From f14d1ac5253adf8b8da0990dfe446ad3a517365b Mon Sep 17 00:00:00 2001 From: Jonas Weinz Date: Mon, 16 Jul 2018 12:10:35 +0200 Subject: [PATCH 1/2] little fixes --- Project/Tools/emoji_plotting.ipynb | 76 ++++++++---------------------- 1 file changed, 19 insertions(+), 57 deletions(-) diff --git a/Project/Tools/emoji_plotting.ipynb b/Project/Tools/emoji_plotting.ipynb index 80c8d9c..a424a7f 100644 --- a/Project/Tools/emoji_plotting.ipynb +++ b/Project/Tools/emoji_plotting.ipynb @@ -2,50 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline" + "%matplotlib widget" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from __future__ import unicode_literals\n", - "\n", - "import matplotlib.pyplot as plt\n", - "\n", - "#plt.rc('font', family='Arial') \n", - "\n", - "#plt.rc('font', **{'sans-serif' : 'Arial', 'family' : 'sans-serif'}) \n", - "\n", - "plt.title('Développés et fabriqués')\n", - "plt.xlabel(\"réactivité nous permettent d'être sélectionnés et adoptés\")\n", - "plt.ylabel('André was here!')\n", - "plt.text(0.2, 0.8, '😂')\n", - "#plt.text(0.4, 0.2, 'AVA (check kerning)')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -56,17 +22,20 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import Emoji_Distance as edist\n", - "import numpy as np" + "import numpy as np\n", + "from __future__ import unicode_literals\n", + "\n", + "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -75,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -99,14 +68,18 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "application/vnd.jupyter.widget-view+json": { + "model_id": "192190b95ac94d5bb04a5f2b73c7e481", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "
" + "FigureCanvasNbAgg()" ] }, "metadata": {}, @@ -119,20 +92,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 7, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_emoji_list(sentiment_vectors=edist.list_sentiment_vectors, unicode_repr=edist.list_emojis, title=\"Full Emoji space\")" ] From 1dc968a98a39ce32d5cda5909920b38280f440ef Mon Sep 17 00:00:00 2001 From: Jonas Weinz Date: Mon, 16 Jul 2018 12:11:39 +0200 Subject: [PATCH 2/2] little fixes --- Project/Tools/emoji_plotting.ipynb | 52 ++++++++++++++++++++++++++---- 1 file changed, 45 insertions(+), 7 deletions(-) diff --git a/Project/Tools/emoji_plotting.ipynb b/Project/Tools/emoji_plotting.ipynb index a424a7f..a331d46 100644 --- a/Project/Tools/emoji_plotting.ipynb +++ b/Project/Tools/emoji_plotting.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -56,25 +56,26 @@ " # neutral axis:\n", " Y = np.array([x[2] for x in sentiment_vectors])\n", " \n", + " fig_1, ax_1 = plt.subplots()\n", " plt.title(title)\n", " plt.xlabel(\"sentiment score\")\n", " plt.ylabel(\"neutrality\")\n", " plt.xlim([-1,1])\n", " for i in range(len(X)):\n", " plt.text(X[i], Y[i], unicode_repr[i])\n", - " plt.show()\n", - " " + " #plt.show()\n", + " return fig_1" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "192190b95ac94d5bb04a5f2b73c7e481", + "model_id": "1ef9841e1ef94fdd8606e244eec54164", "version_major": 2, "version_minor": 0 }, @@ -84,6 +85,17 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "image/png": 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9i4iIiIheh0qDUV5eHhISEpCQkADg2XD8hIQEJCcnA3h2G2zEiBGy9ceNG4c7d+7A398fiYmJ2LJlCzZv3oypU6eqpH4iIiKqXlR6Ky0+Ph5dunSRvS/tCzRy5Ehs27YNqampspAEAA0aNEBkZCQmT56MtWvXwsLCAt9++y369++v9NqJiIio+nlr5jFSlpycHBgYGCA7O5t9jIiIiN4Ryvr+fqf6GBERERFVJQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIpBiMiIiIiKQYjIiIiIikGIyIiIiIplQejdevWoUGDBtDW1oaLiwtiYmJeuP6qVavQpEkT6OjooH79+pg8eTLy8/OVVC0RERFVZyoNRqGhoZg0aRJmz56Nc+fOoWPHjvDy8kJycnK56+/YsQMzZ87EvHnzkJiYiM2bNyM0NBQBAQFKrpyIiIiqIzUhhFDVwdu2bYtWrVph/fr1sramTZvC19cXQUFBZdb/4osvkJiYiOjoaFnblClT8Oeff770SlOpnJwcGBgYIDs7G/r6+m9+EkRERFTllPX9rbIrRoWFhThz5gw8PT3l2j09PREbG1vuNh06dMCZM2fw559/AgBu3ryJyMhIeHt7V3icgoIC5OTkyL2IiIiIyqOhqgNnZGSguLgYpqamcu2mpqZIS0srd5vBgwfjwYMH6NChA4QQKCoqwvjx4zFz5swKjxMUFIQFCxYotHYiIiKqnlTe+fp1nDhxAosWLcK6detw9uxZ7Nu3D4cOHcLChQsr3CYgIADZ2dmy1927d5VYMREREb1LVHbFqE6dOpBIJEhPT5drT09Ph5mZWbnbzJ07F35+fhg7diwAwMHBAY8fP8ann36K2bNnQ129bM7T0tKClpaW4k+AiIiIqh2VXTHS1NSEi4sLoqKi5NqjoqLQrl27crf5999/y4QfiUQCAFBhH3IiIiKqJlR2xQgA/P394efnB1dXV7i7u2Pjxo1ITk7GuHHjAAAjRoyApaWlbIRar169sGLFCjg7O6Nt27a4fv065s6di169eskCEhEREVFlqTQYDRo0CA8fPkRgYCBSU1PRokULREZGwtraGgCQnJwsd4Vozpw5UFNTw5w5c/DPP/+gbt266NWrFxYtWqSqUyAiIqJqRKXzGKkC5zEiIiJ691T7eYyIiIiI3jYMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSDEZEREREUgxGRERERFIMRkRERERSKg9G69atQ4MGDaCtrQ0XFxfExMS8cP2srCx8/vnnMDc3h7a2Npo2bYrIyEglVUtERETVmYYqDx4aGopJkyZh3bp1aN++Pb777jt4eXnh8uXLsLKyKrN+YWEhunfvDhMTE+zZswf16tXD3bt3oaenp4LqiYiIqLpRE0IIVR28bdu2aNWqFdavXy9ra9q0KXx9fREUFFRm/Q0bNiA4OBhJSUmoUaNGpY6Zk5MDAwMDZGdnQ19fv9K1ExERkfIo6/tbZbfSCgsLcebMGXh6esq1e3p6IjY2ttxtwsPD4e7ujs8//xympqZo0aIFFi9ejOLiYmWUTERERNWcym6lZWRkoLi4GKampnLtpqamSEtLK3ebmzdv4tixYxg2bBgiIyNx/fp1TJgwAU+fPsW8efPK3aagoAAFBQWy9zk5OYo7CSIiIqpWVN75+nWUlJTAxMQEGzduhIuLCwYNGoTZs2djw4YNFW4TFBQEAwMD2at+/fpKrJiIiIjeJSoLRnXq1IFEIkF6erpce3p6OszMzMrdxtzcHHZ2dpBIJLK2pk2bIi0tDYWFheVuExAQgOzsbNnr7t27ijsJIiIiqlZUFow0NTXh4uKCqKgoufaoqCi0a9eu3G3at2+P69evo6SkRNZ29epVmJubQ1NTs9xttLS0oK+vL/ciIiIiKo9Kb6X5+/tj06ZN2LJlCxITEzF58mQkJydj3LhxAIARI0YgICBAtv748eORmZmJiRMn4urVq4iIiMDixYvx+eefq+oUiIiIqBpR6TxGgwYNwsOHDxEYGIjU1FS0aNECkZGRsLa2BgAkJydDXf1/2a1+/fr45ZdfMHnyZDg6OsLS0hITJ07EjBkzVHUKREREVI2odB4jVeA8RkRERO+eaj+PEREREdHbplLBqFOnTggJCcGTJ08UXQ8RERGRylQqGLm6umL69OkwMzPDJ598gj/++EPRdREREREpXaWC0TfffIN//vkHISEhePDgAT744AM0a9YMy5cvLzMvEREREdG7otJ9jCQSCfr06YMDBw7g3r17GDZsGObOnYv69evD19cXx44dU2SdRERERFXujTtf//nnn5g3bx6WL18OExMTBAQEwMTEBL169cLUqVMVUSMRERGRUlRqHqP79+/jxx9/xNatW3Ht2jX06tULu3btQo8ePaCmpgYAGDhwIHx9fbF8+XKFFkxERERUVSoVjOrVqwdbW1uMGTMGo0aNQt26dcus06ZNG7Ru3fqNCyQiIiJSlkoFo+joaHTs2PGF6+jr6+P48eOVKoqIiIhIFSrVx2jevHnIysoq056Tk4OuXbu+cVFEREREqlCpYHTy5EkUFhaWac/Pz0dMTMwbF0VERESkCq91K+3ChQsAACEELl++jLS0NNmy4uJiHDlyBJaWloqtkIiIiEhJXisYOTk5QU1NDWpqauXeMtPR0cHq1asVVhwRERGRMr1WMLp16xaEEGjYsCH+/PNPudFompqaMDExgUQiUXiRRERERMrwWsHI2toaAFBSUlIlxRARERGp0isHo/DwcHh5eaFGjRoIDw9/4bq9e/d+48KIiIiIlE1NCCFeZUV1dXWkpaXBxMQE6uoVD2ZTU1NDcXGxwgpUtJycHBgYGCA7Oxv6+vqqLoeIiIhegbK+v1/5itHzt894K42IiIiqozd+iCwRERFRdfHKV4y+/fbbV97pV199ValiiIiIiFTplfsYNWjQ4NV2qKaGmzdvvlFRVYl9jIiIiN49b10fo1u3blVZEURERERvA/YxIiIiIpJ6rQken3fv3j2Eh4cjOTm5zANlV6xY8caFERERESlbpYJRdHQ0evfujQYNGuDKlSto0aIFbt++DSEEWrVqpegaiYiIiJSiUrfSAgICMGXKFFy6dAna2trYu3cv7t69i06dOuGjjz5SdI1ERERESlGpYJSYmIiRI0cCADQ0NPDkyRPo6uoiMDAQS5cuVWiBRERERMpSqWBUq1YtWb8iCwsL3LhxQ7YsIyNDMZURERERKVml+hi5ubnh1KlTaNq0Kby9vTFlyhRcvHgR+/btg5ubm6JrJCIiIlKKSgWjFStWIC8vDwAwf/585OXlITQ0FI0aNcLKlSsVWiARERGRsrx2MCouLsbdu3fh6OgIAKhZsybWrVun8MKIiIiIlO21+xhJJBL06NEDWVlZVVEPERERkcpUqvO1g4PDW/08NCIiIqLKqFQwWrRoEaZOnYpDhw4hNTUVOTk5ci8iIiKid5GaEEK87kbq6v/LU2pqarI/CyGgpqaG4uJixVRXBZT1dF4iIiJSHGV9f1dqVNrx48cVXQcRERGRylUqGDVo0AD169eXu1oEPLtidPfuXYUURkRERKRslepj1KBBAzx48KBMe2ZmJho0aPDGRRERERGpQqWCUWlfov/Ky8uDtrb2GxdFREREpAqvdSvN398fwLMO13PnzkXNmjVly4qLi3H69Gk4OTkptkIiIiIiJXmtYHTu3DkAz64YXbx4EZqamrJlmpqaaNmyJaZOnarYComIiIiU5LWCUelotNGjR+P//u//ONydiOg9IYTArl27sHnzZly+fBlCCBgaGsLHxwfTpk2DqampqkskUohK9THaunUrQxER0XsiLy8P3t7eCA0NRVBQEFJSUpCWloaYmBhYWFjAzc0NJ06cUHWZRApRqQkeu3bt+sLlx44dq3RBVY0TPBIRvZ5evXrByckJCxcuLHf533//DW9vb0RERKB58+ZKro7eF2/1BI8tW7aUe//06VMkJCTg0qVLGDlypEIKIyIi1QsLC0N+fn6FoQgAmjdvjpUrV2Ly5Mn49ddflVgdkeJV6opRRebPn4+8vDwsX75cUbtUOF4xIiJ6dR999BFGjx6NzMxMTJo0CQAwffp0TJkyRdavyMrKCmfPnoWtrS1iY2PZ34iqxFt9xagiw4cPR5s2bd7qYERERK8uMTERLi4uMDU1xfDhw+WWZWRkyL13dnZGUlISgxG90yrV+boicXFxnOCRiIiI3lmVumLUr18/ufdCCKSmpiI+Ph5z585VSGFERKR69vb2OHv2LLy8vMpdnpqaiqSkJHTp0gUJCQlo0qSJkiskUqxKXTEyMDCQexkbG6Nz586IjIzEvHnzFF0jERGpyPDhw7Fq1aoy7bm5uTh06BA6dOiA5ORkhIeHw8bGBmZmZiqokkhxFNr5+l3AztdERK+nZ8+eaNu2rdwvvoMHD0Zubi6mTZsGMzMzeHl5ITw8HA4ODi/dX2xsLCZMmFDusg8//BBLlixRWO1UfSjr+7vSfYyysrKwadMmBAQEIDMzEwBw9uxZ/PPPPworjoiIVC80NBSxsbHo168f4uPjIYTA7t278cMPPyAhIQFeXl7YtGnTK4Ui4NkXnK+vLxISEuReBw4cwO3bt6v2ZIheolJ9jC5cuAAPDw8YGhri9u3b+OSTT2BsbIz9+/fjzp07CAkJUXSdRESkInp6ejh8+DB27NiBadOm4cqVKxBCQF9fHz4+PoiNjYW5ubmqyyRSiEoFI39/f4wePRrLli2Dnp6erN3LywtDhw5VWHFERPR2UFdXh5+fH/z8/FRdClGVqtSttL/++gufffZZmXZLS0ukpaW9cVFEREREqlCpYKStrY2cnJwy7VeuXEHdunXfuCgiIiIiVahUMOrTpw8CAwPx9OlTAICamhqSk5Mxc+ZM9O/fX6EFEhERESlLpYLR8uXL8eDBA5iYmODJkyfo1KkTGjVqBF1dXSxatEjRNRIREREpRaU6X+vr6+PUqVM4fvw4zpw5g5KSErRq1QrdunVTdH1ERERESlPph8hGR0cjOjoa9+/fR0lJCZKSkrBz504AwJYtWxRWIBEREZGyVCoYLViwAIEnV3rVAAAgAElEQVSBgXB1dYW5uTnU1NQUXRcRERGR0lUqGG3YsAHbtm3jfBZERERUrVQqGBUWFqJdu3aKroWIiN4DBgYGOHToEA4dOlRmWY8ePVRQEdH/VGpU2tixY2X9iRRh3bp1aNCgAbS1teHi4oKYmJhX2m737t1QU1ODr6+vwmohIqKq5e7ujvj4+HJfHNlMqlapK0b5+fnYuHEjjh49CkdHR9SoUUNu+YoVK155X6GhoZg0aRLWrVuH9u3b47vvvoOXlxcuX74MKyurCre7ffs2pk6dio4dO1bmFIiIiIjKUBNCiNfdqEuXLhXvUE0Nx44de+V9tW3bFq1atcL69etlbU2bNoWvry+CgoLK3aa4uBgffPABxowZg5iYGGRlZeHAgQOvdLycnBwYGBggOzsb+vr6r1wnERERqY6yvr8rdcXo+PHjCjl4YWEhzpw5g5kzZ8q1e3p6IjY2tsLtAgMDYWJigo8//viVb7sRERERvUyl5zFShIyMDBQXF8PU1FSu3dTUtMKH0Z46dQqbN29GQkLCKx2joKAABQUFsvflPeONiIiICKhk52tVyc3NhZ+fH77//nvUqVPnlbYJCgqCgYGB7FW/fv0qrpKIiIjeVSoNRnXq1IFEIkF6erpce3p6OszMzMqsf+PGDdy+fRu9evWChoYGNDQ0EBISgvDwcGhoaODGjRtltgkICEB2drbsdffu3So7HyKit50QAjt37oSHhwfMzc1hZmYGe3t7TJ06tcy/xUTvI5UGI01NTbi4uCAqKkquPSoqqtx5kuzt7XHx4kUkJCTIXr1790aXLl2QkJBQ7tUgLS0t6Ovry72IiN5HeXl58Pb2RmhoKIKCgpCSkoK0tDTExMTAwsICbm5uOHHihKrLJFIplfYxAgB/f3/4+fnB1dUV7u7u2LhxI5KTkzFu3DgAwIgRI2BpaYmgoCBoa2ujRYsWctsbGhoCQJl2IiKSN2TIELi4uGDhwoVy7XXr1oW/vz969OgBb29vREREoHnz5iqqkki1VN7HaNCgQVi1ahUCAwPh5OSE3377DZGRkbC2tgYAJCcnIzU1VcVVEhG928LCwpCfn4+FCxdiy5YtcHZ2lg1yWbx4Mdzd3WFjY4OVK1di8uTJKq6WSHVUfsUIACZMmIAJEyaUu+xll3W3bdum+IKIiKqZ7du3v1Lg6du3r6y/0X9HDCtSYWEhAgIC4OnpCU9Pz3IfRp6SkoLQ0FDY2Nigb9++VVYL0fNUfsWIiKi6eps6OicmJsLFxQUAMGbMGJw7d042yGXWrFmIi4tDrVq1AADOzs5ISkqq0nri4+Nx9OhRBAUFoVOnTrh3757c8tWrV6N169aIj4/Hpk2bqrQWoucxGBERVYHnOzpPnz5d1tE5PDwc5ubmKu/onJGRAXd3dxgbG2P79u1KP35cXBz69euHEydO4KuvvoKTkxOsra1hbm4OKysrhIWFISkpCZs3b0Z8fDwq8ZAGokphMCIiqgKlHZ2HDh2Kjz/+GI8ePQIAfPfdd4iLi8POnTsxatQo/P3330qpx97eHmfPnpW9//HHH/HHH3/g0aNHZZ4+kJCQgCZNmlRpPadPn4arqysAYMCAAbh69SquXr2KO3fu4PTp04iMjISenh60tbVhYWGBmzdvVmk9RKUYjIiIFKy0o3OjRo2wdOlSHDt2DMbGxgCAZcuWoUWLFpg4cSJWrFihtI7Ow4cPx6pVq2Tvnx/J6+DgIPtzeHg4bGxsyswlV1JSgqlTp+LQoUMoKSkp9xj379/HmjVrsGvXrpfW8/fff8uCEQAYGxtDS0sLmpqaMDc3h6ampmyZk5MTLl68+PKTJFIABiMiIgUr7ejcv39/DBw4EB06dJBNLjtjxgxs3boVoaGh6NevH27cuKGU/ka+vr6QSCRYsGABAKB79+6Ijo7Ghg0b8NNPPwEAkpKSMHHiRKxcubLM9pcvX0ZERAT+7//+D25ubmWu4GzduhXOzs7466+/sHbt2pfWk5mZCVNTU2RmZqJt27YwMzPD9u3bkZWVBXd3d5iZmeGHH34AADRo0ADJyclv+hEQvRIGIyIiBSvt6KyrqwsTExOYmprKroAYGxvD1NRUNuJLGR2dS4WGhiI2Nhb9+vVDfHw8unTpgs8++wwFBQVYtWoVvLy8sGnTJrkrSKVOnz6Nnj17IioqCgsWLICbm5usT5CNjQ02btyIixcvYtu2bbh27RoKCwtfWItEIgEApKamYsaMGTh37hyePHmC1NRUTJkyBefPn0d+fj6AZxP1Pn36VPEfCFE53orh+kRE1dWYMWMwZswY2ftZs2Zh1qxZKqlFT08Phw8fxo4dOzBt2jRcuXIFQgjo6+vDx8cHsbGxMDc3L3fb+Ph4dOjQAQDg5eWFK1euQEdHBxKJBJmZmTAwMIC2tjYAoGnTpkhMTETLli3L3demTZuQkZGBoUOHQl1dHXPmzIGpqSnq1KmDoqIiWFlZwdTUFNnZ2Rg2bBjOnz8PHR0d+Pn54ejRo9i8eTMuX74MIQQMDQ3h4+ODadOmVen0AvT+4BUjIiIF+29HZwBYt24dbG1ty1z5UEZH5+epq6vDz88Px48fR0pKClJTU3HlyhV88803FYYiALhw4QIcHR1l742MjCCRSFCjRg0YGRnJQhEANG/eHJcuXapwX0OGDIGtra3siQcSiQR5eXk4f/48goODkZeXB+DZjNy9e/eGnp4exo4di1GjRvFxJlTlGIyIiBTsvx2dAcDExAR2dnayW0hAxR2dFe1Vnh6QlZWFJ0+eVLj87t27aNy4sex9QEAAlixZgqKiIrRu3RoXLlyQLbO1tcXt27cr3FdBQQEGDRqEzMxMGBsbo1mzZmjUqBGWLVuG3377Db1794aRkRGWLFmCbt264f79+wgNDYWLiwvCwsLQpk0b2YSQdevWhaWlJfbu3avUUX5UfTEYEREp2H87OgPPhqQfPnwY6urP/tl9UUdnRZswYQJ8fX1x+fLlMsvy8/OxfPly2NravrATeHFxseyq0IYNG3DixAn4+/tDQ0MDK1asQJ8+fWSTNOrr678wZBkbG2PSpEnYvXs3nJ2dUbt2bfj6+qJNmzbYvXs37O3tYWdnh2HDhuHrr79G586dIZFIZI8zcXR0RHp6Oh49egQvLy/s27cPjRs35uNMSCEYjIjovfL8bNQmJiYwMTGpktmo/9vRuXSCwoyMjJd2dFY0IQTCwsLg6OgIV1dXWYdwOzs7NGrUCNOmTUNmZuYL96GlpYWCggKUlJSgbdu2iIyMlM2U7eHhgZ07d0JfXx/As6tPNWvWfOH+9PX1MXPmTHz11Vc4fPgw7ty5g99//102C3bv3r3RsmVLHD16FI8ePZIFnuzsbKSlpaGwsBBPnz5FSkoKzM3NUaNGDfTt21dpo/yo+mIwIqL3Ruls1HPmzMG4ceOQkpKC+/fvY8+ePXjy5AmaN2+usH4qpR2d+/bti2nTpsHS0hLm5uZo37497t69i9jYWHh4eCjkWK/Ky8sL69atQ3p6OtLT0/H7779j0qRJskBTkVOnTqG4uBizZs3C8uXLUVRUhL1796Jhw4YwNjZGjx49YGJigp9++glLly7F/v37kZCQIOsrVJGxY8eidevW+OSTTzBt2jQ8evQI6enpiI+PR25uLqZNm4ZDhw7h6tWrsseZTJ48Gffv30f9+vVhYmKC06dPQ09PTzYKTpmj/Kh64qg0InpvDBkyBNeuXYOrqyumTZuG1q1bQ1tbG8HBwThz5gycnJzw0Ucf4cSJE2jevPkbH6+0o7Ofn58Cqq+83Nxc2civ9evXo3nz5qhVqxZ+//13HDhwAKdOnUKXLl2Qm5tb7vYdOnTARx99hHv37qFmzZo4cuQIDh48iBMnTqBevXr46aef8OGHH2LSpEnIycnBgwcPsG3bNujq6r60tkWLFqF9+/YIDg6WXVmrU6cO+vXrh9OnT8PIyAhCCOzbtw979uwpdzTawoULFf2R0XuMwYiI3gthYWH45ZdfMHToUBw7dgx+fn7Ys2cP7t27Bz09PRgaGiImJgZfffUVJk+ejF9//VXVJStETEwM1NXVsXDhQhQXF2POnDkYPnw4JkyYgPnz5+Pnn39G48aN8f3332PhwoWyyR6f9+TJE9SoUQMXLlxASEgIHB0dceTIEVhZWQEABg8ejAsXLiA3NxcdO3ZEeHg4Tp8+LddZ+0V69uyJnj17lrssLy8PDx8+REhICBYvXoyHDx9iwIABePDgAX788Ue4ubkhKCgIdevWhYeHh9JH+VH1w2BERO+F7du3w9raGtbW1hg9ejR0dHTklnfr1g2ampowMjLCuXPnkJ6eXi3mxdm4caOsf86yZcuwdetWxMbGwsbGBh06dEC3bt1w8eJF9O3bF9OnT5eNFHuejo4OgoKCkJOTgzFjxuDBgwdyj/Mo1bx5c2zcuBF79uxBq1atFFL/kCFD8MEHHyA7OxutW7dGp06dcPLkSUycOBFGRkb4/PPPMXz4cCxbtgyPHz9Wyig/qt4YjIjovZCYmAgPDw+kpaXJniY/ffp0AMDmzZtlw789PT3h7u6OpKSkahGMEhISsHz5cgCAoaEhTE1NYWBgAHV1dVhYWMDU1BQaGs++Clq2bImLFy+iU6dO5e5rxYoVGDZsGFq1aoW5c+fCzc0NmpqayMzMxM6dOxEcHIyVK1e+digSQmDXrl1lJm60t7dHdnY2Dh48CAcHB9ja2iIuLg5r166Fs7MzSkpK8MEHH2DhwoXYu3cvbt68CQMDAzg5OZU5xocffoglS5a85qdH7yMGIyJ6b3h4eKBOnToYPHgwgGd9gLKzs9G5c2fUrFkTKSkpsLa2RkJCgoorVZzi4mLZn8ePH4/x48fL3pc3C/fz65eKjY3FhAkTADwLMTk5OfD29kZBQQE0NTVRv359dO3aFcePH0fDhg1fq768vDwMHDgQNWrUQFBQEFq3bg01NTU8ePAA3bp1Q3p6Ok6cOIGhQ4di3rx5mDBhAvz9/XH06FF07NgRM2bMwN69e/Hnn39i+vTpqFGjBubPny93jNu3b2PmzJmvVRe9vxiMiOi9YG9vDzMzM3Ts2FHWFhwcjA0bNuDy5cvQ0tKStU+cOLHa9FNp3Lgxzp49i+7du+Py5ctys1cDwKNHj5CRkYHGjRvj3LlzsLOzK7OPnJwc+Pr6Vhg4du/eXen6hgwZAhcXFwwcOBANGzaUm7gxNzcXu3fvxqhRoxAREYEZM2Zgx44dCAoKwv3797Ft2zYcOXIEffr0QY8ePWBgYIB///230rUQARyuT0TvieHDh2PNmjVybWZmZmjSpIncbNS//fYbTExMqk0/lSFDhmDVqlXIyMjAgAEDsGDBAty5cwc5OTk4cuQIOnTogGPHjiE8PBwWFhaoV6+e0moLCwtDfn4+mjZtiv79+8PAwADGxsaws7NDq1atkJKSgtq1a8smbnz+cSapqanIy8vD9evX8c0338g9koToTTAYEdF7wdfXF7m5ufj2229lbX5+foiMjJT1sbl9+zY+++wzpcxGrSyDBg3C06dP8d133yE2NhbZ2dno2bMnHBwcsHr1anz77bfo1KkTvvjiizKPMalq27Ztw6NHjxAaGorg4GA0bdoU48ePx65du3Dt2jWUlJQgMjISvXv3RnR0NGrVqgUdHR3Url0bEokEderUwbJlywA860ulzFBH1ReDERG9N0JDQxEREYGhQ4fi3LlzsvbMzEysXbsW3bt3x5o1a5QyG7WyqKmpYd++fTh58iQ+/fRTDB06FJcuXcKdO3fwww8/4OLFi/D09MR3330nm0RRWaKjo9GxY0eEhYXh4sWLmDt3LhYtWgQXFxfcvHkTjo6OmDdvHpKSktC3b18sWLAAXbt2xaFDh9ChQwdkZGRg+vTpsmfO/Xc03et4fkZ0c3NzmJmZVcmM6PT2Yx8jInpvlM5GvWPHDvj7++PKlSsQQsDAwADe3t747bffXviE+XeVoaEhoqKisH37dkydOlV23vr6+ujZsyfi4uJgaWmp1JrCwsJQUlICf39/fPjhh0hMTMSOHTvw9OlT9OnTB5cuXUJISAhGjx4NV1dXCCEQHR2NoqIieHp6IiQkBMD/njkXFhaGHTt24KeffsKGDRsghICRkRF8fHwwaNCgF9byog7gpXMlbd26FZ07d1bCJ0OqxmBERG+lioZwl852XNmh9G/LbNTKJpFIMHLkSIwcOVLVpQB4Nq+Uk5MTNm7cCD09PdnoQIlEAiEEiouL0bVrV9jZ2UEIAYlEgl27dqFVq1bYvn07Jk6ciOjoaERERGD16tWYOXMmbt26hU6dOmHLli1QV1dHSkoK1q9fL7t1WJHSDuD/nUG7bt268Pf3R48ePeDt7Y2IiAiFzIhObzfeSiMihVHU7YjSZ5qFhoYiKCgIKSkpSEtLQ0xMDCwsLODm5qawZ5qRaiQmJmLs2LH4888/8fPPPyMrKwuRkZHo1q0bTp48CUNDQ8yePRtJSUlwdnaGiYkJli5dCicnJwQHB0MikSAkJARbt27Fd999Bx0dHQQHB8PGxgbq6s++2iwsLLBw4UJ88803+P333/H333+XqaO0A/jChQuxfv16ODk5yR6ou3jxYrRt2xYNGjSQdQCn6o/BiIgUQpFhZsiQIXB0dISfnx8yMzNx8eJFFBUV4dSpU2jWrBkWLVqEUaNGlftFR+8OLy8vHDt2DLq6ujAzM4Ofnx+io6PRvn175OTkYOXKlbCzs8Pp06cxdOhQREVFwdXVFRKJBBs3bsQPP/yASZMmISoqChEREejVqxcWLFgANTU1udfIkSNRUlJSbrDZvn27rD0rKwtpaWl4+vQpgGd9z1JTU1FUVIS+ffvixo0b7G/0HmAwIiKFKL0dERYWhjZt2sjNR+Pv749Dhw69Upgp/Q2+ffv26NSpE1JSUnDlyhUcOXIEHTt2xD///IMaNWrwN3ipwsJCrFmzBu7u7rKrdA4ODpg/fz6ysrJUXV6F7O3tcfbsWXTu3Bl2dnZo164dIiIi8OTJE/Tv3x9btmyBRCLBvXv3YGRkhNOnT+PIkSPQ0NDAwYMHMXfuXPTt2xfXr1/H4sWLMXr0aLn9Gxoayr338fHBmTNnygSbxMREWafzgIAApKWlyW7TLl++HMnJydDX1wcAODs7Iykpqao+EnpLMBgRvQOUMWImNjYWTk5O5b5eNmvw87cjtmzZAkdHR1ldr3s7ovQ3+GbNmiEmJgZZWVlYsGABxowZg0aNGmHx4sXYtm0b2rVr997/Bp+amop27drhzJkz+P7775Gamoq0tDRERESgqKgILi4uOH/+vKrLLNfw4cOxatUqLF26FA8fPoS9vT2mTZsGS0tL7N+/H+PHj0fDhg2xbt06ODs74+jRo/Dx8cG+ffvg7OyMP/74A8CzvlMWFhb49NNPZaPSfH198cMPP8DAwABqamoYO3YstLS04ObmVmGwMTQ0hJmZWbkvXV1dWWdvqv4YjIiqyLvW36Z0duOEhAS514EDB3D79u0Xbvv87Yjs7GykpaWhsLAQwOvfjij9Dd7U1BRr165FeHg4FixYgPT0dFy9ehVff/01OnXqBDc3N9SrV69a/wYvhMDu3bvRrVs32d8hOzs7TJw4ETdv3kTPnj0xZswYbN26FS1atJBtZ2Vlha+//hobN25Er169kJKSosKzKF+fPn2Qnp6OAQMG4PHjxwgODkZsbKysf9Cnn36K69ev4+OPP0ZsbCxq166NWrVqyf6rp6eHn376CcCzh9w6Ozvj4MGDcHZ2xt27dxEYGIhGjRrByckJ586dg62tLXR1dcvUUXrlyt3dHd9//z3S0tLkXsnJybC0tES7du2QkJBQbWZEp4oxGBFVgdIws3v3bnTu3BnNmjWDmpoaMjMzERISAjs7O+zbt++V9qWoW1RV6fnbEZMnT8b9+/dRv359AJW/HTFkyBC0bdsW7dq1w/Dhw2FkZITDhw8jKSkJYWFh+PbbbxEfH49bt25V3Ymp0L///ovevXsjLCwMo0ePlgXiXbt2wcbGBm3atIGhoSEGDx6MNm3aoFmzZrhx4waysrLg7u6ORo0aoW7duhg/fjzmzp37RrUYGBjg0KFDcHV1lXsNGDAAtra2r72/0v8/LC0tYWJigo4dOyIuLg6///47hgwZAk1NTVy7dg3FxcXo3bs3+vXrhx07dsDLywt79+6Fh4cHbGxs4ObmhuLiYpSUlKCoqAi6uro4e/Ys4uPjZa/jx49j9+7dWLRoERITE8sEm9IrV4sWLcKXX34p90tGVlYWhg4dCk9PT1y+fBk2NjbVZkZ0qhiH6xNVgSFDhsDBwQEXL15EfHx8mblRgoODMXDgQHz//fdl+kY87/lbVBVp3ry57BbVr7/+WhWno1T29vZYu3Yt8vPzUb9+fWzcuBH5+fnIz8/HjBkzcO3aNWhpaWH58uXQ09PD1q1bMWrUKFWX/ULPP4T1vyp66vvHH3+MNm3a4P79+1ixYgV8fHxgYGCAuLg4bNmyBfr6+rh06RLGjRsHDw8P2a3KJk2awN3dHe7u7pg5cyZ69+6Nffv2YcOGDahRo0al6nd3d0d8fHylti1Padj38fFBkyZNcPDgQUybNg1XrlxBfn4+dHV1cfjwYaxduxb+/v7o3bu3bNvi4mJERERg0qRJSEhIgK2tLXbu3In27dtj4MCBGDx4MEaOHInatWvjjz/+wNSpUzF+/Hjcu3ev3Ee9+Pr6YuPGjTh48CB27tyJcePGoaioCLVr18a1a9fwySefYPDgwfDx8UF4ePgrnV9VTTVBSiLeM9nZ2QKAyM7OVnUpVE0dOHBAdOvWTfj4+AgfHx/h4OAg0tLShBBCLF++XLi4uIjs7GyxatUqoa2tLS5dulThvgYMGCAiIiLEjz/+KGrXri1q164tli5dKoqKimTvnZ2dhRBCNGzYUHacyjh8+LCYN29emfZbt26JQYMGvXDb/v37i8jISCGEECUlJWLHjh2ia9euwsLCQhgaGoomTZqIKVOmiLS0NGFraytSU1Mr3Nf+/fuFqampiIiIECUlJcLb21sAEABEt27dRL9+/USNGjXEjz/+KDw8PN74vCvj+XM0MzMTpqamcuf4X6/72R49elT069dPhIaGitGjR4uQkBBRUlIihBDi6tWrIiAgQNSoUUO0bNlSfPDBBy+sddiwYcLAwEDcunWrUueqaKX/fwghxJo1a4SdnZ04ceKEyMnJEcOHDxcffPCBePjwoXB2dhYNGzYUx48fF3Z2dqJevXrC2NhY1KlTR8ydO1dcunRJ2NjYiAsXLggvLy/xzTffiIyMDDFlyhTRvHlzYWVlJby8vMSvv/4qbty4IZo0aSIuXLhQbk05OTnC09NT9O3bV/z111/i5s2b4uLFiyI5OVmsXLlS2NjYiKNHj4ri4mKRkJAg1qxZI/z9/cXo0aPFkCFDxPjx48WcOXPEvn37xM2bN4WXl5fo3bu3OH36tOznlp6eLoKDg4W1tbU4fvy4sj7uakVZ398MRkQKNmDAADFnzhzRrVs3sWLFCqGvry/69u0rHj9+LGbPni0MDQ3F8OHDxdOnT4Wpqano1KlThftq3rz5K3/p9+/fX5w4caLSdb9JMNq/f7/w9PQUubm5ok+fPqJ9+/Zi5syZIigoSEyZMkWMHz9e9O/fX5ibm4tWrVq9tBZdXV0xdepUIYQQv/76q/Dx8RGrV68W2dnZ4ueffxZ+fn7C2tpaXLhw4Y3P+3Xl5uaW+8V3//598c033wgbG5syX3yv89leu3ZNuLq6io8//li0bNlS1K5dWwAQdnZ2omXLlkJfX18AENra2uLixYuyP+vp6QkDAwOhp6cnDA0NhZ6entDR0RGnT58Wbdq0EZ999tkLA6mylIZ9IYSIj48XdnZ2YtWqVeLOnTuiQYMGYuHChaKoqEjk5OQILS0toaenJxo3bizs7e2FnZ2daNasmbCwsBD6+vri6NGjQoj/BZtBgwaJM2fOyH4mGRkZYvXq1cLW1la2bkWKi4tFSEiI6Ny5szA3NxdmZmbCzs5O+Pv7i5SUFPHzzz8LBwcHMXz4cLFixQpx8OBBcfLkSREXFyeioqLErl27xOzZs4WRkZGws7MT6enp5R7nwoULwsrK6oW/EFH5lPX9zT5GRAqWmJiIhIQETJ48GZMnT8aIESNw8OBB3L9/H19//TU8PT2xd+9e5ObmokOHDrh27do7P7LK19cXEokEbdq0gUQiQZcuXWBlZYWioiIUFRUhPz8f9vb2yM7ORkFBwUv7Q9WvXx9//fUX+vXrByMjI3Ts2BFLly6FjY0NAgMDcfz4cWzevFklzzQrvQ20adMmODg44N9//5Ut++yzz/Dzzz+X2+crLy8PAQEB+P333yvc9/Xr19GrVy94e3tj//798PX1RWJiIqKjo3HlyhUkJCRg6dKlMDIyQosWLbB+/XrUrl0bhoaGGDRoEJYsWYJPP/0UK1euxMCBA2Fubg47Ozvcu3cPEokEkZGRVfa5vKrn+6P9/vvv2Lp1KyZOnAgrKyucP38e2dnZyMnJgZ6eHlxdXdGyZUtYWlrK2ouKiuDl5YXOnTvDw8MDwP8e9eLt7Y0pU6bA0tIS5ubmaNeuHW7duoWYmBjZuhUpnRH9+PHjSElJQWpqKq5cuYJvvvkG5ubm+PTTT7F+/Xr8+OOPMDc3x6pVq9C/f3/06tUL48aNw6lTp2BlZQUXFxc0bdoU7dq1g7W1NeLi4lBUVITevXujXr16SEtLw/LlyznVxFuMfYyIqsC1a9dk//ivXLkSs2fPlvVtCAkJQXZ2NoyMjAAAjRo1QlJSUrn9DkpHzHh5eb30mKoeMTNixAiMGTMGubm5GD9+PO7cuQMzMzPs378f3t7eWL9+Pby8vGBmZoapU6fi8OHDFe6rWbNmGD16NDIzMzFkyBAkJyfDwMAAdQkZ1dYAACAASURBVOrUgYmJCYQQsudWKfO8S/t8zZkzR9ZnbNq0aRgwYAC6dOkCdXV1zJ07t9w+X7dv38b/s3fncTXl/x/AX7d9v9q0SMkaJUsiEUlK9jD2jJ2xL9kaJgaDGftWFJmpkBlGDca+fDNZymQkZadQqLRpr/fvD+75lUJR3fB+Ph738XDPOffcz6fr3vM5n+X9fvbsGU6cOIG6devCz89P2FdYWIilS5fi119/RUFBAf7991+oqakhJycHurq6sLS0RPv27REbG4tFixbByckJtra22Lx5M6ZMmYIff/xRWM0FAEVFRfDz88OGDRvg7++P3r17Y+vWrdXyNyqvWrVqQUlJqcx9Xl5e2LZtGwCgQYMG2L17d4n9Dx8+LBVCoqpTvQQGBsLd3R0FBQWIiYnB1KlTMX/+fCgqKiIhIQFbt27F9u3bYWlpifz8fLRs2RITJkzA8uXL8d133wnxl7777jtcunQJc+fOxbNnz3i+UQ3EDSPGKpmZmVmJiapycnLw9/fHpk2bkJWVhU6dOgkXqWvXrsHMzOyd55KsmOnWrds7V8PMmTMH5ubmUl8xc+DAAfTp0wcJCQnw9PTEgwcPkJWVhcLCQrRs2RLXr1/H8uXLAbxe0v++i8KIESOwadMmHDlyBAsWLEBiYqLQkASAMWPGICgoCGpqatVa7+JhCRQUFJCcnAxlZWXh+cuXL6GkpITevXsLYRkkdYyPj8fUqVPh5uaGzZs3o1GjRpCXl0dqaiqMjY1hb2+Pu3fvYurUqThy5AiaNm2Ku3fvAgD8/f2FuD2//PIL7O3tMXz4cLi7u0NNTQ1isRhHjhzBkSNHUFhYCCLCpk2bYGlpidGjRyMsLKxa/j7lUXx5/OTJk9G7d+8S+/Py8tC8eXPY2tpiwYIFsLGxkVJJS3JxcRFiKs2ePRv37t3DiRMnkJ+fDxUVFfTv3x+PHj1CdnY2Ro4ciRkzZgAAnJycALwOMAkA+/fvx5MnT9C6det33hAx6eKGEWOVbMSIEQgNDUV4eDhGjRqF7Oxs5OfnQ01NDSKRCCdPnoS1tTW2bNmCevXqITY29p09HpIVMytWrEBSUlKZx8TGxsLFxaXcK2aqSkxMDDZv3gwtLS3Ex8fj5cuXaNq0KQoKChAdHY1Tp05h9OjRyMnJQXJy8nsvCpJ6jx07Frm5uWjUqFGpYzIzMxEeHl6t9ZYMAykqKuK3336DgYEBioqKoKSkhICAAOjp6UFWVhbA/4clkNTxyZMnsLa2BgBMmzYNQ4cORUpKChYvXowtW7ZAR0dHSF/h5+eHxYsXY/78+di5c2eJGEWNGzdGRkYG7O3tMW3aNPj6+kJDQwNHjhyBrKwsCgsLoaqqit27d2PcuHEIDg5G7dq1q+1v9CGSxv7KlSvRv39/qKurC71/qampGDdunLA8Xk9Pr8zYQ1WNylhVJi8vDxkZGfj6+uLYsWPYt28fjh07BiMjI/j6+mLTpk1QVlbGli1b4OTkhNGjRwshKopbsWIFunbt+tErBFnV4zlGjFWyfv36wcjICDNnzkRiYiJq1aqFZ8+eISUlBcnJycjMzISNjQ0mTJiAPn36fLDHIygoCGFhYejfvz8iIiJARACApKQkbNiwAS4uLsJ8F2lr2LAhWrRogV69eiEhIQGurq7o2bMnQkJC0KVLF7Rp0wYdO3ZEZmbmB88VFBSExMREdOrUCceOHcOLFy+QlJQkDCeFh4dLtd7NmjVDYWEhevXqBU1NTYSHhwvzfcry8uVLNG7cWHiuo6MDBQUFiEQi6OrqCvGpbG1toaioiKtXr2LUqFHYsmUL8vPzcebMGXh7e2Pr1q24cOECpk6diqVLl0JdXR19+vTBhAkT4ODggG7duqFv376QlZVFeHi4VLPBp6enY+7cuTh9+rSwTTIfrfjyeD09PZibm8PMzAxNmzbFpEmTMGPGDEyYMKHay/yugKodO3aEg4MDbGxscPXq1RJBTF++fInExETUr18fubm50NHRgYeHR6lzP378GMeOHYODgwOio6M5WGRNVaVTu2sgXpXGqkN6ejrp6OhQ3bp1SSwWC0vrtbS0SFVVlWRkZKhTp07CcuMP+dCKmcrwKavSiF6vitu7dy8REa1bt47s7Ozo6dOnlJ+fTzt27KCmTZvSq1evqKCggPT09Mq1Qqo66l0RxcMSEL2uJ96EEtDT0ytxbPGwBPv37ydtbW0iIrp79y41a9aM6tatS/7+/tSrVy8yNzcnIyMjOn78OBG9XrlVq1YtmjBhAv366680btw4KigoICKiM2fOkIaGBhEROTs70+LFi6u83h/r6NGjZGVlRba2tuTg4CD8PdLT06lbt25kbm5Ourq61Lt3b+rWrVup5fGf+n/yY/Tq1YsWLVpUanv79u3p3r17dOPGDTIxMSlzVZlkdeaoUaPIyMiI5s+fT/fu3aPU1FQ6fPgwNWzYkOzs7Cg0NJS6du1aJeX/klXX9ZuH0hirAurq6rh79y46duyI7OxsEBHk5OQgFovRtWtX6Ovrw8/Pr9w9HlU9sRT4/+jGhw8fLrXP2dn5g68fMWIEfvrpJ/Tr1w8rVqzAjRs3hJ6w8ePHIzw8HL/99hvk5eVhYWFRrnlB1VHvipAMA0kmwxcf4ir+OYaEhJToCSwqKkJubi7GjRuHBg0aYPPmzTA0NMTp06eRnZ2NDRs2wNjYGCdPnsSuXbvw5MkTmJqa4uXLl1BQUMChQ4dw6tQp5OfnQ0ZGRphoHRsbiz/++KMa/wIVExYWhuHDh2PWrFkIDAyEhYUFVFRUkJ+fD1lZWWhra8PMzAzh4eF4/vw5HB0d0atXL4SFhcHAwADHjh374PkrGjjzfd7O+bdhwwacPHkSenp6ePr0KVxdXXHx4sV3BlSVDAFHRUVhxYoViI6ORp8+fZCcnIy0tDT8/fffcHV1xbRp0zj3Wk1Wpc2uGoh7jFh1qmk9Hu/yzz//UIsWLcp8zJ8/v9zncXFxoe7du5OWlpbQS1b80b59e9LX1y9XL1lN5eLiQkuWLBGenzlzhry9vYXflJiYmFI9gSNHjiRZWVlq0aIFpaenE9HrXpOdO3dSt27d6ObNm8Kx/fv3J01NTWrYsCHNmjWL4uPjKTIyUtgfExND9vb2RPS6R0bSk1QTdevWjS5cuEBEr3tTduzYQTk5OZSbm0sRERHk7u5OhYWFRERkYWFBcXFxJV7/oR6jyu5RKh5jad26daSrqyuUqXnz5qStrU2PHz+moKAgIbBoeno6ubu704EDBygkJITS09NJXV2dunbtSuHh4VRUVESPHj0iGxsbUlBQIE1NzQ/GVGJl4zhGjH0BPhQbpab4lASyxQUFBaGoqAjW1tY4fPiwMC8oOjoa7u7uiIuLQ0BAQI2YD/Wx3p7zZW9vj4kTJyIvL6/MOV+SyfcyMjKYM2cOfvvtNzx//hzp6en4559/cOfOHbx69QrA62XqgwYNgpaWFoyNjUFEMDIyQsuWLYX3V1JSEiZ0u7i4CJO9a6Lo6Gi0aNECAGBpaYmAgADMmzcPkZGR+Oabb2BhYSH0fjVv3hw3btyQZnHfm/NPspJQLBZjzZo1KCoqwvHjx3H69GkcOnQIw4cPx9y5c3Hy5Ek0bNgQ3377Ldzd3SEWi2FqaoobN27A1NQU0dHRH4ypxKSLh9IYY5VGEmgvMDAQCxcuRExMDIDXw3S9evVCeHj4JzcIPT09cfLkSaSlpcHHxwc//PADrl+/juDgYKxevRp37txBly5dsGXLlsqoUinF6yjJ70VE0NDQKDEMRG9WNq1btw7Xrl1DUVERxowZAyUlJUydOlVYQQYADg4OyM/PR6dOnbBhwwaoqalBTU1N+Pt9johIWI0ZGxuLAQMGYMiQIRg2bBgMDQ3h6+uLGTNm4OHDh/D09ISJiQkSEhKkXWwAgL6+PvLy8pCbmwslJSXk5ORAWVkZqamp0NTUxNq1a+Ht7Y0ff/wRSUlJ0NPTQ0hICKKiovDNN99AR0cH8+bNg6ysLDp37oz9+/cjOzsbrVu3rlE3RKxs3DBijFWqypgX9OTJE1y7dg05OTkwNTVFq1athFVb48ePR0REBDZu3ChkeXdwcED79u0xc+ZMrF+/HkuWLKmk2pTtQ3XMzMzEoEGDIC8vj23btsHa2hrR0dHo2bMnBg0ahHXr1qFbt27Q09ND9+7dhXlFw4YNw6JFizB9+nQYGhoKsYs+RyKRSOjNunv3LnJzc2FpaYkGDRoAAJSVlSEjIwMTExMAr4NcFg9SKQ2SGEs2NjYwNjbG06dPMXXqVGzZsgULFiyAu7s7rl69iv379yM9PR1XrlzBxIkTMX78eNy9exebNm2Cn58fhgwZAuD1ytHatWtDTk5OqO/z589rVPgEVho3jBhjNcb9+/cxY8YMFBQUwM7ODsrKyjhx4gQiIiKwcOFCDBw4EGPHjsWTJ0+wbt069OnTBz4+PmjVqhW6d+8OJycn2NjYwM/PD3PnzpVaPSRpQ5YtW4aioiIQESwsLNCjRw+8ePECu3fvxvjx41FQUIA9e/bA0NAQCxcuRH5+PuLi4jBq1Chcvnz5kybDS1tycjLy8vLg4+ODFy9e4Ny5czAyMsKzZ8+gra2Npk2b4tq1a1i0aBHq1KmD9PR0iMVibNiwQThH8+bNERMT886/AREhKioKXbt2LZHF3s7ODjk5ORUus2Ry/Zo1a9ChQ4cSQ16FhYUIDQ3FqFGjoKOjIwy7PX/+HNHR0XBxccGvv/4Ka2trJCUlQUdHB/n5+di6dSsOHTqE2NhYpKSkwMrKCoMHD8bcuXM5uGNNVaUzmGognnzNWGnSWBb9tmvXrpGFhQX9888/pfalpKRQ3759aeXKldVSlk9RPHt8YWEhffvtt+Tt7U2vXr0ic3NzcnBwoK5du9LKlSupS5culJaWRnfu3KGJEydSs2bNKCEhgQIDA8nBwYH09fVJT0+PmjRpQnPmzCl3QuGaIDw8nFq0aEGHDh2iLVu2UGRkJCUkJFCjRo1IV1eXNm7cSEREo0ePprFjx5KlpSV5e3sLr//Q/72MjAxq06YNNW7cuFQy3++//55UVFTKlcX+7YUH6urqpKenRw0bNhRCbkhCbcyZM4euX79eYnK9JAxDeno6ycjIUL169ahNmza0fv16kpOTIzk5OXJ3d6eioiKaPXs2bd68+Z3Jhtn78eRrxthXIzs7G8OGDcOePXtga2tbar+mpib++OMPHD9+vNQS6ZqmeNqQBQsWICcnB+PGjYOKigo2bdqEe/fuoV27dti1axfOnz8PY2Nj9O3bFwYGBjh9+rSQ7qR4cMHQ0FAYGhrCxsYG586dk24Fy6l58+aoU6cOVq5ciW7duqFly5bQ19fH7du38fz5c0yfPh1///03MjIycPfuXcTGxsLBwaHc5x86dCgaNWqEoUOHom3btsJQq66uLsaNG4dOnTqVmcz3bW8vPHjy5AlatGiBBg0aoFWrVjhz5gxOnjyJq1evwsjICH369BEm19ObiNjA67lnAwYMwMOHDzFq1CgcPnwYCgoKEIvFmD59OkQiEZSUlKCsrIzZs2fj8OHD5Sofq37cMGKMSd3OnTvRs2dPxMXFYfLkyQgNDcWIESNw/PhxTJgwATdv3kTfvn2xZcsWLFq0SNrFfa/iK5umT5+OwMBAYa6Ng4ODMKTUunVruLq6Ijg4GNHR0fD09MT48eNhZWWF4ODgUhf7z+1impmZiXHjxuHx48elYlZlZWUhMDAQ48aNg62tLbKzszFjxgy8fPmyXOeWxBuytLTE2bNnceXKFcyePRv/+9//4OHhgfv37+PWrVtCvKGKkEyud3Jywn///YdOnTqhR48ecHZ2Rnx8PMLCwoQhNpFIJMSounXrFjZt2oRVq1bByMgIIpFIiGfVrl07HD9+HMnJyfDy8oKRkRGePn36UeVjVY8bRowxqTt8+DAGDRqErl27IiYmBsOHD8e4cePQpUsXPHr0CN26dcN3330Hc3NzZGVlITExUdpFLhcjI6NSy+nr1auHSZMmlQrwJ7nYL168GN27d4eJiQkuXLiA/Px89OjRA8bGxkhKSsKqVas+i4uptrY2XF1d4ebmhtGjR6OgoEDYN2zYMBw6dAjHjx9Hamoq7t69iyVLlqBt27blOrekV87MzAwPHjxAv3794OLiAmtra1y+fBmDBg2CoaEhXF1dce/ePTx79qxCZZeRkUH//v3RpUuXd4bZICIsWLAAqamp0NHRgbW1Ndq3b4+HDx9i3LhxKCgoQFBQEOrXr48ePXrA3d0dwcHBSE1NxV9//YXFixd/dPlY1eKGEWNM6h4+fAhTU1MoKSnh7NmziIuLg729PRQUFHD8+HE8efJEyE5uamqKR48eVej8RIQ9e/aga9euMDAwgL6+PszMzODu7l7ui1J5zyFZ2QQA8fHxcHNzQ+3ataGlpQUrKyvs27cPIpEICgoKuHbtmpAvS3KxP3LkCDQ0NODv748lS5bg2LFjUFJSQmBgIDw9PREYGIg7d+58NhfTFStWQEVFBfb29jh//jzy8vJw6NAhrFu3Dr/99ht8fHwwfPhwqKiolPuckl45JSUljBkzBk+fPkW3bt2grKyM06dPIyIiAkZGRgD+P5lvZZLkU4uJiUGnTp3g7OyM9evX49SpU6hVqxZSU1PRrFkzrFy5EqtXr8aoUaPQt29f5OTkIDw8HK1atRJWHFZF+din4YYRY1UoOzsb7u7uOHXqlJD89W1xcXH45ZdfcPTo0WouXc2hqKiItLQ0eHl5oUOHDkLDo0WLFli2bBkyMjKEY7OysqCkpFTuc78rKWhF5u0UP8e8efOEc4SEhMDAwKDEOSQrmx4/fozOnTujbdu2ePDgAZKTk+Hr64uNGzdi1apVpdKGSC72rq6u2L9/Pzp16oRTp06hd+/eOHjwIOzs7HDixAk8e/YMjRo1+mwupjIyMvD398fkyZPh6ekJPT09aGlpwdHRETIyMti4cSO0tLSkXcwKkaw63LlzJ4YNG4aoqCiMGDECeXl5OHz4MIgI27dvR5MmTRAQEICOHTtCVlYWAwcO/KxjU30teLk+Y1Xo4sWLOHv2LC5duoTly5cLS7OB1z0Qa9aswaZNm9CxY0dcunQJPXr0kHKJy4eI8Pvvv8PHxwfR0dFCgEMXFxc0atQIBw8eLLF8ulevXu9dnty4cWN0794dHTp0QN++fXH8+HGEh4cjOjoajx8/xvr16xEcHAwbGxtER0ejUaNG5S5r8aXzxUnm7Tg7O6Nnz544cuTIOzPRS85hYWGBsWPH4vr169DS0sL27dvx6NEj7NmzB0OHDsWRI0eEfFm+vr44deoU6tevL5ynVatWOH36NMLCwjB+/HiEhISUeq9atWq9s+GXmZmJbdu2lfm6mm7YsGEYNmxYqe0fyodWFkmvXH5+Pnx9fUst58/OzhbiIxXvlasMZeVTs7Ozw9SpU9GkSRMoKiqiZ8+esLS0RFhYGGxtbXHmzBkEBgbi33//hYaGBp4/f47bt2+jY8eOuHbtGqKjo/Hjjz9W6DvDqg73GDFWhS5cuIAhQ4bgwoULGD9+PCwtLWFsbAwDAwMYGxvjf//7H27fvo2dO3dKNZifJIGsJGCi5DFw4EAhIJ9EVlYWXF1dcejQIXz77bd48uQJEhIS4OfnhxMnTmDhwoXo169fuXtm8vPzERUVhby8PMTGxmLfvn1IT0+HjIwM5OTkoKKiAmNjY3Tp0gVTpkyBo6NjuYddJBcxR0dH+Pr64sGDB/D09MQ///yD7du3IyUlBTt37nzvJFjJORo2bIjVq1fjzJkzQg/Hzz//DAsLC8yYMQPr1q0TzhEUFISLFy/C3d0dERERQm9hUlISduzYgfHjx5dKICy52Ldv3x4+Pj5ITEws8YiLi0OdOnVga2tb6Rf7z42kV87Z2Rn16tVD27ZtcejQIVy4cAE//PADXr16hSlTppTqlasMxVcdpqWlITExEd9//z3S09OxdetWPHr0CP369cOVK1dw+/ZtDBo0CP3798e2bdtARDhy5Ag6duyI27dvIygoCKmpqTh+/Phnvwrxi1KlwQBqII5jxKpT7969S8Qqef78OaWlpVFubi49efKE8vPzhX3m5uYUHx8vhVJWzMCBA2nVqlX03XffkbW1NaWmphIRkaWlJWlra1NgYCC1bdu2ROJTIqIbN26QiYkJ3bhxo8T2bdu2kZubG9WuXZsUFBRIS0uLdu/eTcnJyTRo0CCysbGhVatWkaqqKgGgkydPVqisR44codjYWGrSpAlNnDiR5s+fT/fu3aNGjRrRnDlzaPz48UREQlLQd50jIyODVq5cWSKx6Jw5c8jY2Jju379f6hwVTSD8559/kpOTE129epVMTExK/L95+fIlDRgwgKZOnUrBwcHUtWvXcv8NarqPjaElSeablZVFS5YsoebNm5OJiQn17duXLl++XGYy38p4f3Nz8zL/nxQVFZG/vz916tSJNDU1SV5enhQUFKh///40ffp0srCwIBMTE+rRowedOXOGYmJiSFlZmSZMmEAvX76koqIiyszMpKKiIsrIyKC0tDS6fv16md+Zr1V1Xb+5YcRYFTI1NaWUlBRKTk6mhIQEysnJodu3b1NycjI9ffpUeE5ENGDAACGzd0117NgxGjZsGP3xxx+0fPlyoWEnCWr4559/koODA508eZKaNWtGsbGx9Ndff1FSUhLt3r2bDh48SN26dStxzvbt21O/fv1ILBaTjo4OycjIkKqqKtnZ2ZGysjI1aNCA6tWrR7KysiQSicjGxqbc5S1+ETt48CD98MMPlJWVRUREe/bsIVtbW6FhN2DAADp37tx7z7Fz506ysLAQnq9YsYKsra3p1atX7z1HeUku9v/88w81b96cmjZtSh07diQ9PT1atGgR3bhxo1wX+8/JxzaM0tPTycnJiVxdXYUs9kREL168oPXr11O9evXKlcW+shpGZZWvdu3aZGdnV2b5ateuTa1bt6aXL1+SgoICtWrVitq2bUs7duwgPT09MjAwIC8vrzK/M18rDvDI2BcgLy8PmpqaCAsLw6xZs3D27FnMmzcPly5dwvTp03H27Fm4u7sDAAwMDGpMEs13CQgIwKRJk2BoaIj4+HhMnToVISEh8Pf3h7y8PP78809ER0djxIgRAF7P9Vi2bBmaNm2K3NzcMpcnx8TE4OjRozAxMRHm48jLyyMyMhJKSkq4d+8eXr16BZFIBBkZGVy7du2jVmS5urpi6dKlUFZWBgAhOahYLC73OcaMGYOoqCioqakhLS0NHh4euHLlSoVWVL1PUFAQwsLCsGbNGuzatQtHjhyBl5cXwsPDoa2tjV69epUagvtaSeINubq6Yu7cuahTpw4MDAzQoUOHUvGGKpNkyLOwsBA6OjpQV1eHsrIytLW1ISsrCx0dHfz8889QV1eHuro6vvnmmzLLZ21tjWXLlqFWrVqwtbVFZGQknJ2d0bFjR2RkZCA1NRWdOnXiJf3SUKXNrhqIe4xYdTIwMCAiory8PGrXrh0ZGhrShQsXhOcGBgZ0/vx5IiJatGgRbd++XZrF/SArKysaPHgw3bhxg0JDQyk0NJQePXpE5ubmFBwcTKGhoRQeHk6///476erq0rFjx0qdQ9KrUlRURH/++SepqKiQhoYGBQQEUEpKCjVv3pwAkLKyMo0YMYKGDBlCYrGYli1bRsrKyiQvL09BQUHlKu+AAQPo6NGjREQUFxcnDNlpaWmRmZlZiZ6CBg0aUEJCwnvPce7cObK3t6fu3bvT0KFDqWPHjvTDDz9QZmbme89RERUdgvvchYWFkZWVVZkPDw+PKn//ivYYSYY8JY4fP049evSgsLAw6tSpk7D9Q0OexXuenj17RpMmTaLCwkIiIvr9999p7969wrGf2hP5paiu6zevSmOsiuTk5CA/Px9//fUXHj58iP3790MkEmHRokUICQlBmzZtYGlpiXv37uHx48eIjo5Gw4YNpV3sDzIwMICdnV2JTOipqakYPXo0RCKRkDD1Q3U5c+YM5syZg7p16+LBgwdo0aIFFi1ahKioKACve5sCAgKgoqKC+vXrIzMzEwoKCigqKsKePXswaNCgD5ZVMkm3efPm6Ny5M2bNmgUvLy+oqKjgv//+w5QpUyAnJwdLS8t3TtKVnKNNmzZYtWoVdu3ahU2bNuH8+fMICAhASEgIvL290ahRo0qZ6CsjIwM3Nze4ubl90nk+F+3bt0dERITU3l+y8KC8yXolqw6XLl0KT09PdO3aFVu3bsXAgQOxZ88eAEBsbCxmzJhR7tWDtWvXhpeXl/B84MCBH1kbVimqtNlVA3GPEasuoaGh1Lx5c9qzZw/5+PjQv//+Szk5OXTgwAHy9vam/fv3k4eHB61Zs4ZCQ0OpWbNmtGrVKmkX+72GDx9OPj4+5OXlRfPnzxe2S3pVMjIyyNDQkPLy8sjQ0JAePnxY6hzFe1UKCgroxx9/JHl5edq8eTPJyMgQgFKPunXrUufOncnS0pJUVVXpwIED5S6zi4sLeXp60r1790rty8rKohMnTnxw3o5k7o/kNUuXLqVjx44JE8HLO9GXfRkqY36T5DuTnp5e5rEPHz6kS5cuEVHl9ER+CXjydRXhhhGrLpIfz/bt21NMTAxlZGSQh4cHWVhYUL169cjV1ZUiIiIoOzubfvrpJ1JWVhZ+CGuqv//+m5o2bUrbt28v0TCSDC8kJSUJk6fl5ORIW1tbePz0009lDi9kZmaSsrIy6ejoUNu2bUlBQYGsrKyoXbt2wqNly5ZUq1Yt8vLyImVl5QpdJCrjIlZZE33Zl+NThzwl35kXL15Q06ZNycPDg+7fv08vX76kgwcPkqmpKR04cOCLW4X4KbhhVEW4YcSqWlFREQUGBpK9vT3p6uqSrKwsNWzYkGxsbGjixIn0+PFjysrKooMHD5KNjQ3l5ubSyJEjCVZbNQAAIABJREFUydvbm5KTk6Vd/A9ydXUlIyMjkpeXJ1VVVeEhKytL8vLypKGhQbVr16arV6+WeN37elV27NhBsrKy1LhxYxKJRCUekl6jOnXqUO3ataldu3YVLnNlzNv52ub+sKon6YlMSUkhd3d3atasmRBy4NKlS9wT+Zbqun6LiN6Rp+ALlZ6eDrFYjLS0NGhoaEi7OOwLk5mZiUGDBkFeXh7ff/89rK2thUjFDg4OWLt2LYyMjJCQkAAiglgsRsOGDfH48WP8+++/pRKO1kSvXr3CkCFD8PLlSyxfvhy2traQkZHBw4cP4eLigvj4ePz888+YNm0aRCIRkpKSEBAQgI0bN8LX1/edK4UcHR1x7do1FBUVQSQSQU5ODrq6unB2doa2tja2bt2KoqIinDhxgldlsS9CRkYGBg4cCFVVVXh4eMDKygoikQgvXrzA7Nmz8ccff0BFRQVycnKQlZWFvLw8cnJyIBKJvsro2NV1/eaGEWOVqHfv3mjZsmWp9BMzZsyAv78/TExMkJiYiJMnT0IsFmPlypU4ePAg5OXl4e/vD3t7e+kUvIKICEFBQfD19RXSGKirq6N79+5o0KABDh06hFu3bgmpQnr16gV3d3chM3lZMjIyMGDAAKSkpICI8PTpUwCAqqoq6tati3v37sHPz69KlmAzJi1FRUUIDAzErl27cOvWLRQWFiIzMxMGBgbYtGkT7OzsMHjwYBARmjRpgkOHDmH37t0wNzeHv78/Nm/eDD8/v8/mt+NTVNv1u0r7o2ogHkpjVUUS5JDodSDA5s2bC8txmzRpQpqamtSpUydSU1MjWVlZUlFRIVVVVdLV1aV69eqRhobGZ7skVzJ86ODgQPr6+qSnp0dNmjShOXPmlCsYngQPV7GvXa9evWjRokVlPt+7d68QGV0SDftdEeW/RF9VgMdt27bB1NQUSkpKsLKyQmho6DuP9fHxgZ2dHTQ1NaGpqQlHR0dcuXKlGkvLWNnKyqGUl5eH4OBgZGdnQ01NDXv37oWdnR0UFRWFBKTPnz+Hv78/+vfvj+7du392uZEqI3u9hGSp+tmzZ/H06VMkJCTg1q1bWLt27Xt7mxj7ErydoLZevXpIT0+Hubk56tatCx8fH6xevRojR46Es7Mzbt68iXnz5r031x/7CFXa7CqHffv2kby8PPn4+NDNmzdpxowZpKqqSo8ePSrz+GHDhtHWrVspMjKSYmJiaPTo0SQWi+nx48flej/uMWJV5V2pAiS5try9vUleXp5EIhGpqamRlpYWqaurk0gkImVlZdq/fz8ZGRmRkZHRZ3X3V/yONjs7m7Kzs4nodX4voq/rjpZVTG5uLs2ePZuOHTsmrPR725MnT2jdunV08ODBai5d9ZP8VhARrVu3jhQUFGj37t304MEDUlVVJXV1dTp+/Djl5uaSsrIy6evr019//UVE78719yX5alaltW3bliZNmlRim5mZGS1YsKBcry8oKCB1dXX69ddfy3U8N4xYVXlXw8jc3JwiIyOpT58+1KFDB3J3dyclJSWaM2cOFRYW0pgxY8jZ2ZnatGlDvXv3pmXLln02uZGKDx9mZGRQly5d6LfffqPMzExq3LixsISd8z2xskhywnXu3Jns7OxKJVHetGkTGRoa0tChQ6lHjx5SKmX1efs3xNzcXAhNkZOTQ56ennTz5k16+vRpqWjY5YmOXVlD3tLyVQyl5eXl4erVq3Byciqx3cnJCWFhYeU6R1ZWFvLz86GlpVUVRWSs3CQ5lIq7desWnjx5gt69e+P+/fuYOXMmfvnlF9SpUwd37tyBv78/Nm7ciMePH8PPzw8KCgqws7P7bHIjFR8+nDdvHrp27Qo3NzeoqqoiJCQE06ZNw8uXLznfEyvTxYsX0b9/f5w7dw7Tp09Hy5YtYWJiAgMDAxgbGyM4OBixsbHYuXMnIiIiQF/XWiEAwKFDh+Do6IgbN24gPT0d27dvR5MmTRAXF1eh81TmkPcXr0qbXR/w5MkTAkD//PNPie0rVqygxo0bl+sckydPpgYNGgjd92/LycmhtLQ04REfH889RqxKFM+hdOXKFerfvz81btyYWrVqRcHBwcLdYHBwMNWtW5fGjx8vDB+cO3eOTE1NydTUlBISEj6b3EjF73Bzc3NL3ZHWrl1buCPt2bPnZ1EnVn2++eYbYSiIiCg5OZlycnIoNzeXnj59Srm5ucI+S0tLunv3rjSKWW2K5+WTPD948CAZGRnR7NmzSUVFhQCQnJwcaWlplQh0+qHo2G9P6n7b5zDk/VX0GH2qn3/+GXv37sXBgwehpKRU5jErV66EWCwWHnXr1q3mUrKvRb9+/SArK4ulS5ciJCQEgwYNQkxMDH744Qds3bpVWG7r6uqKtLQ0BAYGQk5ODjIyMpgyZQqmTp2K+vXrfzDXFhFhz5496Nq1KwwMDKCvrw8zMzO4u7tLtUdm//79aNiwIQICArBy5Ups3rwZo0ePxtGjR2FoaIizZ88iMjJSauVjNU90dDSsrKyE51paWlBUVISCggIMDAygoKAg7GvZsqWQR+9LJcnLV/z52rVrAQBycnLw9vaGmpoalJWVoaOjI/xWhISEvDdPn2RS9+LFi+Hs7AwTExNcvHgRBQUF6NOnD4yMjPD06VOexP2GVBtGOjo6kJWVLfVj/uzZsw9eHNasWYOffvoJJ06cgKWl5TuPW7hwIdLS0oRHfHx8pZSdsbIEBQUhLCwM0dHRaNCgAUQiEfr164fCwkIkJydDSUkJJ06cEAIjJiQkIC8vDwMGDMDChQuxZs0aAMC1a9fQpEmTUueXdIfv3bu3VHe4vr5+tXeHS4YPX716hQULFggrx7Kzs7F06VJoaGggMjISHTt2hLa2NtauXYvo6OhqKx+r2ZKTk2FgYIBnz57B0dFRaAQAwJ07d+Ds7Ax/f38AQP369Ss8fPS5KX5zJXkOAB06dMDq1avh5uaG9evXQ11dHX/88QeA/09Yu379+neeVzLkfeTIEYjFYvj4+GD58uU4duwY5OTk8Ndff2Hx4sU85C1Rpf1R5dC2bVv67rvvSmxr2rTpeydfr169mjQ0NOjixYsVfj+efM2qWlmxeBo2bEi6urqkra1NFy9eJAMDA0pJSSmRa8vZ2ZkCAwPfmxtJ0h2+Y8cOcnNzo4yMDCJ6PQm6Q4cOdP369WrtDpcMH0omYRcUFFDTpk1JXl6efvvtN8rOzqapU6dS/fr1qVOnTjwJm5VQp04dIiIKDw+nnj17Unh4uLDvxo0bNGzYMDpz5gwREa1atYrWrFlT7WUsLCykOXPm0F9//UWFhYVlHvPs2TPatGkT7dmz55Pf7+28fGlpaeTk5EQ9e/akWbNmkYmJCZ06dapCefretTCkLDV5GP+rWZUmWa6/c+dOunnzJs2cOZNUVVWFrNxubm4lGkmrVq0iBQUF+uOPPyghIUF4SC4QH8INIyYthYWFZGlpSXp6eqXygcnKypKsrCyJxWKSl5enJk2alEjSSlRyBVhhYSEtXryYevXqRadPn6YWLVrQ7du3iaj6V4C5uLhQs2bNhGXG9+/fJzMzM1q0aBHFxsaSuro6aWtrC/mevoZlxezDfHx8SElJiaZNm0YzZsygO3fuUGFhIR08eJCuX79Oly9fJiIiLy8vmj59OllbW1ObNm3o+fPn1VrOqKgoMjMzI0dHR7K2tqZ79+6V2L9r1y6qU6cOjRgxgjp06FAp7/n2zZWenh7p6+uTkZGR8O+KBD4tq2H066+/0uTJk0vNS+KGUQ1oGBERbd26lUxMTEhBQYFat25N58+fF/Z17tyZvv32W+G5iYmJkFSy+MPT07Nc78UNIyZNb98NHj16lDw9PUvd/T148IAGDx5c4rVvxzjR1dWl2NhYKiwspClTppCxsbHw/7o6Gx/p6emkqqpKPXr0oPDwcJo3bx7t3btXqFPdunWpQ4cO9OLFCwoMDCRdXV3S0tL67JYKs8qVmZlJzZo1o7Vr19KWLVvo9u3blJaWRp6enuTm5kanT58motcNj3379pGNjQ3t3r272svp6+tLs2bNIiKio0ePkq6uLhkbG5O+vj6ZmJhQhw4dKCUlhQoKCkhLS4vy8vKqvYwf8vakbiKiFy9ekJ6eHi1evLjE9g9N4pam6rp+y0lpBK+EyZMnY/LkyWXue3u+xMOHD6u+QIxVoebNm0NOTg5z587Ff//9h7y8POzduxe9evVCWFgY8vPz4eXlhYSEhBKvi4mJESaqisVi6OnpoVatWpCRkYGhoSH09PQgJ/f6K92qVSvExsZWS3JJdXV1mJiYwMXFBXPnzsWtW7fg5eWF7OxsyMnJwd7eHps2bcLIkSMhLy+PJk2aYNmyZbC3t8ft27fx119/wcbG5qvJ98Rey83NxeDBg5GSkgJzc3M0a9YM2trakJeXh7q6Oo4fP468vDzUrl0bYWFh8PDwQIcOHaq9nFevXoWtrS0AwMXFBbdu3YKysjJkZWWRnJwMTU1NKCoqAng95y4mJua9816lQTKp28XFRdiWkpICkUiEvLw8YduHJnF/LT7rVWmMfW4uX76Mc+fOITQ0FDIyMtiyZQvc3d1x69YtrFmzBv7+/mjfvj2io6PfexMwZswYREVFCQ0fDw8PXLlyBSoqKtVUk5KaNm2KBg0a4OzZs1i4cCHatWuHJ0+eICMjA3369EGbNm3QqlUrDBs2DBcvXhTKvX37dly8eBF79uzBqFGjeGL2V0RLSwszZ87Evn370KpVK2hra2PmzJm4ceMGbt68iVOnTqFJkyYYPnw4li9fjqlTp6Jhw4bVXs7r16+jRYsWwnNNTU0oKSlBXl4e+vr6QqMIAFq0aIEbN25Uexk/5O1J3QCQkJCADRs2YOXKlQDKN4n7q1Gl/VE1EA+lMWlavnw5rV69moiIAgICSENDgzQ0NEhfX5/q1KlD3bt3p8zMTLp+/TqpqqqWeG3x7vDHjx/TyJEjhWEpKysrCgoKEo6t7u5wySTs/Px8MjQ0pJSUFGHfoUOHyMDAgCZOnEj169en9u3bC/sKCgrI09OTrK2t6cCBAzwx+yvk4+ND3bp1o3///ZecnJxIVlaW5OXlSU9Pj5YvX06HDh0iCwsLysnJkUr56tatS9nZ2ZSWlkbt27cvMef18ePH1KpVK/r555+JiGjt2rW0YsUKqZTzQ94expfEUKvIJG5p4zhGjH2BIiIi0Lp1awCAqqoqRo0ahWnTpuHRo0cIDg6GhYUFlJWVoa6uDpFIhJSUFOG1ku7wZ8+ewd7eHlZWVnjw4AGSkpLg4+ODtWvXYt26dVLpDpfckY4dOxa5ublo1KgRdHR0oKOjg0GDBuHVq1d4/vw5Xr58idjYWCFsxvz58+Hn54egoCD079+flwp/hcaNGwdra2uMHz8ec+fORWpqKp4/f46IiAhkZGRg7ty5OHz4cImemepUWFgIJSUlREZGIioqCsbGxsK+y5cvIzk5GaampgAADQ0NZGVlSaWcH6Kuro6///4brq6umDt3LurUqQMDAwN06NAB8fHxCAsLQ9euXaVdzBqBG0aMVaOoqCihW97S0hJnzpzByZMnERkZiW+++QYWFhaQkXn9tdTQ0CjRLS9pfHh5eeH48eOYPn06VFVVIRKJ0KpVK5w+fRotW7aUWnd4UFAQEhMT0alTJxw7dgwvXrxAUlISTE1N4e7ujsjISIwZMwZ16tQRAvdpaWlBT09PGFqTzI36GFRDA1+yD1uxYgV+/PFH/PLLLzAxMUH9+vXh4OAA4HXjw8TERGplU1BQQG5uLtq2bYsNGzagW7duuHTpEpKTk9GkSRN4eXlBR0cHAJCamgplZWWplfVDZGRk4ObmhrNnz+Lp06dISEjArVu3sHbtWiEGGQNqxORrxr4Wqamp0NXVRVxcHPr37w9bW1soKirC0tISe/bswXfffYeUlBS4urpCTU2tVEDSoKAgDBw4ENevX4eHhwesrKwgEomQlJSEgIAAbNy4Eb6+vmjevHm1101yRxoYGChMwiYipKSk4MmTJwgLC4OBgYEQxBJ4PTfKw8Pjk987MzMTgwYNgry8PEaOHImRI0dCJBLhypUrOHXqFE/u/gz06NEDPXr0kHYxSrhw4QIKCwvh4eEBLS0tODo6wtDQEGPHjsWjR48wffp0zJ49G1u2bMH//vc/HD16FHXr1kVmZibU1NSkXXz2kbjHiLFqQkRCT8nZs2eRkZEBDQ0NaGlpQVlZGXFxcUhPTxe66uXk5JCdnV3iHDW9O7ysO9LevXujb9++MDAwwJMnT/Dtt9+idu3a0NbWRps2bbB//37h9e+K+P0hQ4cORZMmTWBsbIxNmzYhPT0dwOvehqCgICxZsoQnd7MK69ixI7755hskJCRAJBJBQ0MDKioq+OmnnzBx4kRMmjQJwOsJ2XJycnj+/DlWrFjBjaLPHPcYMVZNRCIRCgsLAQC9e/dGfn4+lJSUcPbsWTx//hyWlpbYtGmT8KOal5dX5g+spPHh5uZWreX/WJK5Ua1bt4a9vT2mTZuGbdu2QUVFBdeuXcOkSZPw+PFjNGzY8KPmRknyQLVt2xYnT57EzJkzoaGhAQBwcnJCfHw8zp07J+SBOnHiRFVUk32BsrOzoa+vj5CQEPj6+gqrPs3MzODm5oa4uDh4eXlh+PDhCAoKgpGREWJiYtC4cWMpl5x9kiqd2l0D8ao0Ji3Hjh0jTU1NWrx4Mf34449069YtCggIoDp16lC9evXIy8uLiIg2bNhAs2bNInV1dZowYYKUS105XFxcyNPTs1TUYCKijIwMOn36NNWrV0+Ijl0RxQNfTpkyhQDQtWvXiIiob9++BIDCwsIoNzeXo26zjzJ//nxyc3MTUoIkJydTvXr1aOLEiUREFBMTQ8bGxhQbG1st5SkqKqLAwEBycHAgfX39ryZYKq9KY+wL4+zsDBcXFyQkJEBJSQkqKirIzc1Fy5YtMWXKFJiYmKCwsBBaWlqQlZVFfn5+ifk4n7OgoCBcvHgR7u7uiIiIABEBAJKSkuDr64uxY8d+9Nyo4oEvPT09cfr0aWGC++bNm3H27Fns2rULv//++ydN7mZfrxUrVkBWVhaOjo44f/48IiMjMXr0aCxYsAAbNmyAs7MzfH19P2oYuKIkiaSDgoJKJZI2NDSs9kTSX6QqbXbVQNxjxKQlKSmJfv75Z2rZsiUVFBTQunXryNjYmAwMDMjIyIhq1apFysrK1KpVK6pbty6ZmZnR2bNnq618VX0XWlZy3Yrke3qXt/NAvXjxgmxsbEhTU5P8/f2JiCg4OJiioqJqdB4oVvPt37+fHB0dSUtLi7S0tMjExIQmTJhAd+/erbYySBJJv8uNGzeqNZF0dfqqcqVVJ24YMWkbO3YszZo1ixITEykrK4vGjBlDxsbG9PDhQ3r48CFdvnyZGjRoQElJSdVWpoyMDHJxcaE+ffrQ5cuXheBvz58/p7Vr11K9evWqtZFWEW/ngVq3bp2QQ1GSvV2iJueBYuxDiieS3rlzJzVv3ly4KVixYgW1bduWXr16Ve2JpKsLD6Ux9oXaunUr7t69izFjxuC///7D8uXLERERAQUFBfz2228YOnQoDhw4AG1t7Wor09ChQ2FlZYUVK1agRYsWEIlEAABdXV107twZhw8frrGruiSTuyUsLCyEfxcfmuM8UOxzFxAQgFmzZgEA0tLSkJiYKOQ6S0lJQUJCAgoKCuDq6srBUj9FlTa7aiDuMWI1QWFhIe3cuZM6duxItWrVIk1NTWrYsCHNnj272idPFr8LXbZsGVlaWtL169cpJyeHZs6cSRYWFvTixYsafRfq4uJCS5YsEZ6fPn2avL29KT09nYheT4792MndjNUUbw8bE5HQu/u2L3HYmHuMGPuCycjIYMyYMQgNDcXLly+RkpKCO3fuYO3atUIU6OpS/C509OjRyM/Px969e/HgwQPs2rUL7u7u0NHRqdF3oUFBQQgLC0P//v0RERGBLl26YOLEicjNzRWyiksr8CVjVWnfvn3o1q0boqKipF2ULwY3jBj7yhVf1bVhwwbMnz8fP/30E8zMzHDt2jUEBQXhxYsXAD4tZUdFhYWFoWXLlmU+FixYUOLYmh74krHKYGZmhn///bfEtr59+yI2NhbBwcEltn9ssFTGAR4ZY8X88ssvJZ6bmpri6NGjUilLeno6+vXrhyVLlpTY/vDhw1INI+DzC3zJWEVJ5tO5uLgI2+Li4gCgRJR8nk/3abjHiLGvXPG70Pj4eLi5uUFPTw9aWlpo06YNfv/9d+FYvgtlTHokiaSXLl0qbMvKysLmzZuxYsUKAEBsbKzUEkl/KbhhxNhXTnIX+vjxY9jb26N9+/a4f/8+kpOTsWPHDqxZswYbNmwQ7kL19PQ4iz1jUvL2fLpWrVqhX79+SEpK4vl0lYSH0hj7yvXr1w87duyAr68vTp48ifr16wv7WrdujVOnTiEiIgJjxozBvn370LNnT8jKymLlypWwtraGSCTCixcv8Ouvv3IWe8aqmGQ+XWBgIObOnYtbt26BiKChoYFevXohLCwMBgYG0i7mZ40bRowxBAUFYeDAgbh+/To8PDxgZWUFkUiEpKQkBAQEYOPGjfD19cXy5cthZWUFY2NjbNmyBdu2bYOamhrCwsJw6NAhhISEoHfv3jhy5AjMzc2lXS3Gvkg8n65q8VAaY6xcq7oyMzORk5ODZcuWYezYsahXrx6GDh2KM2fOwNPTE35+fmjevLmQxZ4xxj5H3GPEGAPw4bvQ4vGONm7cCG9vb4SGhqJRo0bo2LEjHB0dERUVBVdXV2G+UXXHZGKMsU/FPUaMsXIpHu9ILBZDT08PtWrVgoyMDAwNDaGnpwc5udf3WpzFnjH2ueKGEWOswsaMGYOoqCioqakhLS0NHh4euHLlClRUVKRdNMYY+yQ8lMYYKxdJvCMXFxecP38eS5YsgZKSEjQ1NREfHw8HBwfMmzcPqqqqHO+IMfbZ4h4jxli5SOIdvXjxAqtWrcKuXbtgZmaG2NhYbN++HcrKyvD29uaou4yxzxr3GDHGykUS72jbtm34+++/kZ2dDU1NTaxcuRJPnz7FggULEBsbCxcXF4SEhHzy+4nFYhw+fBiHDx8utc/Z2fmTz88YY2URERFJuxDVKT09HWKxGGlpadDQ0JB2cRj7rGRkZGDgwIFQVVV9b7wjTtjKGKts1XX95h4jxli5cdRdxtiXjnuMGGOMMVbjVdf1mydfM8YYY4y9wQ0jxhhjjLE3uGHEGGOMMfYGN4wYY4wxxt7ghhFjjDHG2BvcMGKMMcYYe4MbRowxxhhjb3DDiDHGGGPsDW4YMcYYY4y9wQ0jxhhjjLE3uGHEGGOMMfYGN4wYY4wxxt7ghhFjjDHG2BvcMGKMMcYYe4MbRowxxhhjb3DDiDHGGGPsDW4YMcYYY4y9wQ0jxhhjjLE3uGHEGGOMMfYGN4wYY4wxxt7ghhFjjDHG2BvcMGKMMcYYe4MbRowxxhhjb3DDiDHGGGPsDW4YMcYYY4y9wQ0jxhhjjLE3uGHEGGOMMfYGN4wYY4wxxt7ghhFjjDHG2BvcMGKMMcYYe4MbRowxxhhjb3DDiDHGGGPsDW4YMcYYY4y9USMaRtu2bYOpqSmUlJRgZWWF0NDQ9x5/4MABNGvWDIqKimjWrBn+/PPPaiopY4wxxr5kUm8YBQUFYebMmfj+++8RGRkJOzs7uLi4IC4urszjL168iMGDB2PkyJH477//4ObmhkGDBuHy5cvVXHLGGGOMfWlERETSLEC7du3QunVreHl5CduaNm2Kfv36YeXKlaWOHzx4MNLT0/H3338L27p37w5NTU3s3bv3g++Xnp4OsViMtLQ0aGhoVE4lGGOMMValquv6LdUeo7y8PFy9ehVOTk4ltjs5OSEsLKzM11y8eLHU8c7Ozu88njHGGGOsvOSk+eZJSUkoLCyEnp5eie16enpITEws8zWJiYkVOj43Nxe5ubnC87S0NACvW56MMcYY+zxIrttVPdAl1YZRdVi5ciWWLl1aanvdunWlUBrGGGOMfYrk5GSIxeIqO79UG0Y6OjqQlZXFs2fPSmx/9uwZ9PX1y3yNvr5+hY5fuHAhZs+eLTxPTU2FiYkJ4uLiqvQPW9Okp6ejbt26iI+P/6rmVnG9ud5fA6431/trkJaWBmNjY2hpaVXp+0i1YaSgoAArKyucPHkSrq6uwvaTJ0+ib9++Zb6mffv2OHnyJGbNmiVsO3HiBGxtbcs8XlFREYqKiqW2i8Xir+o/lISGhgbX+yvC9f66cL2/Ll9rvWVkqnZ6tNSH0mbPng03Nze0adMG7du3x44dOxAXF4dJkyYBAEaOHIk6deoIK9RmzJiBTp06YfXq1ejbty+Cg4Nx6tQpXLhwQZrVYIwxxtgXQOoNo8GDByM5ORk//vgjEhISYGFhgaNHj8LExAQAEBcXV6J1aGtri3379mHRokVYvHgxGjRogKCgILRr105aVWCMMcbYF0LqDSMAmDx5MiZPnlzmvnPnzpXaNnDgQAwcOPCj3ktRURGenp5lDq99ybjeXO+vAdeb6/014HpXbb2lHuCRMcYYY6ymkHpKEMYYY4yxmoIbRowxxhhjb3DDiDHGGGPsjS+yYbRixQrY2tpCRUUFtWrVKtdriAhLliyBoaEhlJWVYW9vj+jo6BLHvHz5Em5ubhCLxRCLxXBzc0NqampVVOGjVLR8Dx8+hEgkKvPx+++/C8eVtd/b27s6qlQuH/O52Nvbl6rTkCFDPvm81ami5UtJScG0adPQpEkTKCsrw9jYGNOnTxfS5EjUtM9727ZtMDU1hZKSEqysrBAaGvre4w8cOIBmzZpBUVERzZo1w59//llif3m+6zVBRert4+MDOzs7aGpqQlNTE46Ojrhy5UqJY0aNGlXqc7WxsanqalRYReq9e/fuMv+/5uTkfPQ5paUiZSzr90uMbvlAAAASgElEQVQkEqFnz57CMTX98/7f//6H3r17w9DQECKRCIcOHfrga86fPw8rKysoKSmhfv36Zf4uVcpnTV+gH374gdatW0ezZ88msVhcrtesWrWKNDQ06MCBAxQVFUWDBw8mAwMDSk9PF47p3r07WVhYUFhYGIWFhZGFhQX16tWrqqpRYRUtX0FBASUkJJR4LF26lNTU1CgjI0M4DgD5+fmVOC4rK6s6qlQuH/O5dO7cmcaPH1+iTqmpqZ983upU0fJFRUVR//79KSQkhO7evUunT5+mRo0a0YABA0ocV5M+73379pG8vDz5+PjQzZs3acaMGaSqqkqPHj0q8/iwsDCSlZWllStXUkxMDP30008kJydHly5dEo4pz3dd2ipa72HDhtHWrVspMjKSYmJiaPTo0SQWi+nx48fCMd9++y117969xOeanJxcXVUql4rW28/PjzQ0NEr9jn3KOaWhomVMTk4uUd8bN26QrKws+fn5CcfU9M/76NGj9P3339PBgwcJAP3555/vPf7+/fukoqJCM2bMoJs3b5KPjw/Jy8vTH3/8IRxTWZ/1F9kwkvDz8ytXw6ioqIj09fVp1apVwracnBwSi8Xk7e1NREQ3b94kACV+YC9evEgAKDY2tvILX0GVVb6WLVvSmDFjSmwrz39aafnYenfu3JlmzJhR6eetLpVVvv3795OCggLl5+cL22rS5922bVuaNGlSiW1mZma0YMGCMo8fNGgQde/evcQ2Z2dnGjJkCBGV77teE1S03m8rKCggdXV1+vXXX4Vt3377LfXt27dSy1nZKlrv8vzGf+rfsjp8ahnXr19P6urqlJmZKWz7HD5vifL85sybN4/MzMxKbJs4cSLZ2NgIzyvrs/4ih9Iq6sGDB0hMTISTk5OwTVFREZ07d0ZYWBgA4OLFixCLxSUCSdrY2EAsFgvHSFNllO/q1au4du0axo4dW2rf1KlToaOjA2tra3h7e6OoqKjSyv4pPqXegYGB0NHRgbm5Odzd3ZGRkVEp560OlVW+tLQ0aGhoQE6uZEizmvB55+Xl4erVqyW+lwDg5OT0zjpevHix1PHOzs7C8eX5rkvbx9T7bVlZWcjPzy+VU+rcuXOoXbs2GjdujPHjx+P58+eVVu5P9bH1zszMhImJCYyMjNCrVy9ERkZ+8jmrU2WUcefOnRgyZAhUVVVLbK/Jn3dFveu7HRERgfz8/Er9rGtEgEdpS0xMBADo6emV2K6np4dHjx4Jx9SuXbvUa2vXri28Xpoqo3w7d+5E06ZNS+WdW7ZsGbp27QplZWWcPn0ac+bMQVJSEhYtWlQpZf8UH1vv4cOHw9TUFPr6+rhx4wYWLlyI69ev48SJE5903upSGeVLTk7GsmXLMHHixBLba8rnnZSUhMLCwjK/l++qY2Ji4nuPL893Xdo+pt5vW7BgAerUqQNHR0dhm4uLC7755huYmJjgwYMH+L/27j0oqvKNA/h3FZbl4pIoCSjumiFssVxWRIgQNUNQmymzoYYhZArD1B3TqWQSuZSGTiLFWJNA0FTaRXTGSzKQgjWARIRCchFw1UwHtFDwmsDz+8Pl5Pntiix39fnMMMO+593nPO95ObvPnD3vEhcXh9mzZ6O8vHxYfFFgb8bt5uaG7OxsqNVqtLa24uOPP0ZAQACOHTsGFxeXfjmWA62vOf7666/4448/kJmZKWof7vNtqrud2+3t7bh48SKIqN/m+r4pjBISEpCYmNhtn7KyMvj4+AxSRoOjp+Puq+vXr2P79u2Ii4sz2HbnG6KXlxcAICkpaUDfKAd63NHR0cLv7u7ucHFxgY+PD37//XdoNJpex+2rwZrv1tZWzJ8/H0888QTi4+NF24Zivln/2bRpE3bs2IHCwkLIZDKhPSwsTPjd3d0dPj4+UCgU2L9/PxYuXDgUqfaZn5+f6IbigIAAaDQapKWl4ZNPPhnCzAZPZmYm1Go1fH19Re0P4nwPlvumMFq+fLnBqqH/p1QqexXbwcEBANDU1AQnJyehvampSdjm4OBg9DJkc3Oz0Gcg9HTclZWVfcpv586duHbtGl599dV79vXz80NrayuampoMqvP+Mljj7qLRaGBubo76+npoNJoHer7b2toQEhICGxsb7N69G+bm5t32H4z5Nmbs2LEYOXIkmpqaRO13npf/z8HBodv+PTnXh1pvxt3lo48+woYNG/DTTz/Bw8Oj276Ojo5QKBSor6/vc879oS/j7jJixAhMmzZNGFN/xBxofcnx6tWr+Pbbb5GUlHTP/Qy3+TbV3c5tMzMzjB07FkTUf3Nt0h1J9xlTb77euHGj0Hbz5k2jN1+XlpYKfY4cOTLsbsbtbX5BQUEGq5PuJi0tjWQyGd24caPX+faX/pqXqqoqAkCHDx/u17gDpbf5Xb58mfz8/CgoKIiuXr3ao30N5Xz7+vrS0qVLRW0qlarbm69DQ0NFbSEhIQY3X3d3rg8Hpo6biGjjxo0kl8uppKSkR/u4ePEiWVhYiG7QHmq9GfedOjs7ycfHh6Kiovot5mDobY5ZWVlkYWFBFy9evOc+huN8d0EPb75WqVSitpiYGIObr/tjrh/Iwuj06dNUUVEhLD2vqKigiooK0RJ0V1dX2rVrl/A4OTmZbG1tadeuXVRVVUWvvPKK0eX6Hh4eVFJSQiUlJaRWq4fd8u3u8jt79iy5urqK3kyJiOrr60kikdCBAwcMYu7Zs4e2bdtGVVVV1NDQQOnp6SSXy0mr1Q74eHrK1HE3NDRQYmIilZWVkU6no/3795Obmxt5e3tTe3t7j+MONVPHffnyZZo+fTqp1WpqaGgQLePtGvdwm++u5beZmZlUXV1NK1euJGtrazp16hQREUVERIhe9IqKimjkyJGUnJxMNTU1lJycbHS5/r3O9aFm6riTk5NJKpXSzp07RfPa9ZrX1tZGq1evpuLiYtLpdFRQUED+/v40fvz4+3rcCQkJlJubS42NjVRRUUFRUVFkZmYmeo27V8zhwNRxd3n66acpLCzMoP1+mO+2tjbhvRkApaSkUEVFhbC0fs2aNRQRESH071qu/9Zbb1F1dTVlZmbedbl+X+f6gSyMIiMjCYDBT0FBgdAH+u9q6dLZ2Unx8fHk4OBAFhYWNGPGDKqqqhLF/eeffyg8PJxGjRpFo0aNovDwcGppaRmkUd3bvfLT6XQGx4GIKDY2lpydnamjo8Mg5oEDB8jLy4tsbGzIysqK3N3dKTU1VbS8e6iZOu4zZ87QjBkzyM7OjqRSKU2ePJm0Wq3Bd3w8aPNdUFBg9LwAQDqdjoiG53xv3bqVFAoFSaVS0mg0wlU9ottXOiMjI0X9f/jhB3J1dSVzc3Nyc3OjnJwc0faenOvDgSnjVigURuc1Pj6eiIiuXbtGwcHBZG9vT+bm5jRx4kSKjIykM2fODPKo7s2Uca9cuZImTpxIUqmU7O3tKTg4mIqLi02KOVyY+ndeW1tLACgvL88g1v0w33d7PeoaZ2RkJAUFBYmeU1hYSN7e3iSVSkmpVNJnn31mELc/5lpCRGTah2+MMcYYYw8m/h4jxhhjjDE9LowYY4wxxvS4MGKMMcYY0+PCiDHGGGNMjwsjxhhjjDE9LowYY4wxxvS4MGKMMcYY0+PCiDHGGGNMjwsjxtigUSqVSE1NHeo0GGPsrrgwYoz1u+zsbDzyyCMG7WVlZViyZMkQZCRWWFgIiUSCS5cuDXUqjLFhxmyoE2CMPTzs7e2HOoVh7datWzA3Nx/qNBh7qPEVI8YeQjt37oRarYalpSXGjBmDOXPm4OrVq8L2rKwsqFQqyGQyuLm54dNPPxW2nTp1ChKJBLt27cKsWbNgZWUFT09PlJSUALh9NSYqKgqXL1+GRCKBRCJBQkICAMOP0iQSCT7//HMsWLAAVlZWUKlUKCkpQUNDA2bOnAlra2v4+/ujsbFRlP/evXsxdepUyGQyPPbYY0hMTER7e7sobkZGBl544QVYWVnBxcUFe/bsEfKfNWsWAGD06NGQSCRYvHix0eN0+vRpPPfccxg9ejSsra3x5JNP4scffxS2Hz9+HPPnz4dcLseoUaMQGBgo5NrZ2YmkpCRMmDABFhYW8PLyQm5ursFx/P777zFz5kzIZDJ8/fXXAIDi4mLMmDEDlpaWcHZ2hlarFc0PY2wAmf4/cRlj97Nz586RmZkZpaSkkE6no8rKStq6dSu1tbUREdG2bdvI0dGRcnJy6OTJk5STk0N2dnaUnZ1NREQ6nY4AkJubG+3bt4/q6upo0aJFpFAo6NatW3Tz5k1KTU0luVxO58+fp/PnzwuxFQoFbdmyRcgFAI0fP56+++47qquro+eff56USiXNnj2bcnNzqbq6mvz8/CgkJER4Tm5uLsnlcsrOzqbGxkbKy8sjpVJJCQkJorgTJkyg7du3U319PWm1WrKxsaG///6b2tvbKScnhwBQXV0dnT9/ni5dumT0WM2fP5+effZZqqyspMbGRtq7d6/w37rPnj1LdnZ2tHDhQiorK6O6ujr64osvqLa2loiIUlJSSC6X044dO6i2tpbeeecdMjc3pxMnToiOo1KpFI71X3/9RZWVlWRjY0NbtmyhEydOUFFREXl7e9PixYv760+AMdYNLowYe8iUl5cTADp16pTR7c7OzrR9+3ZR2/vvv0/+/v5E9N8bekZGhrD9+PHjBIBqamqIiCgrK4tsbW0NYhsrjNauXSs8LikpIQCUmZkptO3YsYNkMpnwODAwkDZs2CCK+9VXX5Gjo+Nd4165coUA0IEDB4iIqKCggABQS0uL0WPQRa1WiwquO8XGxtKkSZPo33//NbrdycmJ1q9fL2qbNm0avfnmm0T033FMTU0V9YmIiKAlS5aI2n755RcaMWIEXb9+vdt8GWN9x/cYMfaQ8fT0xDPPPAO1Wo25c+ciODgYixYtwujRo3HhwgX8+eefeO211xAdHS08p729Hba2tqI4Hh4ewu+Ojo4AgObmZri5uZmUz51xxo0bBwBQq9Withs3bqC1tRVyuRzl5eUoKyvD+vXrhT4dHR24ceMGrl27BisrK4O41tbWkMvlaG5uNik3rVaLpUuXIi8vD3PmzMGLL74oxD169CgCAwON3hPU2tqKc+fOISAgQNQeEBCAY8eOidp8fHxEj8vLy9HQ0IBvvvlGaCMidHZ2QqfTQaVSmTQGxphpuDBi7CEzcuRI5Ofno7i4GHl5eUhLS8N7772H0tJSoahIT0/H9OnTDZ53pzsLAolEAuD2fTWmMhanu9idnZ1ITEzEwoULDWLJZDKjcbvimJrf66+/jrlz52L//v3Iy8vDhx9+iM2bN2PFihWwtLQ0KdbdWFtbix53dnbijTfegFarNeg7ceLEftknY+zuuDBi7CEkkUgQEBCAgIAArFu3DgqFArt378aqVavg5OSEkydPIjw8vNfxpVIpOjo6+jHj/2g0GtTV1eHxxx/vdQypVAoAPcrR2dkZMTExiImJQWxsLNLT07FixQp4eHjgyy+/NLqSTC6Xw8nJCUVFRQgKChLai4qK4Ovr2+3+NBoNqqur+zQ+xljvcWHE2EOmtLQUBw8eRHBwMB599FGUlpbiwoULwkc0iYmJ0Gq1kMvlCA0Nxc2bN/Hbb7+hpaUFq1at6tE+lEolrly5goMHD8LT0xNWVlbC1ai+WrduHRYsWABnZ2e89NJLGDFiBCorK1FVVYUPPvigRzEUCgUkEgn27duHefPmwdLSEjY2Ngb9Vq5cidDQUEyZMgUtLS04dOiQcJyWL1+OtLQ0vPzyy4iNjYWtrS2OHDkCX19fuLq64u2330Z8fDwmT54MLy8vZGVl4ejRo6KPyIx599134efnh2XLliE6OhrW1taoqalBfn4+0tLSTD9gjDGT8HJ9xh4ycrkcP//8M+bNm4cpU6Zg7dq12Lx5M0JDQwHc/vgoIyMD2dnZUKvVCAoKQnZ2NiZNmtTjfTz11FOIiYlBWFgY7O3tsWnTpn7Lf+7cudi3bx/y8/Mxbdo0+Pn5ISUlBQqFoscxxo8fj8TERKxZswbjxo3D8uXLjfbr6OjAsmXLoFKpEBISAldXV+GrC8aMGYNDhw7hypUrCAoKwtSpU5Geni5cPdJqtVi1ahVWr14NtVqN3Nxc7NmzBy4uLt3m5uHhgcOHD6O+vh6BgYHw9vZGXFyccB8XY2xgSYiIhjoJxhhjjLHhgK8YMcYYY4zpcWHEGGOMMabHhRFjjDHGmB4XRowxxhhjelwYMcYYY4zpcWHEGGOMMabHhRFjjDHGmB4XRowxxhhjelwYMcYYY4zpcWHEGGOMMabHhRFjjDHGmB4XRowxxhhjev8DbXj69UgB5gYAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "plot_emoji_list(sentiment_vectors=edist.list_sentiment_vectors, unicode_repr=edist.list_emojis, title=\"Full Emoji space\")" ]