--- a
+++ b/Code/Drug Discovery/Agentic-LLM/Notebooks/Supplementary-Notebook-Anomalies.ipynb
@@ -0,0 +1,175 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1485
+        },
+        "id": "wl44uD4vgY2B",
+        "outputId": "72e136a6-fbc9-49b7-b5ec-f36e59fb3dee"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x1800 with 3 Axes>"
+            ],
+            "image/png": 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TJ+Pv7+8Wf+ihh2jevDmrVq3i2LFj3HfffVSpUoW77rrL1SYuLo7ExERq1qzpiqWmprJt27aSH7yIiIhIMVweVpm2lcL4ZO8eBkfWdsUNwyArI4OalSp5MDsRERERESkJZWKm7e7du6lXrx5t27bFZDLh5eXFyJEjGTNmDEuWLKFu3boMHjwYHx8fOnfuTI8ePZg3b94Z+3z33Xfp1KkTlU774vLPP/8QHR3N448/TlBQEHXr1mX48OF8+eWXbrft2rUrS5cudYutXLmSzp07l9ygRURERM6T2WTingYNCfHyIs1m41B2NpW8vfE1mzGZTJ5OT0RERERELtA5zbRt0qRJsb4AmEwmtm/ffs7tGzduzM6dO1m6dKlrqQKA2267jbFjx9KsWTO39s2aNePbb78tsr+YmBgWL17MkiVL+OWXX1zxbdu2ERERQUhIiCvWvHlzYmNjycjIcMX69OnD66+/zr333uuKLVmyhBEjRrBgwYKzjsfpdLqNw2w2u21D/n1kMplKJA75s2vOJW42mzEMo0TiGtOFjelkG8MwCrQvr2M6U/xSHpNB/n9NmDgZcesfk6uNe5QSiVPIMYuKnznH4sZLdkyn9lecMZ0t9xIdU3l4PpXUWMvz41RkvOAxD+dkMys2FovJhN0wiAoOYtnhw7QyDFqF/Xu2bfkYU1l5nJxO5yXx/nSpj8npdLryqyhjupDcNSaNqbD42b6zlMcxnS2uMWlM5zOmf7+3VIQxVcTHqayM6VydU9G2ffv259zh+ahXrx4TJ07kpZdeIi0tjVatWuFwOBgwYAApKSmEh4e7tQ8NDSU5ObnQvgzD4IUXXmDMmDGEhYW57UtJSSE4ONgtdrKAm5yc7LrjrrzySsaNG0d0dDRNmjQhKSmJ3bt306VLl3MaT0JCAhaLBYDg4GCqVavG0aNHSTvtas5hYWGEhYVx6NAhsk67+nO1atUIDg7mwIED5OXlueI1a9bE39+fuLg4twe8du3aWK1W9u7d65ZD/fr1sdvt7Nu3zxUzm83Ur1+f7OxsEhMTXXFvb29q165Neno6hw8fdsX9/f2pWbMmycnJHD9+3BXXmEpmTCef/DabjYSEhAoxJqh4j1NJjMmemYXFYsHX1xebzYbttFysXlZ8vH3Iy8vDbrO74l7e3nh7eZGbk4vD4XDFfXx8sFqt5GTnuOXu6+uLxWIhOyvb7Y3Fz88Pk9lEVqb7Veb9A/wxnAbZ2dmumMlkwt/fH6fDQU5OjttY/fz8cNjt5ObmuuKlNqYTOWZnZVecMXngcSoPzyc9TsUb0zf7D3B91WrU8/Pjv3GxZGdl07NKFRYePUKUn1+5HFNZeZwOHDhwSbw/XapjOnbsGJC/JJrJZKoQY6qIj5PGVDbG5OvrC+R/l05JSakQY6qIj5PG5PkxnfxOHxcXh4+PT4UYU0V8nMrKmM6Vyfh32diD8vLymDRpEvHx8ezbt4+AgAAqVapEixYteOqpp1zt5s2bxwcffMCaNWsK9PHVV1/xzTff8MUXX2AymejRoweTJ0+mQ4cOfPjhh6xcuZL58+e72sfHx9OrVy9WrVqFyWSiZ8+exMTE8PLLL+Pl5cWTTz7JzJkziY+P54UXXiAqKooffviBWrVqFTh2VlYWO3bsICoqym0tXf11QWMqLHeHw8GWLVto1aoVZrP7SiXldUxnil/KYzowenR+P+V0xtn5x0tmTE7DSXpaOkHBQScei/I/Jk88TrX++0GZfz7tu39UiYy1PD9OxRnT1JhoHomKAuCdmBgeatyY9LR0Zh46xMNRjcvlmMrK41Trgw8uifenS3VMNpuNLVu2cNlll2GxWCrEmCri46QxlY0xne07S3kc09niGpPGdD5jstvtbu8tFWFMFfFxKitjys7OZseOHTRt2rTAtbhOV+IXIouOjuaNN95g+vTpxb6tt7c3VatWpXXr1lx//fUMHDiQuLi4AgXS5OTkArNoAY4fP87bb7/Nxx9/7HqgThcWFub210HI/4uhyZT/F/bTZ+8OHDiQBx54gCeeeIIlS5Ywfvz4cx6H2Wwu9A2tqLYlES9svEXFT/7iXGhcY7qwMZ188ptMpkLbl8cxnS1+qY7JxKn9ptP+3619IbGSjBd2zKLiRedY3HjJjsl04n//PnJhtzj3HIsbL8ePU3l4Pp32/xcWL8ePU5HxgjFvs5kDWVlE+gdw8hlyODcXq+nfz5Uz91NU7kXFL4XH6eTvc0V/fzqXeEUe078/s1eEMV2suMZ06Y7pbN9ZyuOYzhbXmDSmk8c91/jpz4/T31vK+5gq4uNUlsZ0Ls6raGsYBnv37iUhIcGt6my321m+fDl//PFHsfp7++23qV69OkOHDnXFfH19adiwIe3atSuwjuzWrVtp1apVgX7Wrl1LSkoKw4cPd8XS0tIYPXo0N9xwAzfddBMHDx7k+PHjrqLvP//8Q8OGDQkICHAr2rZo0YLAwECWLl1KSkoKbdu2LdaYRERERC6mXtVrMGNvLLX8/Uiz25gVG0t8Whq31q/v6dREREREROQCFbtoe/z4cUaPHs3ff/9d6H7DMIq9Bm6dOnWYPHkylStXJjMzk7S0NJYuXcovv/zCsGHDeO+995g3bx4DBgzgt99+Y+3atXz55ZcAbNmyhSeffJLFixfTp08fOnXq5Nb30KFDefrpp+ncuTMhISG0bNmSN954g3HjxpGUlMSMGTMYMWJEoXkNHDiQt956i/79+xdrPCIiIiIXW6OgIMY0bkxMejoNA4MItFrpFRJCjaAgT6cmIiIiIiIXqNhF2/fff58tW7bQq1cv6tWrx4cffsjQoUPJy8tjxYoVjBgxgpEjRxarzxtuuIHU1FRee+0110W8GjZsyBtvvMEVV1zBtGnTmDRpEhMnTiQiIoIpU6bQpEkTALKzs4mNjcUwDPz8/PDz83Pr22KxEBYW5rrg2DvvvMNzzz3HlVdeSWBgIP/5z3+49dZbC82rf//+vPXWWwwYMKC4d5OIiIjIRRfi7c0VlSsD+X84P/2iCCIiIiIiUn4Vu2i7fv16HnnkEe69914APvzwQ2655RaaNGnC6NGjGT58OL1796ZRo0bF6nfYsGEMGzaMd999l4iICAYNGuTa1759exYtWlTo7Tp06EBMTEyR/a5evdptu3r16kWut1urVi23vmrUqMGOHTvc2pzpWCIiIiIiIiIiIiIXqtir4R46dIh27dq5xU5eCS0yMpLhw4fzxhtvnHdCDz30kFvBVkRERERERERERORSUuyirbe3NxkZGa7toKAgjh075tpu3rw5f/31V8lkJyIiIiIiIiIiInKJKXbRtkWLFsyYMYPjx48D+UsKrFixwrU/Li4Oh8NRchmKiIiIyDnbmpLi6RREREREROQCFbtoO2zYMH7//XeeeuopAK655hq++eYbHnzwQZ5//nlefvllmjVrVuKJilRUIxaPwDTRxPCFw4tsc8MXN2CaaGLCjxNKLa9zlZmXSfDkYEwTTew4suPsNygD4lLiME008eGGD8/a9s+EPxn69VBqvFEDn0k+RLwZQd/P+rJ059JSyPTczffbSd/K3xAV/jF1qn9Ih2qzeSpkLSmmHFebXBxMCvqVK6rNpkH1j+hR9Qu+8os+a98x1uPcF7qCttVm0bD6R1xT5Uvm+G93a5NlsvFK0O90r/o5jat/zNVVv+C9gE3YOPVHvDcD/6R2jQ+5OazwNcoBJgT/TO0aHzI2ZHWRbUTkzGLS0z2dgoiIiIiIXKBiF22vvvpq3n33Xbp06QLA8OHDadWqFatWreKrr74iKCiIZ555psQTFanIArwC+Hr712TkZRTYdzTrKMt3Lcffy98DmZ3dl9u+BKBeaD3+99f/PJxNyfpo40d0/KQjvlZf5g2Zx84Hd/L5TZ8T5hdG/8/789zq50r8mI+GrObNwD+LdZvFvrt5PORHhmZH8X9p3Whtq8ZLqV1Y47OPByutcrUbH7KOr/1ieDm1Kz8cGcptmc14MmQti313F9n3fksaQyovwm4y+PR4X1YeuZmrc2vzTMg6Pvc7VaR/MHQVX/rt4On0Dqw8MoSRGZfxZtAG3gra4Nafn9PK794HibcUvMK9DQeLfHfh7yz2NTJF5DQ3RUZ6OgUREREREblA5/XN+JprrnH9OyAggC+++IJdu3bhcDioX78+3t7eJZagyKWgTY02bD28la+2fcWINiPc9n32z2c0qtyIzLxMD2V3Zp/89QkDogZQJ6QOn/z1CZOvmYzVXP6LbluStvDA8gcY23EsU3pNccXrhNahW51uVPOvxis/v8Idre6gceXGJXbcjd6HiMwOKtZtFvjt4urc2tyZ1YJfvRPwMSz0yq2HMxVeDf6do+Zsckx25vnF8H+p3bg2ty4Ad2ddxl/eh3kz6E8G5DQstO9VPvGYDRPvJ1+D74m3jPHpnfjON5YVvrHckt2UXdZkVvnG80bK1VyXUx+Autkh/O6TyKf+23gyvYOrv8pOXwIMb772i+GxjPZux1rjsx+byUkze5VijV/kUnQgK4tQLy8CvbxcsfjMTGy5uQR7MC8RERERESkZxZ5pW5RGjRrRpEkTFWxFzoPFZKFvo77M2DyjwL5Zf89iQOMBBeJ5jjyeX/M8zT9ojt/LfkS+FcnTq54m157ramN32nl+zfPUf7s+Xi95Uf316gz+ajBxKXGuNjM3z8Q00cTWw1u5fu71BE0OosYbNXj0u0dxGs4z5r3jyA5+2f8Ld7a6k2Gth5GUmcSyncvc2vwY9yOmiSZ+jPuRW7+5ldBXQqnyWhWGLRzmVog2TTTx1q9vMeHHCUS8GUHQ5CB6zOrBrmO7XG2umnkVHT/uWGj/3+3+zhWbu2Uubae1xXeSLyGvhNDlf11YG7f2jGP5t7d/e5sArwAmXj2x0P0v9XiJA48ecCvYztw8k8v+e5nruL3n9GZj4kbX/lwcvBT0C52rzqFR9em0qzaLR0NWk3xiCYPaNT4kzprG1KCN1K7xIfstaey3pFG7xofM9t9WZK5mTBwzZxeI98mtx5oj/6GK04913vsxTNAzt7Zbm6tyI9lrTS105ivAXVkt2Xx4uKtge/oxvU68hTSwh7Ih6U4GZLsXfsMdAeSY7Dgx3OK9curytV9Mgfg3fjFclVsbq2Eqcqwikl+cnRG7l8O5uW7x5Lw8Pj+YSFJOThG3FBERERGR8qLYRdvXXnvtrD9Tpkw5e0ci4ubWlrfy076f3IqUWw9vZdPBTdzS8pYC7UcvG82UX6bwSIdH2DpqK2/0eoPpm6YzatkoV5v/W/9/vPLTK7x27WvsfXgvS25ZQnxqPDd9dVOB/kYtG8XItiP5+/6/ua/dfUz9fSpfbfvqjDl/vOljaofU5pr619C4cmO61O7C/zYXvkTC2BVjuab+NWy6bxOTe07m078/5d0/3nVrM23jNLJsWay+czWL/7OYv5P+5qFvHzpjDv+2Ln4dty+4nb6N+rLjgR38MfIPGlVuRL/P+5GYnnjO/fwY/yNX17u6yGUp/L38CQ8Md23/76//cdeiu7ihyQ1svn8zP9z5AzaHjatnXc1Bc/6yF+8GbmSx326mpF7N2sO38EFyL7Z5HWVM6A8A/HL4NgDuzWjFhqQ7qekIpKYjkA1JdzIkK6rIXG/MbsQm7yQeCVlNtPV4oW32WlPxMSxUdwa6xevaQwDYY00+p/slw5TH24EbOWTOZGRGKyC/gFvN6Y8PFlc7O07W+Oyjla0aZtyLsANzGpJgzeBn7wRXLMWUww++8QUKvyJS0JqkJAbViqR+oPvzuXWlSvSuUpVVSYc8lJmIiIiIiJSUYp/D/L//Fb1mpclkwjAMTCYTTzzxxAUlJnKp6dWgF9UCqjFj8wz+r+f/AfkzN1tUa8Fl4Ze5tU1MT2TG5hk82/VZ7ml3DwANwhqQmJ7I2BVjeenql4gIjmB0+9EMbT6UqCr5Bb/IkEjubnM3o5aN4kjmEaoGVHX1ObT5UAY1HQTAs92e5f/W/x9/JPzBf1r8p9B8bQ4bs7fMZnT70ZhN+X//ubvN3dyz5B6SMpLcCpoAPer1cC39UL9dfSb/NJk/Ev5waxPoHchr174GQFSVKAZGDWRh9MJi3Y/tarRj66itRFWJci3T8NSVTzFz80x+3vczQ5oPOad+EtISCp3hXJRXf36V6xpex4tXv+iKfX7T50S8GcE8/xgezmjHP15HaGqrzJV5EQDUdAYy6/j1pJrzZ8tVcfgB4G9YqeY8VSw+/d+F6ZfTgNSUXF4P+oP5/jvxc1p5IPR7bsxuzDW5dQBIN+cR4PQqcNsgI//siHRT3hmPkWbK5Ypqs8ky26lnD2Hu8X5cbqteZPtXgn5njzWFL44VvA8b28NoYavCV/7RdM2rBcBCv934G15cnRvJxwF/nzEXkUtdsi2P5iEhhe5rEhjIb4cOlnJGIiIiIiJS0opdtP30008LxAzDICkpiRUrVpCVlcVzz5X8xXlEKjqr2cp/mv+HT//+lEk9JmEYBnP/mcuYDmMKtN2QuAGn4aRXg15u8Z71emJg8Nehv4gIjsDX6sucLXNYGLOQhLQE8hx52J12AI5lH3Mr2nasdWrZAavZSiW/SiTnFD37clHMIo5mHeWu1ne5YkOaDeHhbx/m078/5Ykr3f9wc3r/AFUDqhbov0Ab/4JtzibAO4BfD/zKvUvvZffx3WTmZWKcOA3/WPaxc+7HZDK5bnc2ablp7Dy2k+GthrvFwwPDaRDWgK3ZRwG4Nrcez4Ss477QlfTNqU/nvAhqOAOp8a/Zr+fjtuxmDM1uwuf+O5gauIEdXsdY4vct/bIb8EHKtRfcf6DhzXdHh3DMnM2X/tHcFraUj5J70z3P/YJHBgaTgn7l44At/F9qNzrYahTa36DsRrwa9AepplxCDB++9ouhb3YDvE6brSsihTNx5iVEnOf20iUiIiIiImVYsYu2V1xxRZH7BgwYwNNPP82yZct46KHindIsInD7Zbfzzh/vsHLPSpyGk6SMJG5teWuBdmm5+euPXjv7WtcsV8BVZDyYnj/L6rb5t7Fi9wpeveZV16n+83fM56lVTxXoM9DbvXBoIn/mfFE+3vQxBgZ1365bYN+MzTMKFG3Ppf8CbUzFX9v0rV/fYuzKsYy6fBRv9X6LML8wEtISuGrWVcXqp3ZIbXYd33X2hpx6PEJ8C858C/YJJsOU/3jcntWM6o4AZvtv5fHQH8nDQee8mkxIu5LG9rBi5VcYK2Ya2kNpYA/lq+MDme2/jfEh6/lPVhOCnd5kmm0Fczflz/INMXzO2LcZE3UdIdR1hNAutTqHzVlMDP6F1UeHutrYcPBY6BqW++5lakoPbswp+gJtA7Ib8XLQbyz2202HvBps8T7Cc2mdz3PkIpcWP4uZfZmZ1A4IKLAvLisLf6v++CEiIiIiUt6V+CXe+/fvz3PPPaeirch5aB/RnqjKUXyx9QtsThtdanehdkjtAu0q+VYCYO6gubQMb1lgf1X/qqTlprEkZglPXfkUYzqemq3rcDouOM/9qfv5fu/3vNnrTa6ud7XbvpijMfznm//w6/5f6RTZ6YKPdbrCZr9m5GW4bc/5Zw4da3Xkg74fuGJHMo8U+1g96/Vk5uaZJGcnU8mvUoH9NoeNaRunMaLNCEJ88ou1qTmpBdql5qRSzXmqIHpNbh2uya1DLg5+8jnAq0G/M7zScn4+cluxc4T8i5tt8j5EM1uVAoXXO7Ka82rQ72z3OkZDeyVyTQ4SzRnUPG1mb6w1P+dGtoJjBPjD6yA5Jjvd/jWjNsoexhqffTgxMJP/uDwauobVPvHMPH49XU4se1CUak5/uuTWYonvbg5aMoiwB3LFGZZbEJFTulatxhf74ulbM4ImQUFYzGbynE7+SUlm2eEkbq5bz9MpioiIiIjIBSr2hcjOxuFwcOzYuZ+CLCLubr/sdlbuWcnyXcu5rWXhhbzLa16OxWRhX+o+GoY1dP3UCKyBxWQhxDcEm8OGgeG2BILD6WDOP3MAzjiL9mz+99f/8LX6cm+7e2ldvbXbz83Nb6Z2SG3+91fR61+fr1Df0AIF2N8O/Oa2nefIo6p/VbfYzM0zgeKN+eEOD+MwHDy64tFC9z+/5nke+e4Rth/ZTpBPEM2qNmPdvnVubQ6mH2Rv8l5a2arixOBb370knrgomQ8WeubWYWx6ew5YM0g1nboKfHEemUxTHreFLeML/x0F9qWYcsky2anuCKB7biRmw8Qq3zi3Nit842hqq0yEM6jQ/uf5x/Bw6A9k4z5Ld4f1GNWc/q6LjE0N3MhK3zhmnUPB9qQbcxqx0TuJpb57GJjT6KynfItIvmYhIVwTXp0lCQlM3LaVl7dt5aVtW1mTdJhrKlchKjjY0ymKiIiIiMgFKvZM2+zs7ELjNpuNffv28cEHH1C9umZLiZyv2y+7nefXPI/VbC3yolnhgeHc3eZuJqydQCW/SnSp3YUjmUeYsHYCWw9vJebBGCr7V6ZRWCNmbp7JtfWvxWE4GL96PF1rd2X7ke2si19HreBzK66dzmk4mbF5Bv0b9yfAu+CpuSaTiZub3cy0jdN4+7q3i93/mVxR8woWRi9k+sbp9Kzfk3Xx61i2a5lbm061OvHZP5+xau8q6obWZfrG6TgNJxaThd8Tfj/nC5E1qdKED/t+yD1L7uFo1lHGdhpLg0r5F3v774b/Mvefubx33XtcXvNyAJ6+8mnuXHgnL659kVta3MKx7GM8vvJxKvtXZujBJpgx8WHAZkwBJsaldSTSEcQxczZz/bcTZQsj1PDFwMDXsLLJO4kd1mPUdAQSaHhxzJxDsNMb30JessMMP4ZlNuf1oD/JNtkJdHqTYbax0ieW9wL/Iszpy9W5tQkxfLgzK79dDUcgTe2VWeK7m1U+cXySfJ2rv5n+W5kVsJUVR4bgjYX7Mlqx0G8Xoyp9z6MZlxPk9Gax325+9N3PU2kdAEg0Z/Be4CbuzryMOo4QDpuz3HIMdfrgXchatX1y6vFM8DrirGncmN3onB4XEcnXNiyM1pUqcTQ3l2yHgwCrlcre3qSlpXk6NRERERERKQHFLtq2adPmjOtMGobB2LFjLygpkUtZ3dC6dKndhUp+lQjzK3qd0/f7vk/NoJpM+HEC+9P2E+QdRO+GvVk3fB3+Xv5A/vIJo5aN4oqPryAiKIJxXcZxR6s72Hp4Kw9/9zBeFi+3NXHPxaq9q4hPjWdqn6lFthnaYiiv//o687bNo05onWL1fyYPd3iYbUe28dSqp7A77fRq0It3r3uXrjO6utpM6jGJQxmHGPTlIHytvtx+2e180PcDAr0D+e+G/2IymXih+wvndLy72tzFZeGXMeWXKdw+/3aOZR8jPCCcDrU68POIn90unHZHqztwGA7e+PUNXl7/Mn5WP66qexWfDPgE/2enAjA9uQ8vB//K6EorSTHnEub0pVNeTf4vOT9/EyYeTm/L+4F/MbjyIj49fj3VnP5cWe0zXk7tyh1ZzQvN89n0TtR0BvKFXzT7rGnkmhyMDV3Dlbm1eCelp2vZhOfTOhNoeDE+ZD3HzdnUt4fyfsq1XJN76jE6bs5mjzUF54n5vg0dlfjiWH/eDNrALWFLMIB6jhCmpFzFzdlRAPzsk4DN5OTDwM18GLi5QH5fHutPp7yIAnF/w4s+OfXZ4XWMqBJY01fkUmM2majm6+vavpAzKEREREREpGwxGcX8hH/HHXcUGjebzYSGhnLttdfSr1+/EkmuvMnKymLHjh00bdoUf39/T6cjZZzD4WDz5s20bt0ai0UXjanI9t8/qtSO9at3Am8FbuCr4wNL7ZgXm2EYpKWlERwcfF4Xp5N8kR/+19MpnFVpPlcqIj1XSk55eL7I+dNnMJFzp+eLyLnRc0WK41zrh8WeaTt79uwLSkxERC6eWo4ghpyYASsiIiIiIiIi5VOxi7YiIlJ2RTqCiczWRYhEREREREREyrPzKtr++uuvrFy5kpSUFJxOZ4H9JpOJqVOnXmhuIiIiIlKEg9nZrD9yhFRbHk4DwCA3Nw8fH2/ua6iL+4mIiIiIlGfFLtp+/vnnvPjii2e82IXWURMRERG5uL7ev496gYE0CAzDBBgYZGVm4R+gdfVFRERERMq781rTtmHDhjz++OPUqVMHLy+vi5GXiIiIiJyBwzDoVzPCtW0YBmkWK8HBWiJFRERERKS8K3bRNjExkTfffJPu3btfjHxERERE5BzUCwjkaG4uVXx8PJ2KiIiIiIiUsGIXbStVqoSfn9/FyEVEREREzuLLffGYMOE0DKbv2U0tP398LBYwDHJyc/BNSeHmOnU8naaIiIiIiFyAYhdte/fuzYoVK+jUqdPFyEdEREREzqDqaTNrq/me+rdhQLbTiZ9m3oqIiIiIlHvFLtrefffdPPnkkzz77LP06dOH8PDwQi881rBhwxJJUERERERO6RFeHYDUvDxCvL1dccMwSEtL45jZ7KnURERERESkhBS7aNu1a1dMJhOGYfDNN98U2W7Hjh0XlJiIiIiIFO3jvXu4vW5dwn3zl61yGAarjx0lOjuHcc2bezg7ERERERG5EMUu2t5www2FzqwVERERkdIzMKIWn8bGcVNkJMFeXnwZH4/F4WB0o0aeTk1ERERERC5QsYu2r7zyysXIo0LJtedithc8NdFsMuNtOXUaY449p8g+LqRtrj0XA6PQtiZM+Fh9zqttniMPp+EsMg9fq6/H2/pYfFx/VLA5bDgMR4m3tTvt2J32C27rcDjcxnK2fr0t3phN5nNq62X2wmK2FLutw+nA5rQV2dZqtmI1W4vd1mk4yXPklXhbwzDIdeSWSFuLyYKXxavE2558zE7KoejHwowJbywXvW0ujjM/78+zbR4OnEW0BfA97S2nuG1zTQ4O5WVRqZC1OovTrw8WTJx43uPAcRHa2nFi5wyvU8Vo640Fcwm1Pf19pKy+RhT1e2zFjJX855ITgzyKfr0+va2BQW4JtbVgwuvE73tJtr2Q53KtID+G1otkXvx+sux2ulWrSlMfb7y9TOThuKReI0qqrdvzvox/joDifTbQ54hTbU8+xoZhnPEzdln5HFEa3x/0XePc2pan7xpQMq8RDoeDXEcuOfYcLEb+c72iv0aUt+8aeo3I5+nXCIfDgWGcGsul8hpRGL1GnL1trr3o27n1cU6tpFieWvUUB3MPFohfXuNyXrjqBdf27fNvL/IBblG1BZOvmezavnvx3aTlphXatlFYI97s/aZre/Sy0RzOOlxo28jgSD7o+4Fr+9EVj7I/bX+hbav5V+OTgZ+4tp9e9TS7ju8qtG2wTzBzB811bb+w5gW2HtlaaFsfiw9f3/y1a3vy+slsOLih0LYAS25Z4vr3m7++yc/7fy6y7bwh81wvqu//+T4/xP5QZNs5N84hxDcEgI83fczy3cuLbPvJgE+oFlANgE///pQF0QuKbPv+9e9TO6Q2AF9t+4rPt35eaDvDMLg74m7a0haAxTGLmbF5RpH9/l+P/6NleEsAVuxewYcbPyyy7fPdnqd9RHsA1satZervU4ts+9SVT9GldhcAfj3wK6/+/GqRbR/p8Ag96/cEYNPBTby47sUi297f7n76Nu4LwLbD23hm9TNFtr2r9V0MajoIgD3H9zB25dgi297S4hZubXkrAPvT9vPA8geKbHtjkxsZ0WYEAEeyjnD34ruLbHt9w+sZ1X4UAGm5ady+4PYi2/as15NHOj4CQK4jlyHzhhTZ9srIK7nttO1Rlb4vsu1ltqo8mnG5a3tM6GryTIW/eUfZw3g6vYNr+8nQH0k3Ff6mVc8ewvPpnV3bz4as56g5u9C2NR0BvJzWzbX9YvDPJFoyC21bxenHlNSrXNuvBP1OrDW10LZBhhfvpFzj2n4zaAMx1uOFtvU2LExL6eXa/iDwLzYFHyTtH1/C2hS8P2YkX+f69/SALWzwPlRovwD/Tb7WVcCZ5b+Nn30Simz7dkoPgo38D4pf+Eez2mdfkW2npF5FFWf+Kerf+O3kO9/YIttOSu1ChDMIgKW+e1jkt7vIts+ndaKeIxSA733j+Movpsi2T6VfQRN7ZQDW+uxnjv92t/1+p/2eltXXiOxK/xTa9ubsKK7LqQ9AvCWVF4N/LbLfgdkNuSEnf6ZpojmDZ0N+KrJtn5x6DM1uAsAxcw5PhPxYZNseubW5Iyt/yYF0Ux5jQlcX2fbK3AhGZl0G5Bc1z/S8vzyvOg9ktnFtn8trxK70dABeDvoVm58TZwPIjLOwLSgBvO1YzBZaBl46rxHvB/7FFq8jhbaF83+NKOufIwDe7PUmjSrn/77rc8S5f44Y2mwokP854uEVDxfZtqx8jni6y9Ou7TO11XeNfPqucUpJvEYYhkFaahrBu4NdhaCK/hpR3r5r6DWibLxGGIbBMw1P/R5eKq8RhdFrRL4zvUbU8KnBfXXuK/K2J51X0fbXX39l5cqVpKSk4HQW/CuDyWRi6tSp59O1iIhIocLa2AEtzyOyOOEAAKneZpwnnhMmM2QnmnEaXpjNJrjMkxmKiIiIiMiFMhmnz98+B59//jkvvvgiZ7qZyWS6JC9ElpWVxY4dO6jfqD5+/n4F9ut0hIvftjydsuRwONj+z3batmmLxWLR6QgV+JSlpAfGuLa1PELRbR1O47S2p+VgOEjNSCMoMAirpeDSM1oe4dzaRr73ruvfZfU1Yv+DDxXeVssjnFNbwzBIT08nKCgIi8lc4V4jSqPtyedn5If/LfOfI0CnNZ5vW5NhYvPmzbRq1Qr7GZ4bZeVzhE59zqfvGsVvW1LLI/z999+0atUKi0XLI5xvW71G5KvIrxEOh4Md/+ygTZs2WCyWS+Y1ojB6jTh72+ysbPbu2kvTpk3x9/cvuo8i9xRh9uzZNGzYkMcff5w6derg5eVV3C4qPB+rj9sTuyjn0uZ82p7+wlaSbU9/IS4Pbb0sXnhxbr+fxWl7+hPvQto6TA639U5Lqt8LaWsxW1wvmCXZ1mwyn/PvcHHamkymctUW3IsHnmp7ehGlJNt6X2Db57ZuKXwirQE2uw0vqxcvXXbm6YPFycELyzk+64vX9vRCYFlqW9TvaVl6jTiX32MzpnP+fTeVs7ZQ/Of9rvR0tqamYHMaDImMJCYzl2YBIXhbLAXanquy+hpR2m3L+ueIsti2vHyOcDjyvxibTCZ8LeXsc0QZaKvvGvkuldcIh8mBjyX/+63FUvA5WxFfI04qC897vUacUhae92dq6zA5XMVSuHReI0qy7aX0GuG0Fv2HgtMVu2ibmJjIm2++Sffu3Yt7UxERkSKNbdKk0LhhGGSkpxMYFFTKGYmUbT8fOcKfx4/TKjSUTcn567/GZ2cTm5jIjZGRHs5OREREREQuxLlN2TlNpUqV8PMreOq/iIjIhajk7V3kj7/Fwuy4OE+nKFKm/HbsKPc1bMjV4eFYTpy50S0sjPiswi8MJiIiIiIi5UexZ9r27t2bFStW0KlTp4uRj4iIXOLiMjNYeCCB43m5+StcGWC326itmbYibiwmE37/OlXVbNLF+kREREREKoJiF23vvvtunnzySZ599ln69OlDeHi427odJzVs2LBEEhQRkUvL0oREOlauTN2AAObGx3FL7TqsT0ygc42ank5NpEwJ9/VlaWICXatUBSDDZmPNsWOE+5z7unMiIiIiIlI2Fbto27VrV0wmE4Zh8M033xTZbseOHReUmIiIXJrshkHHKlUAsJjM1PDzo2flKsw/mMi9DRt5ODuRsqN/zQjmHzjAGzHRGAa8HhNNXW8fhtSv7+nURERERETkAhW7aHvDDTcUOrNWRESkJFhNJo7m5lLFxweLyUS6zYaX2Uy63e7p1ETKlEAvL+6sV488p5NchwN/i4WM9HQCrMX+eCciIiIiImVMsT/Vv/LKKxcjDxEREQC6VavKezt38lzz5jQLCebjvXvwdRoEe3t7OjWRMuHnI0e4smpVVh466L7DgOzsbPyysuhVo4ZnkhMRERERkRJRolMxHA4HK1as4PPPP2f27Nkl2bWIiFwiLgutRKPAICxmMz2qhRPq5UVyegadampNWxGATEf+rPMMm/vscwODHIcdu93mibRERERERKQElUjRNikpiS+++IJ58+Zx9OhRrDotT0RELoDfifcRk8lE20phpFms+Ou9RQSAXtXzZ9EOiox0ixuGQVpaGsHBwZ5IS0REREREStAFfQP+9ddfmTt3Lj/++CN2u51q1arxwAMPcPPNN5dUfiIiIiJSiNS8PH4/foy0PBtOAMMgJzcH35QUbq5Tx9PpiYiIiIjIBSh20TYjI4NvvvmGL774gri4OAzDwGQy8fjjj3PXXXdhsVguRp4iIiIicpov9sUTYLVSw9cPkwkMA7KdTvx8fDydmoiIiIiIXKBzLtru2LGDuXPnsmzZMrKzswkNDWX48OH06tWLW265hebNm6tgKyIiF+xAVha1/P0LxKPT0mgaEuKBjETKpgy7nfsaNnJta3kEEREREZGK45yKtkOHDmXLli0YhkGbNm34z3/+w3XXXYe3tzfJyckXO0cREbkI8hwOjmZnY3c6PZ0KkF9wMgyDWXFxDKtb91Qcg6Np6cw7cpgHGzX2XIJnYTaZqOTrS4CXl6dTkUtELT9/Mux2ArXes4iIiIhIhXNOn/L//vtvQkJCmDBhAtddd93FzklERC4iu9PJx1v+ZvWePWTn5oLh6Yzy5TkdZDkcAKza/JfbPsMw8DKbeSA6xhOpnRsTmMwWWkfU5OHL21PFz8/TGUkFtfLQQQACrFam79lNw8AgfCxmMCA7Oxu/rCx61ajh4SxFRERERORCnFPR9qqrrmLdunWMHTuWjz76iP/85z/0798f/0JOXxURkbJt2t+bWbV1K8NMZtparfiYTJ5O6QQrBgYpeXkE/Wu2quF0YrVYMFFWci3IgUGsw8ms2FjGpafz3z7XYTWbPZ2WVEAZNrvr33X8A7A5ndicTgwMchx27HabB7MTEREREZGScE5F2w8//JCEhATmzp3L/PnzeeGFF3jttdcYMGAAvXv3vtg5iohICcl1OFizZw93m83c7VtGZ4JavTAwyHM6cRrgazHjcDiwlPGiLUAbKzS1WBh+/DhbjhyhbXi4p1OSCmhQZGShca1pKyIiIiJScZzzFKCIiAiefPJJ1q1bx8svv0ydOnX4/PPPueuuuzCZTPz111/k5eVdzFxFROQCHczIIDc3lyusZXfdVZvhJCknh+S8PFJt+e8rKTY72SeWTijrmlgsBDqd7E1N8XQqUsEdyMpi5cH8pRLiMzN5PXoH78fHEZuR4eHMRERERETkQhX7vE1vb29uuukm5s+fzxdffEHfvn2xWq28++67dO/enddff50DBw5cjFxFROQCnbzomPcZ2lhemYz3kcN4HzmM5ZXJBfZ7bdyA95HDeB1MhIYN3faZOnfO37dxg/uNTCbMQ4Zg/eZrvGKi8Uo4gNc/W7B+8jGmDh3cmibn5VE7Pd31Y771VoK9rGTYT50Sbp3/zakc332n0HFY1611tTH171ewQWTkqf3duhXc7+uL16aNRd4P5vvvzx9r7F44bUatyWTCx2QqMxd4k4praWICDYICAViWmEi7SmH0qVqVFSfWvBURERERkfLrghbba926Na+//jpr167l4YcfxtfXl48//lhLJoiIlFdmM+b+A05t9u8PRazLarJasY5/5ux9Wq1YZ83E+sH7mDp0wPj9d5xz5mLExWEeMACvpUswP/SQq7lhuF8Zzdy7NxZMuMKBgQUKvQVya9oUc9Omrm3LjTeePc9/y8nB8eKL+TnccQfUrXtqX3AwlkcfAcDx9tuQlFT8/kUuUJ7TSYPAIFLz8jiam0u3qlVp4B+AzVlGri4oIiIiIiLnrUSukBIWFsaoUaP44YcfePvtt7n88stLoluRUpGUlMS4cePo3r07TZo0oXXr1gwePJgffvjB1WbDhg3cdttttGrVissvv5xHHnmEpHMs0sycOZMWLVrw6KOPFrp/7dq1DB48mJYtW9KpUydefPFFsrKyCrSbO3cuvXv3pmXLlvTu3ZvPPvvMbX+PHj2Iiopi/vz5hR7HZrPRqVMnoqKi+P33388pd7n0mLp1w1StKsahQxiHj2CqVg1T166FtjUcDsz9+mFq2/aMfVoefwzzdddhpKZiv+467HcOw/HUU9j7D8A+Zkx+m2fHY+rSJT+H0y6MZk9MxNy9OzZvL06GTVdfhcnbG+PQoSKPaR6UX6R1/vNP/m2uuQYCAs7lLnDjXLgI52+/YfL2xvLMuFNjevRRTGFhGHHxOP/7YbH7FSkJDiN/7eetqak0CAzEYjbjMAzshmZ5i4iIiIiUdyV6WWuz2Uzv3r2ZNWtWSXYrctHY7XZGjhxJfHw8U6dOpVWrVowfP55mzZrx0EMPsWHDBvbu3cvdd99NZGQkCxYsYNq0aSQmJjJy5EhstqKv0J2SksL999/PJ598go+PT6Ft/v77b0aPHk3Tpk1ZsGABb775JitXruTpp592azdz5kxef/11HnzwQb799ltuueUWXnzxRZYsWeLWzt/fv8ii7dq1a8nJySnmPSSXGlexc+VKnCu+c4v9m7FiJQCW558rukMfH8z33AOA4+13MP7Z6rbb+dnnOH/4AZPZjOXh/Nm2wV6n1tvNWbsWU0AA2Vde6Yqbe/XKv+0vvxQ9jhtOjOO99zH27sXk54e5b9+i8zwDx/jx+QXqgQMxXXYZRERgHnk3APaJEyE397z6FblQl4WG8tqO7axKOkTXqlUBWHo4ifqBgR7OTERERERELlSJFm1Fypvo6Gh27tzJs88+S5s2bfD29qZ27dpMnDiRNm3a8McffzB9+nQqVarEpEmTqF+/Pu3ateOVV15h586drFixosi+ly5dSlZWFgsXLiQkJKTQNosWLaJevXq8+OKLNGzYkE6dOjFhwgRWrFjBzp07AcjKyuLdd99lzJgx9O/fn1q1ajF8+HCmTp1K48aN3frr0KEDGzZsYN++fQWOtXDhQtq3b38B95ZUeN7emK+/HgDn4iU4F+f/UcB8/fXgVfDCZY45szEOH8Z85ZWYrulZaJemVq0wnbiSvXHa7PXTOVetym/bqRNYrfiaLad2rl8PQFi/fvicWKbB3KMnRkIC7N5T+DHbtcNUtw5GdjbOFStwLl6cf7sbbzjT6ItkbPkH5xdf5BeWn3sOyzPPYPL1xfnTTxhLl55XnyIloWd4de5p0JBHo5pQ+8RM8pZBwfStUdPDmYmIiIiIyIVS0VYuaeYTRaBjx465xU0mE3PnzmX06NH89NNPdOnSBavV6tpfv359atWqxbp164rsu3v37syYMYPKlSsX2SY2NpZ27dq5nQ5+1VVXYbVa+eXELMJffvmFjIwM+vfv73bbPn36EBUV5RZr1qwZ4eHhBWbbJicn8+OPP9KjR48icxExXXMNppAQjCNHMNavz/85ehRTaCimnoUUZTOzcLz+BgCW8c/Cab/Hrj5r1nD92yjiIpXG/vy4ydcX/vV88d64CSM9HeuJtdJNbdpgqlYV5+rVRY7j5Mxg44fVkJmJc+Gi/Nt27w5hYUXe7kwcL/8fRno65qu6Y7l5CIbDgePZM8wwFrmIdqWnu37SbDaScnLYlZ7O7vR0AOIyMz2coYiIiIiIXCgVbeWSFhUVRePGjXnmmWeYP39+geUDMjMzOXz4MLVr1y5w2zp16rB3794i+46MjMRisRS5H8BisbgVgwGsVivBwcHExcUBsGPHDkJCQti/fz933HEHHTp0oF+/fiwtZIafyWSib9++LFy4EOdpV65ftmwZQUFBdOrU6Yz5yKXNtTTC0mXgdILDkf9vil4iwTl7NkZsLOYWzTEPHlywwekXFSvq+eB2obN/XUDJZsP544+YatbEdNllmK+9Nv+4J5ZmKMBkwjxwYH6bRQvze9y2DWPXLkxeXvkXVjsfR47gePMt16ZzzlyMbdvOry+RC7Q44UChP4sSEvjuyGEWJyZ4OkUREREREblA1rM3Eam4LBYLH330ERMmTOCZZ57BMAwmTZpE7969GTp0qKvwGVDIBYwCAwNJSLiwL8Y1atTgnxMXSjopKSmJ48ePk3liptTRo0ex2+1MmDCBhx9+mKpVq/L111/z2GOPYbVa6dOnj9vtBwwYwCeffMIvv/xClxMXdpo/fz7XX3/9WYvIcgkLCHAVRM3XXoNpTf5MVlNoaH6sVy8c/v7w74vk2e04/m8y1ukfYXnqSeyPP+G2++QsWgBTZC2M5OQChzZF1spvm5kJR44W2O9cuRJL//6Yu3fHdE1PjOxsjHXr4LLLCvbVpQum8HAALI8/jvnEhc6oUiV/HDfegPM81113LloELzyf/+8TSy6IeMJjTZoWGjcMg7S0NIJPLEkiIiIiIiLll2bayiWvRo0aTJs2jbVr19K4cWP8/PyYPn06ffr0ueCi7Nn07t2brVu3Mm3aNLKzs0lMTOSpp54iJCTENQPXbreTmZnJU089RY8ePWjZsiUTJ06kefPmfPDBBwX6bNKkCVFRUa4lEnbt2sW2bdsKLK8gcjrzdddh8vcHwFSrFuYWLTC3aIGpVn5B1RQQgPnEEgX/5ly4EOeWLZjq1MF8881u+4wtWzBOLD9ivqmQmbicumiY8ePa/Bm+/+5/1ar8C4H16YPpsssw1q+H7OzC+zptRrApKurUOCpVyo917AjVqxd5P4iUB78ddf/jRmpentv21/sLrmsuIiIiIiLli4q2IieEh4cTGhrKY489xg8//EDNmjV58cUXAcjIyCjQPj09vcgLjJ2rLl26MHbsWN5//33atm3LjTfeyLXXXktkZCRhJ9beDAoKAqBly5Zut7388svZtWuX2zIIJw0YMIBVq1aRlpbGggULqF27Nq1bt76gXKViO1nsdCxYQF7Vam4/jq+/cWtTGMdLk/LbDBzgvsNux/Hhh/n7ht2J6V8XwzPf8h/M7S/HsNtxvPNO4Z0fPYqxaRPmK67AZLEUvTSClxfmvn3zD/v4EwXGYSQkYLJYMN9ww5nuCpEy7/d/rcM+MzbWbTuxiD9qiIiIiIhI+aGirVzSEhIS2Lx5c4F4lSpVuOmmm4iLi6NGjRrEx8cXaBMXF0eDBg0uOIeRI0fyxx9/sGbNGn7++WeGDh1KbGwsTZo0AaBu3boApKSkuN3O6XTi7+/vupja6fr374/NZmPlypUsXbqUfv36XXCeUoFVqpR/kS5wXbTrdM6FCwEwXX01FHHatfHjjzjXrcPk7V3w9u++h3PJEkwBAVgXLcQ6ZzaWV1/FungR1nfeyb+o17hnMDZtKjJFx2mFWufKwou2ph49MFWqhGG34yxkzWfn4iVA/hIJ/2Z97128/vi9wI/5P0OLzEnEU4yzbIuIiIiISPmnoq1c0mbOnMmDDz5Y6EzaQ4cOER4eTvfu3Vm/fj02m821b/v27SQmJtKjR48LOv7u3buZMmUKvr6+VK9eHavVyurVq3E4HHTr1g2Arl27YjabWbVqldttN23aROPGjQvtNzw8nA4dOjBjxgySkpK0NIKckbl/f0ze3hjp6Rg//FBgv7FmDUZqKiYfH8z9i/4DwMnZtgV3OLCPuBv7vfdh/PIrpvbtMd9+G6a6dXF88w32Xr1xzpx5xhwd330HgHPLFjh0qPBxnJgJbPz0M/xrJiKcKj6b27aFE38MOclUowamevUK/HCBs+lFLgbTWbZFRERERKT804XI5JJ25513snjxYkaMGME999xDZmYmMTExbNiwgTlz5jBmzBj69OnDkiVLGD9+PKNGjSI9PZ3nnnuOVq1a0bNnT1dfffr0YejQodx1111A/szYk4Veh8NBbm4uR44cAfKXPPDy8iI2NpaZM2cSGRnJVVddRXR0NC+88AIPPPCAa+mFiIgIhgwZwttvv014eDhRUVF89dVXbNu2jenTpxc5toEDB/L000/TvHlz6tevf7HuQqkAnJ9+St6nnxbdIC8PW8NGp9rP/azQZsbmzeRVrVb0cRYswLlgwRlzyXM6sZhMbv3kOZ0Y27ZiqloV02nlKceUKTimTDm1fd/9OO67v8i+jU2bCuR3pnwL2L+/eO1FREREREREzpOKtnJJi4yMZPbs2bzzzjtMnDiRI0eOsHPnTiIjIxk3bhy33XYbALNmzeLVV19l4MCB+Pr6cvXVV/P000+7LU0QGxvLsdNm9z300EP88ccfru1Dhw7xw4lZjJMnT2bgwIFcc801BAcH88knnzB58mRq1qzJ6NGjueOOO9zyfO6556hcuTKvvPIKx44do27dukybNs01G7cwvXr1YuLEiQwYMKDINiJlSa7TwbG8PCp7e2MxWVxxh2GQYrNR1WLBy6Q5hSIOw+Bobm6BbcMwSM/Lw2FowQQRERERkfJORVu55DVu3Jj33nsPgDvuuIMHH3yQDh06uLVp2bIlc+bMOWM/MTExbtuzZ88GYN26dYW2X79+PXv37qVZs2asXr36jH17eXkxZswYxowZU2Sbf/cREBBQYL3eWrVqFchTLk1lsaSTbrNTycsbH7PFLe5nseC0Wkmz2ajs7eOh7IqnLN6/UnEk5+Xx9s4Yt1+0t2NiMDCw2+14Wb08l5yIiIiIiJQIFW1FTnPjjTcSERFRon1u2LCh0LjT6SQpKYnk5GSuuuqqEj2mSFF8rVYwmUgrgzPxHIYTP4ul0H1+ZguZtrxSzuj82A2DDMPA16K3WLk4XrrsskLjhmGQlpZGcBEXDBQRERERkfJD3yhFTjNo0KAS73Ps2LGFxh0OB5s3b8bX17fEjylSlJqBgYQFBrI8JZX2ViumMrXcQFnK5fytsuWRa7VyWdWqnk5FREREREREyikVbUVK0d69ezl8+DCGYeB0OtmxYwfbt2/nzTff9HRqcokwm0zc0vIy3v/1Fw5kZdLObMG7jNRK0202/JwOrKetFQ35Z4DbHA5ynU6CPJPaOXEYEGs4WQd0bNCQeicuJigiIiIiIiJSXCraipSSRYsW8cMPPxAeHk5SUhJVqlQhLi6OoUOHejo1ucT0qVePUB8fVsTuZenx4zicTk+nBECW3cHxvFzCvH3ws1gwmcBpQJbDzvHcXKr6+OJnLXz5hLLAZDJROSCQWyNrMbBBwzI2i1lERERERETKExVtRUrJn3/+yaRJkwgODuaFF15g/PjxfPHFF55OSy5RHWvWpGPNmp5Oo4BNx4+z8tAhshx2fMxmcpxOQqxedA4KolNEhAqhIiIiIiIicklQ0VaklHh5ebkuDmOcuAhUkyZNWLZsGb179/ZkaiJlRtuwMFpXqsTR3FyyHQ4CrFYqe3uTlpbm6dRERERERERESo357E1EpCSEhoaycOFCHA4HoaGhbNy4kdTUVDIzMz2dmkiZYjaZqObrS52AAKr4+Hg6HREREREREZFSp6KtSCm5/fbbOXz4MGazmeuuu47Zs2fz8ccf07lzZ0+nJiIiIiIiIiIiZYiWRxApJZUrV+bee+8FoGnTprz22mts2rSJjh07ejgzEREREREREREpSzTTVsRDvL298fX19XQaIiIiIpek+fPnezoFERERkSJppq2IiJQpB7OzWX/kCKm2PJwGgEFubh4+Pt7c17CRp9MTEZEKonLlyp5OQURERKRIKtqKiEiZ8vX+fdQLDKRBYBgmwMAgKzML/wB/T6cmIiIVSPfu3T2dgoiIVDDz589nyJAhnk5DKggVbUVKycKFC7nhhhsKxGfNmsWIESNKPyGRMsphGPSrGeHaNgyDNIuV4OBgD2YlIiLlzcKFCwuNO51O4uPjiY+PZ9CgQaWblIiIVGg6i0NKkoq2IhfZvn37iIuL49dffyUsLMwVdzqd7Nixg+3bt3swO5Gyp15AIEdzc6ni4+PpVEREpBxLTU0tNG4YBpmZmaSlpZVyRiIiUtHpLA4pSWWuaPvuu+8SERGhv3pLheF0Ojlw4ADZ2dls2LDBLX706FFuuukmD2YnUnZ8uS8eEyachsH0Pbup5eePj8UChkFObg6+KSncXKeOp9MUEZFyYtiwYYXGHQ4HmzdvJjc3t5QzEhGR8k5ncUhpKjNF2+XLl/PBBx8QFxeH2Wzms88+Y9y4cbRr145ff/2VN954g71791KjRg3uu+8+BgwYUGg/OTk5vPHGG6xYsYKsrCxatmzJuHHjaNy4MQApKSlMmDCBP/74A7PZTPfu3Xnuuefw9fUFICoqioiICH744QdMJpNb35MmTWL27Nl8+umndOjQ4eLeIVJh1K1bl7p161K9enV69Ojhip/8wtC6dWvPJSdShlQ9bWZtNd9T/zYMyHY68dPMWxEROQ+GYbBx40YOHz6MYRg4nU527tzJgQMH6Ny5s6fTExGRckRncUhpKhNF2z179vDss8/y8ccf89NPPxEeHk56ejqjRo1i0aJFjB49mvHjx9O/f382btzIqFGjqFevHi1btizQ15QpU/jrr7/44osvCA0N5eWXX+bBBx9k5cqVADz33HPk5eWxdOlSbDYbY8aM4fXXX+fZZ5919ZGTk8PGjRu5/PLLXTGHw8HKlSsJCQm5+HeIVEg9evRg27ZtbNq0iby8PIYPH05cXBzNmjXDz8/P0+mJeFyP8OoApOblEeLt7YobhkFaWhrHzGZPpSYiIuXYnDlz2LFjB3Xq1CE6OpqGDRsSHR3NPffc4+nURESknNFZHFKaysQ34N27d1OvXj3atm2LyWTCy8uLkSNHMmbMGJYsWULdunUZPHgwPj4+dO7cmR49ejBv3rxC+woMDOTJJ5+kZs2a+Pv7M2zYMOLj40lKSuLo0aOsWrWKRx99lLCwMMLDwxk9ejTffPMNNpvN1Uf37t1ZvHixW7+///47derUITAw8KLeF1Jx/fDDD3z11VeEhYURGxsL5K93+9VXX3k4M5Gy5eO9e0jKyXZtOwyD1ceO8uW+fR7MSkREyquYmBgmTJjAfffdR3BwMPfffz/9+vUjLi7O06mJiEg5ZRgGGzZsYPny5Sxbtozly5fz448/FlmrEjkfZWKmbePGjdm5cydLly7F6XS64rfddhtjx46lWbNmbu2bNWvGt99+W2hfjz76qNv2wYMH8fHxITQ0lD/++AOLxUJUVJRrf/PmzcnKymLv3r2ueO/evXnqqad47rnn8PLyAmDJkiX06dOHTz755KzjcTqdbuMwm81u2wAmkwmTyVQicch/wTiXuNlsxjCMEolrTMWLr1mzhqeffhp/f39+//13nE4nXbp0YcmSJQXal5cxQcV7nC7GmAzy/2vCxMmIW/+YXG3co5RInEKOWVT8zDkWN35+uQ+IiODT2FhuiqxNsJcXX8bHYXE4GdWo4Yk25W9M5xIvLPcSHVN5eD6V1FjL8+NUZPzsORb176Lanyn3sjKm840XlntxxuR0Oi+J96dLZUwWiwWr1YrT6XQtj1CrVi3Xd4/yOKZ/xyvC46Qxlc0xnTzW/PnzC1yLo7yO6WxxjUljOpcxnTyLo27dukRHR9OgQQOio6MZOXKkPkdoTOeU+7koE0XbevXqMXHiRF566SXS0tJo1aoVDoeDAQMGkJKSQnh4uFv70NBQkpOTz9pvamoqL7/8MiNGjMDHx4eUlBQCAwPd7qCTyx2c3l/Dhg2pWbMm69ato2fPnuTl5bFmzRqeeOKJcyraJiQkYLFYAAgODqZatWocPXrUbW2TsLAwwsLCOHToEFlZWa54tWrVCA4O5sCBA+Tl5bniJ2cOx8XFuT3gtWvXxmq1snfvXrcc6tevj91uZ99pM9PMZjP169cnOzubxMREV9zb25vatWuTnp7O4cOHXXF/f39q1qxJcnIyx48fd8U1pvMbk9ls5tChQwCkp6e71m92Op1uYy1PY6qIj9PFGJM9MwuLxYKvry82mw3bablYvaz4ePuQl5eH3WZ3xb28vfH28iI3JxeHw+GK+/j4YLVaycnOccvd19cXi8VCdla22xuLn58fJrOJrMxT9wuAf4A/htMgO/vUjFaTyYS/vz9Oh4OcnBy3sfr5+eGw291O97lYY6pptjAkvDoLDuwny+HkytAQ2gQGYbXZybLZy+WYysLjVB6eT3qcLnxMJ1WkMXnicTpw4MAl8f50qYzJx8eHKVOmcMcdd1CtWjUWLFiAl5cXhw8fZu/eveVyTBXxcdKYyuaYTl77xcfHx63/8jymivg4aUylP6YNGzYwevRomjRpwvjx4+nduzeRkZFs2LCBGjVqlMsxVcTHqayO6VyZjH+XjT0oLy+PSZMmER8fz759+wgICKBSpUq0aNGCp556ytVu3rx5fPDBB6xZs6bIvg4fPszIkSOpV68eb775JhaLhSVLljBp0iR+//13Vzu73U7z5s2ZNWsWHTt2JCoqih9++IFVq1bx119/8fbbb/P9998zb948PvroI3r06MHkyZMLvRBZVlYWO3bsICoqCn9/f1dcf13QmEwmEx999BEhISFce+21vP3224wZM4ZPP/0UX19f7rvvvnI5Jqh4j9PFGNOB0aPz+ymnM87OP1683Heluy/an2F38O3BRK6uVg1fm52AAH8aBQeXqzGVpcep1n8/KPPPp333jyqRsZbnx+lCxmQYBulp6QQHB59KqZyP6XzjheVenDHV+uCDS+L96VIZU1ZWFt9++y033XQTCQkJvP/++yQlJTFs2DC6detWLsf073hFeJw0prI5JofDwZYtW2jVqhVms7lA+/I4prPFNSaN6VzGNHHiRF544QXMZjPPP/88zz33HFu2bGHp0qU899xz5XJM55KjxlQyY8rOzmbHjh00bdrUrX74b2Vipu1J3t7eVK1aldatW3P99dczcOBA4uLiqFWrllu75ORkwsLCiuxn3759DB8+nO7du/Pss8+6Zr2GhYWRkZGBw+FwxVJSUgCoXLmyWx/9+vXj7bffJiMjgyVLltC/f/9zHofZbC70Da2otiURP/mLeS7xk784Fxq/59ONhR5TCmc3okj8fgVvz1kMhpPvhz+MV1gEdTtezwbdl+ftk+HtXf8uq88n02nVE9Np/+/WvpBYScYLO2ZR8aJzLG68eDkuTkgoEPMxm/n5yFFstjy8U715LDikwJELO8K551jceDl+nIr4XS1T70+n/f+Fxcvx41RkXGMqzTGd/H0u7mejMvV8KqHPexVhTIGBgQwZMgSAyMhIXn75ZTZv3kzr1q3d8ipPY7rQHDUmjenfOS5cuLDQ2zqdTuLj44mPj2fQoEEXnKMeJ42poowpIiKCGTNmMGzYMKpVq8bq1avJysoiKytLnyMuIMdLaUznokwUbd9++22qV6/O0KFDXTFfX18aNmxIu3btWLBggVv7rVu30qpVq0L7On78OCNGjGDQoEE8+OCDbvuaNm2KYRhER0fTvHlzAP755x+Cg4OpV6+eW9sqVapw+eWX8+233/LHH3/wyiuvlMRQ5RJm9Q2gdtdBOO02nLY8zD6+pKVnYPUt+q8qIpeSx5o0LTRuGAZpaWn5swdFREREpMSlpqYWGjcMg8zMTLdTgUUEbr/9dpYvX47VamXgwIF88MEHHDp0iOHDh3s6NalAykTRtk6dOkyePJnKlSu73hCWLl3KL7/8wrBhw3jvvfeYN28eAwYM4LfffmPt2rV8+eWXAGzZsoUnn3ySxYsX4+3tzZtvvkmrVq0KFGwhf6Zt7969mTp1Kq+++ip5eXm8//77DB48GKu14F1xww038MYbb9ClS5czTlcWKQ6z1Quz1avANHsROWVXejpbU1OwOQ2GREYSm5VFs8BAvE+cJSEiIiIiJWfYsGGFxh0OB5s3b3Zbs1xE8tc9HTx4MJB/FsekSZNcZ3GIlJQyUbS94YYbSE1N5bXXXnNdxKthw4a88cYbXHHFFUybNo1JkyYxceJEIiIimDJlCk2aNAEgOzub2NhYVwHsm2++wWKxsHLlSrdjvPTSS9xwww28+OKLvPDCC/Ts2RMvLy/69evHo48+WmhePXv25Pnnny/W0ggiInJhfj5yhD+PH6dVaCibkvMXfo/PziY2MZEbIyM9nJ2IiIhIxWUYBhs3buTw4cMYhoHT6WTnzp0cOHCAzp07ezo9EZFLSpko2kL+X/aGDRvGu+++S0REhNt6Oe3bt2fRokWF3q5Dhw7ExMS4tnfs2HHG4wQFBfHmm28Wuf/0vnx9fdm40X2t0dWrV5+xfxERuTC/HTvK6EaN8bNY+PvEuuPdwsKYlXTIs4mJiEi5NHPmzEJPV33rrbd4/PHHSz8hkTJszpw57Nixgzp16hAdHU3Dhg2Jjo7mnnvu8XRqIiKXnDJTtD3poYce8nQKIiLiQRaTCb9/LYNgLmKBeRERKb+SkpKYOnUqv/zyC0lJSa5rWowaNYqePXsCsGHDBt566y22bt2Kl5cXXbp0Ydy4cYSHh5+1/1dffZVZs2YRHh5OaGioK35y5uDBgwf55ZdfeOKJJwD4+eefC/Rx6NAhXnnlFX7++Wdyc3Np0aIFTzzxBG3atHG16dGjBwkJCUyePLnQCzXZbDa6devG8ePH+fTTT+nQoUNx7yqRUhMTE8OECRPw9vbmhRde4P7772fp0qXExcVxxRVXeDo9EZFLyvlfwkxESkTC78s8nYJImRLu68vSxARS8/IAyLDZWHPsGOE+vh7OTERESordbmfkyJHEx8czdepUWrVqxfjx42nWrBkPPfQQGzZsYO/evdx9991ERkayYMECpk2bRmJiIiNHjsRmsxXZd0pKCvfffz+LFi3Cyyv/OgKpqamun7S0NBwOB/7+/owaNQpf38LfX/Ly8rjrrrvYv38/n3zyCfPmzaNevXqMGDGC/fv3u7X19/dn/vz5hfazdu1acnJyzv/OEilFVqsVb29vANcShLVq1TrrGa0il5qZM2cWGn/rrbdKNxGp0MrcTFuRS01wrShPpyBSpvSvGcH8Awd4IyYaw4DXY6Kp6+3DkPr1PZ2aiIiUkOjoaHbu3MmCBQto1qwZ3t7e1K5dm8GDB7Nnzx7++OMP9u/fT6VKlZg0aZLrosGvvPIK1113HStWrKBfv36F9r106VKysrJYsmQJQ4YMoXbt2m4XWXI4HCxZsoS3336bOXPmMHfuXNavX1+gn+XLl7N3716+/fZb6p94D5o4cSI//fQT06dP58UXX3S17dChAz/++CP79u2jdu3abv0sXLiQ9u3bs3bt2gu+30Qutpo1a/LJJ58wbNgwqlWrxqpVq8jKyiIrK8vTqYmUCdHR0ezYsYN//vmHhQsXuuKnn8UhUlJUtBXxsKCIhp5OQaRMCfTy4s569chzOsl1OPC3WMhITyfAqrcsEZGKwmzOP+Hv2LFjbnGTycTcuXMB6Nq1K927d3cVbAHq169PrVq1WLduXZFF2+7du3PLLbdgObHUTmhoKOvWrWPTpk3YbDbGjh3L4cOHmTVrVoEC6+nWr19PnTp1XAVbyJ+F2LlzZ9atW+fWtlmzZuzYsYP58+fzyCOPuOLJycn8+OOPPPvssyraSrlw++23s3z5cqxWKwMHDuSDDz7g0KFDha4LLXIpCgsLw9/fH6fTSWpqqit+8sJ9d911lwezk4pG34BFLrIj238tNG4YBlnZ2eT5+VGtua7EKvLzkSNcWbUqKw/966/TBmRnZ+OXlUWvGjU8k5yIiJSoqKgoGjduzDPPPMOjjz5aYPmAzMxMDh8+XGhRtU6dOuzdu7fIviMjI922ExIS+PPPP7nyyitZvnw5kP85bPny5dx///1F9hMbG1ugr5PHnz9/fv57k58fkF9s7tu3LwsXLuThhx92FaWXLVtGUFAQnTp1KvI4ImWJv78/gwcPBvKfS5MmTWLz5s20bt3as4mJlBHVqlWjd+/eVK1albZt27riDoeDzZs307JlSw9mJxWN1rQVuciObPuFlNit2LMz8gOGkf8jIm4yHXYAMmx2t590u40MR/5/RUSkYrBYLHz00Uc0a9aMZ555hi1btjBp0iTee+89jhw5QkZG/uemgICAArcNDAwkPT39nI91/PhxxowZQ8eOHTGduLDl5ZdfTmJi4hlvl5mZWeTxgQI5DBgwwHVxs5Pmz5/P9ddf75r1KyIiFUObNm1Yt24dU6dOZcqUKQBs376dzMxMD2cmFYmKtiIXWYM+dxFSuykZSfFkHTmAV0AIlaMup2qzToQ2yv+viECv6vmzaAdFRrr/1IqkX7VwBtUqONtJRETKrxo1ajBt2jTWrl1L48aN8fPzY/r06fTp04eEhIQSO47JZHLNfD1ZtDUuwh/QmzRpQlRUlOuCZLt27WLbtm3079+/xI8lIiKetWjRIv788086duzo+iNeVlYWn332mYczk4pEyyOIXGQ+QWFUa9mFai27kHlkP6lx20n6Zz0BVWthqVKH4KBmmEyafSFyUmpeHr8fP0Zang0ngGGQk5uDb0oKN9ep4+n0RESkhIWHhxMaGsqDDz5IgwYNuOuuu1wX+To54/Z06enphISEnHP/QUFBfPTRR1xzzTU4HA5iY2NZtmwZDRue+boCQUFBhc6YSk9Px2QyERwcXGDfgAEDeOedd0hLS2PBggXUrl2b1q1bc+DAgXPOV0REyr4///yTiRMnYrVa+fbbb4H8szgWLVrk4cykItFMW5FSFFA1kprte9Po+pH4V6vNsb/XsGvpR55OS6RM+WJfPIdzcqjk7U0VH28q+/gQ5pX/XxERqRgSEhLYvHlzgXiVKlW46aabiIuLo0aNGsTHxxdoExcXR4MGDc75WJGRkQQHB/PRRx+RnJzMjBkzCAwMdK3bWZT69esXefyIiAh8fX0L7Ovfvz82m42VK1eydOnSIi+WJlJWzZw5s9D4W2+9VbqJiJynpKQkxo0bR/fu3WnSpAmtW7dm8ODB/PDDD642GzZs4LbbbqNVq1ZcfvnlPPLIIyQlJZ2173nz5nH99dfTokULli5dyuuvv47NZnM7iyMxMZHBgwfTsmVLOnXqxIsvvkhWVpZbPwkJCTz22GN069aNtm3bMnjwYFasWOHW5o477iAqKop33323yHwGDhzodoaHVDyaaStSigynk/TEPaTGbyfzyH58q0ZSPart2W8ocgnJsNu5r2Ej17ZhGKSlpRU6o0lERMqnmTNn8u233/Ldd9+51og96dChQ4SHh9OxY0dWr16NzWbDy8sLyF8vMDExkR49epzzsSwWC7feeiu33norcOpiMT5n+WPgVVddxaJFi9i9e7drVm5eXh7r16/n+uuvL/Q24eHhdOjQgRkzZpCUlKSlEaTciI6OZseOHfzzzz8sXLjQFXc6nezcuZODBw8WfWORMsJutzNy5EiCgoKYOnUqr7zyCoMHD+aff/7hoYce4tNPPyUsLIy7776b6667jpdeeonk5GReffVVRo4cyfz5813vN/+2cOFCnnvuOZ5++ml69uzJtGnT+OKLLzh06BBBQUHExsYyffp01q9fz80338wrr7zCkSNHeOKJJzh69CjvvPMOAKmpqdx+++1UrlyZt956i0qVKjFnzhwefvhhPvnkE7p06eI6pr+/PwsWLODBBx90FYZPio6OZt++fRfvzpQyQTNtRUpB9vFDHNz0AzuXfkjy3r8JqtWIRn3vpUqrHgRUK3hVZJFLWS0/fzLsdk+nISIiF9Gdd96JzWZjxIgRfP/992RmZhITE8P777/PnDlzGDx4MCNHjiQzM5Px48cTGxvLli1bGDduHK1ataJnz56uvvr06cOMGTNc2ykpKRw5coQjR47gcDjIzc11befk5ACQk5PjFnM6na7tk2sT9urVi6ZNm/Lkk0+yZcsW9u7dy7hx47DZbIwcObLIsQ0cOJDdu3fTvHlz6tevf5HuQZGSFRYWhr+/P06nk9TUVNdPWloaTqeTu+66y9MpipxVdHQ0O3fu5Nlnn6VNmzZ4e3tTu3ZtJk6cSJs2bfjjjz+YPn06lSpVYtKkSdSvX5927drxyiuvsHPnzgKzXU/33nvv0bdvX4YPH05kZCTPPfccPXr04Ntvv+XgwYPMmDGD6Oho6taty4svvkjDhg3p1KkTEyZMYMWKFezcuROAZcuWkZiYyNSpU2nXrh3169fn2WefpXr16nz++edux2zfvj2JiYn89ttvBfJZsGAB7du3L9k7UMoczbQVucj2rJiJ02EnqEZ9IjsPxMs/CABHXjb27HRsVvAOOPd12UQqqpWH8mdwBFitTN+zm4aBQfhYzGBAdnY2fllZ9KpRw8NZiohISYiMjGT27Nm88847TJw4kSNHjrBz504iIyMZN24ct912GwCzZs3i1VdfZeDAgfj6+nL11Vfz9NNPuy4sBhAbG8uxY8dc2w899BB//PGHa/vQoUOu02InT57MwIEDWbp0aYHTSU/Obrrxxht55ZVXsFqtfPzxx0yePJm7776bvLw82rRpw+zZs6levXqRY+vVqxcTJ05kwIABF35HiZSSatWq0bt3b6pWrUrbtqfOBDw5M71ly5YezE7k3Jx8bzj9PQHyL0I5d+5cALp27Ur37t2xWk+Vw+rXr0+tWrVYt25docvaxMXFsX//fh5++GFXzMfHh8cff5xly5bRp08fbrzxRtq0acOAAQPcZsVeddVVWK1WfvnlFxo3bszgwYPp2bMn4eHhbnlXrVq1wDIKYWFhtGnThvnz59Op06kLmNvtdpYsWcLDDz/M2rVrz+euknJCRVuRi8xpt4EJ0g/uIf3g3hNRA8MAm81Gsrc3ja4veraGyKUiw3Zqdm0d/wBsTic2pxMDgxyHHbvd5sHsRESkpDVu3Jj33nsPyF+778EHH6RDhw5ubVq2bMmcOXPO2E9MTIzb9uzZs8/Y3uFwMHjwYCZNmoTFcuaLwVapUoU33njjjG1Wr17tth0QEFBgvd5atWoVyFOkLGrTpg3r1q1j06ZN2Gw2xo4dy/bt22nUqJGWqpIyLyoqisaNG/PMM8/w6KOPus6uOCkzM5PDhw9Tu3bBs13r1KnD3r17C8Qh/4+DQIHb1ahRAy8vL9ftLBaLWzEYwGq1EhwcTFxcHADe3t5uBVuAxMREoqOjCz2Lo1+/fkyZMoWMjAzXckLr168nLS2N3r1788ILLxR1d0gFoKKtyEXWqO89hcYNwyA1LY0QffgRAWBQZGShca1pKyJS8d14441ERER4Og2RS96iRYvYs2cPV155JcuXLwcgKyuLzz77jPvvv9/D2YmcmcVi4aOPPmLChAk888wzGIbBpEmT6N27N0OHDsXpdAL5f1z7t8DAQBISEgrtNyMjo9DbmUwmAgICXPtr1KjBP//849YmKSmJ48ePk5mZWWjfubm5PPbYY4SGhjJs2LAC+6+//nomT57MsmXLGDp0KJC/NEKXLl2oVKnSme4OqQC0pq2IiJQpB7KyWHniYhfxmZm8Hr2D9+PjiD3xYUhERCqeQYMGUatWrVI95ptvvlmqxxMpD/7880/GjBlDx44dXad4X3755SQmJno4M5FzU6NGDaZNm8batWtp3Lgxfn5+TJ8+nT59+hRZlC0pvXv3ZuvWrUybNo3s7GwSExN56qmnCAkJKTADF/KLwSNHjmTXrl3897//LbQIW6lSJbp27epa0iclJYXVq1frQpeXCBVtRUSkTFmamECDoPxTf5YlJtKuUhh9qlZlxSFdtVhERErOoEGDPJ2CSJljsVhc64KeLNoahuHJlETOS3h4OKGhoTz22GP88MMP1KxZkxdffBE4NXP2dOnp6YSEFH6tmZNn/P37doZhkJmZ6drfpUsXxo4dy/vvv0/btm258cYbufbaa4mMjCQsLMzttocPH+a2224jLi6OOXPmnHHd6AEDBrB582b27NnDsmXL8PLyokePHud+Z0i5paKtiIiUKXlOJw0Cg0jNy+Nobi7dqlalgX8ANqe+MIiIyPn7d+Gpbt26nklEpAxr3LgxH330Ebt378bhcBAbG8uyZcto2LChp1MTOauEhIQCa4pD/vrkN910E3FxcdSoUYP4+PgCbeLi4mjQoEGh/davXx+gwO0OHDiAzWZze36kpaXxxx9/sGbNGn7++WeGDh1KbGwsTZo0cbVJSUlh+PDh5OXl8eWXX7rtK0yPHj0ICgpi+fLlLFmyhGuvvRY/P78z3kYqBq1pK1KKHHk5WLx9ATCcDhx5OYDW6RQ5ncMwyHM62ZqaSoPAQCxmMw7DwG44PZ2aiIiUM4mJiSxevJiYmBhycnIIDAykefPmhV6ERkRgyJAhfPPNN3z00UdkZWUxY8YMwsLCGDx4sKdTEzmrmTNn8u233/Ldd9+5Ltp10qFDhwgPD6djx46sXr0am82Gl5cXANu3bycxMbHI2auRkZHUr1+fNWvWcMMNN7jiP/zwA1arla5duwKwe/duqlSpgq+vL9WrVwdg5cqVOBwOunXrBuT/AfHhhx/Gbrfz+eefU7ly5bOOy8fHh969e7N8+XJiY2N54IEHin3fSPmkoq3IRZaTcgTf0KqkJ+wm4c9vadzvPsxWb+w5mST++BlenfsRHNHI02mKlBmXhYby2o7tOAyDu+rl/1V76eEk6v/rg5eIiMiZHDx4kDfeeINu3brRp08f/P39SUlJ4aeffmLu3Lk0a9bM9aVaRPL5+Phw6623cuuttwLgcDjYvHkzPj4+Hs5M5OzuvPNOFi9ezIgRI7jnnnvIzMwkJiaGDRs2MGfOHMaMGUOfPn1YsmQJ48ePZ9SoUaSnp/Pcc8/RqlUrevbs6eqrT58+DB06lLvuuguAMWPG8MgjjzBjxgx69erFjh07eP/997njjjuoXLmya2b6rFmz8Pb25qqrriI6OpoXXniBBx54wLX0wvLly/n99995//33cTqdHDlyxG0MVatWLXRsAwcO5Ouvv6ZKlSp07tz5It2DUtaoaCtykR3c9D11rxrK4W2/UPfqWzBbvQHw8g+m+pU3cfif1SraipymZ3h1WoSE4mexEOzlhWEYtAwKpkW1ap5OTUREypHly5fTt29ft5lT1apVo0GDBuTl5bFo0SLuu+8+D2YoIiIlKTIyktmzZ/POO+8wceJEjhw5ws6dO4mMjGTcuHHcdtttAMyaNYtXX32VgQMH4uvry9VXX83TTz/tWs8ZIDY2lmPHjrm2+/Tpw2uvvca0adN4/fXX8fPzo3r16sTHx/PEE0/QvHlz2rdvT3BwMJ988gmTJ0+mZs2ajB49mjvuuMPVz08//QRQ5GzZmJiYQuPt27cnIiKCHj16YLFYLvi+kvJBRVuRi6x6m56k7o/BcNjwDanits8rIASnPc9DmYmULbvS092202w2knJy4MQahHGZmTQK1nIiIiJybnbv3s3w4cML3deuXTvmzZtXugmJiMhF17hxY9577z0A7rjjDh588EE6dOjg1qZly5bMmTPnjP0UVjwdMGAA7du35/XXX6dbt260atXK7SyOzz77jJdffpnRo0cX2e/kyZOZPHnyWccxe/Zst22TycTq1avPKU+pOFS0FbnI/CqF41cpnNR9Ozga8ychtZti8fLBlpNJSsyfeAeGnb0TkUvA4oQDhcYNA2y2PLxTvXlMRVsRETlHXl5eRc5GMpvN+Pr6lnJGIiJSmm688UYiIiJKtE+dxSGlSUVbkVJS8/LeHNywksP//ATkzxy0VqpJvc79PJuYSBnxWJOmhcYNwyAtLY1gFWxFRKQYTj/NtTAmk6mUMhEREU8YNGhQifepszikNKloK1JKvPwCqd11EE6HHWdeLmZvX9IyMrD6Bng6NZEy4bejR+lY5dQSIql5eYR4e7u2v96/jyG163giNRERKYeOHz/Oq6++WiBuGAaHDx/GZrN5ICuR8unNN9/kiSee8HQaIh6nszikNKloK3KRHdu5kcqN25H0z3r3HQZkZWeT6+dH+GVdPZOcSBny+7FjbkXbmbGxjImKcm0nZmd7Ii0RESmnbrnllkLjDoeDPXv20KBBg1LOSKT8uhgzFkXKI53FIaVJRVuRi8yem5X/35xM9x0GOHJzsJucHshKpOwxzrItIiJSHJ06dSo07nA48PPzo3Xr1qWbkEg5YhiGW/Gpbt26nktGpAzRWRxSmlS0FbnIwlvmz6INqd2UgGq1XR9+DMMgNS2NEK3TKQLAv/8mrb9Ri4iIiJSexMREFi9eTExMDDk5OQQGBtK8eXNq167t6dREygydxSGlSUVbkVJycOP3OB12Qmo1JqR2U3zDqns6JREREREREQ4ePMgbb7xBt27d6NOnD/7+/qSkpPDTTz8xd+5cmjVrRvXq+v4iorM4pDSpaCtSShpdP5Ls44dIS9hFwp/fYjideFWpg2/j1viGVvV0eiIe5zAMjubmFtg2DIP0vDwchhZMEBEREbkYli9fTt++fenRo4crVq1aNRo0aEBeXh6LFi3ivvvu82CGIiKXHhVtRUqRX1h1/MKqE96yK9nJSRz4ay17v59NsyFjPZ2aiMcl5+Xx9s4Yt8Vs346JwcDAbrfjZfXyXHIiIlLunDxNdfv27W5xh8NBXFwc3t7etGzZ0kPZiZQtu3fvZvjw4YXua9euHfPmzSvdhEREREVbkdJkGE6yjhwg7cAu0hN3Y8dM1eadPZ2WSJnw0mWXFRo3DIO0tDSCtf6ziIgUw+LFi3n00UeZO3euW9wwDI4dO8amTZtUtBU5wcvLC4vFUug+s9mMr69vKWckIiIq2oqUkoQ/vyMjcS8WHz+CI6Oo3WUQOSZvXYhMRERE5CJ49NFHAXj55Zfd4g6Hg82bN2vdQZHTmM3mM+4/eTFlkUudzuKQ0qSirUgpsfr4U6fbYHwrVQPyZ3nkpKV5OCsRERGRimndunWFxp1OJ3v37iU9PZ2rrrqqdJMSKaOOHz/Oq6++WiBuGAaHDx/GZrN5ICuRskdncUhpUtFWpJRUa9mF1PjtHI35A3tuFlYff0whNQgJbuvp1EREREQqnA0bNhQadzqdJCUlkZycrKKtyAm33HJLoXGHw+GaWSgiOotDSpeKtiKl5MjWX0g/uJeQOk2xePviyM3m8K6NeBs2qjbr6On0REREpJy4e+afnk6hfAjrWmjYMAxSvdI4Fhys+/ICfTK8vadTkBLSqVOnQuMOhwM/Pz8VokRO0FkcUppUtBUpJemJu6nb41YsXt5A/hcGc5W6HN+4TEVbERERkYsoec/fpB3YidPpoO5VQ8lI2EmAT3O8fP09nZqIiJQjOotDSpOKtiKlxDAMV8H2JLOXDxiGhzISERERqfiStqwj+/hBQuu15Oj2XwFw5mVzaNMqIjsP8HB2IucmKSmJqVOn8ssvv5CUlISvry8NGzZk1KhR9OzZE8gvJr311lts3boVLy8vunTpwrhx4wgPDz9j3/PmzWPGjBns27ePSpUq0a9fP8aOHYuXl5erzZo1a/jf//5HTEwMTqeTFi1a8OCDD9KhQwdXm0OHDvHKK6/w888/k5ubS4sWLXjiiSdo06aNq02PHj1ISEhg8uTJDBo0qEAuNpuNbt26cfz4cT799FO3/kXKgrFjxxYa1/IIcjGc+RKRIlJifILCOPT3WmxZ6TgddmzZ6SRH/4Z3UJinUxMRERGpsNIOxFCn22BC6zQDU/7Xn+B6rchNO+rhzETOjd1uZ+TIkcTHxzN16lRatWrF+PHjadasGQ899BAbNmxg79693H333URGRrJgwQKmTZtGYmIiI0eOPONFxBYuXMhzzz3HzTffzLfffssLL7zAwoULmTRpkqvNhg0bePDBB7niiiv4+uuvmTNnDt7e3tx9993s2rULgLy8PO666y7279/PJ598wrx586hXrx4jRoxg//79bsf09/dn/vz5heazdu1acnJySuBeE7n41q1bx9SpU5kyZQoA27dvJzMz08NZSUWioq1IKanetid56cfZtfxjohe8w+7ln2DLSKZG22s8nZqIiIhIhWUyW8BkcosZOtNJypHo6Gh27tzJs88+S5s2bfD29qZ27dpMnDiRNm3a8McffzB9+nQqVarEpEmTqF+/Pu3ateOVV15h586drFixosi+33vvPfr27UvXrl2JjIykZs2a3HzzzXz55ZesX7+e7du38/3339OyZUseeeQR6tWrR/PmzXn55Zex2Wyu9T2XL1/O3r17mTJlCpdddhlRUVFMnDiR4OBgpk+f7nbMDh06sGHDBvbt21cgn4ULF9K+vdZKlrJvwYIF/Pnnn3Ts2JH09HQAsrKy+OyzzzycmVQkKtqKlBKrjz+1u9xI05vG0LjffTQZ9DDVLr8OMJ31tiIiIiJyfvyr1OLAr0vIOpqAYTjJOnaQY5t/wL9KLU+nJnJOzOb8r+3Hjh1zi5tMJubOncvo0aP56aef6NKlC1brqRUQ69evT61atYq8cFJcXBz79++ne/fuLF68GIC5c+eyb98+DMPgv//9L59//jmVK1emcePGBY4NuI63fv166tSpQ/369V1trFYrnTt3LnD8Zs2aER4eXmC2bXJyMj/++CM9evQ45/tGxFM2bNjAmDFj6Nixo+v5cPnll5OYmOjhzKQiUdFWpJTsW/8NDlseJpMZq28AJpOZ7MP72LtqtqdTExEREamwqre+CqtvAPt/XYI9K53EP5Zj8fUnvNVVnk5N5JxERUXRuHFjnnnmGebPn19g+YDMzEwOHz5M7dq1C9y2Tp067N27t9B+Y2NjAahduzaPPvooAC+//DJvvvkmXl5etG7dmpdeeol7772XF1980XW7Q4cOMWnSJCIiIhgwYICrr8jIyEKPf/DgQbKzs10xk8lE3759WbhwIU6n0xVftmwZQUFBdOrU6VzvGhGPsVgsrj+onCza6iwOKWm6EJlIKfGrEkHcj19Qp8tNmL19OPT3jxyP20GdTn09nZqIiIhIhWW2elOj7TWuJakMwyA1LY20hF1Uqtvcw9mJnJ3FYuGjjz5iwoQJPPPMMxiGwaRJk+jduzdDhw51FT4DAgIK3DYwMJCEhIRC+83IyHDd7t+zYb29vdm1axfr169n7969pKenYxgGY8aMITc3lyuvvJLPP/+cSpUqAfmF41q1Cs5eDwwMBCA9PR0/Pz9XfMCAAXzyySf88ssvdOnSBYD58+dz/fXXY7FYinsXiZS6xo0b89FHH3HNNdfgcDiIjY1l2bJlNGzY0NOpSQWioq1IKanWvDPegaHE/fgFJrMV76BK1Oh6M4FVqnk6NREREZEKyzAM0g7EkJeeAhgYhkFmehq5h3araCvlRo0aNZg2bRpJSUmMHDkSPz8/pk+fzowZMwqsGXs+NmzY4LZtt9s5cuQIGzZsICkpieTkZEaNGsXChQs5cOAA06ZN49Zbb2X27NnUrFmz2Mdr0qQJUVFRzJ8/ny5durBr1y62bdvG888/f8FjkfNz98w/PZ1CueK01yNp+zrmfD8ZZ14Oa2OmYA2LILZmA9bqvjxvnwzXmtanU9FW5CIznA7Xv0Mio7D6BpD453dUbdaJXCBTEgAARuFJREFUbMOC4XRgsuipKCIiInIxHNz4PZlJ8fhWCifz8D78q9YiM2k/kZdf6+nURIotPDyc0NBQHnzwQRo0aMBdd93lWrrg5MzZ06WnpxMSElJoX8HBwa7bjR071hU3DIP//e9/dOnShUcffZTNmzfTunVrLBYL9evXp379+rRv354ePXq4ZgAHBQWRmZlZ6PFNJpPrWKcbMGAA77zzDmlpaSxYsIDatWvTunVrDhw4cF73jUhp0lkcUhpUKRK5yHZ8M7XAFYsxDPZ+Pxub3YaX1YtmQ8YWelsRERERuTCZh/fRoPdwzFYvdn83g8jOA0mKiyH7+CFCajfxdHoiZ5WQkMCRI0do3bq1W7xKlSrcdNNNTJ06lRo1ahAfH1/gtnFxcXTs2LHQfk9eNCw+Pp42bdq44vPnz8dms7Fz506cTifz58/H6XTSvv2pGXB+fn5ERkayZ88eV1+bNm0q9PgRERH4+voW2Ne/f3/eeOMNVq5cydKlS7npppvOfmeIlBE6i0NKg4q2IhdZw+tHFho3DIP09AyCggJLOSMRERGRS4fJbMFs9TqxlX+RGN+wGhzb+bvnkhIphpkzZ/Ltt9/y3XffudaIPenQoUOEh4fTsWNHVq9ejc1mw8sr//d9+/btJCYm0qNHj0L7jYyMpH79+qxZs4YbbrgBgAULFrBkyRLMZjOhoaGYzWa+//57NmzYwIoVK1y3zcnJIT4+3rUe7VVXXcWiRYvYvXu3a03PvLw81q9fz/XXX1/o8cPDw+nQoQMzZswgKSmJ/v37X9D9JFKadBaHlAazpxMQuRR4B4RgOB1F/uSmH8eWXfB0JhERERG5MD4hlTnw+zIMpwPvgFCOxWwg52gCDluOp1MTOSd33nknNpuNESNG8P3335OZmUlMTAzvv/8+c+bMYfDgwYwcOZLMzEzGjx9PbGwsW7ZsYdy4cbRq1YqePXu6+urTpw8zZsxwbY8ZM4YVK1YwY8YMEhISWLx4MVu3bmX48OGuC4fdcsstxMXF8eabb7Jnzx527NjBE088QXp6OrfeeisAvXr1omnTpjz55JNs2bKFvXv3Mm7cOGw2GyNHFj6JBWDgwIHs3r2b5s2bu2b+ipQHJ8/iiOw8AKtvAJGdB1KlzbVkHz/k6dSkAtFMW5GLbN/6+TTscxd7vpvhFjfIX+DfarViAjCZCK7VmFod+3kiTREREZEKqWa7XhzZ8Tsms4VqLbqw75eF5GZnEdHmak+nJnJOIiMjmT17Nu+88w4TJ07kyJEj7Ny5k8jISMaNG8dtt90GwKxZs3j11VcZOHAgvr6+XH311Tz99NOYzafmasXGxnLs2DHXdp8+fXjttdeYNm0ab7zxBl5eXowYMYIHHnjAtVZu165d2bRpE+vWrWPGjBkEBAQQFRXFp59+Srt27QCwWq18/PHHTJ48mbvvvpu8vDzatGnD7NmzqV69epFj69WrFxMnTmTAgAEX464TuWh0FoeUBhVtRS6yhn3uAqDZkMfc4icXKg8JDsZkMuHIy2HPylmeSFFERESkwrJ4+1K9VXcAfCtVo9H197g+g4mUF40bN+a9994D4I477uDBBx+kQ4cObm1atmzJnDlzzthPTExMgdiAAQNcRdM5c+aQkZHB3r17cTgcxMbGsmzZMq699lruvPPOM/ZdpUoV3njjjTO2Wb16tdt2QEAAmzdvdovVqlWr0DxFypKTZ3FEtO/jOovD7hWgszikRKloK3KRZRyKKzRuGAbZmZlYsgMJql4Xi7cv9XrcWrrJiYiIiFRwtqx0ju/ZjD07HcMwwDDIycklw9dHZzhJuXTjjTcSERFxUfoeMmQI33zzDR999BFZWVnMmDGDsLAwhgwZclGOJ1Je6SwOKQ0q2opcZAc3fV9o3DDAZrOR4e1N0ImLlXn5B5VmaiIiIiIV3oFfl2Dx9cc3pComkyl/iSprNt4n1usUKW8GDRp00fr28fHh1ltvda1V63A42Lx5M3/99RedO3e+aMcVKW90FoeUBhVtRS6yRtffU2j89OURREREROTisOdmUa/nqbOZ9BlMpGiGYbBx40YOHz6MYRg4nU527tzJgQMHVLQVOY3O4pDSoKKtyEWWuj+GkMgokvf87RY3gMysTJz+AYQ1aOWZ5EREREQqOL+w6thzsrD6+ns6FZEyb86cOezYsYM6deoQHR1Nw4YNiY6O5p57Cp+IInKp0lkcUhpUtBW5yDIO7iUkMorU/dEF9uXk5uLw8VXRVkRERKSEJf2zHgCLjx9xaz4nILwuZi9vMCArO5tcPz/CL+vq4SxFypaYmBgmTJiAt7c3L7zwAvfffz9Lly4lLi6OK664wtPpiZQZOotDSoOKtiIXWcQV1wFQ96qhbnG9qIuIiIhcPPacTNe//apE4HTYcDpsYIAjNwe7yenB7ETKJqvVire3N5D/fQWgVq1aLF261JNpiZQ5OotDSoOKtiIXWUrctkLjhmGQmZWF4e9PpXotSjkrERERkYoton0f178Nw4nJZAbA6XSQmpZGaEiohzITKbtq1qzJJ598wrBhw6hWrRqrVq0iKyuLrKwsT6cmUiboLA4pTWZPJyBS0SX++R1Htv1CRlI8mUf2u36yjhwg51giWUcOeDpFERERkQor62gCu5ZNx2nPA8CWmUbCD7PJOprg4cxEyp7bb7+dkJAQrFYrAwcO5Mcff2Tx4sVcd911nk5NpEyw52Riz8nEabe5zuI4GXPkZrmd5SFyoTTTVuQiq911ECnx28k6sp/A6vUIqdOUgKqRWh5BREREpBQc2ryGmpf3wmzNP+XbOzCUKm2u5dDmNTS49g4PZydStvj7+zN48GAAIiMjmTRpEps3b6Z169aeTUykjNBZHFKaVLQVucgCq9cjsHo9HLY80hN2cnT7byRmriA4MgpzWCSoaCsiIiJy0ThtuQRWr+cW861ck/SYPA9lJFJ2HT9+nHXr1pGcnIzT6cTpdJKYmMimTZu45557PJ2eSJmRdTSBA78tpWGfuzBbvV1ncXh3G0RA1VqeTk8qCBVtRUqJxcub0LotCK3bAltWOqn7dnDo9yWkBYVqloeIiIjIRWLxDSB1fwzBtRpjMpkwnE7S9+3A4u3n6dREypzp06cTFBRErVq1MJvNOJ1OcnJyCA8P93RqImWKzuKQ0qCirUgpy0k+TEr8NlL3RWP1DyGsQStPpyQiIiJSYdVoew0Jvy0j8c/vMFu9cNjywCeA+t0GeTo1kTInPT2dp556yrXtcDi0PIJIIXQWh5QGFW1FSoE9J5OU+O2kxm3HcNoJqdOMuj1uIdth0pq2IiIiIheRb0gVGvQeRl5GMvbcbCw+/mQ7TPgE6TOYyL/VqVOH9PR0goKCPJ2KSJmmszikNKhoK3KR7Vs/n7yMZAKr16PG5dfiX7kmAIZhkJ2W5uHsRERERCqm1P0xhERGkbznb7e4AWRmZeL0D9AZTyInLFy4EICgoCCmTJlC06ZN8fPzw+l0Eh8fT3x8PIMGaXa6yEk6i0NKg4q2IhdZxqFYAI7v/ovjezaf2mGAzW7Dy+pFsyFjPZOciIiISAWVcXAvIZFRpO6PLrAvJzcXh4+virYiJ6Smprr+3aBBA/Ly8sjLy8MwDDIzM0nTZBMRNzqLQ0qDirYiF1mzIY8VGjcMg9S0NC2PICIiInIRRFxxHQB1rxrqFtdnMJGChg0b5vq30+nEbDYDYLPZ2Lx5M23btvVUaiJlis7ikNKkoq2IiIiIiFQ4KXHbCo0bhkFmVhaGvz+V6rUo5axEyrY9e/Ywffp0Jk6ciI+PD8eOHePDDz/kqaeeonHjxp5OT8TjdBaHlCYVbUVEREREpMJJ/PM7vPyD8asSgenErEEADMjJycGU6auirci/fPnll9xxxx34+PgAULVqVfr378+8efMYP368h7MT8TydxSGlSUVbERERERGpcGp3HURK/HayjuwnsHo9Quo0JaBqpL5Yi5xBTk4OzZs3d4tFRkayYcMGD2UkUrboLA4pTSraioiIiIhIhRNYvR6B1evhsOWRnrCTo9t/IzFzBcGRUZjDIkFFW5ECgoKC2LBhA+3atcNkMuFwONiyZQuBgYGeTk2kTNBZHFKaVLQVEREREZEKy+LlTWjdFoTWbYEtK53UfTs49PsS0oJCaXDtHZ5OT6RMue222/j444+ZNWsWPj4+ZGdnY7FYePrppz2dmkiZoLM4pDSpaCsiIiIiIhVeTvJhUuK3kbovGqt/iC4Ucwm4e+afnk6hfKp9HXlhydhzs7H4+JPtMPHsigOYTAmezqzc+mR4e0+nICVEZ3FIaVLRVkREREREKiR7TiYp8dtJjduO4bQTUqcZdXvcQrbDpNlQIqdJ3R9DSGQUyXv+dosbQGZWJk7/AP2hQ+Q0OotDSoOKtiIiIiIiUuHsWz+fvIxkAqvXo8bl1+JfuSaQf7GY7LQ0D2cnUrZkHNxLSGQUqfujC+zLyc3F4eOroq1IIXQWh1xMKtqKiIiIiEiFk3EoFoDju//i+J7Np3YYYLPb8LJ60WzIWM8kJ1LGRFxxHQB1rxrqFtc6nSIF6SwOKS0q2oqIiIiISIXTbMhjhcZVhBIpKCVuW6FxwzDIzMrC8PenUr0WpZyVSNmjszikNKloKyIiIiIiInIJS/zzO7z8g/GrEoHJbD61w4CcnBxMmb4q2oqgszikdKloKyIiIiIiInIJq911ECnx28k6sp/A6vUIqdOUgKqRmpku8i86i0NKk4q2IiIiIiIiIpewwOr1CKxeD4ctj/SEnRzd/huJmSsIjozCHBYJKkSJiJS6Mle0fffdd4mIiGDQoEGeTkVERERERETkkmHx8ia0bgtC67bAlpVO6r4dHPp9CWlBoTS49g5Ppycickkxn71J6Vi+fDn9+vVj2rRpTJgwgcGDB7Nx40YAfv31VwYPHkzbtm3p27cvixcvLrKf3Nxcnn/+ebp160aHDh14+OGHSU5Odu1PSEjg3nvvpUOHDlx99dVMmTIFp9MJwIEDB4iKiuL2228vtO9Ro0YRFRXFgQMHSnDkIiIiIiIiImVHTvJhju3cwLGdG7H6hxDWoJWnUxIRueSUiZm2e/bs4dlnn+Xjjz/mp59+Ijw8nPT0dEaNGsWiRYsYPXo048ePp3///mzcuJFRo0ZRr149WrZsWaCvt956i23btvHll1/i5+fHc889x7hx4/jwww8BeOihh2jevDmrVq3i2LFj3HfffVSpUoW77rrL1UdcXByJiYnUrFnTFUtNTWXbtsKvqCkiIiIiIiJSntlzMkmJ305q3HYMp52QOs2o2+MWsh0mrdMpIuIBZWKm7e7du6lXrx5t27bFZDLh5eXFyJEjGTNmDEuWLKFu3boMHjwYHx8fOnfuTI8ePZg3b16Bfux2O19//TWjR4+mRo0ahIaG8sgjj/Djjz+SlJTEP//8Q3R0NI8//jhBQUHUrVuX4cOH8+WXX7r107VrV5YuXeoWW7lyJZ07d76o94OIiIiIiIhIadu3fj5xa77AnpVOjcuvpeF1d1O1WSe8A0I8nZqIyCWrTMy0bdy4MTt37mTp0qWupQoAbrvtNsaOHUuzZs3c2jdr1oxvv/22QD/79u0jPT2d5s2bu2INGjTA19eXbdu2cfjwYSIiIggJOfXG07x5c2JjY8nIyHDF+vTpw+uvv869997rii1ZsoQRI0awYMGCEhmziIiIiIiISFmQcSgWgOO7/+L4ns2ndhhgs9vwsnrRbMhYzyQnInKJKhNF23r16jFx4kReeukl0tLSaNWqFQ6HgwEDBpCSkkJ4eLhb+9DQULd1ak9KSUkBIPhfp24EBweTnJxMSkpKgX0nC7jJycmYTCYArrzySsaNG0d0dDRNmjQhKSmJ3bt306VLlzOO42TBOSsry634bDab3bYBTCYTJpOpROIAhmGcU9xsNmMYRonEK/u6x8CECTC48Hi+c4ubMJ2IlES8NMdk4OuwEOhXkcZUdPxijSkjI6PMP5/yKocVa0ynohXncTrf3E2AYThx+vpiC/AHk6lijMkDj1NmZmahv6tl6f0pr3LlEhlreX6cLmhMhnHiuRJwKqXyPqbzjBeWe3HGlJGRcV6fjUrr+XTqM9il/Tidf/zkZzDjtGj5H9OF5n4+Yzp94guU7HeNknjeVPHV41RYvLAcu94xtojcDTIysggMDCh3Yzr/eMmP6eR3Fij57xrnEj+X503+e8ul/TidKfdzGdPp7y0VZUwXHi9e7v9+XymLtbCSeH/KyckBKLDv38pE0RZg0KBB9OvXj0mTJhEfH88HH3zArFmzqFSpUrH7+vedeq77TrJara4LnjVp0oRvv/2W3r17Y7We+e7Kzc0FID4+vngJl1NDG1k8nUIFoLWhLlRMTIynUzi7QYM8nUGFkOLpBMq55OhoT6dwdoNu9HQGFUKKpxOoAFLK+HuLPoNdKDP6DFYyyvrnsJsb/X97dx5XU/7/AfzVntRI1kFlSYtJddv3VKSkxVKDwSCJhsYW+dpTlpEtKfs6DKJBtrIlooZCWYcsFRJJlHJzO78/etzz63bvrVRD5f18PHo8uud87jmfc8/nc87n8zmf8/k0itEAmwHKL/XV2PMKQPeW+qN7S0NoCnmlIX369AmKiopi1zeaRlsAkJWVRbt27WBgYIABAwbAw8MDT58+RZcuXQTCFRQUQEVFRej7/GXv3r1Dy5Yt2eWFhYVo06YNeDwe2xuX7927d5CQkICKiopA710PDw/89ttvCAwMRGxsLObOnVtj/Fu1aoWuXbtCTk4OkpJUQCCEEEIIIYQQQgghhPy/8vJyfPr0SWD4VlEaRaPtunXr0LFjR/z888/sMnl5eWhoaMDIyEhoHNnbt29DX19faDuqqqpo1aoV7ty5g86dOwMA/v33X3C5XOjq6iIvLw8vX77E27dv2QbejIwMaGhooGXLlgKNtrq6ulBUVMTx48fx7t07GBoa1ngc0tLSaNOmTZ1+A0IIIYQQQgghhBBCSPNXXQ9bvkbRHVRdXR2rV6/G2bNnUVxcjPfv3+P48eO4cuUKdHV18fz5c0RHR+PTp0+4ePEiLl68CG9vbwBAeno6nJ2dweVyISUlBW9vb2zcuBEvX75EQUEBVq9ejX79+qFt27bo1asXevfujVWrVqGoqAiZmZnYsWMHhg8fLjJeHh4eWLNmDQYOHPg1fw5CCCGEEEIIIYQQQsh3rFE02np6esLf3x9//PEH9uzZg9WrV2P79u1YtWoVTE1NsWnTJvz5558wMjLC0qVLsXLlSmhrawMASkpK8OTJE3as2oCAAOjr68PDwwOOjo5o2bIlQkND2X2Fh4cjLy8PVlZWGD16NDw9PTFixAiR8XJzc8PLly/h7u7+3/8IpM4yMzOhpaWFnJwcPH/+HL1798aTJ0++dbT+EzExMbCysvrW0SDNXGRkJEaOHPlN9n3kyBE4ODjUKmzleNY1byxduhSzZs364u/V1bVr12BnZ4e3b99+tX2S+vv8+TM4HA5evXr1raNSZ+vXr2cfeDdFZWVl8PLywqFDh77aPiMjIzF+/PhazYdAGo6VlRViYmK+dTQajfqk/XHjxmHt2rU1hjt69Cjc3d3Z+TlI09e7d28kJSXVGK5q3UlLSwuJiYlftK/09HTY2trizZs3DRrP2h5DTk4OtLS0kJmZSddtUidNJb80JKqTNCFMIxMeHs4cPnz4W0eDNDB7e3tGX1+fKSoqElq3Y8cORlNTs87n/dGjR4ympiaTnZ1d32jW6NOnT8zGjRsZV1dXRl9fnzEyMmJ+/fVX5tKlS//5vhmGYQ4fPsxYWlp+lX1VNnv2bEZbW5vR1dVlfvrpJ8bMzIzx9fVlEhISvnpcSM0yMjKY3377jTEzM2P09PQYR0dHZsWKFUxhYeG3jppI0dHRTH5+fr22UZe8cfHiRcba2pp5//49wzAMM3LkSEZTU5PJysoSChsfH89oamoy4eHh9YonwzDMkiVLGH9//3pvpznIzMxkpk+fzlhYWDB6enqMvb09s2TJEqagoEAo7KVLlxhNTU1m0aJFQusqX6P4fxYWFsyUKVNEnk8+JycnNry2trbQNvjS0tKYfv36sZ/fv3/PrFq1inFycmL09PQYU1NTZsSIEczp06fr94PU0dixY9k46+joMFpaWgLHkZOTw4SHhzNeXl7fJH4NISwsjPH19WU/a2pqMvb29kx5eblQ2CVLljCamppMcnJyvfb5+fNnZtCgQczOnTvrtZ1vjcvlMuvWrWOcnJwYfX19xsDAgBk5ciRz7dq1bx01kSwtLRtFXaByHtLS0mJ0dHTYz05OTgzDVFx7pk6dKvC969evMxwOh70eJCcnM5qamkxpaWmd4vG10v7EiROZ0NDQOsWR1M7IkSOZlStX/ifbvn37NpOUlFTv7WhqajIXL16sdfiSkhLGwcGBOXnyJMMw9UvvdT2G7OxsRlNTk3n06FGzuW6T7yO/1LduHxcXxzx9+rTO36c6SdPQKHraVjZlyhQMppnWmyUFBQWcPXtWaHlsbKzIieUaGx6PBz8/P8THxyMkJARpaWlITEyEu7s7AgICEB0d/a2j+J9ydnZGRkYGMjIyEBMTA3t7e0yfPh0bN2781lEjlSQlJWHkyJHQ09PD6dOncfPmTWzatAmPHj3C8OHDUVRU9K2jKIDH42H58uUCY4p/LWvXrsWoUaOgpKTELmvTpg1iY2OFwjbkdWrChAlITEzEnTt3GmR7TdW9e/cwdOhQdOzYEceOHUNaWho2bNiABw8eYPjw4SgtLRUIHx0dDVdXV5w4cUJkb7DK16iMjAwcO3YMkpKS8PPzA4/HExmHuLg4NryHh4fQNvhSUlJgZmYGACgqKsLw4cNx//59REZG4ubNm4iLi4OLiwsCAwOxZ8+eBvyVamf79u1snCdNmgQ9PT2B4+CP899U5efnY/fu3fjtt98ElpeWliI1NVVgGY/HQ3x8fI2TOtSGlJQUJk6ciE2bNjXpHojLly/H+fPnER4ejtTUVFy6dAmWlpYYN24csrOzv3X0Gq3KecjExATjxo1jP8fFxYn8zoMHDzBp0iTMnTsX/fv3r3ccvmbanzx5Mv766y/k5eXVOb7k2zl8+DCuXLny1fcbHR0NOTk5ODs713tbDXEMzeW6Tf5bzSG/ABVvkT979qzO36c6SdPQ6BptSfNlZ2eHY8eOCSx79uwZCgoKoKGhIbD8zz//hIuLC/T19eHq6irQ2Jufn4/x48eDw+HA1dUV6enp7LrKr8cAQFZWFnx8fGBmZgYzMzNMnz4d79+/FwiblJQET09PGBgYYNiwYcjJyREZ/6NHj+LmzZvYvHkzDAwMICkpCQUFBQwePBizZ8/G0qVL8e7dOwDAqFGjsHHjRgQGBsLQ0BA2NjY4evQou63s7GyMGzcOHA4H9vb22L17N7suNzcXkyZNgpmZGYyMjDBt2jR2u1U9fPgQo0ePhrGxMczMzLBw4UKBAkpkZCRMTExgYWGBnTt3YuzYsVi/fj2OHDkCS0tLgYaMFy9eQFtbu8ahJSQkJNCpUycMHz4ca9asQXh4OJ4+fcoe98qVK+Hm5oYJEyYInQ8ACAsLw6hRo9jP0dHRsLS0hLGxMVauXIm5c+ciKCio2jgQ0crLy7Fw4UL88ssvmDBhApSVlSEhIYEePXogIiICJSUl2LRpE4CKoWVmz54NCwsLcDgcDBs2DLdv3wYg+Bp1SkoKDA0Nce7cOTg4OIDD4WDt2rXIyMiAu7s7OBwOJk+ejLKyMjYO4eHh6Nu3L/T19TFkyBCBiqWDgwOioqLg6OiIhQsXwtTUFB8+fICHhwciIiIEhjmoKY+Ket378OHDsLW1hampKebPnw8ulyvyt0pPT8fdu3cxdOhQgeV2dnZCjbZFRUVISUmBqampwPKdO3eib9++4HA4cHFxQXx8PADgzZs3MDU1RUJCAht2+vTpmDRpEgCgffv2sLe3x/79+6s7nc1ecHAwrK2tERgYiLZt20JKSgo6OjqIioqCgYGBQMNBQUEBzp8/j4CAALRu3Rpnzpypcftt27ZFUFAQMjMz6z1kTuXzv2XLFnz8+BERERHo0aMHJCQkoKysjJEjRyIsLAydOnViv/fu3TvMnDkT1tbW4HA4mDRpEjvEQm3uQSdPnoSHhwcMDAzg6OiIAwcO1Os4AOCvv/6CtbU1DAwMsGLFCnZ5aWkpgoOD0adPHxgYGGDUqFF49OgRu15LSws7d+6EtbU1Nm/eDAA4duwYBgwYAA6HAwcHB+zbt48NHxQUhDlz5iA4OBiGhoYwNzdn12/YsEHoAf3169ehp6cn8sFSTEwM1NTUhCahFVWuSElJgbq6usDEDp8+fcK8efNgbW0NQ0NDjBgxAv/++y8A4PLlyzAyMsLr16/ZsI6Ojti5cycAoG/fvgDA5u+mKCkpCa6urtDS0oKUlBQUFRUxadIkhISEQFZWFkDN57+u5ZaUlBQYGRkhMTERzs7OMDAwgI+PDwoLCwFUDD2yZMkSmJmZwcbGplYPwBMSEtCnTx9wOBzMmTMH69atEyhXVJdvgoKCsGTJEixbtgympqYwNzfHli1b6vX7Vv6NfHx84O/vjyFDhogNd+vWLXh7e4PD4cDMzAxz584VekjFV9+0P2rUKISFhQGouGdOmjQJW7ZsgZWVFUxMTBASEsKG/emnn6CpqUlDU3wl/HtAQkICW+eZM2cOsrKyMGzYMDYf8vMKwzAICwuDnZ0dOBwOBg0ahGvXrgEAlixZgn379mH79u3o168fAMHXtqurl4gqq2dnZ+Pnn3+GgYEBhg4dKnAtqOqvv/6Cl5cXJCQkRK6vKc/x41nTMbx9+xYBAQGwsLCAsbExfH198fLlS5H7bA7XbSLoe8kvVVWX7t3d3fHw4UP4+/tjzpw5AID79+/j119/hbGxMczNzRESEsLW0WJiYjBw4EAsX74cBgYGePXqFdVJmghqtCVfjYODA1JTUwXGb4mNjRXqiRAfH4+IiAisXLkSqamp+P333zF16lS8ePECQMUYlJ8+fUJCQgK2b99ebeFy3rx5aN++PS5duoRTp07hyZMniIyMFAize/dubNq0CQkJCfj48SO2bt0qcltxcXFwdXVFmzZthNbxC+eVx7TZu3cv3N3dkZKSAm9vbwQHB7MXzcmTJ6NHjx64cuUKIiMjsXbtWnYcHX9/fygpKeHcuXOIi4tDXl4eFi5cKLRPLpeLcePGQV9fH5cvX0Z0dDSuXbuGdevWAQDOnDmDjRs3IioqCufOnUNmZib7FM3JyQklJSUCY/fEx8dDV1cX3bp1E/t7VmVra4uuXbsKNKCcOHECoaGhbONgde7cuYP58+dj4cKFSEpKQosWLWrVGENEu3PnDrKzszF69GihdbKyshg2bBjbO2jXrl148+YNzpw5g5SUFNjY2GD+/Pkit1tSUoKrV6/ixIkTWLhwITZu3IjIyEjs3LkTMTExuHjxIs6fP89u98SJE9i6dSuuXbsGT09PTJo0CR8/fmS3d+LECWzfvh2LFi1iC0FHjx7F5MmTRe6/tnn0/fv3uHHjBk6ePIl9+/bh3LlzAg0LlV29ehVaWlpCvWcNDQ3x4cMHtgEbAM6ePQszMzO0aNGCXXbt2jWsWrUKkZGRSEtLg6+vL2bOnIm3b9+ibdu2CAwMxLJly8DlcnH9+nUkJiZi0aJF7PfNzMyQnJwsMm7fg/z8fKSlpYkcO1lRURHLli2Dmpoau+zo0aPQ0dFB165d4ebmVuuxHfnX3Prgcrm4ceMG22h75swZeHl5sY1dlTk5OcHR0ZH9HBQUhNLSUpw4cQKXLl2CgoICW7DmE5e+MzIyMHfuXAQGBiI1NRUrVqzA8uXLkZaWVudjefbsGQoLC3H+/HmsW7cO27dvZ+8LYWFhuHv3Lg4cOIDk5GT07t0bkydPFhgX8OzZszhy5Ah8fX2RnZ2N2bNnY968eUhLS0NoaCiWLFmC+/fvs+FPnz4NbW1tJCcnIyQkBMHBwbh//z48PDxw9+5dgUpPXFwc7O3tRc6im5ycDHNzc6Hl/fv3R1xcnMB5jo2NFerBsmXLFty6dQvHjx9HcnIyunfvzj4ctLa2hoODA9uwtW3bNrRp04a9jkpKSsLY2LhJ59du3brh77//xr179wSWu7u7o0OHDgBqPv/1KbeUlJTgxIkTOHDgAE6fPo0HDx7g4MGDACoetJ0+fRr79u1DXFwcbt++zVa6RcnLy8OUKVMwZswYtkF479697Pra5Jvjx49DW1sbSUlJCAwMxJo1a+rdu/TNmzfw8fGBt7c3xowZU23YWbNmwcvLC6mpqYiNjcWDBw/EPpCpb9qvKi0tDZ8/f8aFCxcQHh6OPXv2CHR+MDU1bdJpvSk6cuQIDh48iK1btyImJgZBQUFYuXIlzpw5gydPnuDw4cMAKu6DR44cwYEDB3D9+nU4OjoiICAAPB4P8+fPZ3uDiytHV1cvqWrfvn0ICQlBUlIS1NTU8Pvvv4sMl5eXh8zMTJFptLLa5LmajmHlypUoLi7GuXPncPHiRQAVdUJRmsN1m4j2PeSXyqpL9/wHd5GRkVi2bBlKSkowfvx4WFpa4sqVK4iOjkZKSgq2bdsmEAc5OTlcu3aNvf9/73WSpoAabclX88MPP8Da2honT55kl504cUJoordDhw5h6NCh0NXVhbS0NJycnGBkZITjx48DqKg0jh07Fq1atUKHDh2qnTBp8+bNWLRoEWRlZaGiogIbGxuBxhgAGD58ODp06ABlZWVYW1sLVCIry8rKgrq6ush10tLSUFNTQ1ZWFruMw+HAxsYGMjIycHFxQVFREfLy8nD37l08ePAAv/32G1q0aAEdHR1ERESgY8eOuHfvHu7cuYPAwEAoKiqibdu2mDBhAs6dOyfUYzAxMRElJSWYMmUK5OXloaamhl9++QWnTp0CAFy8eBHW1tYwNjaGgoICZs2axfbkUFBQgJOTk0CPwjNnzsDNzU3sbylOt27dBHqG6enpQU9Pr1ZPEBMTE6GlpYX+/ftDTk4OkyZNEmgYI18mOzsbLVq0YG/CVXXv3h05OTlgGAbv37+HjIwM5OXlISsrC39/f7EPQMrLyzFixAi0aNECDg4OYBgG/fv3h4qKCrp164bu3buzr+YcOnQIY8aMQdeuXSErK4tRo0bhhx9+EOh1amNjA3V19Vo/Za5tHuVyuQgICICioiI0NDQwcOBAtoBT1cOHD6GpqSm0XEpKCq6urgJ5IzY2Vug6ZWRkhKSkJGhqakJCQgIDBw7Ep0+f2N57Q4cORfv27bF9+3aEhoYiMDBQ4Lz07NkTWVlZYntXNXf8V7Jr+5Do0KFD8PDwAAB4eHggJSVF7FsRfK9evcKyZcvQq1cv9OjRo85xTU9PR4cOHdjzl52dLfZeUFl+fj4uXLiAadOmoVWrVlBUVMTMmTORlJTE9uoExKfvmJgY9OnTB9bW1pCSkoKxsTFcXFwE3tr4UtLS0pgwYQJkZWVhZ2cHRUVFPHnyBOXl5YiJiYG/vz86dOgAeXl59mFp5QYdFxcXtG3bFhISEujSpQuSk5NhaWkJCQkJWFhYoE2bNgKv2HXq1Ane3t6QlZVF3759oaOjgwsXLqBLly4wNjYWyGdnz54Vew8Sl181NDTQqVMn9oEpl8vFhQsX4OLiIhDOz88Pf/31F5SVlSErKwtnZ2fcv38fnz9/BgDMmTMHiYmJOHXqFHbs2IGQkBBISv5/EVlTUxMPHz6swy/eOMyfPx8//PADPD094eDggMDAQBw/fpwtV9R0/utbbuHxeBg/fjxatWqFjh07wsjICI8fPwbw/2WPHj16QEFBAb///jt7XkRJTk6GgoICRo0aBVlZWQwdOhTdu3dn19cm33Tp0gWDBg2CjIwMBgwYAB6Px74xVBcfPnzA+PHjUVxcDF9f3xrDv3//HgoKCpCUlET79u1x8OBB/PrrryLD1jftVyUlJQU/Pz/IysrCwsICKioqAvfUpp7Wm6IhQ4ZASUkJJiYmUFJSgpWVFVRVVdGuXTvo6emxadPNzQ2nTp1Cx44d2bLK27dv2U4tNRFXLxHFw8MDPXv2RMuWLTFhwgQ8evQIz58/FwrH71HYs2fPavfdEHlu8eLFWL9+PRQUFNCyZUv07dtXqE5XGaXl5ul7yC+VfUm6T0hIAMMw7DVeVVUVPj4+Ave/Dx8+wNfXFzIyMuyy771O0hRIf+sIkO+Lp6cnNm7ciNGjR+Pu3buQlJSEjo6OQJisrCwkJSVh165d7DKGYaChoYGCggKUlpaiS5cu7LquXbuK3d/t27exatUqPHjwAGVlZeDxeNDV1RUIU3lbLVq0qHb8I3HjIvLjWLkRqvJ25eXlAVS8fpiVlQVFRUUoKyuz6y0tLQFUVF5atWqFdu3asevU1NRQVlYmNGt5Tk4OVFVVBXp7qaur48WLFygvL8fr168FeqopKSkJ/Faenp7w9/dHSUkJPn78iFu3brG9dL8Ej8eDlJQU+/lLxk58/fq1QHgpKSn06tXri+NA/h+PxxNKi3yVl48YMQI+Pj6ws7ODjY0N+vbtK9BDsKoff/wRACAnJwcAAg2QcnJybL7JyspCaGioQO+H8vJygVfYvnR8zdrm0VatWqF9+/bsZzU1NbGNtu/evRN77fD09ISvry9mzZqFwsJC3L17F7a2tgLDtPB4PGzYsAGnT58WmHWV30ghISGBkJAQuLm5QVdXV2gYh9atWwOoeO2f/9t+T/jpsLy8vMawN2/exNOnT9nGCFVVVRgYGCAmJgYBAQFsuNOnT7PniGEYlJWVYdCgQVi8eHGtHxCIUnk8W37cq94Levfuzf7P4/Fw5swZtmHW09NTIKyUlBRevnzJ9vIWl76zsrJw9epVgW0zDANra+s6H0unTp0EGiPl5eXB5XKRn5+P4uJi+Pv7C/xW/LzLfzW78tAPEhIS+Ouvv3Do0CHk5eWBYRhwuVyBB4xVG+U7derEVno8PDywadMmTJ06FRkZGSguLoatra3IeL97907gnlmZh4cHjh07BkdHR1y8eBF6enpCPejfvn2LkJAQ/PPPPyguLgZQcZ54PB6kpaWhoqKC2bNnY9q0afDz8xNqJGvdunWTnl25U6dO2L9/Px49eoQrV67g2rVrmDdvHtatW4c///wTkpKS1Z5/APUut1RN5/zK4atXr9CnTx92nYqKSrVjsr5+/ZqthPPp6uriwYMHAGqXb6rGBUC9KquXL1+Gv78/EhISMHfuXKxevbra8NOnT8f//vc/bNu2DdbW1vDw8BD7YKm+ab+qqteAyucCqEjrBQUFYssRpOFVLgPIyckJla/419SSkhIsXboUiYmJAr3RxQ0DVZW4egm/XFdZ5fSoqqoKoCKvVi2/vXv3DoqKipCWrr5JoSHy3LNnz7B8+XKkp6ejtLQU5eXlYvMG0PSv20S07yG/VPYl6T47Oxv5+flC97/KbQU//PCD0BtN33udpCmgRlvyVdna2mLu3Ll4+vQpYmNjRfaqkZeXx4wZMzBu3DihdfwKQOUKc+VXNysrLCzEhAkTMHz4cGzZsgWKiopYu3at0KDjtS2UduvWTWwPv7KyMuTk5Aj09qhcKK5MUlJSbENFdTeSqvEUF7ZyY0jVm0LlOJmZmaFVq1Y4f/48iouLYWZmhrZt24rdvyjl5eW4f/++QGWockVKlMrnrqY4ki/TrVs3cLlcZGdnCzTY8z158gRdu3Zle8mdPHkSKSkpOH/+PBYsWIBjx44hPDxc5Larnhdx50leXh4hISHVTsBSUxqpqrZ5tGq4qgWV2m5XR0cHrVu3RnJyMp4+fYq+ffsKbWfDhg04deoUNm7cCG1tbTAMI/TAITc3F9LS0sjNzUVJSQkUFBSE9i3u+tXc8dPnw4cPxfYM54uOjsbnz58FHirwG4QmT57MpkVnZ2esWbMGQMWryi4uLrCwsGAbk54/fy7w6vD27dthYmJSY1z5r8bxiboX8Ccty8nJgaOjIxiGYQv5iYmJbIG4Mn5PYXHpUF5eHsOHDxc7bEldVLcvANi/f7/Qg83KKufd6OhobN68mR07XUpKCnZ2dgLhqzZuV24IcnFxQUhICG7evIkLFy7A2dm5Tvl14MCBWLduHYqKisSWK6ZNmwY5OTkcPXoUHTt2xNWrV4VeYc/JyUGLFi3E9v5qDnlVQ0MDGhoaGD16NF6/fg0vLy/s2rWLHW9b3PmPj4+vd7lF3D2Dy+UK9azl70tUnq2p3FCbfNPQ5QwnJycEBARgyJAhGDx4MDZt2gQ/Pz+x4b28vNC3b1+cP38e586dg6enJ9asWcOOw1lVfdJ+VTUdOzXUfn1Vf3Nx52jx4sV48OAB9u7dC3V1dWRnZ7PjcdbGl6T7ymH51z5RjVVA7dJMffNceXk5/Pz8YGRkhLi4OKioqCA6Ohpr166t9nvN4bpNBH0P+YXvS9O9nJwcevbsKXJCZT5RDcbfe52kKaDWEfJVycrKwsXFBXFxcYiLi8PAgQOFwqipqbE9JvhevHgBhmGgoqICGRkZgV574gb7fvz4MYqLi+Hj48M+Ubp7926d4+7s7Iy4uDihHq9Axbg5kpKSsLGxqXE7qqqqKC4uFnjF4uzZs/jnn3+gqqqKwsJCgXF/Hz9+LPQkkb+d7OxsgQrT48eP0aVLF0hKSqJNmzYCr4AUFRUJTMYjKSkJNzc3nD59GqdOnarT0AiHDx9Gfn6+2Jsg/4ZV+Wl65Zmqq8aRx+PV6xx977S1tdG1a1eR47h+/vwZBw8eZHsrFhcXg8fjwdLSEvPmzUN0dDTi4uJQUFBQrzioqqoK5d+aXmNvKIWFhQK9KrKyssQ2CCorK4ud4A+oGOsxLi5ObN7IyMiAo6MjevXqBUlJSaFZV7lcLhYsWIDFixejZ8+eQgUsfjxr6hXVXLVu3RqmpqbYsWOH0LqSkhIMHjwYqampKC4uxsmTJ7F48WIcOXKE/eP37rx69arI7bdt2xYzZszA0qVL2d+6c+fOQrPB14TL5eLWrVsCk9ANGDAABw8eZHtsVla5wNu5c2dISkoK5AdRb02II+pemJubW+0bH3WlpKQEZWXlL8q7GRkZ7EQXUlJSeP36tdCrg5Wv90DFvbxjx44AKnpuOjo6svegqkOQVKasrCz22tS2bVsYGxvj1KlT+Oeff0S+MZCeng5vb29231Xza2ZmJnbu3Il9+/YhNTVVoFc9UNH7pKnm1dzcXCxatEhogrd27dpBW1sbJSUlNZ7/hiq3iNK+fXvk5uayn/Py8tgJY0Xl2TZt2iA3N1cgr/EfmgBfN9/w8R9mdO7cGatXr8b69etx4cIFseELCgrQunVrDBkyBJGRkfDz8xM7Tnd90/6Xevv2LTuJKWlc0tPT4e7uzj58/y9ne69cX+Bfx0XlZ2VlZXz48KHaIU0awps3b/D8+XOMGjWKvRbXVF9oytdtUn/NIb98abpXU1NDdna2QPm0oKBA5ASvlX3vdZKmgBptyVfn6emJAwcOoEOHDgKvHvD9/PPPOHnyJBISEvD582ckJydj4MCBuHXrFmRkZGBubo7du3fjw4cPeP78ucAEFJXxXwG7ceMGPn78iJ07d+LNmzd48+ZNnQoXAwcOhImJCUaPHo3r16+Dx+Ph48eP2L9/P0JDQ7Fw4UKRE6hUpaOjg169emHt2rUoLi7Gv//+y84c3Lt3b/To0QOrVq3Cx48f8erVK0RFRcHV1VVg7BmgoteytLQ0NmzYAC6Xi8ePH2P37t3sq7jm5uZITExkX6f4448/2N5UfJ6enrh06RLS09O/6OljUVERDhw4gKVLlyIoKEhsxUxFRQVKSkqIj48Hj8fD5cuXcfPmTXa9ubk5bt++jYSEBHC5XERFRdF4OvUgISGBRYsW4eDBgwgLC8Pbt2/BMAwyMzMxduxYKCkpwcfHBwAQEBCAFStWoKioCOXl5bhx4waUlZWrfS21NoYNG4a9e/fi5s2b4PF4OHnyJAYOHCh2DCl+mnz69GmNhYqayMrKIiIiAqWlpXj8+DFOnjwpNl337Nmz2rHO3N3dcfnyZbx8+VJk417nzp1x//59lJSU4NGjR9i6dSuUlJTYBrkNGzagffv2cHNzw9y5c3Hw4EHcunWL/f7Dhw+hpqYmlCe/J3PnzsXNmzcxffp05Obmory8HPfu3cP48eMhLy8PPT09nDx5EnJychg0aBDU1dXZP21tbTg4OFQ7IdnPP/+Mbt26CcyO/qVu3ryJH3/8UWDYjTFjxuDHH3/EiBEjkJ6ejvLycpSWluLixYsICAiAuro6lJWVoaSkhAEDBiAsLAy5ubkoLS3F6tWrMW7cuFr1Zhg6dCjS0tJw+PBhcLlc3Lt3D15eXuxkgg1t2LBhiIqKQmZmJsrKyrBz504MHToUJSUlIsN37twZjx8/RmFhIZ4/f46QkBB06tRJoFH6+fPnOHLkCMrKynDmzBncv39f4FV4Dw8PREdHo6ysDEZGRmLjVlN+9fT0RFRUFKytrQV6tFeOa3p6OsrKypCYmMhOoPXq1SswDIMFCxZgzJgx0NHRwaxZs7B48WJ8+PCB/b64cUWbAhUVFVy5cgWBgYF4/PgxysvLUVJSguPHj+Pq1atwcHAAUP35b6hyiyg2NjY4fvw4ew9Ys2aN2B5KAGBiYoK3b99i//794HK5OHz4MDumOvD1801VVlZWCAgIwMyZM0W+nZWbmwsHBwdcvnwZ5eXl+PDhA/7991+Rb8cA9U/7X6opp/XmrkuXLsjIyACXy8XNmzdx4sQJAGAfpsjJySEnJ6faifxq68iRI3j27BlKS0uxdetWcDgckW/jaWhoABDfgeZLiTsGFRUVKCgo4ObNm/j06RNiY2Nx7949FBUViXyAClBa/t41h/xSm3QvJyeHZ8+eoaioCNbW1lBRUWHrd69fv8bvv//OTrQqDtVJGj9qtCVfnYGBAWRkZMT27LSyssLs2bMRHBwMQ0NDBAcHY9GiRTAwMAAAhIaGAqhotPT19RU7eUOHDh3YccPs7e1RWFiIsLAwcLlcjBgx4ovjLSkpiaioKHh4eGDBggUwNDSEra0t4uPjERUV9UU9VTdu3Ijnz5/D0tISEydOhL+/P2xtbSEhIYHIyEjk5eWhT58+8Pb2hr6+PhYsWCC0jZYtW2Lz5s24du0aLCws4OvrCw8PD0ycOBFARaPTkCFDMHr0aPTv3x/6+vpQU1MT6D3Ro0cP9OjRA3Z2dmjZsmW1cT59+jR69+6N3r17s5WstWvX4pdffhH7HSkpKSxcuBB///03jI2NceTIEYHwJiYmmDp1KmbOnAk7OztIS0vDzMyMenjUg4WFBfbu3YtHjx7BxcUF+vr6mDhxIgwMDLBnzx52LLElS5bg2bNnsLW1hYmJCf78809s2LCh3q+wDR06FCNGjMDkyZNhZGSErVu3IiIiQmAszMratm2L/v374/fff6/xNbeatGvXDjo6Oujbty+GDx+O/v37Y8iQISLDWlhY4MGDB2J7MHXo0AHq6upwdnYWmR79/PzA4/Fgbm6OoKAgTJkyBYMGDUJISAh2796NXbt2sbOnq6mpYdy4cZg3bx478+w///zzRbPHNkfa2to4ePAgysvLMWjQIHA4HEydOhXm5ubYvn07ZGRkcPjwYbi5uYl8bX7IkCE4e/as2B7TEhISWLx4MeLj46vt9VadlJQUgV62QEUBec+ePbC3t8esWbPA4XBgZWWF9evXw9XVFX///Tf7AG/+/PlQV1eHq6srbGxs8OjRI0RGRtbqGsdvCNu6dSuMjY0xZcoU+Pj4YMCAAXU6lpr4+/vDxsYGI0aMgJmZGc6cOYMtW7aInRxy+PDhUFdXh52dHSZMmICRI0di5MiR2LFjB/sw1dbWFjdu3IC5uTnmz5+PRYsWCVSira2t0aJFCwwcOLDa38Tc3LzamY0dHR1RWFgo9j68YMECxMfHw9TUFIcOHcLq1auhr6+PwYMHY8uWLXj16hU7gRS/Z87KlSsBVPSevn79epPNr7KystizZw/atGkDHx8fcDgcWFpaYt++fVi1ahX7hlBN578hyi2ijBkzBvb29vD29oazszM4HA7bI1oUVVVVhIaGIjw8HFZWVrh//z48PDzY9PO1840oEyZMgJWVFfz9/dlew3wdO3ZEaGgoQkNDweFw4OzsjJYtWwqMz11ZfdP+l6J7U+M1Y8YMZGZmwtTUFGvWrMH8+fPRr18/+Pv7486dOxg8eDASExPh5ORU757lo0aNwowZM2Bubo6cnBwsX75cZLj27dujR48eDTbzvLhjkJaWxqJFi7B582ZYWlri2rVrWL9+PTp27AgnJyeh7TT16zapv6aUX968ecPWsfl/vr6+tUr3w4YNwx9//IHAwEDIyMggMjISjx8/hpWVFTw9PdG1a1fMnj272vjTdb/xk2Bo8ApCmi0ulyvQ2GFvbw9/f394eXkBqBiOwMnJCSEhIbCwsGgUcRw5ciSMjY0xderUbxIf8v0YPHgwBgwYgPHjx3/V/b5+/RoODg7Yv38/fvrpp6+6b0K+lqCgIHz69IkdZ1iUoqIi2NnZISYmBurq6mLD5efnw8HBAXv27IGent5/EV2xzp49iwULFuDChQvV9gAlXw+Xy4WMjAzbUDt79myUl5ezDe3NyddM+/fu3YO3tzfOnTsn8HYBIdXZs2cPDhw4gOPHj3/rqLDouk0aq8aWX6hO0jRQT1tCmqlr167BxMQE6enp4PF4iImJwevXr9nG2c+fP2PdunVQUVH5Zk/XsrOzweFwcP78eZSXl+Py5cu4ceOG2BnECWlIU6dOxe7du+s9LMOX2rJlC2xtbalwRL5rnz59QnBwMKytrattsAUqxj8fPXo0IiMjv1LsKvB4PERFRcHPz48q/o3Ex48fYWFhgX379qG8vBx37tzBuXPnhCbBay6+ZtqPiIjA8OHDqcGWfBEvLy+UlJR8tSFIakLXbdKYNbb8QnWSpoEabQlppkxMTDBt2jRMnToVRkZG2LFjB9auXYsuXbrgxYsX4HA4SE5OxqpVq77ZcASqqqpYvnw5Vq5cCUNDQyxZsgQLFy6EoaHhN4kP+b7Y2trC2dkZwcHBX22f169fR1xcHJYsWfLV9klIY3P9+nWYmJggPz+fHUakJgEBAcjPz692HOOGtnnzZigrK2P06NFfbZ+kegoKCli3bh2io6NhaGiIKVOmYNy4cXB1df3WUfvPfI20f+zYMWRnZ2PGjBn/2T5I8yQvL481a9YgNDRUYELCb4Wu26Qxa0z5heokTQcNj0AIIYQQQgghhBBCCCGNCPW0JYQQQgghhBBCCCGEkEaEGm0JIYQQQgghhBBCCCGkEaFGW0IIIYQQQgghhBBCCGlEqNGWEEIIIYQQQgghhBBCGhFqtCWEEEIIIYQQQgghhJBGRPpbR4AQQgghhJAvERMTgzlz5ggsk5WVRevWraGtrQ1HR0e4u7ujRYsW3yiG4mlpadU67IMHD/7DmBBCCCGEkMaMGm0JIYQQQkiT5OPjAxcXFwDAp0+f8PLlS1y6dAlLlizBli1bEB4ejl69en3jWAo6dOiQwOeEhAREREQIHAshhBBCCCHUaEsIIYQQQpqkTp06oXfv3gLL3NzcMHbsWPj4+GDs2LE4duwYOnTo8I1iKKxqfB8+fAhA9LEQQgghhJDvF41pSwghhBBCmhUdHR0sXboU7969w4YNG9jl69evh5aWFpKTk+Hj4wN9fX1cuHABQMWwBYMHDxbaFv87/HAAUFxcjJCQEFhbW6N3797w9PREfHw8/vzzT6GwdRUdHQ0tLS3s2rVLaB2Px4O1tTUcHBzAMAyCgoKgpaWFzMxMLFq0CJaWltDV1YWLiwuio6OFvv/kyRPMmDEDVlZW0NXVhbW1NYKCgpCTk1PveBNCCCGEkIZBjbaEEEIIIaTZ6dOnD3788UfExcWhvLxcYN3atWuhq6uLXbt2QV9f/4u3PXPmTOzZswf9+/fHxo0bMWbMGISFhSEuLq6hog9XV1coKiqKbHS9evUqXr9+DS8vL0hISAjES1paGmFhYdiwYQNkZWUxb948xMbGsmEeP34MLy8v3LhxA1OnTsXOnTsxZcoUXLlyBd7e3nj58mWDHQMhhBBCCKk7Gh6BEEIIIYQ0Szo6Ojh//jzy8/PRrl07drmysjKmTZtWp21mZmbi/PnzsLW1xfz589nlRkZGDTomrYKCAtzd3bFv3z6kpqbCyMiIXXfs2DFISUkJ9QxWV1fHvHnz2M9aWlqwt7fHtm3b4ObmBgBYvXo1SktLcfDgQXTv3h0AYGxsDB0dHXh5eSEqKgrBwcENdhyEEEIIIaRuqKctIYQQQghplhQUFAAARUVFAsttbGzqvM0bN24AqOjJW5mqqiqsra3rvF1Rhg0bBgA4ePAgu6ykpARnzpyBnZ2d0Fi9AwYMEPjcsWNHaGtr4+HDh2AYBp8/f8alS5egr6/PNtjy6enpoXPnzkhNTW3QYyCEEEIIIXVDjbaEEEIIIaRZevfuHYCKnrWVtW/fvs7bfPPmjdhtaGho1Hm7omhpaYHD4eD06dMoLCwEAJw9exYfP36Et7e3UPhOnToJLWvXrh0+f/6MgoICFBQUoLS0FNevX4eWlpbQ3/Pnz2l4BEIIIYSQRoKGRyCEEEIIIc3O58+fkZGRgc6dO6N169YC66Sla18EZhhG5OfKY8nyiVpWX8OGDcPs2bMRGxuLkSNH4tixY+jQoQNsbW2FwkpJSQkt44/nKykpyf5vaGiIBQsWNHhcCSGEEEJIw6FGW0IIIYQQ0uwcPXoUhYWF7BADNZGQkEBZWZnQ8levXgl8VlFRAQC8fftWKOzTp0+/PKI1cHFxwbJly3D06FH069cPSUlJ8PPzE9lA++rVK+jo6Agse/PmDWRkZNCqVSuUl5dDQUEB79+/FwpHCCGEEEIaFxoegRBCCCGENCvp6elYtmwZOnXqBB8fn1p9R1lZGbm5uQINtyUlJUhMTBQI16tXLwBAUlKSwPIXL17g4sWL9Yy5MDk5OXh6eiI9PR3h4eFgGAZDhw4VGTYuLk7gc25uLu7fv49evXpBQkICUlJSsLGxwaNHj5CWliYQtqSkBHPmzMGlS5ca/BgIIYQQQsiXo562hBBCCCGkSXrx4gUyMjIAVAwDkJeXh4SEBBw9ehQ//vgjoqKi0KpVq1ptq1+/fjh48CAWLlwIDw8PvH//Hlu3bkX37t2Rl5fHhuvduzc4HA7i4uKwZs0amJubIy8vD5s2bYKhoSGuXr3a4Mf5888/Y+fOnTh06BBsbGzQuXNnkeFu376N4OBg9O3bF2VlZVizZg0YhsH48ePZMNOnT0dycjImTpyImTNnQkNDA7m5udi2bRsePnyIIUOGNHj8CSGEEELIl6NGW0IIIYQQ0iRt27YN27ZtA1AxvMEPP/wADQ0NzJw5E97e3lBQUKj1tmbOnAkej4dLly7h+PHjUFdXx/jx48HlcpGcnCwQNiIiAkuXLsW+ffuwe/duaGlpYd68eUhNTcXVq1cbfGzb7t27w8zMDCkpKSInIOMLDg7GkSNHMGvWLLx79w5qampYsWIFnJyc2DBdu3ZFdHQ0IiIiEB4ejrdv30JJSYkd51ZfX79B404IIYQQQupGgqk6uwIhhBBCCCHkiy1duhS7du3C3r17YWxs3KDb/u2333D79m2cO3dOaCK1oKAg/P3334iNjYWmpmaD7pcQQgghhHwbNKYtIYQQQgghtcQwDJYtW4YFCxYILOfxeEhMTISMjAy0tLQadJ9paWk4d+4cRo8eLdRgSwghhBBCmicq9RFCCCGEEFJLEhIS4PF4OHDgAMrKyuDu7o6ysjIcOHAAT548wbhx46CkpNQg+7p16xYePnyIVatWQUdHB6NHj26Q7RJCCCGEkMaPGm0JIYQQQgj5Av/73//QuXNnxMTE4PTp0+DxeOjWrRvmzp2LUaNGNdh+fvnlF0hKSqJPnz5YvHgxZGRkGmzbhBBCCCGkcaMxbQkhhBBCCCGEEEIIIaQRoTFtCSGEEEIIIYQQQgghpBGhRltCCCGEEEIIIYQQQghpRKjRlhBCCCGEEEIIIYQQQhoRarQlhBBCCCGEEEIIIYSQRoQabQkhhBBCCCGEEEIIIaQRoUZbQgghhBBCCCGEEEIIaUSo0ZYQQgghhBBCCCGEEEIaEWq0JYQQQgghhBBCCCGEkEaEGm0JIYQQQgghhBBCCCGkEfk/A6C4NsiMPz8AAAAASUVORK5CYII=\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "from matplotlib.ticker import FuncFormatter\n",
+        "from sklearn.ensemble import IsolationForest\n",
+        "\n",
+        "# Set plotting style\n",
+        "plt.style.use('seaborn-v0_8-whitegrid')\n",
+        "plt.rcParams['figure.figsize'] = (14, 8)\n",
+        "\n",
+        "# 1. ROI Data from Sullivan R. et al.\n",
+        "drug_names = ['Average', 'Erlotinib', 'Trastuzumab', 'Rituximab', 'Bevacizumab']\n",
+        "roi_values = [500, 2794, 3421, 2523, 3200]  # Percentage ROI - Sullivan R. et al.\n",
+        "\n",
+        "# 2. Drug Development Costs with failures included - Sullivan R. et al.\n",
+        "drugs = ['Average', 'Drug A', 'Drug B', 'Drug C', 'Drug D', 'Drug E']\n",
+        "development_costs = [4.4, 0.276, 5.1, 9.2, 13.4, 15.8]  # Billions USD - Sullivan R. et al.\n",
+        "\n",
+        "# 3. Annual costs for different oncology drugs - from various citations\n",
+        "drug_types = ['Median Oncology Drug', 'Osimertinib (Max)', 'CAR-T/Gene Therapy (Max)',\n",
+        "              'Second-gen TKIs (Min)', 'Imatinib (Initial)', 'Imatinib (Later)']\n",
+        "annual_costs = [0.196, 0.5, 1.0, 0.11, 0.03, 0.092]  # Million USD\n",
+        "# Sources for each data point\n",
+        "sources = ['Miljković M. et al.', 'Elshiekh C. et al.', 'Elshiekh C. et al.',\n",
+        "           'Michaeli D. et al.', 'Michaeli D. et al.', 'Michaeli D. et al.']\n",
+        "\n",
+        "# Function to detect anomalies using Isolation Forest\n",
+        "def detect_anomalies(data, contamination=0.25):\n",
+        "    clf = IsolationForest(contamination=contamination, random_state=42)\n",
+        "    data_array = np.array(data).reshape(-1, 1)\n",
+        "    preds = clf.fit_predict(data_array)\n",
+        "    return [i for i, pred in enumerate(preds) if pred == -1]  # Return indices of anomalies\n",
+        "\n",
+        "# Format for displaying dollar values in billions\n",
+        "def billions_formatter(x, pos):\n",
+        "    return f'${x:.1f}B'\n",
+        "\n",
+        "# Format for displaying dollar values in millions\n",
+        "def millions_formatter(x, pos):\n",
+        "    return f'${x:.2f}M'\n",
+        "\n",
+        "# Create the plots\n",
+        "fig, axs = plt.subplots(3, 1, figsize=(14, 18))\n",
+        "\n",
+        "# Plot 1: ROI Anomalies\n",
+        "roi_anomalies = detect_anomalies(roi_values)\n",
+        "colors = ['#1f77b4' if i not in roi_anomalies else '#d62728' for i in range(len(roi_values))]\n",
+        "bars = axs[0].bar(drug_names, roi_values, color=colors, alpha=0.7)\n",
+        "axs[0].set_title('Return on Investment (ROI) for Cancer Drugs with Anomaly Detection', fontsize=16, fontweight='bold')\n",
+        "axs[0].set_xlabel('Drug', fontsize=14)\n",
+        "axs[0].set_ylabel('ROI (%)', fontsize=14)\n",
+        "axs[0].grid(True, linestyle='--', alpha=0.7, axis='y')\n",
+        "\n",
+        "# Add a horizontal line for the mean\n",
+        "mean_roi = np.mean(roi_values)\n",
+        "axs[0].axhline(y=mean_roi, color='green', linestyle='--', alpha=0.7)\n",
+        "axs[0].text(0, mean_roi*1.1, f'Mean ROI: {mean_roi:.0f}%', fontsize=12, color='green')\n",
+        "\n",
+        "# Annotate the bars with values\n",
+        "for i, v in enumerate(roi_values):\n",
+        "    axs[0].text(i, v + 100, f'{v}%', ha='center', fontsize=12)\n",
+        "\n",
+        "# Highlight anomalies with text\n",
+        "for i in roi_anomalies:\n",
+        "    axs[0].text(i, roi_values[i]/2, \"ANOMALY\", ha='center',\n",
+        "               color='white', fontweight='bold', fontsize=12,\n",
+        "               bbox=dict(boxstyle='round,pad=0.2', facecolor='red', alpha=0.8))\n",
+        "\n",
+        "axs[0].text(0.02, 0.95, 'Sullivan R. et al.', transform=axs[0].transAxes,\n",
+        "           fontsize=12, style='italic', alpha=0.7)\n",
+        "\n",
+        "# Plot 2: Development Cost Anomalies\n",
+        "cost_anomalies = detect_anomalies(development_costs)\n",
+        "colors = ['#1f77b4' if i not in cost_anomalies else '#d62728' for i in range(len(development_costs))]\n",
+        "axs[1].bar(drugs, development_costs, color=colors, alpha=0.7)\n",
+        "axs[1].set_title('Cancer Drug Development Costs with Anomaly Detection', fontsize=16, fontweight='bold')\n",
+        "axs[1].set_xlabel('Drug', fontsize=14)\n",
+        "axs[1].set_ylabel('Development Cost (Billion USD)', fontsize=14)\n",
+        "axs[1].yaxis.set_major_formatter(FuncFormatter(billions_formatter))\n",
+        "axs[1].grid(True, linestyle='--', alpha=0.7, axis='y')\n",
+        "\n",
+        "# Add a horizontal line for the mean\n",
+        "mean_cost = np.mean(development_costs)\n",
+        "axs[1].axhline(y=mean_cost, color='green', linestyle='--', alpha=0.7)\n",
+        "axs[1].text(0, mean_cost*1.1, f'Mean Cost: ${mean_cost:.1f}B', fontsize=12, color='green')\n",
+        "\n",
+        "# Annotate the bars with values\n",
+        "for i, v in enumerate(development_costs):\n",
+        "    axs[1].text(i, v + 0.5, f'${v}B', ha='center', fontsize=12)\n",
+        "\n",
+        "# Highlight anomalies with text\n",
+        "for i in cost_anomalies:\n",
+        "    axs[1].text(i, development_costs[i]/2, \"ANOMALY\", ha='center',\n",
+        "               color='white', fontweight='bold', fontsize=12,\n",
+        "               bbox=dict(boxstyle='round,pad=0.2', facecolor='red', alpha=0.8))\n",
+        "\n",
+        "axs[1].text(0.02, 0.95, 'Sullivan R. et al.', transform=axs[1].transAxes,\n",
+        "           fontsize=12, style='italic', alpha=0.7)\n",
+        "\n",
+        "# Plot 3: Annual Drug Cost Anomalies\n",
+        "annual_cost_anomalies = detect_anomalies(annual_costs)\n",
+        "colors = ['#1f77b4' if i not in annual_cost_anomalies else '#d62728' for i in range(len(annual_costs))]\n",
+        "axs[2].bar(drug_types, annual_costs, color=colors, alpha=0.7)\n",
+        "axs[2].set_title('Annual Cancer Drug Costs with Anomaly Detection', fontsize=16, fontweight='bold')\n",
+        "axs[2].set_xlabel('Drug Type', fontsize=14)\n",
+        "axs[2].set_ylabel('Annual Cost (Million USD)', fontsize=14)\n",
+        "axs[2].yaxis.set_major_formatter(FuncFormatter(millions_formatter))\n",
+        "axs[2].grid(True, linestyle='--', alpha=0.7, axis='y')\n",
+        "\n",
+        "# Add a horizontal line for the mean\n",
+        "mean_annual = np.mean(annual_costs)\n",
+        "axs[2].axhline(y=mean_annual, color='green', linestyle='--', alpha=0.7)\n",
+        "axs[2].text(0, mean_annual*1.1, f'Mean Annual Cost: ${mean_annual:.2f}M', fontsize=12, color='green')\n",
+        "\n",
+        "# Annotate the bars with values and sources\n",
+        "for i, (v, source) in enumerate(zip(annual_costs, sources)):\n",
+        "    axs[2].text(i, v + 0.05, f'${v:.3f}M', ha='center', fontsize=12)\n",
+        "    axs[2].text(i, v/4, source, ha='center', fontsize=9, rotation=90, alpha=0.7)\n",
+        "\n",
+        "# Highlight anomalies with text\n",
+        "for i in annual_cost_anomalies:\n",
+        "    axs[2].text(i, annual_costs[i]/2, \"ANOMALY\", ha='center',\n",
+        "               color='white', fontweight='bold', fontsize=12,\n",
+        "               bbox=dict(boxstyle='round,pad=0.2', facecolor='red', alpha=0.8))\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.subplots_adjust(hspace=0.3)\n",
+        "plt.suptitle('Anomaly Detection in U.S. Cancer Pharmaceutical Industry Financial Metrics',\n",
+        "             fontsize=18, fontweight='bold', y=0.98)\n",
+        "plt.savefig('cancer_pharma_financial_anomalies.png', dpi=300, bbox_inches='tight')\n",
+        "plt.show()"
+      ]
+    }
+  ]
+}
\ No newline at end of file