZCcqKamphej6X7KB9IfNBVvDQcPNTtm/tIDi87kgyN1JZhGbiEx90xKK/3z8tZklbImqzTQ5vqzRzFycHx33IL0AZGeD6S5sCjqrFYrTz75JDfeeCOLFy/mhhtuoKysjD/+8Y+YzWaefPLJUIco0muc+QVEj9BeXNI/KR9If9KQs6/d853JB1llOdhjvPzi69N55q0D5BT4f6E3mWD66BTOmZvB5JFJXY5ZREIjLIo6gBtuuIGoqCgeeugh7rzzTuLi4jjzzDP59a9/zfjx40Mdnkiv8LndOIsOk3T6V0IdikjIKB9If9Gwbx8pZy1l4LUtF07pbD7IduQwIXU0qQmxNLp8zJs4gJvPH4PNasZqCeslFkSEMCrqAK6++mquvrrlDzaR/sJVdAS8PqIz1VMn/ZvygUQ6V6kDT1k5sRMntH6+E/mg3t3Agap8rh5/IY7KRvKL67hwwVBi7GH1a6CItEOPZkTCSGN+AZhM2IcNDXUoIiLSg+r37AWTiZjx41o935l8sLt8Pz7Dx9S08WzZV47VYmLa6La39RCR8KOiTiSMOPPziRo0qMVkeRERiSz1e/YQPSITS2xsq+c7kw+yy/aRETeQ1OhktuSUM2VkMjF2LbYlEklU1ImEkcb8Auwjhoc6DBER6UGGYVC/J6fNoZcQfD7wGT6yHTlMTZtAdZ2LnIJqZo2P3I27RforFXUiYcLw+XAWFBKdqaJORCSSuY4W462qarOo60w+yK8posZdx5QB49m6vwJMMGOcijqRSKOiTiRMuIpLMFwu7FokRUQkotXv2QMWMzFjx7R6vjP5IMuRQ4w1mtFJw9mSU8b4YYkkxtq6O2QRCTEVdSJhwplfAED0cPXUiYhEsvo9OcSMGoU5OrrV853JB1mOHCanjsXlNtiVV6WhlyIRSkWdSJhozM/HmpqKJT4u1KGIiEgPMXw+Gvbu7WA+XXD5oNpZS37NYaakjWfHgUo8XkNFnUiE0gYlImHCmV9AtBZJERGJaM7DRXhr69ot6oLNB9llOZgwMWXAOF7ccJgRg2NJiDfj9LrafE2U2YbJZDqp2EUkdFTUiYQBwzBozC8g5ayloQ5FRER6UP2evZisVqLHjG71fGfyQXZZDiMShxJtjmVnbjkpM7/gjlWvtfuaMUmZ3Dn72yrsRMKMhl+KhAFPeQW+ujrNpxMRiXD1e/YSM3YMZlvri5kEmw+8Pi+7yvYzdcB4duVV0uhxU+kr7vD9D1Tl4/K5Typ2EQkd9dSJhIHG/HwA7NrOQEQkYhleLw05OaSee06bbYLNBweq8mn0OpmSNp4Vn5czKCWa6mPnHjptGVGWqGbtXV4Xy1Y/1KX4RSR01FMnEgac+QVYEhKwpiSHOhQREekhjfkF+BoaiZkwvs02weaDLEcOiVHxZMQNZuu+cmaMPb5ASpQlCvuXPr5c5IlIeFFRJxIGGvMLsGcO1xwHEZEIVr9nLya7nZhRI9tsE2w+yC7by5QB4zlwuJbaBg8zxqW0aHOwqqDdRVNEJHyoqBMJA878As2nExGJcPV79hI7biwma9uzY4LJB2UNFRypK2XKgHFsySknJSGKEYPjm1/H6+LxL/7GmsNfdEvsIhJaKupE+jhPTQ2eigrNpxMRiWCGx0PDvv3tDr0MNh9kleVgNpmZmDqGLTllzByXivlLPXv7K/LwGF4mDxjbLfGLSGhpoRSRPs6ZXwCgPepERCJYw8E8DJeLuEkT22zz5XxgGEazlSobPU4AdpbuYVTicApLGyirrWfWuDEtrrWrfD8p9iQGxaZ1522ISIioqBPp4xrzCzBHR2NLTw91KCIi0kPq9+zFHBPTbi/cifnAMAwe/eJZcqvy22z/RNXjxMyG9xx7+d7wmwLHXV4X2Y4cJqSMChSFLs2tEwlrKupE+jhnfgH24cMwmTVaWkQkUtXv2UvshHHt/qw/MR84va52C7oT5VY333uuaeuCkoYy1h/d1qW4RaRv0G+JIn1cY34+di2SIiISsXwuF40HcomdOKHddm3lg4dOW8bjZ9zLc5c/xtJRXyHVnsTdU++iYevSQJsos40xSZkdxjImKZMoc+sbn4tI36WeOpE+zNfYiLu4hOjzzzvpa3x5zkVrosw2bZcgIhIiDQdyMTweYia0XdS1lw9O3HduZ/EepqVPJDu3lijL8eLMZDJxx6xvUeup5x+7l1PVWM1tM29qca14a6zygUgYUlEn0oc1FhQCYB/R8dPV1gQz5wL8T2bvnP1tJXIRkRCo37MXS3w89qEZbbYJJh8U1RRTWl/GlHEX8Mb6cqaMSGbPsXOGYfDY1r81ywc/OTYM80TKByLhScMvRfowZ34BJqsV+5AhJ/V6l88d1JyLA1X5HfbmiYhIz6jfs5fYieM7nE/XUT7YciSLKIuNdGsGuUdqmTEuNXBO+UAksqmnTqQPazyUT1RGBiarpcvXeui0ZURZopodc3ldgQnzIiLS+3yNjTTm5ZG44Jp22wWTD7YdyWbKwAnsPFCDxWxi2uhkXipp2c44Mh5rxRhqGzyYTDBlZDKLZ6bx90N/6urtiEiIqKgT6cOcBQVEjxjRLddqmnMhIiJ9R/2+/eD1ETep/UVS2ssHLq+LQ6VV7NjpZvKAcXxcUMiYYTFYbb5W2zcWjQAfgBUDyDpQS9bBSmJmd+1eRCR0wmr45QcffMBpp51GbGws8fHxnHXWWaxfvz7UYYn0CJ/bjbOoCHs3bzpeVFuMz2g90YuEC+UDiRT1e/ZiTU7CNmhQm206ygfLVj/EE9l/wDL4IHtt/6V69FsUDHqtzZEY8XHwvQtH8ZP9L/CT/S9w+qTk7rgVEQmhsCnqPv30U84//3wqKyv59a9/zS9+8QsOHDjA4sWL2bhxY6jDE+l2rqIj4PURnXlyi6S0pt7dwMObnuGTgnXddk2R3qZ8IJGkfs9eYiZMaHdhktbyQZTZxuggtigA/+InR0udga+/e/kYJoyKCXx907mjmTk2tbWXikiYCJvhlz/84Q8ZPnw4GzZsIDY2FoCbbrqJSZMm8bOf/YyPPvooxBGKdK/GQ/lgMmEfNrTbrrmm6At8ho+5g07ptmuK9DblA4kU3ro6nPkFpCxZ3G671vKByWTi9LjLyF65G3uUmdjxW1kydQr52zIoq6pn5rhUXv8sH5vVzHe+O49PdxQFXjs6OZG1eRsYduxrw+Vi8eQU9hzuibsUkd4QFj11FRUVbN++nauvvjqQwAEGDRrE4sWLWbt2bQijE+kZzoICogYNwmy3d8v1ymtr+O+mAySVLeDDjSXsKyrH6XV1y7VFeovygUSS+px9YBjt7k8HbeeDz3eWgs/K/CnJNNpLOGXgVHbkVDJ3/CAumj+C4QMScbvMbNxdhsdnBF534I4fM+yx/xz/+s67sTz+y+69ORHpVWHRU5eYmMjevXuJi4trcc7hcGC1hsVtiHRKY35Bl+fTGcbxJP7LzU9ACpSxn5WuNazc3XZbkb5K+UAiSf2evdjSBhCVntZuu7byQWmlf0ilKcFBjDOaGkc8Lo+P2eMHYDKZmDwyiYLSekqrnKSne6DB/zq31QQ0/5nvPyYi4Sossp/FYmHcuHEtju/YsYM1a9Zw7rnnhiAqkZ7hczrZd9vtAMRPn9qla3VmryGXz0003dMrKNJTlA8kkvj3p2u7l66jfBBj929vkFNcwqTRY9iUXcqIwQkMTIkGjhd9MVEWPPH5cGx7g79+tf0iUkTCT1gMv2xNbW0tN910EwA/+clPQhyNSM+IGt7FnjpP8P/Fo8y2Lr2XSKgoH0g48lRX4zpc1OHQyyat5YNZxzYXP5qXxLiEsWzeXcyCqYMBKCipY9v+cn+78anscRzCV5vc4fsMsA5RPhAJQ2HRU/dl9fX1XHLJJWzfvp2f/vSnLF7c/gRjkXDgczqb/QkQlZ4e+Ppk5tat3+0IfB5XMZSfL72CQz+9F4CMB37Jr17OonHKSoB2V14T6auUDyRc1e/NASB24vgW54LNB6efMpB31ufjbEjgrXcN6ho9DEqN5a01BXywsQifAdNGJzM4zc7eTxtwHlhAVLQLj7kBS300Pzj4CgDPTLyWoYNT2FtQhW1QEqbFygci4SbsirrKykouuugi1qxZwze/+U1+/etfB/W6lJQUUlJS2jzv8/lazCkym/29HKmpkbvMr+6x71j31atbHMu7977A5wtff6XV17V3f/sP74FjU4++/tE2it7fRtPz19Kf3cs3LfD0lHTA/38k2to3h1+Gy/ewK7rrHk0mU+BarYmkOWfKB91L99i7Kg/mET00g0FjxrQ4F2w+SE2FqQvL2bYmifJq/7k/vLI90G7c8CSW3TSPQ7UHcTfaABO++FJmmA4zeX8VT42/mTNmD+NvF02myFHHHU+sprzG3Sf+ftrSl76HPaUz92gYBj4DLOaWhXh/ygcSZkVdSUkJ5557Ltu2beM73/kOf/7zn9W7INIOLX4ikUr5QMJdVVY2SdO6Nm/a6/NyyL2DSy8/g3fftGC3WYi2WxmYEsOZc4az6JQMbFYz2/fvJsZupQbAGc+0PUcgfQQen8HVZ44jOsrKEUcdAHHRGnoZDg4WVfPm6lzW7TxCo8vLgKRozpwznIsXjSIxLirU4UkIhE1RV1NTE0jgd9xxB4899li3Xr+hoYH6+vpmx5qekJSXl3fre/Uluse+Y9xTvwegMe8QBY/4/32PeezhwDCbtuJv7/6Gpkexq2m1s9v/H+999ncu2ezfq2jEww9x3793Ah8A/qXi7Za+mQjC5XvYFd11j7Gxsa2uDBlJlA96hu6xd5y4+Eny+ee2Gkuw+WB/RR517gaSfQNodJXxi2/NZ/Ko1MD5mupKALYe3snEUYPZlGvgqUnGbcSQTTo/2vs8Od94npG/f5z/rNgHwIyxyX3630Bf+B72tI7ucfOeMv78Vg7eE7apKKtq5JUV+1ixKZ9l108hPTm6X+QDOS5sirrbbruNbdu2cfvtt59UAq+oqMDj8fRAZCLdoylZ13yxpdmxruxTFz+4FA76P3/yv7lEJ2cC/qLut6/mUFznI+akry59UX19fYuC5EQ1NTW9GE3PUD6QSBHTykquEHw+yCrLIcEWR2F+FIlxNiaMaDmsuMpZQ2HtUTIzhmIZcBhvxWBeGXYGZsPHWf7FM/nNS9s5VOYiOtrMkhmDuunupCc4Kht55m1/QTd9TDIXLRzGoJRo9uRX89qn+ZRUNvL08r38/OvT+0U+kOPCoqjbvXs3L774IsnJycyYMYN//OMfLdrccMMNIYhMpHsZHg/VGzZ1z7UMg3XFG49/bfLiKcvEbVkPQFFFDWhfIgkzygcSrlpb/MQcZWtzMaxg8kGWYy+TB4xj6+pyZo5LbXVe1Z7yAwAcqMgjaVw9Dd6dgXNPz0s/9tl/iRnp/+z5/bu5c/a3NZy5j/pkWzEer8G4YQncfsUkzMe+5/MmpTF2aAI//ctW8o7Wsa+whvHDE0McrfSmsCjqPv30U8A/Kf4b3/hGq22UxCUS1G7fga+ujpH334t96NAuXWtvRS5H60sDX8fM9K9y+fRcfxK38kl4/AAQOYHygYSrpiGXJzpw592Bzyc8++dm5zrKB+WNlRTVlTAvdSGrKp3MHt/6ohq7yveRHpNKcUNZUHEeqMrH5XP32eH4/d3O3AoAzpw1BLPZRElFI2uzSjhnbgapiXZmTUhlfbaDrIOVKur6mbDYp+673/0uhmG0+yESCao+X0v0qJFdLugAVhasIyNuIKOTMjtsOyYpU/sSSVhQPpD+oqN8kOXIwWwyU1WcTIzdwqQRSS3a+Awfu8sOYABD4gYGjt/yuoNbXylt9nHL644Wr5e+x+P1/4yLj/E/ll2bVcIHm45gtfh77BJi/Lnc7fGFJkAJGT2oF+kj3BUV1GVlM+iG67t8rZL6MrIce7lx0uW4jyRT6PwbGRXx3H7tXa22jzLbNNRGRKQHNS1+UrNlK0f/9hzQfPGTEwWTD7LLchiTlMnObbWcMiYFq6Xlc/rDtUepdddR667jqnEX8eq+dwCw3/kLUteupOrTzwJxuK0mWPdwV29TetjQtBiOlDWwZV85k0cmsW6XgzkTUomyWfD5DLbtKz/WLjbEkUpvC4ueOpH+oHrtekw2Kwlz53T5Wp8UrCPeFsfsgVP5/IvluG0mLpxzSTdEKSIiJ6NpoRN3cUmLY18u7DrKB26vm73luYyIG01BaT2z2hp6WbYfs8lMvC2W6KPxgeNDM2Io2bkVtwX/h9XkL+qkz1s8YzAAn24r5u21hZRUNLJgSjpOt5d/fJRLaZWTWLuFuZMGhDhS6W3qqRPpAwzDoOrztSTMnoUltmvrUda7G1h/ZCtnZp7Kjn2lFI0sxzCbeKrwJShs/TVjkjI1MV5EpBc0Frbxg/iYYPLBvso8XD43nvI0rJZapo1uueolwM7SvWAYnD5sHvlvbIEZ/uM/Xfs7ODcaiPYf+FIPnYYx911TRiYxf1IaG3Y7eGN1AWYTvL/hMLlFtdQ7vQB87exR2G2WEEcqvU09dSJ9QEPOPtylpSQt+kqXr7W2aAsen5fThs7jozWv4bN0XKg1TYwXEZGe5Tp8hJSzz2TCs39udehlMPkgy5FDanQS+3INpo5KJjqq5S/wjR4nB6sLADh18BziinKCj1H5oM8ymUzccvE4zpufAYDPgKyDVdQ7vaQl2bn1svGcOnVgB1eRSKSeOpE+oOrztdjS04kZ3/qeRcHy+rysKlzP7EFTOXy4kbKBxTQ9u3notGVEfWk1M5fXxbLVD3XpPUVEJDjehgbcpaXYhw9vs01H+cAwDLLK9jIucSyfFtbyzQvGttpub0UuBgbT0iaydXMxGQ2lgH/148s+q2X56fFcNf4CZg+aBkCdq45fbvhj125QeoXFbGLyiCTe31DE1UtGEB9jZUBiNBMzEwNbHEj/o6JOJMS89Q3UfPEFAy68oMvDH3c49lDeWMnS4dfy8sv/oX708c74KEuUlqgWEQkhZ+FhAOzDh7V6Pph8UFLvwNFQwUTLYEwmHzPGtT70cnWhf4+780eewUe//4Rkjl9v+en++XWv5rzLqznvnvT9SOisy3YwZEAM583L0NQJATT8UiTkajZtxnB7SDx1QVDtDcPA6XUFPho9Tho9TpxeFx8fWsPopOHUV0VRml7IoOKW/8V3OvZS727o7tsQEZEOOAsKMFmt2IcMbvV8MPkgqywHm9nK4bxYxg1PwBZltJoPcipySbDF4aqPIaN0PzWJQ4KOU1vc9G1Ol5ctOWUsmJymgk4C1FMnEmJVn68hbuoUbCmtP209kWEYPPrFs+RW5bfb7g9Vf4AEM+emL+a1xk8Cxyud1Tyz419cMe48lgxf2OXYRUQkeM78QqIyhmCytv7rVzD5IMuRw5ikkezYVMvgeVu5Y9Urbbatcdfx+K7HGfIVN5fYFgEbAue+PfVa/pb1MpeNPZvTh83H6XXxk2PD8VUo9G1b95fjdPtYMCU91KFIH6KeOpEQch4+TOPBPJIWnRpUe5fP3WFBd6K5c+c1+3rt4S+wmiwsGDKzU3GKiEjXNRYUtDmfLph80Ohxsr/yEAmeoXjxUO49GtT7Hkm3MWzR8Z/7g2LSOFJXjM1sZdHQudg1PD+srMsuZczQBAYmR4c6FOlD1FMnEkJVn6/DEh9P/CnTO/3apoVPUlJSqGyo5s73H+DiMUvJ+iyXA0NzW7T3+rysLtrEvMGnEGNVIhAR6U2Gx4vrcBFJC1sfWhlMPthdvh+v4aWyKJkRg8007Xj3wKl3EmWxkZKcTGVDDcs+fpCUqESG157FjqjXAbAmJwauM2/IKXx2eKPyQRiqrneTlVvJ9WeNCnUo0seoqBMJEcPjoXrdehIXzm9zKE57mhY+ibba+ezQBmwWK1MSpvFZzEdAy6Ez20p3UeWsYf6QmTi9LsC/+qWIiPQ8V/FRDI8He2bLnrpg80F22T4GxaaxZ5uH8xYM5KNG//Gfr32sRdsKVzUVxwo6gMaDhwKf2y125YMwtWm3A5PJxNxJaaEORfoYFXUiIVK7fSfe2tqgh162xeV189GB1SwcMou33v2IiozW50L8Y/dyAB794q9dej8REem8xnz/nnH2YS1XvgwmHxiGQbYjh0z7ePLcPqaOSeCj7ODfv3zLJhjk//w/+/wrXiofhJ91uxxMHZVMYqwWs5HmVNSJhEjV52uIHjUS+9ChJ/X6BreTnQcq+GjnehylYymtGko+75NcYVCZ4i/sosw2RidldjgPb0xSplY7ExHpQc78QmxpaVhiY1qcCyYfFNYeocpVg7N2AEMGxDAo9fh17l/wQw4d9rBy10H2lhRgi3bjdQzjnLLP+WSpf7Xjgv3ZGANj6GgNFOWDvqukspEDh2v4n0u6tqetRCYVdSIh4K6ooC4rm0E3XNep1xmGEfj8njUP+z9JBnsyZLMNYuDLQy8za84m+wt/UTdrRDxLVv4FgL9Pvp4KJyTHR/Gdm2dptTMRkR7kLChodX+6YPNBliOHaIudfTk2ls5IbXbu96/u4/BR37GvhuI89tkByxDAP8d6z2AwF02m/qi/cFQ+CD/rs0ux28zMHJvacWPpd7T6pUgIVK9dj8lmJWHu3E69zuVzd6p9ZV09H39xBHxWZs32cNtlU7B5weaF+74+i4FJ8VRW+/hsR0nHFxMRkZNiGAaNBYWtzqcLNh9kleUwNDqT+gYfs8YPaHbusKMBe5QJy8A8bJm7sEQ3AAZ7E0cG2uQMjafxaKbyQZgyDIN12Q5mjR+APcoS6nCkD1JRJ9LLDMOg6vO1JMye1eownGA17FxEXP4sbnmtlFteK4WKeNh5Gg07FwXabM+txO0xiIou59pZk/E5nYFzsWYfF81Jx+Zzsy7b0aV7EhGRtnkqKvDV1RH9pZ661vKBYRzfTLzpo7yhgoNVBfhqBpCSZGbEoNhm10mIMzF+YS6DJxRhHXQI8LGgYQ+YvYE2rpp0fD6T8kGYOlRcx9HyBhZO0QIp0joNvxTpZQ05+3CXljL45hu7dJ2YaZ9TB/w1s2nz0VpIWc2JZWJNnX81szuz3qH8x+9QfsK5A3fezUDgLuDp+G91KRYREWmbM78QoMUedV/OB4Zh8OgXz7Y5D/qgeT2Mh8e37OTb064NHPeMX8H++uPtoqZ9xnYghrzAsWRTGqUoH4SrddmlJMbamDwyOdShSB+lnjqRXlb1+Vps6enEjO/8ROfOTl73mpwdNwIS4jQpXkSkpzQWFGCOjcWamtLs+Jfzgcvn7nBhK4ADQbT5sowBwfXwKB/0PT6fwcbdDuZNSsNi1nxHaZ166kR6kbehgZovvmDAhRec1ET0E19zy2ul2Lwt27gt8Ncr/L13FTF7wJzBo6Ov47ozR2J94c8MdFYAMPjBB3n4P/sorWzkUg3nCBtuj4+cgmrqnR4GJNkZNTheixqI9HHOgkKiM4c3+7/aUT546LRlRFmi8Pq83LvmMdK84zm8ezC+SR8CzfOBUTKcYQMTyCt0kuQew8CSQk6p3M3GaWdzJMPfPirFAeahPDr6Oq5dOoLaf/+LCXX+4jD1vl/yxFu5ygd91O78Kipr3Rp6Ke1SUSfSi2o2bsZwe0g8dUGXr/WnkVewZLyPWe+8AcCYxx5mZ0E9f3p7F1Y+ASC7IptJEzLYvdfEC58eYnzKZC4uXQPA/f/O8q92lmzn9OkDuxyP9CyfYfDfdYf5cFMRtQ2ewPGhaTFcvWQk08ektPNqEQklZ0EB8TNOaXaso3wQZYnCboniQM0hGryNlBemMn1UGttaaWsaWMBhwDYM6jlA3iiODbz8MNBmd+UuJk0Yyu69Jl78LB/bkAWMPugv6n72j524zVaSkpQP+qL12aUMTIlm1JD4UIcifZiKOpFe4HM62Xfb7QDETpmMLaXrv4C7zVZW7fUw7dgiWM98kMvmg9VgNQX+YxuAb/BOYuKLACgAnqZpDt5HxABO4M/ZO/jRnFvU49NHGYbB8+8f4LPt/lXpkuNtpCdHc+hoHYcdDTzxn93cetkE5kwY0MGVRKS3eesbcJc6AvPpgs0H1bUu1meXsHbfITyNc3FURHPxzES2lfrPR5ltjIgfxqHawg5jSIyKp9ZVT33qdmJmHw0cf3quPx9Y+QQr4AKe2bWTu2Z/W/mgj3C5vWzeW865c4foeyLtUlEn0ssSF87vluvEzFwJwNNzmoq014j50tY109ImsN2xu8NrHawuoNHjJMYW3S2xSffam1/NZ9tLMJngpnNHc9r0QVjMJuobPfzzo4OszS7l+fcPcMqYFGxWTZUW6UuchU2LpLTco669fHDPs1vxuC34f1XzD7v7x8e5WE/o8CuvrW/1tV9W62pgRvpktpRmddg2tyofl8+N3RIV1LWlZ23bX0Gjy8uCKekdN5Z+TdlfpAf5nM7AR5PY8eNbHAtWlNlGtMUedPu5g6YH3bbOE9wvB9L7Vm0rBuD0UwZxxozBWMwmfIZBbLSVb1wwhtTEKGobPGzeWxbiSEXky5wFhZisVmypqZ3KBx6vQXKKh5iRe0lONBEbbcHtMQLnXT43Nc3WsGybDy8DfRMDX1/9ETw88wfc+kopt75SyiOzbmeR78ou3KX0lHXZpYwaEs/g1JPfAkn6B/XUifSgpiE2J8q9+6eBzyc8++dOXa+g5giNXienxnyFDTWfM7IkmesuuZ36Rg9RZheDjv3Q/8uOf1PrqmNo/KDAa695r4zEel+z61XHmnn5fA3Z6+sKSuoAmD3e3xW7J7+KFz/M5UfXTCElIYpZ41L5+IujFJTUsVBPc0X6FGdBAVEZGey//c4W59rLB6dMjCEn7m2WDjmN/77j5hvnj2FnXhnZx84frj4+jPKW1x3YTij4mritJv76VX8vn6vueFGQVlHK4bvvpWmdy8If/z+mW+Dzq/Xzoy+pbXCzM7eSa5aODHUoEgZU1ImEkU8K1pEanUTB7u2YhsG1S69j6ih/4VZe7n9i62goZ0/5Ab426VI+3VYSeG2M00esq/n13JbmRZ70TU1LWDe6vBiGwX9WHSLKaiYp3v8rWb3TvwyqxaLBFyJ9TWN+IdGZw3Dmd7wNQVllY+DznLi3AFh55DNiZsNLJR/BCXuOrzz4ReBzm8dodTVk/8xqP62EH3427SnDMAzmTdLDV+lY2BZ13/nOd8jJyWHVqlWhDkWkTeOe+j0Apa8vp3KFf0XKMY89jNke/BDKJlXOGr4o3sms+Nlsy9hAZkkCQ4cObdFu9eFNRFvtzBk0jXfeXg1ju3YPEnqTRiZRUFrPqq3FmE1woKiWH10zGbPJRFWdiy05/mGXkzKTQhxpaCgfSF9leLy4iopI+srCoPJBgxO8NSlYEirava63JoXshkNwrPPt6cmXcNvisRh/egyA189N56gvAU/uDKysBuAjxxuY4vzt/3ThUKItjXznDf/PjtGPPsQzH+QCr3fXrctJMgyDqlr/cNx1WaVMHplMUpzmN0rHwrKo+9vf/sZf//pXFi9eHOpQRNrVlKzr9+Y0O3YyRd3qw5uwmC0UZe3FMwwuW3RVizZur5u1RVtYOGQWFpMNb4XmWEWCpbMGs+KLo+w6VEXukVpGD4ln7LAEth+o4NVP8mh0+RiWHsukEYmhDrXXKR9IX+Y6ehTD48E+fFhQ+SA5zo5rz3wwe5iy6BCjfYv477pCfnrDNIYPjKOsspGf/W0b+CzEz/qMQOfc1HU8VbYOmg2frME6e3Xgq8n5Deye5P/cyFnA5KotgD9H/GPVYb7IqyFGHUIh4/H6+HjzEVZuPUpp5fE5lgsmp+Hx+rBqJIZ0IKz+hXi9Xh544AFuueWWUIciEjRPVRWuwsNduobb62Z14UYmxE3AMaiC4cWxjB01ukW7LSXZ1LnrOW3YXL74PJuJ1XmBc9kDB/Cvc5IDX2f+7Ce8NfHyLsUlvWNQSgzfOH8MJvxDMHOP1PLdRzfwxKu7OexoICnOxq2Xje9Xy10rH0g4aCwoAMA+zL/yZUf5YECSnfR0A3w2fAXTeXftUc6bO4KxQ1KwmWwsX30EfFZsSZVMTmuZA9ozf+/xOXgNPjsbYo7vj7cuu7RT15Lu5fb4eOLV3bz8yaFmBR3A+l0Onnx9Dx6vpktI+8Kmp66xsZH58+ezY8cObrrpJlasWBHqkESCUpe9G0wmxjz2MNaEhJO6xubindS46yg/WIgzw8RFcy5rtd1nhRuZmDqG9JgBbP3vc4z0lbIJ/zYFn6XMI7Yxj6qYSgB+t+oAh30utJ5WeJg3KY2XP8nDYjZTXefCZ0BctJWvTE3nvPkZpCR0vvc3XCkfSLhw5hdiS0/DEuv/SdtRPqhsrKY+bRuUzmT3wXosZhPRNjP/XVfIuuxSDjsaMJnANGQvDUXzIMa/RcGFDaex4dAuLs/eA8Dfpn6F1GFOEtPc5Db49yltiD7+ftNq9pKbNoXfjr8ekwmmjExm8cw0/n7oox7+G5HWvLOukOy8KqKjzFy9ZCQXLBrHj/6wBqvZoKi8gR0HKnlvQxEXn9pyWwyRJmFV1FVXV/Pyyy9z9dVXM3LkyFCHJBKUuqxsokdknnRBZxgGnxSsY3TcKI6mHiCj2M7YpWNxev2rnjR6/E/19lcc4mB1Ad+YehWb1+8is+wAtRecA2wBIGbSZgzguaFNw3NWqaALIyu+OEJdg4df3zKTtCQ7LrePaLsFcz/qnWuifCDhwllQENh0HDrOB8sPfEhsSi0zpg9gzY5yvD6D11cXBM7bbWZSxu9n4OBUsjZUYD82nPK/MathIvx1YtPP9xwcgKPh+LVjFp5KUz7Yf0Y+kB/IAQeAA4e6446lszxeH6u2+retuencMSycks7RsgYKS2u5/cqJ1NS7+fu7B1i55SgXLBgaWDhL5MvCpqhLTExk3759WK1hE7IIhs9HXfYuUpac/HyffZV5FNYeJaM4lfqBJuITE7hj1S/bbP9/Wa8CMOjsFH5y3rmY1m7B6CAHmDCREtU/F9kIB/WNHt5Zd5jTThkU2KuoP8+vUD6QcGAYBo0FhaSctdT/dQf54EBlPhuPbueroy/ijeVVzJs4gNEZCRwoqgFg7NAEBg9v4M/Z/2VI+TnY0/Z1Kp5J5yxl4PtbKElpv92YpEyizLb2G0m3KXI0UF3vJsZuYe5E/6TGT7cWkhBrY+qoZAwD/vHRQSprXZRUNDBkQGwHV5T+Kmwyotlsxmzuv7/ESHhqzDuEr66O2CmTT/oaK/PXkh49gKq4UgaX2Dg6KLjNZovTLNTuyiKt1E3pQBuZpbFce9Y3OVzWQFyMlWHpxxNDSlQSFovlpGOUnvXexiLcHh+XfmV4x437AeUDCQeeigp8dXVEH+upay8f+Awfr+b8l8yEDHJ2JGI213DjuaOJj2leXP15+z8ZGJPGzjVmEmaV0tjiSm0r2LCFa98v5chF13HqxQvbbBdltvWr+bmh5jP8205YzCYsZhMNTi8fbSxgyexhWC1mfIYR6J3zeFvuRSjSJGyKOpFwVJeVjTkmhpjRo9ptZxgGLp+7xXFHfQU7HHsYWJ5CXaqZC9LO4NVG//yhh05bRpQlipSUFD7Y/xkv7XyT+xbezppH/8mHp/onvWd9+Cal86xYPAZ3fvUuoqKiGJnW/fcpPaey1sWHm4o4a84QUhK0rLVIuHDmFwJgz/TPg2ovH6w7spX8miIuHXQNL+0u5xsXjsIWZQSG2cPxfDCGBdgSqmmkNnAusc7EjQ1jMVauBeCvV6Tz/xb9kE8f/wcrFzgAKH/vAxoTh3HGxaf1657+vmZQSgxRNjO1DR725Fdz8EgtjS4Pl50+GnwNZB+spMHpJcZuYWBKdKjDlT6s3xR1KSkppKS0PebA5/NhGM2fgDQ9CU5NTe3R2EJJ99izDu/ZS/KMUxiQnt5mG8Mw+MUnj5FTlttmm5LUCmwuuOCyC3h1ub+oG5Q2iGirHZPJxKq8tSwYPgtPmYWRhXsA/xCOt6YbgIkzzbMYPHhwd95ar+rP/05f+XQnUVYLXzt/aoun9q0xmUzt9mJpyKLyQVt0j92r3uHAGh/PwDFjMJlMbeaDOlc9b+d+zIKhs/l4lYvUmV/wUsn7vFTS+nUPsB77+DhsllhqPfUALEmbzdoda2jqf5s9ZCr1pT4yinMA/73G1FeRdPO3GZge3k/2IvHf6ZJZw/hgQz7/914u9U43Z87NZGBqHNm5DTz/wUEAls4ZzpBBbf8u0Rrlg/5F302RHuKuqaF2/35Gn3Vmu+2cXle7BV3gelHgOuGpbZOtRbsoqijn27OuY+dDr5JmOf6Lf0OMhdh6g29+/dudvwEJuSOOOj7ckM8N500IqqATkb6jLi+P2FEjMZlM7eaD13a9h9Pjwlo6hZqGEszWjrcXcBp1zMuYx+r8jQC82bAZxtnZOu7YL/0lWawvyYJLjxc++enj+cY5c7vn5qRbfe3cCezY7+BImb9I35ZTynd+u4IjjjoAhg2M57qzx4cyRAkDKuqOaWhooL6+vtmxpqdA5eXBzWEKR7rHnlO9cTP4DBg5ot33PnF4TdOQSoBPCzbw5oGPiK/yUZPkH09fUVkZaLs56xArNjvYsq8MjLN5IGs/k2vMRM04FfAvc41hcMOIK8L++9tf/53+39s5JMbZOHVSUtD3HhsbS1xcXI/E2F8oH+geu0PNgVziZ8ygrKyMso0bcJsMnMMzOFJ6fL+4o3WlvLfvExamn8rH75Xw1cVDedf/e3yr+cDIOQ3Gf+ZvUN25eIZdeiGVlRXdcWshFan/Tn90zUR++pdtuL0+isv9P3+sFhPzJqVx7dKRuBtrKe/MJEqUD/qbflPUVVRU4PF4Qh2G9CN1WdlEDc3AltrBUmMnOFLWwPvr8sg7Wku1y4kteiaVw3ZhaWU6/O9e3oXVbfCT3H8D8Ojo69iSPIl9DT6airr0cjMzzprZLfcjvSvvaC0bdju4+fwxRNmCX8Smvr6+RUFyopqamu4IL6wpH0hP89Y34C51EDV8KI9+8Sy5tflwdTrseLLV9mtL15AwdQBLZs3m3dX+Y+WVHtbsKOXA4RoKa+uJiZ9PTa2dph0pdxZth2PrXTVsXYLNAz84+AoAfxh1NW6zlfhoH94p/iH706aP6Mlbli7aebAKt8fHT742FXuMvxAbEOfr0igN5YP+pd8UdSK9yTAM6rKzSVwwP6i2TZ7Y9QdIApKgaUkMSxttDZOX2PQK3Mf2Fjqv9DM+H3oqFW5zYO+h2878fpfuQ0LnP5/mM2RADIumDQx1KCLSSc5C/yIp5mFDyN33blCvcUeX4eX4w4b7n9uB4Wv6NS0BVw1gPn6+MtZ5wqtNxAwoB//0K84rXuPPB67j+UArWvZdXp/Bu+sOM3tCKuOHJ0Zsb6T0LBV1Ij3AWXgYb1U1cVOndNi2tVUv2+I+oW3MzJW4gKdHN02cdvHlDcWTkrX3XDjalVdF9sFKbrt8gjaaFQlDzoJCTFYrUYMGwbHt5P5f+lfJtw1hXXYp5TVOSp3FJA+sp+xQGrbpK1tcwwCmjEqkNGYrHreZ8n3NV81Md7gpTfP34sTMXImb9vOB9F0bdzsoqWzk1ss0b05OXtgWdXl5eaEOQaRNdVnZmOx2YsaO6bDtib1v1n1nMnLKfs75x2YA/rV4IDWVS/BO8Cd8m9mGpTEVb3THT+8SGagNZMOI0+UF/P8e/vPpIUYPiWf2+MhZ3a0nKR9IX+MsKCAqIwOT9fhYi7/vMDhQeOKiWCkUV6ZgthzvfTsxHyydNYjy1LV4aoow7f8KcyakUuTMo2lW3LQDZlZGJ0J8x5PrkkyDlA/6KJ9h8M66QqaPSWbE4PhQhyNhLGyLOpG+rC4rm9iJEzDbOk6i+cV1gc9HjzvKkZpD2Py/3zONkYxdPIr/OzavvrCkFq89uOEY1ZTg8/m0qXgf5vUZfLa9mJVbjlJY6p/3MCDRTlm1kx9dM1nDpUTCVGN+IdHH9qdrcqColuioKBadksa66g9Jdo/icG4SvhN2z3BUHp8/XZe6nQOVh1iachlvltZz6wVD+H3W8sD5pNRJOHPTuWPP8WOteXTM9SyeM1w/T/qorTnlFDkauPm8jh8Ci7RHRZ1IN/M1NtKwfz8Dr706qPbFFQ2Bz09981NinQbuY3XYtE83Ur9+E1zq31cor6wMOpGXK1xVpMWot6cv8nh9PPXGXrbtb74aXVm1f57Mqm1HmTgiScMvRcKM4fHiKioi6SsL8TUeL9LMJlh2/VRyGrdgzi2hctc05kxMJe9oFU2P9uqP9dgD7KjYycXDL+DdD+qZNiaBMtMh3ObjDwEPxVRhMsXwhxHXAQYxXie3HnoDgKdHXE6DJRqTCfBZGT5QPUB9kWEYvL22kImZiYwblhjqcCTMqagT6WZ1u/eA1xfUfDqA1Hg7OPyfP3dp+5vCJsXboMz/uSd7NonVjVxdvAqAVwYvptqeAlGNWKd8cbLhSy95b0MR2/ZXYLOaueL0TC5YNI5Pvijk//67G4vZxOa95Xy4qYjz5w8Ndagi0gmuo0cxPB7sw4dRvzcncHz6mFSGD4zh2XUbSXSPpNJj58azR7Nm11HePjaCMjk2qtm13i54FybDfmB/dvP32ZXoIM0eR3lZOmAi2V0bOHd2yQbezViMxwCzGeZM0MO9vijrYCWHiuv48bWTQx2KRAAVdSLdrC5rF7ZBA4lKT++4MWCKC351q2EDYuHYapff3vc+Scc7+bjl4KcAVMXAc1OCe28JDY/Xx8otRwC48ZxRnDZ9ENF2K2+uzmX+pDQmZCbywge5rPjiCOfOzcCs3jqRsNFYUACAfdgwHK9vgCH+4+mpVraUZFPeWEVjzkRuXJKBPRpSky2BPedK3UUYBnQ4UtKAxgQPDVVx3HVsW5sTjWso4vYD/uO/HXsTB4pqmTRCC2f1JU29dGMy4vW9kW6hok6kGxmGQX12NnHTpwfVvqDmCM/vfj3wdcP2xUR7fXznoP/YX8deSQMQc4q/YNtSuqvbY5bed6SsgcpaN9FRFhYeK8Df+fwgVbUuLj99OKkJdl5akUdZtYviikaGDNAadiLhwplfiC09DXNMNPW7dsMQMwCfe//J58d626Inb+BVxwZeXdX8tc9l/6fjgg7ABOmeaAqrgisGdh2qUuHQx+wtqGZfYQ23XzlR8x2lW6ioE+lG7uJi3I4yYqdMwul1tdu2orGKp7a9QKo9haMNJcDx4u2vs5p62j5ttiT154WbeiBq6W3eYysjRFnNWMwmCkvreOmjHC44dSSDUmIwDAOrxYTL4+/VE5Hw4SwowD58OO7iYigpY5h5IoW+sg5fZ/LYSY1PpKSx1P91zmLq65ovdBVtrsZ0in915BqbQbQlhkdHX8elRz7llEsWU/fysV67u+5l7KgBvPJJHmwvx6ufI33OO2sLGT4wllPGpIQ6FIkQKupEulFdVjZYrTzjXEfuqlc7bG8xWYjOdcLQjsfbpEYnUd5Y1V2hSggNTI7GZjVTXe9md14V/1qZx+ABcdx4/kTqaqrYfaiKeqcXu83MwOToUIcrIkEyDIPGgkJSzlrq39rGasUWGw21Hb/WZHXjPTQdBq0A4Jdfn8eOnHq2H3Cww7GX2Nhyrtmwk3+d4u9xcxluBsdEkVvrY8+YBWT+912aZuSNG52Gz2pj80H/Gw9Lj+uJ25WTlFtUQ3ZeFbdeNl69dNJtVNSJdKO6rF1YJ44lt6YwqPZew0vJMC+zHCO48cqvt9mu3t3AL9c/yZz0aWwu3QnAcyPOI3XwZq5d7V9lZdjdd7GzzODfn+0GNnf5XqTnxEZbmT8pjc93lvDH5Xtxub08dvvp2G0WdhfX8dz7BwA4dWo69ihtSSESLjwVFfjq6ogePpzKVZ9inTiWg7WHg3qtDx9lDh8M8n/9+up8NmXV4nL7gCE0lKfx4ZhYYA8AcweeQtQHG8lNnUN2YxxDTQOZif/BX32jh5dW51Ne7SI+xsrciQN64G7lZL29tpDBqTHMHq/vi3QfFXUi3cTnclG/N4eEyy8E1gT9uinFg/j29be02+bDvM/wGj4Ss44nfGZ+QTkmnr762FDNvBeOHe987NL7rlicyfYD5dTU+zce/v3L2zAMOHjEv2JCepKdyxYND2WIItJJznz/Az3b4EHU780h8fKLgM/9J31m3FlnkBgdQ4PTi9VqJiG9isrkzRhW/1Ym37xoLH8/+AkAa7KPYnObuevgKwD8YdTVFBiDiDlW1CXu8DKpfBfFmVPYXhvDB4MWsmncGQxKjeXAsztxuX2YgJvOHY3Nau7VvwdpW0FJHdv2V/CtC8dqESzpVirqRLpJQ84+DLcb28SxsC/4ou7GK29u93yNq46VBeuYl3IKg17/BC5LCPraNnPHm59LaBiGgddnkBRno7reTW6Rv5gzm2DW+FSuP2s0iXFRHVxFRPqSxoICzHFxuEtLMdxuYidPhL3+oq4x+1QMp51ypw//hqMGNbWJmG2LsM/wD7kcMTgODvqv1TTH+um5/gd3Vj5p9ktb2vq1VA0bz+Ld7+JLnsGB9PGUVzspP7bX5dC0GK5aMlJztkKstsHNpj1llFU7ibVb2VtQRVqSnQWT29/CSKSzVNSJdJO6rGysqSnYBg2Cff5jDdsXgyeKzGQrV33h70n7w6ircEcZgYTdkQ8PrcaEiaT3Ckl0ejH7wBfEQ1e7JYoEm+ZR9EU+n8Ff39lPlNXCA988BZfHh+PYnJv0eEhNtIc2QBE5Kc6CQqKHD6M+exfW1BSiBg+Gvf5zhiuGWLuF8+cPxR1zlPf2fgFHJuJ2H/+BXtfoDPq9fBaDKJsZs9vF6ZedyvdnjqKo0qC+0Y3d7GbUkHjN1wqhpi0L3ll3GLen+UI1IwbH4fEaWDW6XrqRijqRblKXlU3c1CnNk6jPwg1njmP8CBf1G/2HbBM24j4wv9lrDcPA5XO3uGaVs5pPC9Yz1TSO0Qc+p2TGRHymUjDgutRzOWXqTFKSkwGoqKxs9tp4ayxms4bc9EXvbTjMnkNV/Pi6KSTE+ntTx430bw5cXh78voUi0rc48wuInzmDup07W+QDkwnuuWEaRnQVv930NhkDxnIoz0pivJmmn/6l1ceLustWlhNX5212/bo4C8uX+n9WlI2YzODsreTMuYCL544BYOZ4/RzpK95cU8ibn/v3LByeHsv44Yl8kVNGZa2bQ0frePK1Pdx1zWQNwZRuo6JOpBu4Sh24jhaTdvllGCccT46CxVOS+cOGZ7nw2LFxZV58Q+PYf+xrwzB49Itnya3Kb/P624w9FJ07gIr4EjCZmVqaxmlnnQZAUnQiAN4oT/ffmHS7A0U1vLG6gAsWDtW+USIRxFtfj9vhwJKcFMgHR+tKA+cnZSYzJC2ahze9QLSRyKEto/jG+WNp9DhZXulvc+Kv903FW1ssRYXkpYzi7G9c0P03I11SXefinbX++ZXXnzWKs2YPpqzayaptxZw1ezCf7Shh16Eqth+oYOa49r/PIsHSY3yRblCfvQvMZmInTWx2/KY9L3Pge3dw4YvZgWPnry9kyer/C3zt9rnbLeialKSacNtMJFYb3Hrt7d0XvPSaBqeHZ97MYcTgOC2CIhJhnIX+VS599Q2BfLD6hL1Fhw+M5ZOC9eTXHKZi10SuWzqa008ZRFrS8W1LMlLig36/pMZaJnz360Tb9Xy+r1mX7cDrMxg1JJ6z5wzBZDLx3oYiYuwWrlw8gqUzBwPw2fbiEEcqkUQ/CUS6QV1WNjFjRmOJjQHX8Q2J3FYTbq/Ror3b2vpwi8W2G1i7o5zqev9gHLPNxYzyHHafcQQAkw/uXnxnD9yB9IYXPsylpsHDj66bgtWiZ2oikcSZX4DJasVZWEjMmNG4okxsOLI9cD4rv5Rq4yNwZDIrcySnzxyA0+tiV/7xjcktJ/xWdu17DqKdzfNHo93ES+f7F9hwnXYeI8cM7tmbkpPiqGoECIzGyDtay2fbi7nkK8OxR1mYPDKJ9zcW4agKfg6lSEdU1Il0keHxULd7DwMuOK/Fuecu7dzqVu9vycPmMfjfguUAPDviMrYMGEMM/qLuLGaRmqqhGn2dYRjkFtX6VzuLtjJheCKb9jhYn+3gOxeP04biIhGosaCQqIwh1O/Zy4ALzmNd0Va8hicwprJ82LtgAGn5ZJPPna2slfXa/g8DnyfUG8S6mp+3nfCQcN6lp/bAXUh3aOo9La1spKzaye//s5vhA+M4Z+6QwHGAGLtWSpHuo6JOpIsa9h/AcDqJmzoFgKhObiNgNo732MRM8y99/dzMpiWs1zT7T3ruGed3LVjpcVv3lfPqqkMcKWsIHIuLtuJ0e1k4OY2FU9JDGJ2IdDef08m+2/xD4mOnTMbILyBmymQ+zvsPnvLBDM0wU+ws6vA6GXGDyHLsCXz9p5FfJabRx635ywF4evhlNESbsbIaALNWtuyzZo1L5Z21hWzJKSe/uA6L2cztV0zEbrPQ6PLy0eajgXYi3UVFnUgX1WXtwpKQgH34MIBOLyFd3lAddNuyhkpio2I6dX3pPet3lfKXt/ZhANFRZjIHxlNS2UBlrX84rVUbAItENMPjwZKQQG5cI5XuSlKci7l9znzuX/sHag6Mw6gcjO9LI/Jnjx/ADeeM4tebfg8+jq92YPZhMblwH+vMsZhdYDm+d6XX23yZfOk7Rg2JZ2JmInvyqymuaOSs2UMoqWxkR24F728s4mh5A/ExVhZNHxjqUCWCqKgT6aK67GNbGRzbPiDKbCPOGkudp77D145JyqSy5viS1ZetKCe5pvkS1pUJFpaf6X+a56h2MVwLJvZJTpeXFz7IxQBOP2Ug1y4dRYzdwsuf5PHBxiIMA1bvKOG06QMZNywx1OGKSBf5nM5mfwK4y8qInTSRd3JW46tL5KJTpvH6vvdxeXykmYez7H9msXV/xbGh2RZmjx/A4NQY/r3nLeo89QzdF8fhCXUAWGeuoRF4mqbe/U3NfmkrqXSSomd8fZJhGM32G/34iyN8/MWRwNfxMVbuuGoS8TGdG9kj0h4VdSJd4KmsxFlQSOp55waO7SrbFyjoTqubzlcvvLTN10eZbWw6eDDwtd3pazGHosF5/GmsQctFV6Rv2LDbQYPTy8DkaL5+7hjMZhO78ir5YEMRV5yRydGyBj7fWcqqrcUq6kT6uBOHVI576veY7fYWbZrOn8jjKKPGUcb5G+Hg4nNIGlzJ5p078ORP57sXTSMl0c7SWc0XNymqLWH14U3EOC2MONzI4QlBxujR8Mu+6v2NRazNKuXr547GajXz+Y4SyqudxERbmTtxAKefMojEWBV00r1U1ImchBMTPkDs5EkANHqc/H37q+AzyCyK5bqvX9XhtarrjldxL1/Q/sIq9fXai66vKiz1F/Izx6diNpvIL67jL2/vY9KIJM6fP5QdByr4fGcpBaV1IY5URE6Wr7GR+px91O/e22HbM8edwr92v463OoVzJkwnNRWqT1gdGfw9Ok9ueQ4MOOvzMt6dkQkENyS/s0P9pXds2uPglU8OcdGpwzjj2NYFi6ZpmKX0PBV1Il1kH5GJNcG/t9B/dr9Hg9FAfB1897LbOnytz/CxumAHtHwI3KrGxq5EKj3JavH/gtXg9LB6RzEvfniQjAExfOficZhNJuobvcfaaV6dSF/V2pDKuqxdNB48SN3eHJz5+eD1YUlJxj5/NjHjxhKVMYTDjz7hbzx8CM/O9eF1DGde3C6qa2qwxptZ6foHK1e388YmeHtpEtS68dakYEmoaDdOb00KidEae9nXHDhcw1/f2c/8SWlcfpr2IpXepaJO5Jhghtu0lvBjJ4zH53SSV1XI2uIvMBlwTso5xMTH4PS6WlwjcC3Dx0t73qbYk4u56a2+mEF6rZurilcB8OqgMyiNt8HsbQAMTlMS76smjUjivQ1FrNlZymfbS1h8yiC+dvYobFYzPsNg1Tb/ameTR2pSpEhf1dqQyqI/PRP4fNAN1xMzYTxPHn6L3Kp88OZDAXB107y3Y6MpBh9iXfEhjJIxMPhAcG9uMkFsA3wxH8+xXrhoTyPfKXgLgL8Mv4RGq387lLiEeAanKh+ESoPTw978apxuH4NSoxkxKI7SKie/f203IwfH8a0Lx2p1Uul1KupEgmQYBrt+cELCP7YiWcmKjylZ8bH/i6vSGHckjW2T9/D6qo+Cuu68nEY2z/Qn6oaoGCpOKCZr45LxRJsC/1GVxPuugSnR2Cz+zeZT4qOYOT4Vn88g72gtb68pZF9hDVaLiTNmDAp1qCLSCsMwAitNtiVp8Wm4fG5ydxV0fEETnD9+Hu9XB1nUAQu3NNJYsY+1qdMxGT7cVgu2Y2tneWzxeLBiGHDOnKGYzSoaepvb4+O1Tw/x6fZiGl3H57sPS4+lvtFDjN3K9786EZtWOpYQCKui7uDBg9x1112sWrUKgIsuuohHH32U9HTt+yQnx+fzUV3nH+ZiOF3UH1stuqqmHJMrCsPjJbrWievwEZ6uWknB1e3/W7N44BtXfJOfrn8k6Bg2Tzm+RHXMtHV4gKcXNL3PmvD6TxqhDMPg4JFatu+vwOn2Mig1hvmT0oiN9n93tu8v5y9v7yM+1orbY1BR6+KJV3c3u4bFbOLbF40jLUkbj3cH5QPpTi6Hg99tfIbCDn7Gj1r3NF9nRtDXnTo2nve3BB/H0BIng6u3U5Q+mjxvPF7f8dWQPV4DwwxzJgzgnLkZwV9UuoXPZ/DUG3vZfsD/O8PA5GiS46PIPVITmFP97QvHkqAFUCREwub3xbKyMpYsWYLL5WLZsmV4PB4eeeQRduzYwcaNG4mKiur4IiIn8Pl83PXZr5sPkbziWELf/nTgkM3t45tvlHVY0AF4rdBoODts10xU8E/0bJ3c2Fy6rrLWxZ+W55BT2HzxgpdX5nHF6ZlUN3h4Z20hM8amcMtF42h0eflgYxFrskqpa/RgMZuYNT6V8+ZnMHpIQojuIrIoH0gwDMPA5XMHvvY5nXz2P98FYMzjj2C22/FUVVHz/sc41qyh8KspHV7zYMNRDi5/ES4L7uGBy3d8cStP1ixwxhPnruWmwx8A8MLQc6mLB+vUpsrPwHrd1/l/S+bz2fZiVm45ym/NNwGQOTCOpbMHc9q0geqlC4GNexxsP1CBzWrmfy4ex6zx/q2G/rQ8h817yzCAN9cUsHBquoZeSkiETVH32GOPUVhYyM6dO5k0yb/S4Pz58zn77LN5/vnnueWWW0IcofQFPp+P2hP2hysprabmVn8SH/XQrwPz5OKtsdR66tud89bEbTOT+sBPIOtvQcVQ9aXVzToypjiOwgx3h7HYLVEk2OI6dW3pmkaXl0f+nU1RWQNWi784S4mPYufBSoocDfxrRR4AV56Ryfnzh2I2mYiNtnLdWaO45syROF0+omxmLPoFrFspH/RfXy7UWhN17OHXo1/8ldyqLw2TbHo4t+7hwKEMq5cbLjwb2BxUDEPuuRt2/V9QbfMO1wQ+//rBD0j7Unr47sEPcMTDP6f64xryv99l/LgpACyZOZglMwfjcvt766JsHYwNlS5pcHoprmjAbDKRkRbTYlGrVVuLAbhgfgazJwwAYPnnBWzaW8Y3LxjDv1fkUVrpZFdeFVNHJfd2+CLhU9S99NJLnHHGGYEEDnDWWWcxYcIEXnrppW5J4i6Xi7zaw4GvkzwOAKqqj/9QHhk/lKioqBZtW9OZtqG6dmfu0efzjx83m80dtnU6vVQ3ukiKjWqWiFprX1LZQP7ReqKiTEwcnhRo31rb0qoGtudW4PEYZA6MZ/KIpEBbq9XasucNjve+bXwicMhusvG98nFw7MGsZ890YlweLjnyKQDLM5bgtJmxTtxx7AXBP/mvbzjeU+fJmsWkgRlcNs1G5dN/AeCV6WMpc47GOnUrANdd8g0Gx6Y3K0ZbE2+NbfZ3358YhoER5BZ9R8sbqKx1kRBrI2NATJvLfh86Wssn24opKK7DbDYxMTORM2YMZkDS8TmNn20vpqisgeR4Gz/52lQGHdvpd05hNY++sotGl4/oKAtnzx7S4sms2WQixq5fwnqC8kHPXLtT+cDrw2cYWK3t/3wHqKlzUV3vJiU+itgTNlv+cnvDMDhwuIb80jrsZgvTxiaRGGcPtLXZbPxu8184WF3Y7v2NShzO92bc1LKga0PRAAvljrqgVyH++553g2sI5JWWB90WIGlIy21tVMw15/UZ+HwdJwSP10d2XhVVtS4SY21MGZXc6ly36joXr39WwLpdpbjc/t9zEmNtLJk5iAsXDgu85sRta3YfqmLNzhLWZJXy1dMzOW36IHbmVrJpTxmFJXUq6iQkwqKoq6ioIDc3lyuvvLLFuVmzZvHuu8H/gG2Ly+Xih6t/GVTbh+cv4+4ND3V723C9drfF0QArq4Jsa4U95fDhCfnyF7N/EFTPG4DTcHNo62ZYGuu/3MQduIHXpjcNqclq9p+jpN4R1HUBVu45FPj86wc/IG0nuFZA7LFjN2/ejyN+f+DJLPgL5QRbHF/klPPJlqMcKPL/UjV2aAJLZw1h5riULu1J5HR5+XR7MZ9tL6a4opHoKAszxqZy9pwhZA7qWu+fo6qRjzcfYcPuMmob3CTHR3Hq1HTOnDWYxLiuDYPLPljJR5uPkJ1XhcfrIyMthjNmDOaMGYNaJOeduRW8sbqAg0eOPwofnh7LJYuGM+fYU1XwF4j/+TSfd9c3/+V3/+Ea3t9YxDcvGMvCKf7vzec7SwC4+NThDEqJwTAMVmw5yksr8hg5OI7yahcVtS627a9g3qT29xiU7qF80Lev3W1x+GBTTvNDv557Z4cFHcDB6gLKajpXTO3cswcWBde2yFGLNTW4tluK92A9tjZSo91M/QmLazRptLcsNAzDUD74kh0HKvhw8xF251XiM2BQSjRnzBjEklmDsZ9Q+BqGwSdbi3lzTQHVdcd7deNjrFywYCjnzcsI/P1V1bl48MUsSir9+wUlxFrxeA2q6928uaaQ/UW1/PDKiVgtZpr+yh97eRfV9R7Sk+xcvWQE583zz2+sd2rbGgmtsCjqDh/2//I1dOjQFueGDBlCVVUVVVVVJCWd/FLhwTzdbLKxbHuPtA3Xa/eVOLKrcjpudIK955wJnnVBtX12+6uYjuWjsz6vYFBF803Ai1OsfLzI3+13uLgCOrnAoc8w+L93DwSKiCbZeVVk51VxxoxB3HTu6JNK5NX1bn7372wKSo/3BNY2ePh8Zwnrskv59kVjWTD55BaX2FdYzeOv7qbBeXwyv6PKyVtrCvlsewl3XzeZIQNi27lC295eW8jrn+U3O1bkaOBfHx9kw24Hd109OdATti67lL++vQ8D/4Ik6cl2HFVOCkrreeqNvdxw9ijOnD0EgJVbjgYKurkTBzB34gBcbh+fbi9mX2ENz76zj7QkO+OGJVJW5e91rapz8cxbOewtqKaixsU5c4Zw1ZIR/O2/+1m/y0FZdSfnUcpJUz7o29fuyTi2VuwKuu2OrZ90Ko4N4wYAwT28s8bUBT5v2DODpAozXy/yz5F7PuNcqlJ8xEzcBoCP4w8aXztnAMFQPmhp+ep83lzTvKAvrmjk5U8OsWlPGXddMzmwcNW76w/zn0/9uSMpzkbmoDgKS+upqHHxyieHqKl3c/WSkQD8e0UeJZWNpCXZ+dYFY5mQmYjXZ7BpTxnPv3+A7IOVPL18LxU1Lmob/HnfHmXhnq9OZOzQhMD34EhZA7vyKgFtWyOhExZFXU2N/ylVbGzLHwYxMf7hUHV1dV1K4idqODiR9DI355atB+C91AWUpdmIGbWn1bYDHG7OL/e3XTnkVIoSLG22pT6RIZ4Kzjy6Nqhrp5e7Odfhv/YHAxZQOiC4OFYMWsgRWyrEVrfZPqPWy9Ki4OI48dqdiWNN5mkc9CW2H0e1h6VH13UYhyd3POnlbpaWbQTg86ELORxrxjraX8zV788NtG2t8ILmxdfOwzmB4qujQs1UAxzLx0l1nhbzIhqjjr+2wllN0/qGHosJt6XlMBGPpXky/njzET7fWYLZBOfOy+DUqekYBqzJKuXDTUWs2lbM8IFxLJ01uMW1OvL3/+6noLSexFgbl502nCmjkimvdvL+hiK2H6jg2Xf2kzkwjoy0ziXb+kYPf3htDw1OL6OGxHPJqcMYlh7LgaJaln9ewNHyBn7/nz38+paZnZ5TlnWwMlDQLZ4xiK8umUBCrI2VG3N5/bN8Dhyu4d8rDvLNC8ZS2+DmufcOYACLpg3kqiUjSIy1UdfoYfnqAj7+4gj/XpHHjHGpJMdH8d9jBd2VZ2Ry4YJhgfdcODU9MOH9+fcPMDg1hgaX/5eTt9cUMiojngWT05g+OoWJx4b9llT4n+5qmGXvUT4I33ywNvM0cr+UD04cVu3JHc+gGg9nHN0AwEcp8yhPswV+xjeTM5a0Cg9nlm0CYM3guRTGW2H8fgAq166GU/3FSTD5wI2bpoGhDXunkhqTzzVb/FsR/GvcLKqsScRMyDrWYBDE+OdXxTnrGegzB7YdSLMX4HGm0NQfZ7g7t9ptrDVG+eBLdhyoCBR0S2cN5oqlE4mPtbFy4wH+syqf3CO1/Ovjg3z7onGUVzsDuePy04ZzwYKhWC1mfD7/KIt/fXyQ9zYUsWjaQOJirGzeUwbA/142PrCQlc/nw2w2kZYUzWFHPVv3VTBjbApXLh7Afz7Np7TSyWfbS4iNtvrnWOdW8uqqPAwDpoxM6vTfnUh3CYuizjj2U7+9p1JdGYoAUFhy/Lf0obVe7piVieNlfyL66dmZ/OaLfOpHtXzdAIebZbOGUf6K/+s7zx7Gv444aFrMfOv+8mZtTx+RyFfS4nAce+D4g0WD+MOu4sC1XSc84RpS7eGumcfjWHZ2Jo9uL6Dy2HmXx9vs2rdPG0r9G/6v7zp7OJ8eNbH2cFng2hv2lAa+4/Nio7h6xAAcx3LUj84axu+2FAbanjhePc3h5iezm8fxWFYhFcfOl1cd76UY4HBz2+SBuPx7pXLb2UMoMCfyj03H49iyvyzQfpITvjF2AOXH/j7unBnDY4caAm0b848/mbtm3xqGnTCi5trydRSmwmuj/Yn7s//f3p3HR1Xeix//zJKZTDLZQxJCCAn7GgJBVBTZsahYEW9dwau3Uq1Vr4JWvfen1tZbW7uodblaK9e1QtVqrQVRkVURTJAlIQQIe0L2hCyTzPb8/pjJSYYkkIRAcpLv+/XiZTznOYfnmS8533nOeZ7n7CuAYb59rXW8ILDz5UJpSTwregjjwxyk5fiSQfB117J6Xyn4I5mWMJKdLt+XkNY6as07acrZNMRkxRVnHpLn9So+/67Q18aZKQFLVd8wM5SI0CBWfnWYNdsKmD4hvkOrahWW1bHjQAUGAzx442iS+vmG1sRFBjN8YDh/WLmH7IOVfJl1gkVzB7f7vABf7y6hxuEmPiqYn980Rhv+EhsZzOiUCB55dTtFFfXsPFDBhGHtHKvkt2ZbAQAzJsSz+PIhREeHAzAroz8DYkP4zV+z+Sa7hOumD+Kb3SU43V4G9gvhtiuGaJ9PaLCZm2ancLS4lr1HT7L++xOMTI6gotqJzWpiVHIE+46dpN7p4WhxHXlHT5J7xDf+93ipgxCrmdQEO/mFNaT2t/PIzWMDhtXsPlhJfmENJqOBCUM71j7ReZIPujkflHUsH/xsdBwN/nzw0zn9OWaw89Z3TfXY+t1RbW7zqdf428q3cqyi6Rpf8s/VMNK3b+HBbwLKLqza5ssHw/1Dp1OGgf/T2WCbTEhyPv0bTjL3O98TqtVpkRysHw3s85+h6bod4XYyLWg4IU5fp+7SsBDWVTi1jhqWIq2sd3wex4CXaHy6VeL/42OtDIGme0ftYJB8cIrGz2PmxAQWzR1MdLQdgOnpCSTGhPDrd3azJaeUf5sxiE27ivEqGJ4UztWXDNTOYTT63hG6Y3852Yeq+PvGoyTE2PB4FWEhvs7duu1FVNe52Hv0pK9zmtA0FPX2K3yvKggyG/nrl4fYtKu4xZPU+KhgfnzVsA61TYiupItOnd3u+wV2OBwt9jVuCw8PP+05oqKiiIpqe7niz94+Ab7RWcwo+FpLbgClK1YyLxo+8F+0/7rlS4L839XnlW/REnhj2dHRsGeAr+zu/eXYhjaVTdq/JWCAh+MfHwec+2/fbcfqf3o068Q3lOZ8E3DuWc3Kvv9tJpb4pnM3JvDGsmOAiGbl8w5VaXUZ/v2XlDZLiFUr3w+ox4pvNhHkP/cPyrdoCbzx3DOjm+affbptP7aUpno0dugay9og4NzZ+yu0emQc3kj59qby1V9+FVD2g5O7sbbzRmeJsR822r/ypNtj1jp1UwvyGFDe9OJZ198/5NJoAx+P9gV6e/l+TP7V6D+effqOWrDq2JyEdVkVlFY1YDIZwGRh7Y7AuSBGswWjwUBRRT3/+KaoxbwEg8H/nr1WVhLZc9B3rv4xoeQVNJBXEDhMMD7aTvbBSr7dU8aA+MgO1furHb6ElhQfzuYc/2RI1fgfxcD4MHIPV/Cvbwspq2mqW2M9W1v4xLcgimL3wUoALBYrq7aVYDCU4lUKt9uD26OwhwRRU+fiz/88QHGF/7pgMPLyxwdwe7y4PV7qnR7qnR4qTvqepn3y9XE++dr3lM7R4OGXb+7S/t5gi4mRKdEsnDGUd9f4ngr81+0X4nR5ufcP68kvrOHX7+Rw1aWpxEQEk5Vbwr++OQTArEkDSU3u+B3zUzUughMdfXYdRIPBcNoFdcxmXVz22yT5oOnc5y8fbG7KB2UdywcNp+SDYALzQV5ZA7Yzv0kAgDUp7V7LBIcjCpu/Uze/9GuSTnnY94OdlRyL/lqrh0cZtHzgHJPHamhaKZO9kNx0rMdrxkTLJ3+tUaZogrDgbjYMsy1mgvhi68lelQ+UPykkxYWx94gvH5RWe/11bDpeqcaSgdu9Xi/Z/mGNZrOFf35bhMFQjNeraHB5cLm8hNrM1Drc/OnDfZRV+a4B5dVOnvi/XbjcXhpcHmrqXDS4mm58fLe36eZyjcPN9/srsYdYCA8JYv6lg5k+cQBRYVZufMw3rDYqKorwUAs3XB7N6CEJ/GNjPpm5vg5kdLiVOZOTufrSVOwhXfM6FckHojN0Ec3kZN/VtLCwsMW+goICIiMjCQ09u8m9Da1MXm6L8tiA0y+p3FnK0/5hXIoODvlS7b+j1/QMqx28HZwU3M5VDAG8DUDHRq+0m7HZ07YzddRMdW5o5yvGGtyGDlX5652FQDBej+Kfmw622K+UwuvPcp9vPdLK0JXG/2/5wTYmseKKOj5af6DFfo//Dnydw9Xq/tOpq/d9qcnOLyPvSIW2vfEpSYN/6OLhE9WUVDr8NTX4y7Q8X/NtjUl9a06R78sNBowG33w5s9mI2+37fS2rqtfa6PEqTCYDVksQJqMBm9VMsMXM0aJqsvJKSI4PY2p6f975LA+zycD/u20yMRHBBFvMRIVbMZuMZB/0JXpLkBG7zUJQmJFHbp3E029mkl9wkudXBs7/mTQyjjt+OKZDn5s4O5IP2ih7TvNBB74qnMt84KRT+aA9w+CNhvZXpN9xE+Xh7evUNbhNmLLnYjA04HB6UAqCvG7uOvQBAC+nLMRlNGOzmPBi5SuPb3RKb8oHBnyvhwFfPiitrA+43jf+3PwJu8HgyxfNVz7O2luMyb9gicFgwGI2YgkyavuVUgT5nxCGhVgYPTgai9lIkNlEWEgQ9hALuw+U8uV3x0gbGsNPrhnHfX9cj9ujuP+GCYwYFHh34Z+bfZ9/YmxowAvF04bGkjY0Fo/Hi9ujsAQZz3p0gBBdQRedusjISFJTU8nKymqxb/v27UyaNOms/44hSXZtiMzh9MtJ7xdB6QrfLdfY63/E2znHAd+tvh9mTGbVsS8A+CLuYpbNGRhQtsjmhQbf0vhhYVbtft6q6Iv4r8WT8RaeCCj/58wjgO8COnX4MLbV+IZ25IydSXr/2ICynx4pAXy3jWeMGM3Xleu1cz8yJzmgrOqfwJ//uVU7t83edFGyLbiO2BpjQPnl3x8FfPMRrho/kTUn1gKwIekS7p0zIKDsVyXlgO8L7ujBcRzkcJv1CEpK5M8fb9HqkRAeQuMil8UXXUF6mD2g/Ovbmz6PRRk/4P39qwFYnXApj8xLpuSddwHod/NNbCqpBHxzKoYlR3MM30X474kXEzsgluvGWHF9+D4AmwdPI9fs1Np4xZg0viz9kvZYNHUBb+X9/cwFgfmTh/NF9U5UO76tGDDwP7dPYelL2/F4FUt/NIpBCfaAMgeOV/Ort3ZhNhl45s6J2mTwRo138srLW6729t3eMl78+17sNjPP3JXRYlWujzcd5aNNRxk+MJyHbx7brvY1emP1AdZ9X8T4oVHcefXwFvv/5+1d7DtWzdVTkrhqSofGH/HwK1kUVdTzw0uTmDY+PqCNJ+tcLH3R9z6pJfOHcrCwhjc/y8ft8fDjK1ID2uj1Kp58w/f7NHlkFLPSY9iQFcLRkjo+/zaf2+YNxahcnKxy4Ghw89rHvnFwF46KpfpkJQDJMSZ+fUc663cUsX1fOU63l/goG5eNjyNtSBQ11acs2dpJp4tjR4SEhJx1p6Ynk3zQs/PBmMFx5DfPB7OTKV3ZVNZ8Sj7oHxGqDSE9dtGVTIiKCLjGv5p5WPusF01sygef9L+Mx+anUPLGmwDE/futfH6kFPDNuR6REs0Rfz440007gGvSM/hX4eozlgO4duE1vJazAgBHXhoD3DDnkC+XfDVkLkeNHqzDfK/D+bcZg5g33vfqDbfHS2ZeOeu2n+CvYXcQYjOzcHQ/Lk2LI9R/Xa9xuPjPP30n+aCZR17N4kR5PVdclMiMCQkBbayqcbL0pUwAbr08lYKyOl75xz4qqh1cOTkOm7Xp83G6PLy3xvdsPC01nBCzkwtGxvJNdglPv7WNf//BEMakRuLxKL7JLuGdz33/fqanx1FRUUFbatvc03mSD0Rn6KJTB7Bw4UKeffZZcnNzGTnSN6j+iy++YO/evTz44INnPL6iogK3u+07a5dPSmSPfxjgxro6whrMND71/vxEKcdCjdj8ZUObXURPRJpZfqCICf6yxy0e3sotxpbadN5Pj2YDUBYbxNK1B/jxJBsOf/m3c475JqT7zzcowc42Xx4ly+kirraGWH/Z76qq2aXcWtnEWFvjlAHKYoN4Luc40/xli0M9vL72ADQ79w8yElhd4PvS+lp2EYuHx+Hxl/9o3wmKosxa2XB70xCCIyFG/nqilFH+slnVJ/m2rkErmzE0hoP7m+rxh93HmOkvWxLi5f++2IenWT1mXZTAhwd9CW9NeTU19S4Ga5/HcYqjm8o2Vxpu4I87DzPdX/Zf+YXsVG5s/gVMJo+I4Zh/rRTvuP0Us5+XoOk9dQSunJYQY2/vYmcEB7V/SMWkkXFcHfo4Fc4zf9mPskRgMpmYNCKGb/eU8vqqA/zndSOJCvMNMiqrauD/Vvu+/EweFdsigZ9J+tAoIkKDqKxx8daafG6enaq98yjnUBWrvvUNR5yW3sHlOv3HrPu+iK05pYxNjeSSsf0wGAx4vYpV3x5n37FqjAa4ZFxcp8698qvDvL/uMANiQ5js/2WsrnPx6if7cHsUKQmhpCTYiY+y8f66wxRX1PPCh3u5fuYg+seEUFxRzwcbDnO4qJYgs5GpaXEYDAaumz6IZ/+2h027Ssg7Vs2kETE4XR625JRS43ATYjVx5cWBKytG2C1cfcnAgDkaPVVdXR11dW2/87BxoRE9k3zQvfng3ROljPaXzawKzAcTh8aQ3ywf/H73UWb5yxZaPbx9Sj6YeWE8H/ofSK0rP0lVtYMx/vJv7ThEeaSp1XxQFab43dZ92rnf35HPfita2QuHx3GkAw+b4iJDwf/w15GXRqIL5h72ddQ+HTiDEqsR23Bf3jI2ezpmG76TcmCFtmLk9oAhomNTm57+mE1GLhwVy4Wnef2J3RYk+eAU09MTeG/tIT5Yf4TEGBsX+38Zq2qdvPLJPjxexeD+dpLjQ+kfYyMq7DAV1U6efjebBVMHMri/naPFdXy06ShFFfWEBpuZ4n+l0A2zUjhYWMOJcgd/WLkHm9WEx6Nw+keDjB8SxYwJHf88eoq+kA9EE9106h566CHefPNNZs2axdKlS6mvr+e3v/0tGRkZ3HLLLV36d9lSc/kK4PLGi/SuVpNKY9l8IH+Yv6x7g5bAIXBVvMbVvt52ND/3vtOee31APb5rc+6BLTWXUuCDxnefOTZgO2VUWPOx3sGpuax05TY7957T1iMHyElsLJuJrY2F5WypuVTQ7H1v9euxjA4sY2x2d9CWmst2YLtWj7zT1qOseRvZHVA22NyxcTk2U3tnZ0CQsf3DUYPNQZhMJmJt7R8Lf+20ZLIPVXKkqJYHX85i1KAIFJB7uAqPVxEeGsSCqR3vUJhNRm6ek8rLH+WxYUcxWXnlDB8YTvnJBg6d8N1fHDUoolPvWEtJsDPdn8j/8ul+Pv3mGEn9QsgvrKH8pG/+yDVTk4kK6/gcg5kTE9i6p5RDJ2p56q1dDBlwBHtIENn5Zb7hLmYjt/gn8tusJn5y9XD+9GEuOw5UsONABcEWI/X+IXRGA/zHlUO1uSdpQ6L4yQ+H88bqAxRX1Ae8ry4m3MrPrh2hvWRc9EySD6A788EeYE/zfHCaelQCH4z3l3VtOGM+yAVyk9r3eVTSNDcPcgPKWswdu+4EGZu+DtmG76QCWDGm9VwTbY1s93n7h3T82ir5INCMCfFszS0lv6CGp9/NZtDaI4SFBLHnUAUer2/4Y2M+CDIbuXfhSH6/IocjRbU8937gqqzBFhP3LhypPcELDwnivxaN5eNNR9m8u0R7HUNUmIWZExP4weREee+c0A3d/Evt168fGzZsYPz48Tz22GM8++yzXHPNNaxatQqrtf1fztuSYm/5zqO2TI4Zf07K6vXcPaUeE2M6NrdpdFT7V6kaFpHS7rIdSfiN4iKDefSWsQwdEIbH61soJPtgJR6vYnhSOI/cPJbYiM5NLrxgZCw/XTCCmHALNQ43WXnlHDpRi8loYGpaHPddN7LDS0w3WjR3MPOnJBFsMXKivJ7v9pZTftJJaLCZG2elcNXF7f+9as4aZOLBG8Zw0ZhYTEYDB45XsWNfKW6PIjk+lIduHMOQxKZJjmlDonjklrFMGBaNwYDWoRs3OJKf3zS2xZ3xC0fF8oe7J/Hv84YwY0I8szP687MFI/jNnRNJOWW4k+h5JB/03HP3lHpMiB595kLNjIoc2u6yifZ4np/2OA9OuIuRjvnU77oUR7M/5v3TWBi3iOenPd6phSgkHwSyBJlYdv1oLh3XD7PJwOET1ezOL9ee0D1801hS+zddt1MS7Dxx23guv6A/YSG+zz802MzMiQk8cVsawwcGLqRktwVx85zB/PFnk/jlf4znf+6YwDN3ZXDVxUnSoRO6YlCtLZHUi1RUVPDFF1+QkZFBWNjpV7pwOp0cqjmO2+Xi3S+PUFJej8FgYPggO1dN8U3OT7EPwGKxaGUBMvNK2bi9BLyKyMggbpyRijXY3GrZ8uo63v7sMM4GD2ajkVkXJTAuNbrNc/9j4xHyj/tWdBwy0M78S9qux84D5azdegK314sl2Mytc1OICAtutXxDvZt31x6k6qQbg9nAZWlxTBjedj0+/foIew9Vo1AkRIdw4+xBGM2mVssWldfx8aZj1NV7iLCbufaygUTYW6+H0+3hw7VHOFFRj8EEl4yNYdLIuDbrkXO4ku/2lOD2KJIS7MxOj8doaqqH2+2muN632EVVdQMrvjpMTb0be7CVhdMGEONPhHHBMZjN5oDyjgY3+cdrsJhNDE4KxeRfMaqxrMfj0YZUnqxxsfdYFU6Xl9gIG8OS7BiNBm045dk4UlTLgQLfkIihA8IYGHf68fDtHXvv9SqyD1VSXFGPNcjEuMGRRNi7ZqUuR4ObHQcqqHG4ibRbSBscqQ3rOVuVNU6OlXlwebxE2nzDLk83Kb223k11nQu7zYzd1oEFf7pZV82hOJPq6moyMzOZPXv2aVeA7I0kH3RNPvjXN0fIPVgNKOJjQrhxVtv5oLiijn9sOkZNvYeoMN8TpvBQa6vndro9fLTuKAXlDkwmmDI2lowR/dqshy8flOLxKgbEh542H5ysaeC9tUeobXATZrNy7dQBREf46tFaPnC5PZworyfIbCQuKlh7dUBj2eYqa5zsyq/A6fISH21j9KCIgCGaZ0PyQaCTtU6OV3hxuX35IDn+zPPFvF7VZfE4XyQfiM6QTt1pxMT4Jms5HI7TjknWM2mj/vX29oG0sSv15SQu+eD0pI3619vbB9LGrtSX80FvJM+VT8NoNGI0Gnv1ykHSRv3r7e0DaaPofn0hPtJG/evt7QNpoxBtkU6dEEIIIYQQQuiYdOqEEEIIIYQQQsekUyeEEEIIIYQQOiadOiGEEEIIIYTQMenUCSGEEEIIIYSOSadOCCGEEEIIIXTMfOYi+ubxeAA69Z6P5i8Yra6u7rI69STSRv3r7e0DaWNXarwWNl4b+xLJB6cnbdS/3t4+kDZ2pb6cD3qjXt+pq62tBWDPnj3dXBMhhOg5amtriY2N7e5qnFeSD4QQoqW+mA96I4NSSnV3Jc6l+vp6ioqKCA0NxWQydXd1hBCiW3k8Hmpra4mPjyc4OLi7q3NeST4QQogmfTkf9Ea9vlMnhBBCCCGEEL2ZLJQihBBCCCGEEDomnTohhBBCCCGE0DHp1AkhhBBCCCGEjkmnTgghhBBCCCF0rM926g4ePMi1115LdHQ00dHRLF68mJKSknN2XHfobF0nT56MwWBo8ee66647D7XuvCVLljB9+vR2ldVTHJvrSBv1EsfPPvuMqVOnEhISgt1uZ/bs2WzZsuWMx+kphp1to15iqHeSD9qm13+Dkg8C6SWOkg/appcYiu7TJ1e/LCsrIyMjA6fTyX333Yfb7eaZZ54hJSWFrVu3YrFYuvS47tDZuiqlCAsLY86cOSxcuDBg36BBg5g6der5qH6H/eUvf+HHP/4x06ZNY926dactq6c4NteRNuoljuvXr2fGjBmMGTOG22+/HbfbzUsvvURBQQEbN25k8uTJrR6npxh2to16iaHeST6QfKCXODYn+aCJnmIo+UCcU6oPevTRR5XJZFI5OTnats8//1wB6tVXX+3y47pDZ+uan5+vALV8+fLzUMuz53a71S9+8QtlMBgUoKZNm3bGY/QUR6U610a9xDE9PV0lJyer2tpabduJEydUVFSUmj17dpvH6SmGnW2jXmKod5IPJB/oJY5KST5ojZ5iKPlAnEt9slM3ePBgNWvWrBbbR4wYoWbOnNnlx3WHztb1k08+UYDasmXLuaxel3A4HCotLU0BavHixWrAgAHtSnB6imNn26iHOJaXlyuDwaCWLVvWYt8111yjQkJC2jxWLzE8mzbqIYa9geQDyQd6iaPkg9bpJYaSD8S51ufm1FVUVJCfn09GRkaLfRMnTiQzM7NLj+sOZ1PX7OxsAEaNGgVAbW3tualkF6ivr+fkyZOsWLGCN954A7PZfMZj9BRH6FwbQR9xDA8PZ+/evdx///0t9pWWlrbZVj3FsLNtBH3EUO8kH0g+0EscQfJBa/QUQ8kH4lzrc52648ePAzBgwIAW+/r3709VVRVVVVVddlx3OJu67t69m7CwMB544AHCwsKw2+0MGTKE995775zWuTPCw8PZt28fP/rRj9p9jJ7iCJ1rI+gjjiaTiWHDhpGYmBiwfefOnWzevJkpU6a0epyeYtjZNoI+Yqh3kg8kH4A+4giSD1qjpxhKPhDnWp/r1FVXVwMQEhLSYp/NZgNavwPS2eO6w9nUNTs7m+rqaiorK3nzzTd5/fXXCQsL48Ybb+Stt946d5XuBKPR2O47lY30FEfoXBtBX3FsrqamhsWLFwPw8MMPt1pGbzE8VXvaCPqNoZ5IPpB8APqII0g+aI3eYngqyQeiK3X86qBzyr/Yp8FgaLNMa/s6e1x3OJu6LlmyBI/Hw913361tu+GGGxg7diwPPvggN910EyaTqWsrfB7pKY5nQ49xrKur4+qrr2bHjh088sgjTJs2rdVyeo5he9sI+oyh3kg+4LT7evu/QT3F8WzoMY6SDwLpMYbi/OtzT+rsdjsADoejxb7GbeHh4V12XHc4m7reeeedARcN8N3tWrRoEUVFReTk5HRxbc8vPcXxbOgtjpWVlcydO5evvvqK22+/naeeeqrNsnqNYUfaCPqLoR5JPpB8APqI49nQWxwlH7SktxiK7tHnntQlJycDUFhY2GJfQUEBkZGRhIaGdtlx3eFc1DUuLg7wDRXQMz3F8VzoiXEsLi7m8ssv5/vvv2fJkiX87//+72nvrOoxhh1t4+n0xBjqleQDyQegjzieCz0xjpIPOqYnxlB0nz73pC4yMpLU1FSysrJa7Nu+fTuTJk3q0uO6Q2frevz4ccaMGcOTTz7ZYl9ubi4AqampXVvZ80xPcewsPcWxurpaS273338/r7zyyhmTm95i2Jk26imGeib5QPKBXuLYWXqKo+SD1ukphqKbdde7FLrTsmXLlNlsVnv27NG2Nb6o8rXXXuvy47pDZ+uamJiokpKSVFVVlbbt8OHDKiwsTM2YMeOc1vlsDRo0qF3v7NFTHE/V3jbqJY6LFi1SgLrvvvs6dJyeYtjZNuolhnon+UDygV7ieCrJBz56iqHkA3EuGZTyzzLtQ0pKShg7dixms5mlS5dSX1/Pb3/7W4YOHcrmzZuxWq3k5+fz9ddfM2XKFAYPHtzu43qKzrbxo48+YsGCBYwZM4Y77riD6upqXnjhBZxOJ5s3b9bekdITpaSkkJKSwrp167Rteo/jqdrbRj3Ecc+ePYwePZrIyEj++Mc/trqq2y233KLrGJ5NG/UQw95A8oHkA73E8VSSD/QVQ8kH4pzr7l5ld8nNzVXz5s1ToaGhql+/furWW29VxcXF2v7ly5crQC1fvrxDx/UknW3jRx99pCZPnqysVquKjIxU11xzTcAdsJ6qtbuWvSGOzXWkjT09ji+//LICTvtHKX3H8Gzb2NNj2FtIPuh9/wYlHywP2N7T4yj5QPKBOHt98kmdEEIIIYQQQvQWfW6hFCGEEEIIIYToTaRTJ4QQQgghhBA6Jp06IYQQQgghhNAx6dQJIYQQQgghhI5Jp04IIYQQQgghdEw6dUIIIYQQQgihY9KpE0IIIYQQQggdk06dEEIIIYQQQuiYdOqEEEIIIYQQQsekUyeEEEIIIYQQOiadOiGEEEIIIYTQMenUiT7jyiuvxGAwYDAY2LNnT5vlbrrpJgwGA0ajkczMzHaf/9NPP9XO/6c//anF/qqqKmpraztVdyGEEF1H8oEQoreRTp3oM9LS0rSfc3JyWi2TmZnJe++9B/iSeUZGRrvPv23bNu3nyZMnaz97vV5effVVxo4dS1BQUEerLYQQootJPhBC9DbSqRN9RvMknp2d3WqZhx56CKUUVquVp556qkPn37p1KwBBQUGkp6cD4PF4yMjI4Cc/+QlJSUlYLJbOVV4IIUSXkXwghOhtpFMn+owzJfFVq1axdu1aAO655x4GDRrUofM33pkdN24cVqsV8N0B/v777wG46KKLOlNtIYQQXUzygRCit5FOnegzRowYEZBcm/N6vfz85z8HICoqikcffRSn08kLL7zAlClTiIiIwGq1MnToUB544AHKy8sDjj948CClpaUAXHDBBQDMmzcv4IvDs88+S1BQEA6HA4Ddu3ezaNEiUlJSsFqtREdHM2/evFbnbXz77bfMnz+fqKgo4uPjWbp0KQ0NDSxatAiDwUBCQkKL8tdffz2JiYlYLBaSk5NZtmwZdXV1Z/MRCiFEryD5QPKBEL2OEqIPSU9PV4CyWCzK5XJp219//XUFKED9/ve/VxUVFerCCy/Utp36Z8iQIaq4uFg7fsWKFdq+1157TSmlVExMTIvj0tPTlVJKbdiwQYWGhrZ67qioKHX8+HHt3CtXrlRBQUEtyi1YsEClpaUpQF111VVa+eeff14ZjcZWzz1z5kzl9XrP9ccshBA9nuQDyQdC9CbSqRN9yuLFi7WElpOTo5RSyuFwqKSkJAWolJQU1dDQoBYsWKCVu/baa1VeXp4qKytT//3f/61tv+eee7TzLlu2TNu+Y8cOpZRSLpdLjR8/XgEqNjZWuVwu5fF4lFJKzZo1S5nNZtW/f3+VlZWlampq1GOPPaad45133lFKKVVQUKDCw8MVoCIiItQnn3yiysrK1BNPPBGQnJ988kmllFLr1q1TBoNBAWru3LkqJydHVVRUqMcff1wru2bNmvP5kQshRI8k+UDygRC9iXTqRJ/yu9/9Tktm77//vlJKqV//+tfatnfffVft2rVL+/+0tDTldrsDzpGSkqIANWzYMG3bZZddpgAVEhKila+pqVEmk0kB6sorr2xRF6/Xq+rq6rSfX3nlFe3v/fjjj5VSSj355JPatuXLlwccP27cOG3f6tWrlVJKzZ49WwHKbrer8vJy5XK5lMvlUk6nU9lsNgWoJ554oms+TCGE0DHJB5IPhOhNzAjRh5w6OX769Ok8/fTTAEyaNIkbbriB559/Xitz9913YzKZAs4RFhYGwMmTJwHf/IusrCwAJk6cqJXfunUrHo8HaDkpfvXq1XzwwQfk5ORQWFhIYWEh9fX12v7G1dI+++wzACIiIrj55psDzpGcnMyuXbsA35LZTqeT9evXA1BTU0N0dHSrn0Hzv0cIIfoqyQeSD4ToTWShFNGnnJrEf/nLX1JVVQXAM888g8FgoKCgQCszYcKEgONra2vJy8sDYODAgYBvkn1NTQ3QNCkeYMuWLdrPzZP4r371K+bNm8drr72G3W7nzjvvZOXKlQwYMACAxMREkpOTAThy5AhAq+80alyxbejQoURFRVFRUYHL5TrjZ5CYmHjGMkII0dtJPpB8IERvIk/qRJ8SHx9PXFwcxcXFbNy4kbKyMgCuuuoqpk+fDvjugjZqntABnn/+eRoaGgCYP38+EPiS2eZJvHG7wWDQtns8Hu19R3fddRcvvfQSAAcOHOD48eMAXHzxxdo5Gu/yNq6k1mjNmjUcOnQIaHqxbWRkJGazGbfbzU9/+lNefPFFrXx1dTUWi0Vb7U0IIfo6yQeSD4ToTeRJnehzGu/OFhYW4nQ6MZlM/OY3v9H2X3755drPDz/8MFlZWZSUlPDcc8/x+OOPA767m/fccw/Q9JJZCEziu3fvBsBqteJ0OnE4HFRVVWnDXQ4dOkRlZSW7du0KGEqTkZGh/TxixAgA9u7dy3PPPUdVVRWrVq3illtu0co0JnGr1crcuXMBePPNN/n000+pqalh06ZNpKenExISwpVXXtnpz00IIXobyQdCiF6juyf1CXG+PfDAAwErhd1xxx0tytx9991tLl8dGxurtm3bppXNyMjQlp5urnH7qX/PqduBgOWs33jjDe0ca9asabUOZrNZ+3nLli1a+by8PBUbG9vqMf3791e7du3q6o9TCCF0S/KBEKK3kCd1os9pPo8iNDSUX/ziFy3KvPDCC7zxxhtceuml2otmhw0bxv3338+uXbuYNGkSAA0NDezcuRNA29boxRdf5IILLiAkJISIiAhmzZoFwN/+9jeuuOIK7HY78fHx3HXXXdoEeEAbRgMwZ84cVqxYwbhx4wgODmbUqFHaC3ABbDZbwDyPYcOGkZmZyW233UZCQgIWi4WUlBTuvfdeMjMzGTt27Fl+ekII0XtIPhBC9BYGpZTq7koIIVpat24d+/btY/DgwUyYMEFbvczhcBAbG0tdXR1z5sxhzZo13VxTIYQQ55LkAyHEmciTOiF6qKysLJYsWcLs2bNZsmQJZWVlFBYWcu+991JXVwfA9ddf3821FEIIca5JPhBCnIk8qROihzp48CBjxozB4XC0uv/CCy9kw4YNWCyW81wzIYQQ55PkAyHEmciTOiF6qNTUVDZu3MiCBQuIj4/HZDIRFhbG6NGjeeyxx1i7dq0kcCGE6AMkHwghzkSe1AkhhBBCCCGEjsmTOiGEEEIIIYTQMenUCSGEEEIIIYSOSadOCCGEEEIIIXRMOnVCCCGEEEIIoWPSqRNCCCGEEEIIHZNOnRBCCCGEEELomHTqhBBCCCGEEELHpFMnhBBCCCGEEDomnTohhBBCCCGE0DHp1AkhhBBCCCGEjkmnTgghhBBCCCF07P8DQ+qR0VhULIsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', groups=['Boost Level', 'Temperature [C]'], \n", " ax_size=[325, 325], filter='Substrate==\"Si\" & Target Wavelength==450')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we replot the above data in an alternative style, with tick and label sharing disabled:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', groups=['Boost Level', 'Temperature [C]'], \n", " ax_size=[525, 170], filter='Substrate==\"Si\" & Target Wavelength==450', ncol=1, ws_row=0, \n", " separate_labels=False, separate_ticks=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## figure plots" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "To add another dimension of grouping, **fivecentplots** supports grouping by \"figure\". This means a separate figure (i.e., a separate png) is created for each unique value in the DataFrame column(s) listed in kwarg ``fig_groups``. Below, we will plot a unique figure for each value of the \"Die\" column. We also enable the debug kwarg ``print_filename`` to show that we actually are getting a new image file for each plot:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I [A] vs Voltage by Temperature [C] & Boost Level where Die=(-1,2).png\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', fig_groups='Die', wrap=['Temperature [C]', 'Boost Level'], \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', print_filename=True)" ] } ], "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": "3.8.13" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "770px", "left": "0px", "right": "1161px", "top": "119px", "width": "211.989px" }, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }