ERBB2_Graph_Code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "from scipy.stats import sem\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Complete vs Non Response Graphs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Complete vs Non Response Plots Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "from scipy.stats import sem, ttest_ind\n",
    "\n",
    "def plot_complete_vs_non_response(pre_index: int,\n",
    "                                   post_index: int, \n",
    "                                   receptor: str, \n",
    "                                   set_y_ticks: bool = False, \n",
    "                                   start: int = 0, \n",
    "                                   end: int = 1.0, \n",
    "                                   step=0.1):\n",
    "    file = Path(\"Data.csv\")\n",
    "\n",
    "    # Complete / Partial Response labels\n",
    "    c_pre_labels = []\n",
    "    c_post_labels = []\n",
    "\n",
    "    # Non Response labels\n",
    "    n_pre_labels = []\n",
    "    n_post_labels = []\n",
    "\n",
    "    response_index = 11\n",
    "\n",
    "    with open(file, \"r\") as f:\n",
    "        # Skip the first line\n",
    "        firstline = f.readline().split(\",\")\n",
    "        \n",
    "        for line in f:\n",
    "            line = line.split(\",\")\n",
    "            \n",
    "            # Separating by complete responder or partial responder\n",
    "            if (\"complete responder\" in line[response_index] or \"partial responder\" in line[response_index]):\n",
    "                if line[post_index].rstrip():\n",
    "                    post_val = float(line[post_index].rstrip())\n",
    "                    c_post_labels.append(post_val)\n",
    "\n",
    "                if line[pre_index].rstrip():\n",
    "                    pre_val = float(line[pre_index].rstrip())\n",
    "                    c_pre_labels.append(pre_val)\n",
    "\n",
    "            # Separating by non-responder\n",
    "            elif (\"non-responder\" in line[response_index]):\n",
    "                if line[post_index].rstrip():\n",
    "                    post_val = float(line[post_index].rstrip())\n",
    "                    n_post_labels.append(post_val)\n",
    "\n",
    "                if line[pre_index].rstrip():\n",
    "                    pre_val = float(line[pre_index].rstrip())\n",
    "                    n_pre_labels.append(pre_val)\n",
    "\n",
    "    # Print the n value of each list\n",
    "    print(f\"Results for {receptor}\")\n",
    "    print(\"Non Pre Response \", len(n_pre_labels))\n",
    "    print(\"None Post Response \", len(n_post_labels))\n",
    "    print(\"Complete Pre Response \", len(c_pre_labels))\n",
    "    print(\"Complete Post Response \", len(c_post_labels))\n",
    "\n",
    "    # Perform two-sample T-tests\n",
    "    t_stat, p_value = ttest_ind(c_pre_labels, c_post_labels)\n",
    "    print(\"Complete Response\")\n",
    "    print(f\"T-statistic: {t_stat/2}\")\n",
    "    print(f\"P-value: {p_value/2}\")\n",
    "\n",
    "    t_stat, p_value = ttest_ind(n_pre_labels, n_post_labels)\n",
    "    print(\"Non Response\")\n",
    "    print(f\"T-statistic: {t_stat/2}\")\n",
    "    print(f\"P-value: {p_value/2}\")\n",
    "\n",
    "    # Combine data for box plot\n",
    "    df = pd.DataFrame({\n",
    "        f\"{receptor} Expression\": c_pre_labels + c_post_labels + n_pre_labels + n_post_labels,\n",
    "        \"Clinical Response\": [\"Complete/Partial Response\"] * (len(c_pre_labels) + len(c_post_labels)) + [\"Non Response\"] * (len(n_pre_labels) + len(n_post_labels)),\n",
    "        \"Condition\": [\"Pre Treatment\"] * len(c_pre_labels) + [\"Post Treatment\"] * len(c_post_labels) + [\"Pre Treatment\"] * len(n_pre_labels) + [\"Post Treatment\"] * len(n_post_labels)\n",
    "    })\n",
    "\n",
    "    # Plotting\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    plt.figure(figsize=(6,6))\n",
    "    bar_width = 0.25\n",
    "\n",
    "    # Create Box Plot\n",
    "    ax = sns.boxplot(x=\"Clinical Response\", y=f\"{receptor} Expression\", width=bar_width, hue=\"Condition\", data=df, palette=[\"#4472C4\",\"#ED7D31\"])\n",
    "\n",
    "    # Setting the title, labels, and the legend\n",
    "    ax.set_title(f\"{receptor} Results\")\n",
    "    ax.set_xlabel(\"Clinical Response\")\n",
    "    ax.set_ylabel(f\"{receptor} Expression\")\n",
    "    if set_y_ticks:\n",
    "        ax.set_yticks(np.arange(start, end, step))\n",
    "\n",
    "    plt.legend(title=\"Legend\", loc=\"best\")\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ERBB2 Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for ERBB2\n",
      "Non Pre Response  113\n",
      "None Post Response  92\n",
      "Complete Pre Response  93\n",
      "Complete Post Response  5\n",
      "Complete Response\n",
      "T-statistic: 1.1366293255139057\n",
      "P-value: 0.012619730257818979\n",
      "Non Response\n",
      "T-statistic: 0.589731059719982\n",
      "P-value: 0.11979732265130381\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_complete_vs_non_response(pre_index=-9, post_index=-4, receptor=\"ERBB2\", set_y_ticks=True, start=-0, end=5.5, step=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ERBB3 Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for ERBB3\n",
      "Non Pre Response  113\n",
      "None Post Response  92\n",
      "Complete Pre Response  93\n",
      "Complete Post Response  5\n",
      "Complete Response\n",
      "T-statistic: 1.261353282980582\n",
      "P-value: 0.006644781752557285\n",
      "Non Response\n",
      "T-statistic: 1.642840976677481\n",
      "P-value: 0.0005992458824776194\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_complete_vs_non_response(pre_index=-8, post_index=-3, receptor=\"ERBB3\",  set_y_ticks=True, start=-0.25, end=2.5, step=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ERBB4 Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for ERBB4\n",
      "Non Pre Response  113\n",
      "None Post Response  92\n",
      "Complete Pre Response  93\n",
      "Complete Post Response  5\n",
      "Complete Response\n",
      "T-statistic: -0.08094904556802\n",
      "P-value: 0.43586318345710107\n",
      "Non Response\n",
      "T-statistic: 0.019512134380877823\n",
      "P-value: 0.4844546954643846\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_complete_vs_non_response(pre_index=-7, post_index=-2, receptor=\"ERBB4\", set_y_ticks=True, start=-0.2, end=0.8, step=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EGFR Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for EGFR\n",
      "Non Pre Response  113\n",
      "None Post Response  92\n",
      "Complete Pre Response  93\n",
      "Complete Post Response  5\n",
      "Complete Response\n",
      "T-statistic: 0.4358851126830235\n",
      "P-value: 0.19275438878969148\n",
      "Non Response\n",
      "T-statistic: -0.9598735787266158\n",
      "P-value: 0.028145881818098867\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_complete_vs_non_response(pre_index=-6, post_index=-1, receptor=\"EGFR\", set_y_ticks=True, start=-0.5, end=4.5, step=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cancer Stage Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cancer Stage Plots Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "from scipy.stats import sem, ttest_ind\n",
    "\n",
    "def create_cancer_stage_plots(pre_index: int,\n",
    "                                post_index: int, \n",
    "                                receptor: str, \n",
    "                                set_y_ticks: bool = False, \n",
    "                                start: int = 0, \n",
    "                                end: int = 1.0, \n",
    "                                step=0.1):\n",
    "    file = Path(\"Data.csv\")\n",
    "    c_pre_labels = []\n",
    "    c_post_labels = []\n",
    "    n_pre_labels = []\n",
    "    n_post_labels = []\n",
    "    stage_index = 8\n",
    "\n",
    "    group1 = [\"pt1\", \"pt0\", \"pti\", \"ptis\", \"pta\"]\n",
    "    group2 = [\"pt4\", \"pt3\", \"pt2\"]\n",
    "\n",
    "    with open(file, \"r\") as f:\n",
    "        f.readline().split(\",\")\n",
    "        \n",
    "        for line in f:\n",
    "            line = line.split(\",\")\n",
    "            stage = line[stage_index][:3].lower()\n",
    "\n",
    "            if stage in group1:\n",
    "                if line[post_index].rstrip():\n",
    "                    post_val = float(line[post_index].rstrip())\n",
    "                    c_post_labels.append(post_val)\n",
    "                if line[pre_index].rstrip():\n",
    "                    pre_val = float(line[pre_index].rstrip())\n",
    "                    c_pre_labels.append(pre_val)\n",
    "            elif stage in group2:\n",
    "                if line[post_index].rstrip():\n",
    "                    post_val = float(line[post_index].rstrip())\n",
    "                    n_post_labels.append(post_val)\n",
    "                if line[pre_index].rstrip():\n",
    "                    pre_val = float(line[pre_index].rstrip())\n",
    "                    n_pre_labels.append(pre_val)\n",
    "    \n",
    "    print(f\"Results for {receptor}\")\n",
    "    print(\"T0-T1 Pre Response \", len(c_pre_labels))\n",
    "    print(\"T0-T1 Post Response \", len(c_post_labels))\n",
    "    print(\"T2-T4 Pre Response \", len(n_pre_labels))\n",
    "    print(\"T2-T4 Post Response \", len(n_post_labels))\n",
    "\n",
    "    # Perform two-sample T-tests\n",
    "    t_stat, p_value = ttest_ind(c_pre_labels, c_post_labels)\n",
    "    print(\"T0-T1\")\n",
    "    print(f\"T-statistic: {t_stat/2}\")\n",
    "    print(f\"P-value: {p_value/2}\")\n",
    "\n",
    "    t_stat, p_value = ttest_ind(n_pre_labels, n_post_labels)\n",
    "    print(\"T2-T4\")\n",
    "    print(f\"T-statistic: {t_stat/2}\")\n",
    "    print(f\"P-value: {p_value/2}\")\n",
    "    \n",
    "    # Prepare data for box plot\n",
    "    df = pd.DataFrame({\n",
    "        f\"{receptor} Expression\": c_pre_labels + c_post_labels + n_pre_labels + n_post_labels,\n",
    "        \"Pathological T Stage\": [\"T0-T1\"] * (len(c_pre_labels) + len(c_post_labels)) + [\"T2-T4\"] * (len(n_pre_labels) + len(n_post_labels)),\n",
    "        \"Condition\": [\"Pre Treatment\"] * len(c_pre_labels) + [\"Post Treatment\"] * len(c_post_labels) + [\"Pre Treatment\"] * len(n_pre_labels) + [\"Post Treatment\"] * len(n_post_labels)\n",
    "    })\n",
    "\n",
    "    # Plotting\n",
    "    sns.set(style=\"whitegrid\")\n",
    "    plt.figure(figsize=(6,6))\n",
    "    bar_width = 0.25\n",
    "\n",
    "    # Create Box Plot\n",
    "    ax = sns.boxplot(x=\"Pathological T Stage\", y=f\"{receptor} Expression\", hue=\"Condition\", width=bar_width, data=df, palette=[\"#4472C4\",\"#ED7D31\"])\n",
    "\n",
    "    # Setting the title, labels, and the legend\n",
    "    ax.set_title(f\"{receptor} Results\")\n",
    "    ax.set_xlabel(\"Pathological T Stage\")\n",
    "    ax.set_ylabel(f\"{receptor} Expression\")\n",
    "    if set_y_ticks:\n",
    "        ax.set_yticks(np.arange(start, end, step))\n",
    "\n",
    "    plt.legend(title=\"Legend\", loc=\"best\")\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ERBB2 Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for ERRB2\n",
      "T0-T1 Pre Response  135\n",
      "T0-T1 Post Response  10\n",
      "T2-T4 Pre Response  164\n",
      "T2-T4 Post Response  122\n",
      "T0-T1\n",
      "T-statistic: 1.339246733117442\n",
      "P-value: 0.004130901448006577\n",
      "T2-T4\n",
      "T-statistic: 1.2815328201590999\n",
      "P-value: 0.005445315783190615\n"
     ]
    },
    {
     "data": {
      "image/png": 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A8OHD0aVLF4waNQopKSm19vwbCgYkIiIiNbl48SJ8fHxgaGiILVu24NNPP0VSUhKmTp2K0tJSAMA///wDHx8fAEB4eDg++eQT7Nq1C5cuXZLsRywWY+7cufjyyy/h6+uL7du3w83NDQsWLMDx48eljrlv3z7cvn0bISEhWLt2La5du4bFixdL1v/000/w9/eHi4sLtm3bhnfffReLFi2q9ddC23GgSCIiIjXZtGkTWrdujZ07d0oGKuzatSuGDh2Ko0ePYtKkSdi5cydMTU2xZ88eyeCGbdq0wfjx4yX7+d///odff/0VmzdvxpAhQwAAffv2RUlJCTZu3Ihhw4ahSZNnH+FmZmaIjo6WHC8jIwORkZHIz8+HpaUltm3bhi5dumDDhg2S/VTVSi/GM0hERERqUFJSgr/++gv9+vWDWCzG06dP8fTpU7z++utwcnLC77//DgA4f/48vL29JeEIANzc3NCyZUvJ48TERAgEAvTr10+yn6dPn2LgwIHIzc3FzZs3JW07d+4sNWq0ra2tpJ7S0lL8/fffGDBggFSt7777bq28Bg0JzyARERGpQVFRESorK7F7927s3r1bbr2BgQEAIC8vr9rpV1q0aCH5vqCgAGKxGN27d6/2WDk5OejQoQMASAUtANDReXbuo7KyEoWFhRCLxbC0tJRqY21trcQza5wYkIiIiNTAxMQEAoEAPj4+GDp0qNz6qiBja2uLBw8eyK1/+PAh2rRpAwAwNTWFsbEx9u3bV+2xHB0dFarJwsICOjo6cscrKChQaPvGjJfYiIiI1KBp06ZwdXXF7du30blzZ8lX27ZtERkZiQsXLgAAPDw88Ouvv6KsrEyybXJyMjIzMyWPPT09UVxcDLFYLLWvGzduYNu2bXj69KlCNRkYGMDNzQ0//PADxGKxZPlPP/2kpmfdcPEMEhERkRLu37+PuLg4ueXt2rVDQEAAZs+ejcDAQAwfPhwikQgxMTH466+/4OfnBwCYM2cOEhISMHPmTEyfPh1FRUWIiIiAjo6OZC6xfv36wcPDA35+fvDz84OTkxOuXLmCrVu3om/fvmjWrJnC9QYEBGDatGn4+OOPMW7cOKSlpWHHjh1qeS0aMgYkIiIiJWRkZCAkJERu+dixY7Fu3Trs3bsXUVFR8Pf3h56eHjp27IjY2Fh069YNwLPLY3v37kVYWBj8/f3RvHlzfPjhh9i+fTtMTEwAPOtHtGvXLkRERGDnzp14+PAhbGxs4Ovri7lz5ypVr7u7O3bv3o3w8HB8/PHHsLe3x2effYY5c+bU+LVoyATi58+5UbWuXr0K4NmdAkRE9GqlpaVIS0tD69atYWhoqOly6pXExETo6enB3d1dsqyoqAi9evVCUFAQpk6dqsHqtNurfu+U+TznGSQiIqI69Pfff2Pr1q0ICAhAx44dUVBQgNjYWJiammLYsGGaLo/+PwYkIiKiOjR9+nSUl5fj0KFDyMrKgrGxMTw9PRESEqJU3yKqXQxIREREdUhHR0fS+ZrqL97mT0RERCSDAYmIiIhIBgMSERERkQwGJCIiIiIZDEhEREREMhiQiIiIiGTwNn8iIqpTubm5KCoq0sixzczMYGVlpZFjk3ZhQCIiojqTm5sLv7lzUVFerpHj6+nrI3rbNqVC0sCBA3H37l3JY4FAAGNjY7i6umLevHnw8PBQW32yx5Ll6emJL774Qm3He55YLMbx48fh7e2N5s2b18oxFFFcXIyvv/4akyZN0lgNAAMSERHVoaKiIlSUl0PXbgAE+hZ1emxxeQEqss6iqKhI6bNI06dPx/Tp05/tRyxGQUEBwsPDMXPmTHz33Xd47bXX1FJjfHw8RCIRAODy5cv45JNPcOTIEdjZ2QEA9PT01HKc6ly8eBFLlizBmTNnau0YioiJicGxY8cYkIiIqPER6FtAYNhC02UozNjYWCpUWVtbY/Xq1fD29saPP/6IadOmqeU4z081Ym5uLllWF5cF68vc9fWlDq3rpJ2WlgY3NzccO3bshW1OnDgBFxcXua/MzMw6rJSIiBqyJk2enWPQ19cH8OzyWGhoKIYMGYI33ngDSUlJEIvF2L17NwYNGoSuXbtixIgROHHiRI2Ou2TJEvj7+2P69Ono3r07du/eDQA4e/YsRo8ejS5duuCtt97Cli1bUP7cpcwbN27gww8/hIeHBzp16oRBgwYhJiYGAHDhwgVMnToVADBo0CAcO3YMx44dw1tvvYUvv/wS/fv3R9euXeHv74/s7GwsXLgQbm5u8Pb2Rnx8vOQYr3q+Fy5cgKurK86dO4dhw4ahU6dOeOedd3D69GkAQGRkJKKionD37l2Nf25r1RmkiooKLFy4EMXFxS9tl5qaCk9PT4SHh0st5ySARESkDtnZ2fjss89gbGyMfv36SZbv378fO3fuhKmpKVxcXLB582Z8++23WLFiBdq0aYOLFy9i1apVePToUY0uIZ06dQqLFi3C8uXLYWhoiF9++QXz589HcHAwevXqhYyMDPznP/9BWloaIiIiUFJSgunTp6N379748ssvoauriyNHjiA0NBReXl5wc3NDZGSk5JJeu3btkJCQgHv37uH777/Hrl27kJWVBT8/P5w/fx4fffQR/Pz8EBMTg1WrVmHQoEGwtLRU6PmKRCJs2LABS5cuhZ2dHcLDw7F48WL88ssvmD59OoqLi5GQkID4+HiNfm5rVUCKjIxE06ZNX9nuxo0bcHFx4Z0KRESkFjt37pScbXn69CnKy8vh5OSELVu2SPU/6tevH3r16gXgWWfjuLg4hIeHo3///gAABwcH3L17F3v37q1RQDI3N8fMmTMljwMDA/HBBx9g/PjxkuOsXr0a06ZNQ2ZmJoyNjTF16lRMmjQJJiYmAAB/f3/s2bMHqamp6NChg9QlPUNDQ8lzXb58OZycnNCuXTu0b98eenp68PX1BQD4+vriyJEjuHPnDgwMDBR+vvPnz4eXlxcAwM/PD6dOncKNGzfg5uYGY2Nj6OrqavwzXGsC0sWLF3H48GEcP35c8sK/SGpqKgYOHFg3hRERUYM3fvx4TJkyBQCgo6MDCwsLmJqayrVzdHSUfH/r1i2UlZUhMDAQOjr/16OlKmCVlpZKgoiynj8OACQnJ+PKlStyl7sA4J9//kG/fv0wceJEfPvtt0hOTkZGRgZSUlIAAJWVlS89loODg+R7Y2NjSYdxADAwMAAAlJeXK/R8q7Rp00byfdWJj4qKCsWefB3RioBUVFSEoKAgLFu2TOoHU53CwkJkZ2dDKBTi4MGDyM/PR5cuXbBo0SK0bt1a5RrEYvErL+0REdEzZWVlqKyshEgkktyVBbz6w7guVNWlKLFYDFNTU9jb20stl92HWCyGvr6+ZPnTp08BAOHh4dV+/ujq6r60jqrXSrZesVgMAwMDudd1xowZGDFihNx+rKyscP/+fUyYMAHNmzfHgAED0KtXL3Tq1AkDBw6U7F/2eFWPdXR0JMcSi8UQCASSx89vo8jzrWrfpEkTuX1U/a5UVlZCLBYr9TOqUrV9SUlJtb9rVfUrQisC0qpVq+Dm5ob33nvvlW1v3rwJ4NmLEBISgtLSUmzfvh0TJ07EyZMn0aKFandNVFRU4Pr16yptS0TUGDVp0gRlZWVSy2Qfa0JZWZnU2YxXEYvFePr06Su3kW332muvoUmTJsjIyEDPnj0l7Q4dOoTbt29j6dKlL91fVQdr2XqrQsDzy5ycnPDPP//AxsZGskwoFOLQoUMIDg7G999/j8LCQnz99deSoQKqPi+rzu5UncGpOl7V4+ePUxWeqpZV/TzLy8vRunXrVz7f6p7T8/soLS2FSCSCWCxW6mdUpaysDE+fPsXt27df2KaqU/2r1PuAdPz4cQiFQpw8eVKh9u7u7khMTISlpaUkJUZFRaF///44duwYZs+erVIdenp6cHZ2VmlbIqLGpqysDPfu3YOBgYHUZaSqSzKaJFvTqwgEAjRp0uSV28i2MzQ0xAcffIDo6GhYWFjAzc0NSUlJiIiIwKxZs165v6oPctl6dXV1oaOjI7Vs1qxZCAgIQExMDIYMGYKsrCysWrUKr7/+Ouzt7WFvb4+SkhKcO3cO3bt3R1paGtavXw/gWbAzNDSEhYUFAOD27duwsbGRBKnnj6OjowNdXV3Jsqqfp76+PqysrF75fKt7Ts/vw9DQEGZmZnj06BHu37+Pli1bKj32U5MmTeDg4FDt79qtW7cU349SR9WAo0eP4uHDh3L9jlauXImEhATs2bNHbhvZXu9GRkawt7dHdna2ynVUjZxKRESvpqOjI/kw1dXVlVoOPBu0sa5VHbOqLkUJBAKFtqmu3dKlS9G8eXNERkYiJycHdnZ28Pf3x8yZM195qafqtZLdp0AggEAgkFo2ZMgQCAQC7Ny5Ezt37oSFhQUGDhyIhQsXQldXF0OGDMH169cRFhaGx48fo2XLlnj//fdx5swZ/P3339DV1UX79u3Rr18/BAYGIiAgQBKYXnZs2Rpf9Xyre06yy9555x3Ex8dj5MiR2L9/P7p27frS1+l5VeHRyMio2gCq6OU1ABCI68uITC+QnZ0td5pt8ODBWLhwIYYPHy51OhEADh8+jPDwcJw9e1YSaB4/fox+/fph4cKFmDBhgtI1XL16FQDQuXNnFZ8FEVHjUlpairS0NLRu3Vrqg0obpxoh7fGi37sqynye1/szSLIBqErz5s1hY2MDkUiEvLw8mJqawtDQEN7e3ti4cSOCgoIwb948lJaWIjw8HM2aNcPo0aPruHoiInqelZUVordt42S1VO/V+4D0KllZWRg0aBBCQkIwevRo2NnZIS4uDps2bcKECRMgFovRu3dv7Nu3r15c+yYiauysrKwYUqje08qAlJqaKvne3t5e6jEAdOzYUTKgFxEREZGytG4uNiIiIqLaxoBEREREJIMBiYiIiEgGAxIRERGRDAYkIiIiIhkMSEREREQytPI2fyIi0l65ublaNVDkwIEDcffuXcnjqqmnXF1dMW/ePHh4eKiltoqKChw4cAA+Pj5y6zIzMzFo0KCXbv/xxx/jk08+UUstsoqLi/H1119j0qRJtbJ/Rd27dw+XL1/G0KFDa/1YDEhERFRncnNz8fFcP5SVV2jk+Ab6eojaFq10SJo+fTqmT58O4NnkrgUFBQgPD8fMmTPx3Xff4bXXXqtxbd9++y1CQkKqDUh2dnb47bffJI9jYmKQkJCA+Ph4ybLanC80JiYGx44d03hAWrx4MVq2bMmAREREDUtRURHKyivwQasKWBvV7VSgOSUCfHXnWQ3KBiRjY2OpbaytrbF69Wp4e3vjxx9/xLRp02pc38umRtXV1ZU6vrGxsdyy2lTPp22tFQxIRERU56yNxGhprN0fuk2aPPsI1dfXB/BsotQdO3bg5MmTyMnJQZs2beDn54e3334bACASiRAeHo5vv/0WDx8+hL29PaZNm4YJEybg2LFjCA4OBgC4uLhg3759eOONN5SuaeDAgXj77bdx7tw5PHz4EJGRkfDw8MCePXvw5Zdf4sGDB2jVqhVmzJiB4cOHS7Y7ffo0du7ciZs3b0IkEqFt27ZYsGAB+vbti8jISERFRUlqO3PmDKKiolBZWQkzMzMcP34cOjo6mDx5MoYOHYrly5fj2rVrcHR0xNq1a9G1a1cAwKNHjxAWFoYff/wRFRUV6NixIxYtWiSZODYyMhKXLl1Cr169sH//fuTn56Nr165YvXo1nJycMGXKFCQlJQEAkpKS8NNPP6nyY1MYO2kTEREpKTs7G2vWrIGxsTH69esHAAgICMDx48exfPlynDhxAm+++SbmzZuH06dPAwAOHjyI77//Hps3b8apU6cwefJkrFq1CkKhEEOGDMGnn34KAPjtt9/g5uamcm379+/HsmXLsGfPHnTr1g2bN2/GoUOHsHz5cpw8eRJTp07FqlWrcODAAQDAtWvX8Mknn2Do0KE4efIkvvrqKzRr1gxBQUEoLy+XXF60tbXFb7/9Bjs7OwBAQkICdHV1cezYMfj4+GDbtm2YM2cOZsyYgSNHjsDAwACrV68G8OwM1KxZs/Dvv/9i586d+Oqrr9CtWzdMmDABycnJktqFQiEuXbqEXbt24eDBg3j48KFkH5GRkXBzc8O7774rdWmxtvAMEhER0Svs3LlTMsfn06dPUV5eDicnJ2zZsgWvvfYa/vnnH5w5cwY7duxA//79AQCffPIJUlJSsGPHDrz55pvIyMiAsbEx7O3tYW1tjcmTJ6NNmzZo3bo1DA0NYWpqCgA1vmzWr18/9OrVC8CzztVxcXEIDw+X1OXg4IC7d+9i7969mDRpEnR1dbF8+XJMnDhRso+pU6di1qxZePjwIezs7Kq9pGdhYYHFixdDR0cHPj4+iIiIwJAhQySdyUePHo3PPvsMAHD+/Hn8+eefOH/+PCwsLAA8C5R//PEH9u3bh/Xr10te27CwMJibmwMAxo8fjw0bNkiOp6enB0NDQzRr1qxGr5EiGJCIiIheYfz48ZgyZQoAQEdHBxYWFpJAA/zfJOo9evSQ2s7DwwPh4eEAgEmTJuH06dPo168fOnTogN69e2Po0KFo3ry5Wmt1dHSUfH/r1i2UlZUhMDAQOjr/d9GoKuSVlpaiQ4cOMDc3x65du3D79m2kp6cjJSUFwLPLgi9ib28v2WdVB/HXX39dst7Q0BAVFc864//9998Qi8UYMGCA1D7Ky8tRVlYmedyiRQtJOAIAU1NTyT7qGgMSERHRK5ibm0sFD0WJxWJJX6VWrVrhhx9+QFJSEn7//Xf8/PPP2L17N0JCQjBq1Ci11WpoaCh1fADYsmUL2rRpI9dWX18fSUlJmDFjBvr3748ePXrgvffeQ0lJCebOnfvS4+jp6cktez6EPa+yshJNmzbFsWPHqq2huu81jX2QiIiIasjFxQUAcOnSJanlQqEQzs7OAIB9+/bhhx9+QO/evREUFISTJ0/Cy8sLCQkJAJ6Nr6Rubdq0QZMmTXDv3j04OjpKvs6dO4e9e/dCR0cHMTExeOONNxAZGQkfHx/07t0bWVlZAP4vYNW0tnbt2uHx48eoqKiQqmP37t04c+ZMjZ9nbWBAIiIiqiEnJycMGDAAq1evxs8//4y0tDRERUXhzJkzkvGT8vLysGbNGpw5cwZ3797Fr7/+iuvXr0s6ZFddprp27RpKS0vVUpepqSnGjx+PiIgIfPPNN/j3338RHx+PDRs2wNraGsCzMZZSU1MhFAqRmZmJo0ePIiIiAsCzS2BVtRUWFiItLU2lS159+/ZFhw4dsGDBApw/fx7p6ekICQnBsWPH4OTkpPB+TExMcPfuXdy/f1/pGpTFS2xERFTnckrUf7ZE08cMDw9HeHg4li5diqKiIrRr1w6RkZF46623ADwb6bqiogJr165Fbm4urKysMGHCBHz44YcAgJ49e6Jr166SjsnvvvuuWuoKDg6GpaUlIiIikJOTAzs7O/j7+2PmzJkAAH9/fzx48ABz5swBADg7O+Ozzz7DokWLcPXqVTg5OWHw4MH46quvMHz4cOzfv1/pGnR1dRETE4MNGzZg/vz5KCkpgZOTE6KiouDl5aXwfsaPH4/Fixdj+PDhSExMhK6urtK1KEogboyjPynp6tWrACAZq4GIiF6utLQUaWlpkju0qmjrSNqkHV70e1dFmc9znkEiIqI6Y2Vlhaht0Vo1Fxs1TgxIRERUp6ysrBhSqN5jJ20iIiIiGQxIRERERDIYkIiIiIhkMCAREVGt4Y3SVJfU+fvGgERERGpXNQ1FcXGxhiuhxqTq9626aVCUxbvYiIhI7XR1dWFhYYGcnBwAz0Ziro2pNIiAZ2eOiouLkZOTAwsLC7UMIMmAREREtcLW1hYAJCGJqLZZWFhIfu9qigGJiIhqhUAggJ2dHaytrVWav4tIGXp6emqdeoQBiYiIapWurm6tzplFVBvYSZuIiIhIBgMSERERkQwGJCIiIiIZDEhEREREMrQuIKWlpcHNzQ3Hjh17YZv8/HwEBgbCw8MDnp6eWL16NUpKSuqwSiIiItJmWnUXW0VFBRYuXPjKkVn9/f1RUlKCuLg4FBUVYenSpSguLkZoaGgdVUpERETaTKvOIEVGRqJp06YvbXP58mUkJSUhNDQUHTt2hJeXF9asWYNvvvkG2dnZdVQpERERaTOtCUgXL17E4cOHsX79+pe2EwqFsLKygpOTk2SZp6cnBAIBLl26VNtlEhERUQOgFZfYioqKEBQUhGXLlsHOzu6lbbOzs+Xa6Ovrw8LCAllZWSrXUDXPCxEREWknsVis8JyAWhGQVq1aBTc3N7z33nuvbFtSUgJ9fX255QYGBigrK1O5hoqKCly/fl3l7YmIiEjzqssI1an3Aen48eMQCoU4efKkQu0NDQ1RXl4ut7ysrAzGxsYq16GnpwdnZ2eVtyciIiLNunXrlsJt631AOnr0KB4+fIj+/ftLLV+5ciUSEhKwZ88eqeW2trY4ffq01LLy8nIUFBTA2tpa5ToEAkGNAhYRERFplqKX1wAtCEgbN25EaWmp1LLBgwfD398fw4cPl2vv4eGBjRs3Ij09HY6OjgCApKQkAECPHj1qv2AiIiLSevU+INnY2FS7vHnz5rCxsYFIJEJeXh5MTU1haGiIrl27onv37liwYAFWrVqF4uJirFixAiNHjnzhvoiIiIiepzW3+b9IVlYW+vTpg4SEBADPTp9FRUXB3t4e06ZNw/z58+Ht7Y1Vq1ZptlAiIiLSGgKxWCzWdBH13dWrVwEAnTt31nAlREREpCplPs+1/gwSERERkboxIBERERHJYEAiIiIiksGARERERCSDAYmIiIhIBgMSERERkYx6P1AkERGRLJFIhOTkZOTn58PS0hKurq7Q1dXVdFnUgDAgERGRVklMTERsbCxycnIky6ytreHr6wsvLy8NVkYNCS+xERGR1khMTERYWBgcHR0RGhqKQ4cOITQ0FI6OjggLC0NiYqKmS6QGggGJiIi0gkgkQmxsLNzd3REcHAwXFxcYGRnBxcUFwcHBcHd3R1xcHEQikaZLpQaAAYmIiLRCcnIycnJyMHbsWOjoSH986ejoYMyYMcjOzkZycrKGKqSGhAGJiIi0Qn5+PgDAwcGh2vWOjo5S7YhqggGJiIi0gqWlJQAgIyOj2vXp6elS7YhqggGJiIi0gqurK6ytrREfH4/KykqpdZWVlTh69ChsbGzg6uqqoQqpIWFAIiIiraCrqwtfX18IhUKEhIQgJSUFJSUlSElJQUhICIRCIXx8fDgeEqmFQCwWizVdRH139epVAEDnzp01XAkREVU3DpKNjQ18fHw4DhK9lDKf5xwokoiItIqXlxc8PT05kjbVKgYkIiLSOrq6ujyrT7WKfZCIiIiIZDAgEREREclgQCIiIiKSwYBEREREJIMBiYiIiEgGAxIRERGRDAYkIiIiIhkMSEREREQyGJCIiIiIZDAgEREREclgQCIiIiKSwYBEREREJIMBiYiIiEgGAxIRERGRDAYkIiIiIhlaEZAePnyIRYsWoWfPnnBzc8Ps2bPxzz//vLD9iRMn4OLiIveVmZlZh1UTERGRtmqi6QIUMXfuXFRWVmLXrl0wMTFBREQEfHx88MMPP8DIyEiufWpqKjw9PREeHi61vFmzZnVVMhEREWmxeh+QCgsL0bJlS3z44Ydo164dAMDPzw8jRozAzZs30aVLF7ltbty4ARcXF1hZWdV1uURERNQA1PuAZG5ujk2bNkke5+XlIS4uDra2tnB2dq52m9TUVAwcOLCuSiQiIqIGpt4HpOctX74cX331FfT19bF9+3YYGxvLtSksLER2djaEQiEOHjyI/Px8dOnSBYsWLULr1q01UDURERFpG60KSNOmTcO4ceNw4MABzJ07FwcPHkTHjh2l2ty8eRMAIBaLERISgtLSUmzfvh0TJ07EyZMn0aJFC5WOLRaLUVxcXOPnQERERJohFoshEAgUaisQi8XiWq5H7SorKzFs2DB07doVISEhcuvz8vJgaWkpeRFKSkrQv39/zJgxA7Nnz1b6eFevXkV5eXmN6yYiIiLN0tfXR+fOnV/Zrt6fQcrLy0NiYiLefvttNGnyrFwdHR04OzsjJyen2m1k71YzMjKCvb09srOzVa5DT0/vhX2eiIiIqP67deuWwm3rfUB68OABAgICsGfPHvTt2xcAUFFRgeTk5Go7Yh8+fBjh4eE4e/aspI/S48ePcefOHYwdO1blOgQCQbV9nqj+EYlESE5ORn5+PiwtLeHq6gpdXV1Nl0VERBqm6OU1QAsCUrt27eDt7Y21a9di7dq1MDc3x86dO1FUVAQfHx+IRCLk5eXB1NQUhoaG8Pb2xsaNGxEUFIR58+ahtLQU4eHhaNasGUaPHq3pp0O1LDExEbGxsVJnF62treHr6wsvLy8NVkZERNpEK0bSDg8Ph5eXFxYsWID3338fBQUFOHDgAF577TVkZWWhT58+SEhIAADY2dkhLi4OxcXFmDBhAnx8fGBqaop9+/bBwMBAw8+EalNiYiLCwsLg6OiI0NBQHDp0CKGhoXB0dERYWBgSExM1XSIREWkJreykXdeuXr0KAAp16iLNEIlE+Oijj+Do6Ijg4GDo6Pxf9q+srERISAgyMjIQHR3Ny21ERI2UMp/nWnEGiehVkpOTkZOTg7Fjx0qFI+BZp/4xY8YgOzsbycnJGqqQiIi0CQMSNQj5+fkAAAcHh2rXOzo6SrUjIiJ6GQYkahAsLS0BABkZGdWuT09Pl2pHRET0MgxI1CC4urrC2toa8fHxqKyslFpXWVmJo0ePwsbGBq6urhqqkIiItAkDEjUIurq68PX1hVAoREhICFJSUlBSUoKUlBSEhIRAKBTCx8eHHbSJiEghvItNAbyLTXtUNw6SjY0NfHx8OA4SEVEjp8zneb0fKJJIGV5eXvD09ORI2kREVCMMSNTg6Orq8mwfERHVCPsgEREREclgQCIiIiKSwYBEREREJIMBiYiIiEgGAxIRERGRDAYkIiIiIhkMSEREREQyGJCIiIiIZDAgEREREclgQCIiIiKSwYBEREREJIMBiYiIiEgGAxIRERGRDAYkIiIiIhkMSEREREQyGJCIiIiIZDAgEREREclgQCIiIiKSwYBEREREJIMBiYiIiEgGAxIRERGRDAYkIiIiIhkMSEREREQyGJCIiIiIZDTRdAFERETaRiQSITk5Gfn5+bC0tISrqyt0dXU1XRapkVYEpIcPH2L9+vX49ddfUVZWBg8PDyxevBhOTk7Vts/Pz8fatWvxyy+/QCAQYOjQoQgKCoKRkVEdV05ERA1NYmIiYmNjkZOTI1lmbW0NX19feHl5abAyUietuMQ2d+5cpKenY9euXYiPj4ehoSF8fHxQUlJSbXt/f3+kp6cjLi4OEREROHfuHFatWlW3RRMRUYOTmJiIsLAwODo6IjQ0FIcOHUJoaCgcHR0RFhaGxMRETZdIalLvA1JhYSFatmyJtWvXokuXLnBycoKfnx9ycnJw8+ZNufaXL19GUlISQkND0bFjR3h5eWHNmjX45ptvkJ2drYFnQEREDYFIJEJsbCzc3d0RHBwMFxcXGBkZwcXFBcHBwXB3d0dcXBxEIpGmSyU1UDkgFRYW4v79+7h3757clzqZm5tj06ZNaNeuHQAgLy8PcXFxsLW1hbOzs1x7oVAIKysrqctvnp6eEAgEuHTpklpro/pJJBLh6tWr+OWXX3D16lX+sSIitUhOTkZOTg7Gjh0LHR3pj08dHR2MGTMG2dnZSE5O1lCFpE5K90FKT0/H4sWL8ddff72wzfXr12tU1IssX74cX331FfT19bF9+3YYGxvLtcnOzoadnZ3UMn19fVhYWCArK6tW6qL6g30DiKi25OfnAwAcHByqXe/o6CjVjrSb0gHpP//5D+7cuYOPP/4Ytra2cim6Nk2bNg3jxo3DgQMHMHfuXBw8eBAdO3aUalNSUgJ9fX25bQ0MDFBWVqbyscViMYqLi1XenmpfUlISIiIi4Obmhrlz5+L111/Hv//+i2+++QZhYWGYN28ePD09NV0mEWmpqv+U37hxA23btpVbf+PGDUk7fl7UT2KxGAKBQKG2SgekixcvYt26dRg2bJjShdVU1SW1devW4a+//sL+/fsREhIi1cbQ0BDl5eVy25aVlVV7xklRFRUVtXZmjGqusrIScXFxcHZ2xpAhQ/D06VOkpaUBAIYMGYJHjx4hLi4OJiYmdRrqiajhEIvFsLCwwP79+zFu3DipD1qxWIzDhw/DwsICYrGYnxf1WHUnUaqjdEBq2rQpzM3NlS5IVXl5eUhMTMTbb7+NJk2elaujowNnZ2epyyhVbG1tcfr0aall5eXlKCgogLW1tcp16OnpVdvnieqH5ORkFBQUYMGCBdX+z27SpElYtWoVBAIBOnTooIEKiagh8PHxQUREBBISEjB8+HDJmeoTJ07g1q1bmDdvntyVDao/bt26pXBbpQPSiBEjcODAAfTp00fh01Q18eDBAwQEBGDPnj3o27cvgGdnc5KTkzFw4EC59h4eHti4cSPS09Ml14OTkpIAAD169FC5DoFAUKMzUFS7qk5nt2vXrtrxrlxcXCTt+HMkIlX1798fBgYGiI2NlRo+xsbGBkFBQezrWM8pk1uUDkhGRka4dOkS3nrrLXTu3BmGhoZyB//ss8+U3e0LtWvXDt7e3li7di3Wrl0Lc3Nz7Ny5E0VFRfDx8YFIJEJeXh5MTU1haGiIrl27onv37liwYAFWrVqF4uJirFixAiNHjoSNjY3a6qL6xdLSEgCQkZEhCUPPS09Pl2pHRKQqLy8veHp6ciTtBk7pgPT111/D1NQUlZWV1d7JVhtnlcLDw7Fp0yYsWLAAjx49gru7Ow4cOIDXXnsNmZmZGDRoEEJCQjB69GgIBAJERUVh9erVmDZtGgwMDPDOO+8gODhY7XVR/eHq6gpra2vEx8cjODhYqp9RZWUljh49ChsbG7i6umqwSiJqKHR1ddG5c2dNl0G1SCAWi8WaLqK+u3r1KgDwzVDPVY1w6+7ujjFjxsDR0RHp6ek4evQohEIhT38TETVyynyeqxyQioqK8Oeff+LRo0do1qwZOnfujKZNm6qyq3qPAUl7VDcOko2NDXx8fBiOiIgaOWU+z1WarHbXrl2Ijo5GaWmpZJm+vj4+/PBDzJ07V5VdEqkF+wYQEZE6KB2Qjh49ivDwcIwdOxbDhw9HixYtkJubi2+++QZRUVF47bXXMGrUqNqolUgh7BtAREQ1pXRAiouLw4QJE7By5UrJsjZt2uCNN96AoaEh9u3bx4BEREREWk3pIYXT09Px5ptvVrtu0KBBuH37do2LIiIiItIkpQOSjY0N7t27V+26zMzMBttRm4iIiBoPpQPSwIEDERERgStXrkgt/+uvvxAZGVnt6NZERERE2kTpPkiffPIJ/ve//2HcuHFo2bIlWrRogQcPHuDu3btwcnJCYGBgbdRJREREVGdUmqw2Pj4eR48excWLF1FYWIjOnTtj+vTpGD16tNzUI0RERETahiNpK4ADRRIREWk/tQ8UGRwcDD8/P7z++uuvnNNM3ZPVEhEREdU1hQLShQsXMG3aNMn3L1Mbk9USERE9TyQSccR8qlUKBaSffvqp2u+JiIjqWnVzLlpbW8PX15dzLpLaKH2bf3WuXbuGH374AUVFRerYHRERUbUSExMRFhYGR0dHhIaG4tChQwgNDYWjoyPCwsKQmJio6RKpgVA6IOXk5GDKlCmIjo4GAOzfvx/vv/8+/P39MXjwYNy8eVPtRRIREYlEIsTGxsLd3R3BwcFwcXGBkZERXFxcEBwcDHd3d8TFxUEkEmm6VGoAlA5IGzZsQFpaGjp37ozKykrs2LEDvXr1wvHjx+Hs7IxNmzbVRp1ERNTIJScnIycnB2PHjoWOjvTHl46ODsaMGYPs7GwkJydrqEJqSJQOSL/99hsWL16Mvn374o8//sCDBw8wdepUtG/fHjNnzoRQKKyNOomIqJHLz88HADg4OFS73tHRUaodUU0oHZCKi4tha2sLAPjll1+gr6+Pnj17AgD09fXBYZWIiKg2WFpaAgAyMjKqXZ+eni7VjqgmlA5IrVq1glAoREVFBU6dOgVPT08YGBgAAE6cOIFWrVqpu0YiIiK4urrC2toa8fHxqKyslFpXWVmJo0ePwsbGBq6urhqqkBoSpQPSrFmzEBUVBS8vL/z777/w9fUFAIwdOxYnTpzAjBkz1F4kERGRrq4ufH19IRQKERISgpSUFJSUlCAlJQUhISEQCoXw8fHheEikFipNNXLp0iVcunQJnp6e6NatGwAgNDQUXl5e8Pb2VneNGsepRoiI6o/qxkGysbGBj48Px0Gil1Lm81wtc7E9ffoUjx8/hoWFRU13VS8xIBER1S8cSZtUofa52J739OlT7NixA46Ojnjvvfdw4cIF+Pv7o6ioCJ6enti6dSvMzc2Vr5qIiEhBurq6/E8r1Sql+yBt3boV27dvl4yavXbtWlhYWCA4OBgZGRkcB4mIiGqdSCTC1atX8csvv+Dq1ascHJLUTukzSP/9738REBCASZMm4Z9//sHNmzexfv16jBw5EhYWFggLC8OaNWtqo1YiIiLOxUZ1QqWpRrp27QoA+Pnnn6GjoyPpmG1ra4tHjx6pt0IiIqL/j3OxUV1ROiBZW1sjMzMTAPDTTz+hQ4cOaNasGQDg8uXLkkEkiYiI1IlzsVFdUjogDRs2DCEhIZgxYwYuXbqEMWPGAADWrVuHyMhIvPfee2ovkoiIiHOxUV1Sug/S/PnzYWxsjIsXLyIwMBATJ04E8OzWuenTp8PPz0/tRRIRET0/F1t1t/lzLjZSJ6UDkkAgwIcffogPP/xQavmXX36ptqKIiIhkVc2xlpCQgFOnTsl10h48eLBUO6KaUDogAUB5eTni4+Pxv//9D7m5ufjss8+QlJSEjh07okuXLuqukYiICK6urjAzM8MXX3wBd3d3BAYGwsHBARkZGThy5Aj2798Pc3NzzsVGaqF0H6S8vDyMGTMG69atQ3p6Oq5cuYLS0lKcPXsWU6ZMweXLl2ujTiIiIggEAsn3VRNBqGFCCCI5SgeksLAwPHnyBAkJCfj6668lv5iRkZHo3Lkztm7dqvYiiYiIkpOTUVhYiMmTJyMjIwNLlizBhAkTsGTJEvz777+YPHkyCgsL2Umb1ELpS2xnz57Fp59+CkdHR6lbKQ0MDDB9+nQsWbJErQUCQEFBAcLDw/Hzzz/j8ePHcHFxQWBgINzd3attv337dmzZskVueWpqqtprIyKiulHV+Xro0KEYNWqUXCft8vJy7N+/n520SS2UDkhlZWUvnJRWV1cXFRUVNa1JTkBAAHJzcxEeHo7mzZvjiy++wIwZM/D111+jTZs2cu1TU1MxYsQILFq0SO21EBGRZlR1vs7IyICLi4vcXGzp6elS7YhqQulLbJ07d8bBgwerXXfy5El06tSpxkU9Lz09Hb///jtWrVoFd3d3tG7dGsuXL4e1tTVOnjxZ7TY3btyAq6srrKyspL6IiEh7ubq6wtraGvHx8aisrJRaV1lZiaNHj8LGxoadtEktlA5I8+bNw++//44RI0YgIiICAoEA3377LebMmYPvv/8ec+fOVWuBlpaW2LVrl9T/FAQCAQQCgWTC3OeVl5fjzp071Z5ZIiIi7aWrqwtfX18IhUKEhIQgJSUFJSUlSElJQUhICIRCIXx8fKCrq6vpUqkBEIhV6P5/8eJFbNq0CVeuXEFlZSUEAgFcXV0REBCA3r1710adUk6dOgV/f3/s3LkT/fv3l1qXnJyMUaNGYezYsRAKhSgrK4OHhwcWLVoEa2trlY539epVAJA7nUtERHWvuslqbWxs4OPjw8lq6aWU+TxXug9SYmIi3Nzc8OWXX6K0tBSFhYVo2rQpTExMlK9UBX/88QeCg4MxePBguXAEPLu8BgBGRkaIiIjAw4cPER4ejqlTp+L48eMwNDRU6bhisRjFxcU1KZ2IiNSga9euCA8PR0pKCgoKCmBhYYH27dtDR0eHf6fppcRisdRQES+j9Bkkd3d3rFixAsOHD1epuJo4ffo0Fi5ciO7du2P79u0wMDCotl1eXp5kAl0AyMnJgbe3N8LDwzFkyBClj3v16lWUl5erXDcRERHVD/r6+rVzBsnMzEzlszA1sX//fqxbtw7vvPMOQkNDoa+v/8K2z4cj4NkQ9BYWFrh//77Kx9fT04Ozs7PK2xMREZFm3bp1S+G2SgekDz/8EGvXrkVaWhrat28PY2NjuTYeHh7K7valDh48iP/85z+YMmUKli5d+tLTY5s3b8b333+P77//XtIuMzMT+fn5NQo4AoGg2udKRERE2kHRy2uACpfY2rdv/8KDVV3bu379ujK7fKm0tDS899576N+/P1auXCm1ztDQEAYGBigsLIS5uTn09fVx7do1jB8/HmPGjIGPjw8ePHiAzz77DIaGhjh48KBSL04VdtImIiLSfrXaSXvfvn3KV1QDp06dQkVFBX788Uf8+OOPUutGjRqFUaNGYerUqdi3bx/eeOMNdOrUCbt370ZERARGjx4NfX19DBo0CIsXL1YpHBEREVHjo9Jt/o0NzyARERFpv1o9gwQAKSkp2L17N5KSklBYWIjmzZvDy8sLH330EV5//XVVdklERERUbygdkJKSkjBjxgyYm5ujX79+aN68OR48eIBffvkFp06dwqFDh9CuXbvaqJVIISKRSG4SS46sS0REylA6IG3atAk9evTAzp07pcYhKi0txcyZMxEWFoY9e/aotUgiRVU3wq61tTV8fX05wi4RESlM6bnYUlNT4evrKzdIo6GhIWbMmIFLly6prTgiZSQmJiIsLAyOjo4IDQ3FoUOHEBoaCkdHR4SFhSExMVHTJRIRkZZQOiDZ2dkhMzOz2nWyI1gT1RWRSITY2Fi4u7sjODgYLi4uMDIygouLC4KDg+Hu7o64uDiIRCJNl0pERFpA6YC0ePFibN26FSdPnkRlZaVk+e+//44tW7bg008/VWuBRIpITk5GTk4Oxo4dCx0d6V9rHR0djBkzBtnZ2UhOTtZQhUREpE2U7oO0Zs0alJeXIygoCMHBwbCyskJBQQFKS0shFovx8ccfS9oKBAJ+IFGdyM/PBwA4ODhU20nb0dFRqh0REdHLKB2QRo0axQEXqd6xtLQEAPz3v//FDz/8INdJe/DgwVLtiIiIXkbpgPTJJ5+8dP3Tp0/RpIlKwysRqczV1RXm5ubYv38/3N3dERgYCAcHB2RkZODIkSPYv38/zM3N4erqqulSiYhICyjdB2nZsmUoLS2tdl1KSgrGjBlT46KIVPH8oPBV33OgeCIiUoXSAenkyZMYMWIErly5IlkmEokQFRWFsWPH4tGjR2otkEgRycnJKCoqwpQpU5CRkYElS5ZgwoQJWLJkCf79919MnjwZhYWF7BNHREQKUfpa2LFjxxAUFISJEyfio48+woABA7B06VLcuHEDkydPxvz582uhTKKXq+p8PWTIEIwcOVKuk3Z5eTn279/PTtpERKQQpQOSk5MTvvrqK+zevRuRkZGIiopCmzZtcOTIEfbvII2p6nydkZEBFxcXuYkI09PTpdoRERG9jNKX2IBnH0Lnz5+HSCSClZUVMjMz8euvv3IQPtIYV1dXWFtbIz4+Xmp8LgCorKzE0aNHYWNjwxBPREQKUTogRUVFYcSIEbh9+zZ27tyJM2fOYNq0adi6dStGjx4t1TeJqK7o6urC19cXQqEQISEhSElJQUlJCVJSUhASEgKhUAgfHx9OWktERAoRiJW8zad9+/YYPnw4li1bBjMzM8nyK1euYMmSJUhPT8fff/+t9kI16erVqwAgd9mG6p/qJqu1sbGBj48PJ6slImrklPk8V7oPUnR0NAYOHCi3vEuXLjh+/DgiIiKU3SWR2nh5ecHT01OukzbPHBERkTKUPoP0MmKxGE+ePEHTpk3Vtct6gWeQiIiItJ8yn+cK9UEaP348/vnnH6llP/zwg9yYR1euXIGHh4eidRIRERHVSwoFpD///BNPnjyRPBaJRJg3bx4yMjJqrTAiIiIiTVHpNn+AUzgQERFRw6VyQCIiIiJqqBiQiIiIiGQwIBERERHJqFFAEggE6qqDiIiIqN5QeKDIVatWScY3quqgvXz5cpiYmEjaPH78WM3lEREREdU9hQJS1dhGz9+5Vt0yExMTuLu7q7M+ohe6f/++1PATyjIxMYGtra0aKyIiooZCoYD0xRdf1HYdREopKiqCn58fKisrVd6Hjo4O4uLipOYUJCLtIBKJOKUQ1Sql52Ijqg/MzMwQHR39wjNImZmZ2Lx5MxYsWAB7e/tq25iYmDAcEWmh6ialtra2hq+vLyelJrVhQCKtpcjlMXt7ezg5OdVBNURUFxITExEWFgZ3d3cEBgbCwcEBGRkZiI+PR1hYGIKCghiSSC14mz8REWkFkUiE2NhYuLu7Izg4GC4uLjAyMoKLiwuCg4Ph7u6OuLg4iEQiTZdKDQADEhERaYXk5GTk5ORg7Nix0NGR/vjS0dHBmDFjkJ2djeTkZA1VSA0JAxIREWmF/Px8AICDg0O16x0dHaXaEdWEUgHp77//xnfffYdbt25Vuz4vLw/Hjx9XR11SCgoKsGLFCnh7e6N79+6YMGEChELhC9tnZmbiww8/RPfu3dGnTx9s2bKFp1yJiLScpaUlACAjI6Pa9enp6VLtiGpCoYD0+PFjzJgxA2PHjsWCBQvw3nvvYe7cuSgsLJRq9++//yI4OFjtRQYEBODy5csIDw/H0aNH0aFDB8yYMQO3b9+Wa1tRUYEZM2YAAL788kusWrUKhw4dwrZt29ReFxER1R1XV1dYW1sjPj5eboiPyspKHD16FDY2NnB1ddVQhdSQKBSQIiMjce3aNWzatAnHjx/H3Llz8dtvv2Hy5Ml48OBBrRaYnp6O33//HatWrYK7uztat26N5cuXw9raGidPnpRrf+rUKdy7dw9hYWFo164d3nzzTQQEBODzzz9HeXl5rdZKRES1R1dXF76+vhAKhQgJCUFKSgpKSkqQkpKCkJAQCIVC+Pj4cDwkUguFbvM/c+YM5s+fjyFDhgAA2rdvj759+2LWrFmYNWsWvvjiC8k0JOpmaWmJXbt2oXPnzpJlAoEAAoEARUVFcu2FQiE6duwIc3NzybKePXvi8ePHuH79Orp27VordRIRUe3z8vJCUFAQYmNjsWTJEslyGxsb3uJPaqVQQHr48CFatWoltaxr167Yvn07pk+fjk8++QS7d++ujfpgZmaGfv36SS07deoU0tPT8emnn8q1v3//vtz4ONbW1gCArKwsBiQiIi3n5eUFT09PjqRNtUqhgPT666/j/Pnzcsm8R48eCAkJQWBgIBYvXoyJEyfWSpHP++OPPxAcHIzBgwejf//+cutLS0vlRkc2MDAAAJSVlal8XLFYjOLiYpW3p7pVWloq+Zc/N6KG6flBYGvy950aD7FYDIFAoFBbhQLShAkTsHbtWjx58gRDhw6Fm5ubZN2QIUOQlZWFDRs24K+//lKtYgWdPn0aCxcuRPfu3bFx48Zq2xgaGsr1Nap64xgbG6t87IqKCly/fl3l7aluZWVlAQDS0tIkYYmIiEhfX1+hdgoFpPHjx+PRo0fYs2cPBAKBVEACgBkzZsDExAQhISHKV6qg/fv3Y926dXjnnXcQGhr6widoa2uLGzduSC2rmq/HxsZG5ePr6enB2dlZ5e2pbhkaGgIAWrdujdatW2u4GiIiqg9eNExRdRQKSAKBALNnz8asWbPw+PHjatuMHz8eb775Js6dO6fwwRV18OBB/Oc//8GUKVOwdOnSl54e8/DwwPHjx/H48WNJx/Hz58/DxMQE7du3V7kGgUBQozNQVLeqApKhoSF/bkREBAAKX14DlBwoUiAQwNTUVGqZWCxGXl4exGIxWrRogTFjxiizy1dKS0vDZ599hrfeegsffvghHjx4gNzcXOTm5uLRo0coLy9Hbm6u5LLam2++CSsrK8yfPx8pKSk4ffo0wsPDMX36dIVPqxEREVHjpnBAysvLw8GDB3Ho0CHJMO5HjhxBz5490bt3b/Ts2bNW7mQ7deoUKioq8OOPP6JPnz5SX+vWrcPly5fRp08fXL58GcCzDtl79uxBZWUlPvjgA6xevRoTJ06En5+f2msjIiKihkmhS2ypqamYNm0aCgoKAADbtm1DcHAwli9fjl69eqFTp064cuUKwsPDYWZmhnHjxqmtwDlz5mDOnDmvrO95jo6OiImJUVsNREREzxOJRBxmoIFTKCBt3rwZr7/+OuLj42FmZoZ169Zh0aJFGDVqlFTH7MWLF+PIkSNqDUhERET1SWJiImJjYyU3AAHPxtvz9fXlQJUNiEKX2C5fvowZM2bA3t4eZmZmmDdvHiorK/HOO+9ItRs5cmS186MRERE1BImJiQgLC4OjoyNCQ0Nx6NAhhIaGwtHREWFhYUhMTNR0iaQmCgWkoqIiWFlZSR5Xfd+sWTOpdsbGxigpKVFjeURERPWDSCRCbGws3N3dERwcDBcXFxgZGcHFxQXBwcFwd3dHXFwcRCKRpkslNVAoIInFYujp6f3fRjo6Uv8SERE1dMnJycjJycHYsWPlPv90dHQwZswYZGdnIzk5WUMVkjop1AfpRZQZT4CIiEibVd3B7eDgUG0nbUdHR6l2pN0UDkjR0dGwtLSUWhYZGQkLCwvJY/5SEBFRQ1X1GZiQkIBTp07JddIePHiwVDvSbgoFpNdee01u+o7XXntN7vZ6ALCzs1NPZURERPWIq6srzMzM8MUXX8Dd3R2BgYFwcHBARkYGjhw5gv3798Pc3Byurq6aLpXUQKGA9NNPP9V2HURERPXe811LxGKx1L/UsKi1l7VYLMaBAwfUuUsiIqJ6ITk5GYWFhZg8eTIyMjKwZMkSTJgwAUuWLMG///6LyZMno7CwkJ20GwiF+yD98ssv+PrrryEQCDBixAj069dPar1QKMTatWuRmpqKSZMmqb1QIiIiTarqZzt06FCMGjVKrpN2eXk59u/fz/64DYRCAenEiRMICgqCnp4e9PX18d1332Hr1q146623UFBQgLVr1+K///0vdHV14evrW9s1ExFRI6eJqT6qOl9nZGTAxcUFnTt3llqfnp4u1Y60m0IB6fPPP0fXrl2xd+9e6OvrIzg4GNu2bUPbtm3h6+uLrKws9O3bF59++ilat25d2zUTEVEjpqmpPlxdXWFtbY34+HgEBwdLjYVUWVmJo0ePwsbGhp20GwiF+iDduXMH06ZNQ9OmTaGvr4+PP/4Yqamp8PPzQ3l5OSIiIrB7926GIyIiqlWanOqj6iqJUChESEgIUlJSUFJSgpSUFISEhEAoFMLHx4eT1jYQCp1BKi4ulrp9v2XLlhCLxWjSpAlOnDiB5s2b11qBREREgPxUH1VncKqm+ggJCUFcXBw8PT1rLaR4eXkhKCgIsbGxWLJkiWS5jY0NgoKCOFltA6JQQBKLxVK/bFXfL1iwgOGIiIjqRNVUH4GBgS+c6mPJkiVITk6W6x+kTl5eXvD09KzzPlBUt2o01Yi1tbW66iAiInqp56f6qE5dTvWhq6tbqyGMNK9G4yBxLjYiIqorz99FVh3eRUbqpPAZpFWrVqFp06YA/m/U0OXLl8PExESqnUAgwOeff67GEomIiHgXGdUthQKSh4cHAOnh1KtbVt1jIiKimrh//z6ePHkCAHj33Xexb98+LFu2DIMGDYKtrS3u37+PM2fO4Pr165g6dSru3Lkj2dbExAS2trYaqpy0mUIB6YsvvqjtOoiIiOQUFRXBz88PlZWVUsuTk5OrndJD9gqGjo4O4uLiYGZmVqt1UsNTo07asoqLixEVFYWgoCB17paIiBopMzMzREdHS84gVamsrMSFCxcQHx+PsWPH4o033pC7sw14dgaJ4YhUoXBA+vLLL3Hs2DEIBAKMHDkSEyZMkFp//PhxbNq0CQ8ePGBAIiIitXnRJTIdHR3Ex8fDy8sLTk5OdVwVNXQKBaS4uDisX78etra2MDIywpo1a6Cjo4Nx48YhPT0dwcHBuHz5MszMzLBs2bLarpmIiIioVikUkI4ePYq+ffti+/btaNKkCUJCQhAbG4v27dtj5syZePLkCcaNG4f58+fDwsKilksmIiLSLE1Mlkt1S6GAlJmZiXnz5qFJk2fNp06dis8//xz+/v6wtrZGSEgIunTpUquFEhER1QeamiyX6pZCA0WWlJTAyspK8rjqewcHBxw9epThiIiIGgVNTpZLdUvhkbSfHzW76jSin58fDA0N1V8VERFRPfP8ZLlBQUEoLy/HxYsXUV5ejqCgILi7uyMuLg4ikUjTpZIa1Og2f946SUREjUXVZLlvv/025s6dK3eJbfDgwbh48WKtT5ZLdaNGAYlzsRERUWNRNQnu/v374e7ujsDAQDg4OCAjIwPx8fE4cOCAVDvSbgoHpLlz50JfX19q2Zw5c6Cnpye1TCAQ4PTp0+qpjoiIqJ4wNzcHALRv315qLjgXFxcEBwdj6dKluH79uqQdaTeFAtKoUaNquw4iIiKiekOhgBQSElLbdRAREdVrhYWFAIDr168jJCQEY8aMgaOjI9LT03H06FFcv35dqh1pN7XOxVZWVoa0tDS0b99enbslIiLSOEtLSwDA5MmT8cMPP2DJkiWSdTY2Npg8eTL2798vaUfaTaGA1KdPH+zevRsdOnSQLIuNjcWIESPQrFkzybKUlBSMHz9ekqJrw86dO/Hbb7/hiy++eGGbEydOYNGiRXLLz5w5A3t7+1qrjYiIGi5XV1dYW1sjNTUV27ZtQ0pKimQk7fbt2yMsLAw2NjZwdXXVdKmkBgqNg/TgwQNUVFRIHotEIoSFhSErK6vWCqvOgQMHsGXLlle2S01NhaenJ3777TepLzs7u9ovkoiIGiRdXV34+vpCKBQiLCwMenp68PDwgJ6eHsLCwiAUCuHj48MpRxoIlS+xicViddbxUtnZ2Vi5ciUuXLiAVq1avbL9jRs34OLiIjX6NxERUU15eXkhKCgIsbGxcpfYgoKCONVIA6LWPki15e+//4aenh5OnDiBbdu24e7duy9tn5qaioEDB9ZRdURE1Jh4eXnB09OTk9U2cFoRkAYOHKhw4CksLER2djaEQiEOHjyI/Px8dOnSBYsWLULr1q1ruVIiImoMdHV1OVp2A6cVAUkZN2/eBPDsEmBISAhKS0uxfft2TJw4ESdPnkSLFi1U2q9YLEZxcbE6S6VaVFpaKvmXPzeihonvc1KWWCxWeBaQBjfViLu7OxITE2FpaSmpLyoqCv3798exY8cwe/ZslfZbUVFRq3fnkXpV3UCQlpYm+SNKRA0L3+ekCtlZQV5ErVONlJeXK7q7WvX80AMAYGRkBHt7e2RnZ6u8Tz09PTg7O9e0NKojhoaGAIDWrVvz0ipRA6XJ93llZSVSUlJQUFAACwsLtG/fXjL1CNVft27dUrhtg5tq5PDhwwgPD8fZs2dhbGwMAHj8+DHu3LmDsWPHqrxfgUAg2R/Vf1V/OA0NDflzI2qgNPU+T0xMRGxsLHJyciTLrK2t4evry7vY6jllrnxp/VQjIpEIeXl5MDU1haGhIby9vbFx40YEBQVh3rx5KC0tRXh4OJo1a4bRo0drulwiItJiiYmJCAsLg7u7OwIDA+Hg4ICMjAzEx8cjLCyMt/o3IFp/PjArKwt9+vRBQkICAMDOzg5xcXEoLi7GhAkT4OPjA1NTU+zbtw8GBgYarpaIiLSVSCRCbGws3N3dERwcDBcXFxgZGcHFxQXBwcFwd3dHXFwcRCKRpkslNdC6u9jWr18v9dje3h6pqalSyzp27IiYmJi6LIuIiBq45ORk5OTkIDAwUK6/kY6ODsaMGYMlS5YgOTmZQwA0AFp/BomIiKgu5OfnAwAcHByqXe/o6CjVjrQbAxIREZECLC0tAQAZGRnVrk9PT5dqR9qNAYmIiEgBrq6usLa2Rnx8PCorK6XWVVZW4ujRo7CxsYGrq6uGKiR1YkAiIiJSgK6uLnx9fSEUChESEoKUlBSUlJQgJSUFISEhEAqF8PHx4ZxsDYTWddImIiLSFC8vLwQFBSEmJgZLliyRLLe2tuYt/g0MzyAREREpqT5OtUXqxTNIRERECqoaKLJHjx4YOXIk9PX1UV5ejj/++IMDRTYwDEhEREQKqBoosk2bNsjIyIBQKJSss7a2Rps2bRAXFwdPT0/2Q2oAGJCIiIgUUDVQZG5ubrVTjQiFQojFYg4U2UCwDxIREZECHj58CABwc3OrdqoRNzc3qXak3RiQiIiIFFBUVAQA6NmzZ7VTjbzxxhtS7Ui7MSAREREpwMzMDABw/vz5ageKvHDhglQ70m4MSERERApo3rw5AOCPP/6odqDIP/74Q6odaTd20iYiIlJA1VQjZmZmuHPnjtxAkc7Oznj06BGnGmkgGJCIiIgUUDXVyPPjIBkYGKCsrAyXL1/GpUuXEBQUxFv8GwgGJCIiIgVVTTUSGxsrNQ6SjY0NB4lsYBiQiIiIlODl5QVPT08kJycjPz8flpaWcHV15ZmjBoadtImIiIhk8AwSERGREhITExEbG4ucnBzJMmtra/j6+vISWwPCgERERKQgTlbbeDAgERERKaBqslonJyekp6dLddK2srKCk5MTJ6ttQBiQiIiIFFA1WW1OTg48PDywcOFCqclqL168KGnHyWq1HztpExERKaBqEtru3btXO1lt9+7dpdqRdmNAIiIiUgAnq21cGJCIiIgUwMlqGxf2QSIiInqB+/fv48mTJwCAsrIyAM8mq122bBkGDRoEW1tb3L9/H2fOnEFycrKk3T///AMTExPY2tpqrHaqGQYkIiKiahQVFcHPz0/ubBHwrCN2VSCStX37dgDPLrvFxcXxjJKWYkAiIiKqhpmZGaKjoyVnkADgypUr2LdvH9q3bw9bW1ucPXsWAwYMwP3795GSkoKpU6eiS5cuAAATExOGIy3GgERERPQCspfInJycYGtri9jYWFy/fh0AcPbsWU5W2wAxIBERESmharLa06dPY/v27fjoo4/w5ptvcnDIBoZ3sRERESlJV1cXzs7OAABnZ2eGowaIAYmIiIhIBgMSERERkQytC0g7d+7ElClTXtomPz8fgYGB8PDwgKenJ1avXo2SkpI6qpCIiIi0nVZ10j5w4AC2bNkCd3f3l7bz9/dHSUkJ4uLiUFRUhKVLl6K4uBihoaF1VCkRERFpM60ISNnZ2Vi5ciUuXLiAVq1avbTt5cuXkZSUhISEBDg5OQEA1qxZg5kzZyIgIAA2NjZ1UDERERFpM624xPb3339DT08PJ06cQNeuXV/aVigUwsrKShKOAMDT0xMCgQCXLl2q7VKJiIioAdCKM0gDBw7EwIEDFWqbnZ0NOzs7qWX6+vqwsLBAVlZWbZRHtSg3N1elmbEzMzOl/lWFmZkZrKysVN6eiIi0l1YEJGWUlJRAX19fbrmBgYFkokFViMViFBcX16Q0UtKDBw8QGLgQFRXlKu9j8+bNKm+rp6ePTZs2okWLFirvg4hqT2lpqeRfTfx91vTxSXlisRgCgUChtg0uIBkaGqK8XP4DtaysDMbGxirvt6KiQjKsPNWNrKwsVFSUQ9duAAT6FnV6bHF5ASqyzuLKlStyZySJqH6ouiqQlpYmCSuN6fikmupOolSnwQUkW1tbnD59WmpZeXk5CgoKYG1trfJ+9fT0JKOmUt0wNDQEAAj0LSAw1MxZnNatW6N169YaOTYRvVzV3whNvU81fXxS3q1btxRu2+ACkoeHBzZu3Ij09HQ4OjoCAJKSkgAAPXr0UHm/AoGgRmegSHlVf3w0XQN/7kT1U9XfCE29TzV9fFKeopfXAC25i+1lRCIRcnNzJac3u3btiu7du2PBggW4cuUKzp8/jxUrVmDkyJG8xZ+IiIgUovUBKSsrC3369EFCQgKAZ+kwKioK9vb2mDZtGubPnw9vb2+sWrVKs4USERGR1tC6S2zr16+Xemxvb4/U1FSpZc2bN8fWrVvrsiwiIiJqQLT+DBIRERGRujEgEREREclgQCIiIiKSwYBEREREJIMBiYiIiEgGAxIRERGRDAYkIiIiIhlaNw4SERE1LLm5uSgqKlJ6u8zMTKl/VWFmZgYrKyuVt6eGiwGJiIg0Jjc3F35z56KivFzlfWzevFnlbfX09RG9bRtDEslhQCIiIo0pKipCRXk5dO0GQKBvUafHFpcXoCLrLIqKihiQSA4DEhERaZxA3wICwxaaLoNIgp20iYiIiGQwIBERERHJYEAiIiIiksGARERERCSDAYmIiIhIBgMSERERkQwGJCIiIiIZDEhEREREMhiQiIiIiGQwIBERERHJYEAiIiIiksGARERERCSDAYmIiIhIBgMSERERkQwGJCIiIiIZDEhEREREMppougAibXX//n08efJEpW1NTExga2ur5oqIiEhdGJCIVFBUVAQ/Pz9UVlaqtL2Ojg7i4uJgZmam5sqIiEgdGJCIVGBmZobo6OgXnkHKzMzE5s2bsWDBAtjb28utNzExYTgiIqrHGJCIVKTIJTJ7e3s4OTnVQTVERKRO7KRNREREJIMBiYiIiEgGL7FRvScuK2gUxyQizcjMzKzRdqpub2ZmBisrK5W2pdqnFQGpsrISUVFROHLkCB49egQPDw+sWLECr7/+erXtT5w4gUWLFsktP3PmTLUdZql+E90/q+kSiKgBEj8thgBibN68uUb7UXV7A309RG2LZkiqp7QiIEVHR+PgwYNYv349bG1tsWHDBsycORMnT56Evr6+XPvU1FR4enoiPDxcanmzZs3qqmRSI13bARAYWNTpMcVlBQxmRA2dqBxiCPBBqwpYG4nr9NA5JQJ8defZkCEMSPVTvQ9I5eXliImJwcKFC9G/f38Az9J637598cMPP2DYsGFy29y4cQMuLi78pWsgBAYWEBi20HQZRNRAWRuJ0dK4bgMS1X/1vpN2SkoKnjx5Ai8vL8kyMzMzuLq64uLFi9Vuk5qayluriYiISGX1/gzS/fv3AQB2dnZSy62trSXrnldYWIjs7GwIhUIcPHgQ+fn56NKlCxYtWoTWrVurXIdYLEZxcbHK25PySktLNV0CSktLVfq5V9Wu6vZEjUV9eJ9rEv9G1C2xWAyBQKBQ23ofkEpKSgBArq+RgYEBCgsL5drfvHkTwLMXISQkBKWlpdi+fTsmTpyIkydPokUL1S7VVFRU4Pr16yptS6rJysrSdAlIS0tT6Q94Ve2qbk/UWNSH97km8W9E3auu73J16n1AMjQ0BPCsL1LV9wBQVlYGIyMjufbu7u5ITEyEpaWlJCVGRUWhf//+OHbsGGbPnq1SHXp6enB2dlZpW1LN8z9vTWndurVKZx6rald1e6LGoj68zzWJfyPq1q1btxRuW+8DUtWltZycHDg4OEiW5+TkwMXFpdptZO9WMzIygr29PbKzs1WuQyAQwNjYWOXtSXn14Q+noaGhSj/3qtpV3Z6osah6r2hkvLOKR3V+TFn8G1G3FL28BmhBQGrfvj2aNm2KCxcuSAJSUVERkpOTMXnyZLn2hw8fRnh4OM6ePSv5pXv8+DHu3LmDsWPH1mntRESkGA6rQfVNvQ9I+vr6mDx5MjZu3IhmzZqhZcuW2LBhA2xtbTF48GCIRCLk5eXB1NQUhoaG8Pb2xsaNGxEUFIR58+ahtLQU4eHhaNasGUaPHq3pp0NERNXQxHhnlY//ReVDYZ0ek7RHvQ9IAODv74+nT59i2bJlKC0thYeHB/bu3Qs9PT1kZmZi0KBBCAkJwejRo2FnZ4e4uDhs2rQJEyZMgFgsRu/evbFv3z4YGBho+qkQEVE1NDHemYBTCtFLaEVA0tXVxaJFi6qdPsTe3h6pqalSyzp27IiYmJi6Ko+IiIgamHo/UCQRERFRXWNAIiIiIpLBgEREREQkgwGJiIiISAYDEhEREZEMBiQiIiIiGQxIRERERDIYkIiIiIhkaMVAkURERLUlp0TxCUy1+ZikHAYkIiJq1L66o6fpEqgeYkAiIqJG7YNWFbA2EtfpMXNKBAxm9RwDEtFLZGZm1mg7Vbc3MzODlZWVStsSkXKsjcRoaVy3AYnqPwYkomqInxZDADE2b95co/2our2Bvh6itkUzJBERaQgDElF1ROUQQ6DBU+9AUVERAxIRkYYwIFG9Jy4vqPtjPn0EgKfeieqKJt/nRNVhQKJ6y8zMDHr6+qjIOqvpUoiolvB9TvUVAxLVW1ZWVojetg1FRUVKb5uZmYnNmzdjwYIFsLe3V3l7IqpdfJ9TfcWARPWalZVVjfrh2Nvbw8nJSY0VEZG68X1O9REDEtFLcIRdIqLGiQGJ6CU4kBsRUePEgET0Ehxhl4iocWJAInoJ3uZPRNQ4MSAREVGjxr6GVB0GJCIiapTMzMxgoK+Hr+5o5vgG+nowMzPTzMHplRiQiIioUbKyskLUtmiVxmACaj4OEyelrt8YkIiIqNGq6RhMAMdhaqh0NF0AERERUX3DgEREREQkgwGJiIiISAYDEhEREZEMBiQiIiIiGQxIRERERDIYkIiIiIhkaEVAqqysxNatW9G3b19069YNs2bNwr///vvC9vn5+QgMDISHhwc8PT2xevVqlJSU1GHFREREpM20YqDI6OhoHDx4EOvXr4etrS02bNiAmTNn4uTJk9DX15dr7+/vj5KSEsTFxaGoqAhLly5FcXExQkNDNVA9aTPO0URE1DjV+4BUXl6OmJgYLFy4EP379wcAbN68GX379sUPP/yAYcOGSbW/fPkykpKSkJCQIBnZdM2aNZg5cyYCAgJgY2NT10+BtBDnaCIiatzqfUBKSUnBkydP4OXlJVlmZmYGV1dXXLx4US4gCYVCWFlZSQ377unpCYFAgEuXLmHIkCF1VjtpL87RRETUuNX7gHT//n0AgJ2dndRya2trybrnZWdny7XV19eHhYUFsrKyVK5DLBajuLhY5e2pbpWWlkr+VfXnZmJiAhMTkxodv0WLFnK/j4ri7xvRy6njfa7NxyflicViCASKdWOo9wGpqnO1bF8jAwMDFBYWVtu+un5JBgYGKCsrU7mOiooKXL9+XeXtqW5VheG0tDTJH7HGdHyixkDT7zNNH59UU11GqE69D0iGhoYAnvVFqvoeAMrKymBkZFRt+/LycrnlZWVlMDY2VrkOPT09ODs7q7w9qV92dvYL/9dW9QbQ19eX+r15nrGxca31Sas6ZuvWrdG6detaOQZRY6fp95mmj0/Ku3XrlsJt631Aqro8kZOTAwcHB8nynJwcuLi4yLW3tbXF6dOnpZaVl5ejoKAA1tbWKtchEAhqFLBIvYqKihAYGIjKysqXtouOjn7hOh0dHcTFxdVKZ+iqP5yGhob8vSGqJZp+n2n6+KQ8RS+vAVoQkNq3b4+mTZviwoULkoBUVFSE5ORkTJ48Wa69h4cHNm7ciPT0dDg6OgIAkpKSAAA9evSou8KpVpmZmSE6OhpPnjxReR8mJia8U4yIiKpV7wOSvr4+Jk+ejI0bN6JZs2Zo2bIlNmzYAFtbWwwePBgikQh5eXkwNTWFoaEhunbtiu7du2PBggVYtWoViouLsWLFCowcOZK3+Dcwtra2mi6BiBq4+/fvv/A/YpmZmVL/yjIxMeHfKS1W7wMS8Gzgx6dPn2LZsmUoLS2Fh4cH9u7dCz09PWRmZmLQoEEICQnB6NGjIRAIEBUVhdWrV2PatGkwMDDAO++8g+DgYE0/DSIi0iJFRUXw8/N75aX8zZs3V7u8Ni/jU+3TioCkq6uLRYsWYdGiRXLr7O3tkZqaKrWsefPm2Lp1a12VR0REDVBNL+XzMr5204qAREREpAm8RNZ4MSARqYh9E4jqxovea696nwF8r5HqBGKxWKzpIuq7q1evAgA6d+6s4UqovigqKoKPj88r+ya8CPsmECmG7zVSJ2U+z3kGiUgF7JtAVDf4XiNNYUAiUhFP2xPVDb7XSBN0NF0AERERUX3DgEREREQkgwGJiIiISAYDEhEREZEMBiQiIiIiGQxIRERERDIYkIiIiIhkMCARERERyWBAIiIiIpLBgEREREQkgwGJiIiISAYDEhEREZEMBiQiIiIiGQxIRERERDIYkIiIiIhkMCARERERyWBAIiIiIpLBgEREREQkgwGJiIiISAYDEhEREZEMBiQiIiIiGQxIRERERDIYkIiIiIhkMCARERERyWBAIiIiIpLBgEREREQkgwGJiIiISAYDEhEREZGMJpou4FXKysqwfv16fP/99ygtLcXAgQOxdOlSNGvW7IXbbN++HVu2bJFbnpqaWouVEhERUUNR7wPSqlWrIBQKERkZCX19faxcuRL+/v7Yv3//C7dJTU3FiBEjsGjRojqslIiIiBqKeh2QsrOzcfz4cezYsQPu7u4AgPDwcLzzzju4fPky3Nzcqt3uxo0b+OCDD2BlZVWX5RIREVEDUa/7IF26dAkA0LNnT8my1q1bw8bGBhcvXqx2m/Lycty5cwdt2rSpkxqJiIio4an3Z5AsLS1hYGAgtdza2hr379+vdptbt25BJBLh1KlTWLduHcrKyuDh4YFFixbB2tpapToqKiogFotx5coVlbYnIiIizauoqIBAIFCorUYDUmZmJgYNGvTC9fPmzYO+vr7ccgMDA5SVlVW7zY0bNwAARkZGiIiIwMOHDxEeHo6pU6fi+PHjMDQ0VLrOqhdT0ReViIiI6h+BQKAdAcnGxgYJCQkvXH/u3DmUl5fLLS8rK4ORkVG124wcORLe3t5Sd7m1bdsW3t7e+OmnnzBkyBCl63xRXyciIiJqmDQakPT09ODk5PTC9ampqSgoKEB5ebnUmaScnBzY2Ni8cDvZIQCsra1hYWHxwstyRERERM+r1520e/TogcrKSklnbQBIS0tDdnY2PDw8qt1m8+bNePvttyEWiyXLMjMzkZ+fD2dn51qvmYiIiLRfvQ5INjY2GDp0KJYtW4YLFy7gypUrCAgIgKenJ7p16wbg2V1rubm5kktxb731Fu7evYtVq1YhLS0NFy9exCeffILu3bujb9++Gnw2REREpC0E4udPtdRDxcXF+Oyzz3Dq1CkAgLe3N5YtWwZLS0sAwIULFzB16lTs27cPb7zxBgAgMTERERERSE1Nhb6+PgYNGoTFixfD3NxcY8+DiIiItEe9D0hEREREda1eX2IjIiIi0gQGJCIiIiIZDEhEREREMhiQiIiIiGQwIBERERHJYEAiIiIikqHRqUaI1GnJkiX4+uuvX9omNTUV3333HSIjI5GZmYk2bdpg8eLF8PLyeuE2U6ZMQVJS0gvXt2zZEj/99JPUsm+//Rbh4eFyy4moZhR5n1+/fh0xMTE4cuQIsrOz0bJlS/j4+OD9999/4TYDBw7E3bt3X7je09MTX3zxhdSytLQ0jB49GsuXL8fo0aOVeyJU73EcJGowHj16hNLSUsnjPn364NNPP5WaoPiff/7BzJkzERQUhN69eyM+Ph779+/H8ePHXzgvYEFBASoqKgAAWVlZeP/99xEZGSmZxFhXV1dq/r/Tp08jICAALVq0YEAiUjNF3ufx8fGIiYnB6tWr0alTJyQmJmLNmjVYt24dRo4cWe1+8/LyIBKJAACXL1/GJ598giNHjsDOzg7As7lDLSwsJO0rKiowfvx4XLt2DSEhIQxIDRDPIFGDYWpqClNTU7llVlZWksdLlizBm2++ialTpwIAFi9ejMuXL+Pzzz/HmjVrqt3v838Uy8rKAADm5uZS+wWAx48fY+3atfj222/h5OSER48eqeNpEdFzFHmfHzp0CNOnT5eEJgcHB/z11184cuTICwPS8//JqZp1oVmzZnLv8yqRkZFo2rRpTZ4K1XPsg0SNRmVlJf744w+5y2lvvPEGLl68WOP9Z2ZmIisrC0eOHMGbb75Z4/0RkfIqKysRGhqKUaNGSS3X0dFBUVGRWo5x8eJFHD58GOvXr1fL/qh+YkCiRqOoqAjFxcWwtbWVWm5tbY379+/XeP/t27fH559/jg4dOtR4X0SkGh0dHXh5eUm9z+/du4f//ve/6NOnT433X1RUhKCgICxbtkxy+Y0aJgYkajSq+i3o6+tLLTcwMJBcOiOihuXBgweYNWsWmjdvjo8++qjG+1u1ahXc3Nzw3nvvqaE6qs/YB4kaDQMDAwBAeXm51PKysjIYGRkBAGbOnIlLly5J1q1evRrDhw+vuyKJSG1u376N2bNnQyQSYd++fTAzMwMADB06FPfu3ZO02717N9zd3V+5v+PHj0MoFOLkyZO1VjPVHwxI1GhYWFjA2NgYOTk5UstzcnJgY2MDAFi3bp3UHTLNmzev0xqJSD0uXbqEjz76CDY2NtizZ4/kPQ4Au3btwtOnTyWPn1/3MkePHsXDhw/Rv39/qeUrV65EQkIC9uzZo5baqX5gQKJGQyAQoHv37khKSpIaD+XChQuS/z0q+oeSiOqvK1euYObMmXB1dcX27dslZ46qtGzZUqX9bty4Ueo/UAAwePBg+Pv780xzA8SARI2Kr68vZs+eDVdXV3h7e+Po0aO4fv061q1bp+nSiEgNnj59ioULF6J58+ZYv349ysrKkJubC0B+zDJlveg/UM2bN+d/rhogBiRqVPr06YPPPvsM0dHR2Lx5M5ydnbFjx44XDhJJRNrlypUrSE9PBwC54TaqG/We6EU4kjYRERGRDN7mT0RERCSDAYmIiIhIBgMSERERkQwGJCIiIiIZDEhEREREMhiQiIiIiGQwIBERERHJYEAiIpVwCLX6hT8PIvViQCJq4KZMmQIXFxepr06dOqF///5YvXo1CgsLldrf/fv3MXv2bNy9e1eybODAgViyZEmNa42MjISLi0uN9yPrwoULcHFxwYULF9S2z8zMTLi4uODYsWPVrq/udZf9etlrVlxcjMjISAwZMgRdunRBjx49MH78eBw5ckQqDBUVFSEoKAhCoVBtz42IONUIUaPg6uqKlStXSh5XVFTg77//Rnh4OK5fv45Dhw5BIBAotK///e9/OHfuXG2VWis6duyIw4cPw9nZuc6OuXLlSjx+/FjyePXq1ZLlVV40L5hYLMacOXNw+/ZtzJ49G23btkVZWRl+++03LF++HDdv3sSnn34KALh+/Tq++eYbjBkzphafDVHjw4BE1Ag0bdoU3bp1k1rm4eGBJ0+eYOvWrfjrr7/k1jck1T3/2iYbxpo2bQoACtVx6dIlXLhwATExMejdu7dkef/+/aGjo4P9+/dj1qxZsLKyUmvNRPR/eImNqBHr1KkTAODevXsAAJFIhF27dmHYsGHo0qULunXrhvHjx+P8+fMAgGPHjiE4OBgAMGjQIKlLRBUVFQgLC0Pv3r3RrVs3TJ8+XTJpaJXff/8dEydORI8ePfDGG28gMDAQWVlZL60xISEBo0ePhpubG3r37o0VK1bIXRb8+eefMXr0aHTp0gVvv/02vv32W7z11luIjIwEUP0ltj///BPTp09H9+7d0bNnTwQEBCA7O1uyPiUlBR9//DF69uyJjh07om/fvli7di1KS0uVeo1VUTX7fGVlpdy6iRMnYsGCBRAIBLhw4QKmTp0KAJg6dSqmTJkC4NU/xyqvet0AoKCgACtWrECvXr3QuXNnfPDBB0hMTKytp05UbzAgETViaWlpAIDXX38dALBx40ZER0dj3Lhx2LNnD/7zn/+goKAA8+bNQ0lJCfr374+PPvoIABAVFQU/Pz/JvhISEnDz5k2sX78eK1euxLVr17BgwQLJ+uPHj2P69Omws7NDeHg4goODcfnyZYwbNw4PHz6str7o6GgEBASgW7du2Lp1K+bOnYtTp05hypQpkqBy/vx5+Pn5wc7ODpGRkZg0aRJWrlz50uCVnJyMyZMno6ysDGFhYVi9ejWuXbuGGTNm4OnTp8jJycGkSZNQUlKC9evXY/fu3Rg6dCi++OIL7Nu3r2YvugI8PT1hbGyMgIAAbNiwARcuXJA831atWmHWrFlo0aIFOnbsiBUrVgAAVqxYIbl896qfI6DY61ZWVoZp06bhzJkzWLBgAaKiomBra4uZM2cyJFGDx0tsRI2AWCzG06dPJY8LCwuRlJSE7du3w83NTXImKScnBwsWLJCciQAAAwMDfPLJJ0hNTUW3bt3g4OAAAOjQoQPs7e0l7WxsbBAdHQ09PT0AQHp6OrZv347Hjx/D2NgYGzduRJ8+fbBp0ybJNt27d8eQIUOwd+9eBAUFSdVcWFiI7du344MPPpCEAABo164dJk2ahKNHj2LSpEmIjIxE27ZtERUVJelH1bx5cwQEBLzw9dixYwcsLCwQExMDAwMDAIC1tTUCAwNx8+ZNPHz4EB06dEBERITk0livXr3w+++/48KFC5g9e7YSr77ymjdvjt27d2PJkiXYs2cP9uzZAz09PXTr1g3Dhw/HmDFjoKuri6ZNm0ou5Tk7O0u+V+TnqMjr9s033yAlJQVfffUVunbtCgDw9vbGlClTsHHjRhw9erRWXwciTWJAImoELl68iI4dO0ot09HRQa9evbBmzRrJB2RVeMnLy8Pt27eRnp6Os2fPAgDKy8tfeowuXbpIwhEASXgqKipCdnY2cnNzERgYKLWNg4MD3NzckJSUJLe/P//8E+Xl5Rg2bJjUcnd3d7Rs2RJJSUl4//33cfnyZcydO1eqk/k777wjF7ied+nSJfTr108SjgDAzc0NP/30k+Rxnz59UFFRgVu3biE9PR03btxAXl4eLCwsXvo6qIu7uzt++OEHXLp0Cb/99huSkpLw559/4uLFizh+/DhiYmJgaGhY7bav+jmWl5cr9LolJibCysoKHTt2lArYAwYMQFhYGAoLC2Fubl4bT59I4xiQiBqBjh07Su6iEggEMDAwgJ2dneTsSJWrV69i9erVuHr1KoyMjODs7IzXXnsNwKvH2TE2NpZ6rKPz7Ap+ZWUlCgoKAAAtWrSQ265FixZITk6WW17Vz+hF2zx69AgFBQUQiURo3ry51HpdXd2XBpmCggK5bZ5XWVmJ8PBwHDhwAMXFxbCzs0OXLl2kAlVd0NHRgYeHBzw8PAA8e002b96MQ4cOIT4+HpMnT652u1f9HBV93QoKCpCbmysXrqvk5uYyIFGDxYBE1AiYmJigc+fOL23z+PFjzJw5Ey4uLvjvf/+LNm3aQEdHB+fOncOpU6dqdPyqD90HDx7IrcvNzYWlpaXc8qoP3gcPHqBNmzZy27z++uto3rw59PT05Pb7fCirjqmpKfLy8uSWnzt3Dh06dMCxY8cQFxeH1atXY/DgwTA1NQUAjB079qXPU13mz5+PgoICxMXFSS03NzfHihUrkJCQgFu3blW7rSI/R0VfN1NTU7Rq1QobN26s9ljPX2IlamjYSZuIAAC3b99GQUEBpk6dCmdnZ8kZoF9++QXA/91RVbVcGa1bt4aVlRW+/fZbqeX//vsv/vzzT3Tv3l1um65du0JfX19uG6FQiHv37qF79+7Q1dVF9+7dcebMGak2P/30k9QlIVnu7u74/fffpS4bJicnY/bs2fj7779x6dIlODs7Y8yYMZJwlJ2djRs3blR7Z5m6OTo64vz58/jzzz/l1uXk5KC4uBjt2rUD8Oysz/MU+Tkq+rp5enoiKysLzZs3R+fOnSVfv//+O/bs2SN3bKKGhGeQiAjAsxDTtGlT7NixA02aNEGTJk1w6tQpxMfHA4Dk7iczMzMAwI8//ghvb284OTm9ct86OjoICAhAcHAwAgMDMXz4cOTn5yMqKgrm5ubw9fWV28bCwgKzZ8/Gtm3boKenhwEDBiAzMxMRERFwdnbGqFGjAAD+/v6YMmUK/P39MXbsWNy7dw8REREA8MLBL/38/DBu3Dh8+OGHmDp1KkpLS7FlyxZ06dIFvXv3xrVr1xAdHY1du3ahW7duSE9Px86dO1FeXi55HWrT9OnTcfr0afj6+mLixIl44403YGRkhBs3biAmJgZt27bF6NGjAUAS4H7++WeYm5sr/HNU5HUbPXo09u/fD19fX8yZMwd2dnb43//+h927d2Py5MlSfc6IGhoGJCIC8OyDNjo6GmFhYZg3bx5MTEzQoUMHyaCEQqEQAwcOxBtvvIFevXph06ZNSExMxK5duxTa/+jRo2FiYoKdO3di7ty5aNq0Kfr27YuAgIAXDnj4ySefoEWLFti/fz8OHz4MCwsLvPPOO5g/f76kz5O7uzsiIyMREREBPz8/tGzZEsuXL8eCBQtgYmJS7X5dXV3xxRdfYNOmTZg/fz6aNm2Kfv36YeHChdDX18eHH36I/Px87Nu3D9u2bYOdnR1GjBgBgUCAnTt3oqioSLUXWUHm5uY4fPgwdu/ejZ9++gmHDh1CRUUFWrZsiWHDhmH27NmSDtpt27bFsGHDcODAAfz666/49ttvFfo5KvK6GRsb48CBA9i0aRM2bNiAR48eoWXLlggMDMT06dNr9TUg0jSBmDMcEpEWO3PmDGxtbaU6Et+8eRPDhg1DdHQ0Bg0apMHq6i++bkQvxzNIRKTVfvvtNyQkJGDhwoVo3bo1srOzsX37drRp0wZ9+vTRdHn1Fl83opfjGSQi0mqlpaWIiIjAqVOnkJOTAwsLC/Tt2xeBgYHVDhFAz/B1I3o5BiQiIiIiGbzNn4iIiEgGAxIRERGRDAYkIiIiIhkMSEREREQyGJCIiIiIZDAgEREREclgQCIiIiKSwYBEREREJIMBiYiIiEjG/wMvmFxKpjieLAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_cancer_stage_plots(pre_index=-9, post_index=-4, receptor=\"ERRB2\", set_y_ticks=True, start=-0.5, end=5.5, step=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ERBB3 Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for ERRB3\n",
      "T0-T1 Pre Response  135\n",
      "T0-T1 Post Response  10\n",
      "T2-T4 Pre Response  164\n",
      "T2-T4 Post Response  122\n",
      "T0-T1\n",
      "T-statistic: 0.4419609121707422\n",
      "P-value: 0.1891110537004898\n",
      "T2-T4\n",
      "T-statistic: 2.2257185036775464\n",
      "P-value: 6.134147364887975e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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q3ry5Pv74Y/Xt21fjx4839UlISNCMGTPUrFkzPfHEE3rxxRe1detWs+O0bNlSc+fO1fTp09WoUSPVrFlTAwYM0N9//23W79tvv1X79u1Vs2ZNdejQQcePH8+15/+wICChQEpOTtahQ4f0448/6tChQ0pOTrZ2SQCg/fv3q2/fvnJ0dNScOXP0zjvvaN++ferdu7fi4+MlSX/99Zf69u0rSQoMDNRbb72lRYsW6cCBA6bjGI1GDR06VGvWrFG/fv20YMEC1alTRyNGjNCmTZvMxlyxYoVOnz6tgIAAffDBBzp8+LDGjRtn2r5z504NGzZMPj4+mj9/vp5//nmNGTMm11+Lgs7q92IDMis8PFzLly83XTFVunvT4n79+snPz8+KlQEo7GbPnq2KFStq4cKFpgsV1qpVSy+88II2bNigHj16aOHChXJ2dtaSJUtUtGhRSVKlSpXUrVs303F++eUX/fTTTwoKClLbtm0lSU2aNFFcXJxmzZqldu3aqUiRu7/CXVxcFBoaahrvn3/+0bx583Tt2jWVKFFC8+fPV82aNTVz5kzTcVJrxb1xBgkFSnh4uGbMmKHy5ctr+vTpWr16taZPn67y5ctrxowZCg8Pt3aJAAqpuLg4/f7772rWrJmMRqPu3LmjO3fu6NFHH1XlypX1888/S5L27Nmjpk2bmsKRJNWpU0dly5Y1PQ4PD5fBYFCzZs1Mx7lz545atmyp6Oho/fnnn6a+NWrUMLtqtJeXl6me+Ph4HTlyRC1atDCr9fnnn8+V1+BhwhkkFBjJyclavny56tWrJ39/f9nY3M33Pj4+8vf3V0BAgMLCwtSgQYMH3tEZAHJabGysUlJStHjxYi1evDjNdgcHB0nS1atX0739SqlSpUz/jomJkdFoVN26ddMdKyoqStWqVZMks6AlyfSzMSUlRdevX5fRaFSJEiXM+nh6embimRVOBCQUGEePHlVUVJRGjRpl+gGQysbGRp06ddL48eN19OhR7q0HIM8VK1ZMBoNBffv21QsvvJBme2qQ8fLy0uXLl9Nsv3LliipVqiRJcnZ2lpOTk1asWJHuWOXLl89QTW5ubrKxsUkzXkxMTIb2L8yYYkOBce3aNUlSuXLl0t2e+gMjtR8A5KXixYvL19dXp0+fVo0aNUx/HnvsMc2bN0979+6VJNWvX18//fSTEhISTPsePXpUkZGRpscNGjTQ7du3ZTQazY518uRJzZ8/X3fu3MlQTQ4ODqpTp46+/fZb/ffe9Dt37syhZ/3w4gwSCozUU8T//POPfHx80mw/e/asWT8AyA0XL15UWFhYmvbHH39cI0eO1ODBgzVq1Ci1b99eycnJWrZsmX7//XcNGTJEkvT6669r69atGjhwoPr376/Y2FgFBwfLxsbGdC+xZs2aqX79+hoyZIiGDBmiypUr648//tDcuXPVpEkTlSxZMsP1jhw5Un369NGbb76prl276syZM/roo49y5LV4mBGQUGD4+vrK09NT69evN1uDJN2da9+wYYNKly4tX19fK1YJ4GH3zz//KCAgIE17586dNXXqVC1dulQhISEaNmyY7OzsVL16dS1fvly1a9eWdPds99KlSzVjxgwNGzZM7u7ueu2117RgwQIVK1ZM0t1lA4sWLVJwcLAWLlyoK1euqHTp0urXr5+GDh2aqXrr1aunxYsXKzAwUG+++aa8vb314Ycf6vXXX8/2a/EwMxj/e86tEDp06JAksWalgEj9FFu9evXUqVMnlS9fXmfPntWGDRsUERGhsWPH8lF/IB+Ij4/XmTNnVLFiRTk6Olq7nHwlPDxcdnZ2qlevnqktNjZWjRo10tixY9W7d28rVlewPej7LjO/8zmDhALFz89PY8eO1fLly82uOFu6dGnCEYAC4ciRI5o7d65Gjhyp6tWrKyYmRsuXL5ezs7PatWtn7fLw/xGQUOD4+fmpQYMGOnr0qOlCaL6+vny0H0CB0L9/fyUmJmr16tW6cOGCnJyc1KBBAwUEBGRqbRFyFwEJBZKtrS3TogAKJBsbG9Pia+RffMwfAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAh/zBwDkqejoaMXGxlplbBcXF3l4eFhlbBQsBCQAQJ6Jjo7WkKFDlZSYaJXx7eztFTp/fqZCUsuWLXXu3DnTY4PBICcnJ/n6+urtt99W/fr1c6w+y7EsNWjQQJ988kmOjfdfRqNRmzZtUtOmTeXu7p4rY2TE7du39fnnn6tHjx5Wq0EiIAEA8lBsbKySEhNlW6aFDPZueTq2MTFGSRe+V2xsbKbPIvXv31/9+/e/exyjUTExMQoMDNTAgQP19ddf65FHHsmRGtevX6/k5GRJ0sGDB/XWW29p3bp1KlOmjCTJzs4uR8ZJz/79+zV+/Hjt2LEj18bIiGXLlmnjxo0EJABA4WOwd5PBsZS1y8gwJycns1Dl6empyZMnq2nTpvruu+/Up0+fHBnnv7cacXV1NbXlxbRgfrl3fX6pg0XaAABkQZEid88x2NvbS7o7PTZ9+nS1bdtWTz31lPbt2yej0ajFixerVatWqlWrll566SV9+eWX2Rp3/PjxGjZsmPr376+6detq8eLFkqTvv/9eHTt2VM2aNfXMM89ozpw5SvzPVObJkyf12muvqX79+nriiSfUqlUrLVu2TJK0d+9e9e7dW5LUqlUrbdy4URs3btQzzzyjNWvWqHnz5qpVq5aGDRumS5cuafTo0apTp46aNm2q9evXm8Z40PPdu3evfH19tWvXLrVr105PPPGE2rRpo+3bt0uS5s2bp5CQEJ07d04+Pj6KjIzM1muVHQQkAAAy6dKlS5oyZYqcnJzUrFkzU/vKlSv17rvvasmSJapdu7aCgoK0evVqTZgwQZs3b1bv3r01adIkffrpp9kaf9u2bWrUqJE2bNigdu3a6ccff9Tw4cPVpUsXbdmyRRMnTtTXX3+tMWPGSJLi4uLUv39/ubm5ac2aNdqyZYvatGmj6dOn69ixY6pTp47mzZsnSVq3bp3atm0rSTp//ry++eYbLVq0SHPnztWOHTv04osvqnr16tqwYYOaNm2qSZMm6dq1a5KUoeebnJysmTNn6n//+5+2bNmixx9/XOPGjdOtW7dMU5leXl7avXu3aWrRGphiAwDgARYuXGg623Lnzh0lJiaqcuXKmjNnjtn6o2bNmqlRo0aS7i42DgsLU2BgoJo3by5JKleunM6dO6elS5dma42Nq6urBg4caHo8atQodenSRd26dTONM3nyZPXp00eRkZFycnJS79691aNHDxUrVkySNGzYMC1ZskQnTpxQtWrVzKb0HB0dTc91woQJqly5sh5//HFVrVpVdnZ26tevnySpX79+Wrdunf7++285ODhk+PkOHz5cfn5+kqQhQ4Zo27ZtOnnypOrUqSMnJyfZ2tpa/dOGBCQAAB6gW7du6tWrlyTJxsZGbm5ucnZ2TtOvfPnypn+fOnVKCQkJGjVqlGxs/m/CJjVgxcfHm4JIZv13HEk6evSo/vjjjzTTXZL0119/qVmzZurevbu2bNmio0eP6p9//tHx48clSSkpKfcdq1y5cqZ/Ozk5mZ3VcXBwkCQlJiZm6PmmqlSpkunfxYsXlyQlJSVl7MnnEQISAAAP4OrqmiaUpOe/gSc1oMyZM8csEKRKXbuUFZbBKiUlRQMHDlSHDh3S9PXw8FB0dLS6du2qkiVLqmXLlnr66adVo0YNs+nBe7H85Nx/w89/Zeb5pvfc88vi7FSsQQIAIBdUqlRJRYoU0fnz51W+fHnTn127dmnp0qX3DBpZ8dhjj+nMmTNm41y8eFEzZszQrVu3tGXLFsXExGj16tUaMmSInnnmGV2/fl3S/wUTg8GQrRpy6vlmt46cQkACACAXODs7q1u3bgoODtYXX3yhf//9V+vXr9fMmTPl6emZo2MNGjRI27ZtU0hIiM6cOaPw8HD5+/vrxo0b8vDwkJeXl+Li4vTNN9/o/Pnz2r17t0aOHClJpk+6OTk5SZKOHz+uW7duZbqGnHq+Tk5Oun79us6cOWPVaTem2AAAec6YGFMoxvT391eJEiUUHBysqKgolSlTRsOGDTNbYJ0T2rRpo6CgIC1cuFAfffSR3Nzc1LJlS40ePdq0/ciRI5o2bZpu3rypsmXL6pVXXtGOHTt06NAhvfrqq3r88cfVrFkzDR8+XCNHjpSbm5tVnu+zzz6rzz77TO3bt9fKlStVq1atTNeREwzG/Dbpl8cOHTokSapRo4aVKwGAh0d8fLzOnDmjihUrmq2XKYi3GkHBca/vu1SZ+Z3PGSQAQJ7x8PBQ6Pz53KwW+R4BCQCQpzw8PAgpyPdYpA0AAGCBgAQAAGCBgAQAAGCBgAQAAGCBgAQAAGCBgAQAAGCBgAQAAGCB6yABAPJUdHR0gbpQZMuWLXXu3DnTY4PBICcnJ/n6+urtt99W/fr1c6S2pKQkffrpp+rbt2+abZGRkWrVqtV993/zzTf11ltv5Ugtlm7fvq3PP/9cPXr0yJXjZ9T58+d18OBBvfDCC7k+FgEJAJBnoqOj9ebQIUpItM5NSB3s7RQyPzTTIal///7q37+/JMloNComJkaBgYEaOHCgvv76az3yyCPZrm3Lli0KCAhINyCVKVNGu3fvNj1etmyZtm7dqvXr15vaUm82mxuWLVumjRs3Wj0gjRs3TmXLliUgAQAeLrGxsUpITFKXCknyLJq3twKNijPos7/v1pDZgOTk5GS2j6enpyZPnqymTZvqu+++U58+fbJd3/1ujWpra2s2vpOTU5q23FQYb9tKQAIA5DnPokaVdSrYv3SLFLn7K9Te3l7S3RulfvTRR9q8ebOioqJUqVIlDRkyRM8995wkKTk5WYGBgdqyZYuuXLkib29v9enTR6+++qo2btwof39/SZKPj49WrFihp556KtM1tWzZUs8995x27dqlK1euaN68eapfv76WLFmiNWvW6PLly6pQoYIGDBig9u3bm/bbvn27Fi5cqD///FPJycl67LHHNGLECDVp0kTz5s1TSEiIqbYdO3YoJCREKSkpcnFx0aZNm2RjY6OePXvqhRde0IQJE3T48GGVL19eH3zwgWrVqiVJunHjhmbMmKHvvvtOSUlJql69usaMGWO6cey8efN04MABNWrUSCtXrtS1a9dUq1YtTZ48WZUrV1avXr20b98+SdK+ffu0c+fOrHzZMoxF2gAAZNKlS5c0ZcoUOTk5qVmzZpKkkSNHatOmTZowYYK+/PJLtW7dWm+//ba2b98uSVq1apW++eYbBQUFadu2berZs6cmTZqkiIgItW3bVu+8844kaffu3apTp06Wa1u5cqXeffddLVmyRLVr11ZQUJBWr16tCRMmaPPmzerdu7cmTZqkTz/9VJJ0+PBhvfXWW3rhhRe0efNmffbZZypZsqTGjh2rxMRE0/Sil5eXdu/erTJlykiStm7dKltbW23cuFF9+/bV/Pnz9frrr2vAgAFat26dHBwcNHnyZEl3z0ANGjRI//77rxYuXKjPPvtMtWvX1quvvqqjR4+aao+IiNCBAwe0aNEirVq1SleuXDEdY968eapTp46ef/55s6nF3MIZJAAAHmDhwoVatmyZJOnOnTtKTExU5cqVNWfOHD3yyCP666+/tGPHDn300Udq3ry5JOmtt97S8ePH9dFHH6l169b6559/5OTkJG9vb3l6eqpnz56qVKmSKlasKEdHRzk7O0tStqfNmjVrpkaNGkm6u7g6LCxMgYGBprrKlSunc+fOaenSperRo4dsbW01YcIEde/e3XSM3r17a9CgQbpy5YrKlCmT7pSem5ubxo0bJxsbG/Xt21fBwcFq27ataTF5x44d9eGHH0qS9uzZo99++0179uyRm5ubpLuB8tdff9WKFSs0bdo002s7Y8YMubq6SpK6deummTNnmsazs7OTo6OjSpYsma3XKCMISAAAPEC3bt3Uq1cvSZKNjY3c3NxMgUaSTpw4IUl68sknzfarX7++AgMDJUk9evTQ9u3b1axZM1WrVk2NGzfWCy+8IHd39xyttXz58qZ/nzp1SgkJCRo1apRsbP5v0ig15MXHx6tatWpydXXVokWLdPr0aZ09e1bHjx+XdHda8F68vb1Nx0xdIP7oo4+atjs6Oiop6e5i/CNHjshoNKpFixZmx0hMTFRCQoLpcalSpUzhSJKcnZ1Nx8hrBCQAAB7A1dXVLHhklNFoNK1VqlChgr799lvt27dPP//8s3744QctXrxYAQEB6tChQ47V6ujoaDa+JM2ZM0eVKlVK09fe3l779u3TgAED1Lx5cz355JN68cUXFRcXp6FDh953HDs7uzRt/w1h/5WSkqLixYtr48aN6daQ3r+tjTVIAABkk4+PjyTpwIEDZu0RERGqUqWKJGnFihX69ttv1bhxY40dO1abN2+Wn5+ftm7dKunu9ZVyWqVKlVSkSBGdP39e5cuXN/3ZtWuXli5dKhsbGy1btkxPPfWU5s2bp759+6px48a6cOGCpP8LWNmt7fHHH9fNmzeVlJRkVsfixYu1Y8eObD/P3EBAAgAgmypXrqwWLVpo8uTJ+uGHH3TmzBmFhIRox44dpusnXb16VVOmTNGOHTt07tw5/fTTTzp27JhpQXbqNNXhw4cVHx+fI3U5OzurW7duCg4O1hdffKF///1X69ev18yZM+Xp6Snp7jWWTpw4oYiICEVGRmrDhg0KDg6WdHcKLLW269ev68yZM1ma8mrSpImqVaumESNGaM+ePTp79qwCAgK0ceNGVa5cOcPHKVasmM6dO6eLFy9muobMYooNAJDnouJy/myJtccMDAxUYGCg/ve//yk2NlaPP/645s2bp2eeeUbS3StdJyUl6YMPPlB0dLQ8PDz06quv6rXXXpMkNWzYULVq1TItTH7++edzpC5/f3+VKFFCwcHBioqKUpkyZTRs2DANHDhQkjRs2DBdvnxZr7/+uiSpSpUq+vDDDzVmzBgdOnRIlStX1rPPPqvPPvtM7du318qVKzNdg62trZYtW6aZM2dq+PDhiouLU+XKlRUSEiI/P78MH6dbt24aN26c2rdvr/DwcNna2ma6lowyGAvj1Z/+49ChQ5Jkug4DACD74uPjdebMGdMntFIV1Ctpo2C41/ddqsz8zucMEgAgz3h4eChkfmiBuhcbCicCEgAgT3l4eBBSkO+xSBsAAMACAQkAAMACAQkAAMACAQkAkGsK+Qelkcdy8vuNgAQAyHGpt6G4ffu2lStBYZL6/ZbebVAyi0+xAQBynK2trdzc3BQVFSXp7pWYc+NWGoB098zR7du3FRUVJTc3txy5gCQBCQCQK7y8vCTJFJKA3Obm5mb6vssuAhIAIFcYDAaVKVNGnp6eWbp/F5AZdnZ2OXrrEQISACBX2dra5uo9s4DcwCJtAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAAC1YPSDExMXrvvffUtGlT1a1bV6+++qoiIiLu2T8yMlKvvfaa6tatq6efflpz5sxRcnJyHlYMAAAedlYPSCNHjtTBgwcVGBioDRs2qFq1ahowYIBOnz6dpm9SUpIGDBggSVqzZo0mTZqk1atXa/78+XldNgAAeIhZNSCdPXtWP//8syZNmqR69eqpYsWKmjBhgjw9PbV58+Y0/bdt26bz589rxowZevzxx9W6dWuNHDlSH3/8sRITE63wDAAAwMPIqgGpRIkSWrRokWrUqGFqMxgMMhgMio2NTdM/IiJC1atXl6urq6mtYcOGunnzpo4dO5YnNQMAgIefVQOSi4uLmjVrJnt7e1Pbtm3bdPbsWTVp0iRN/4sXL6a5S6+np6ck6cKFC7lbLAAAKDTy1c1qf/31V/n7++vZZ59V8+bN02yPj4+Xi4uLWZuDg4MkKSEhIcvjGo1G3b59O8v7AwCA/M9oNMpgMGSob74JSNu3b9fo0aNVt25dzZo1K90+jo6OadYapQYjJyenLI+dlJTEFB0AAIXAf2et7idfBKSVK1dq6tSpatOmjaZPn37P4r28vHTy5EmztqioKElS6dKlszy+nZ2dqlSpkuX9AQBA/nfq1KkM97V6QFq1apXef/999erVS//73//ue+qrfv362rRpk27evKnixYtLkvbs2aNixYqpatWqWa7BYDBk6wwUAADI/zI6vSZZeZH2mTNn9OGHH+qZZ57Ra6+9psuXLys6OlrR0dG6ceOGEhMTFR0dbZpWa926tTw8PDR8+HAdP35c27dvV2BgoPr375/hU2YAAAAPYtUzSNu2bVNSUpK+++47fffdd2bbOnTooA4dOqh3795asWKFnnrqKTk4OGjJkiWaPHmyunTpIldXV3Xv3l1Dhgyx0jMAAAAPI4PRaDRauwhrOnTokCSZXYsJAAA8fDLzO9/qtxoBAADIbwhIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFghIAAAAFopYuwAAAAqK5ORkHT16VNeuXVOJEiXk6+srW1tba5eFXEBAAgAgA8LDw7V8+XJFRUWZ2jw9PdWvXz/5+flZsTLkBqbYAAB4gPDwcM2YMUPly5fX9OnTtXr1ak2fPl3ly5fXjBkzFB4ebu0SkcMISAAA3EdycrKWL1+uevXqyd/fXz4+PipatKh8fHzk7++vevXqKSwsTMnJydYuFTmIgAQAwH0cPXpUUVFR6ty5s2xszH9t2tjYqFOnTrp06ZKOHj1qpQqRGwhIAADcx7Vr1yRJ5cqVS3d7+fLlzfrh4UBAAgDgPkqUKCFJ+ueff9LdfvbsWbN+eDgQkAAAuA9fX195enpq/fr1SklJMduWkpKiDRs2qHTp0vL19bVShcgNBCQAAO7D1tZW/fr1U0REhAICAnT8+HHFxcXp+PHjCggIUEREhPr27cv1kB4yBqPRaLR2EdZ06NAhSVKNGjWsXAkAID9L7zpIpUuXVt++fbkOUgGRmd/5XCgSAIAM8PPzU4MGDbiSdiFBQAIAIINsbW2ZcSgkWIMEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggQtFAvdx8eJF3bp1K8v7FytWTF5eXjlYEQAgLxCQgHuIjY3VkCFD0ty9OzNsbGwUFhYmFxeXHKwMAJDbCEjAPbi4uCg0NPSeZ5AiIyMVFBSkESNGyNvbO90+xYoVIxwBQAFEQALuIyPTY97e3qpcuXIeVAMAyCss0gYAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBAQAIAALBQxNoFAFmRnJyso0eP6tq1aypRooR8fX1la2tr7bIAAA+JfBWQFi5cqN27d+uTTz65Z58vv/xSY8aMSdO+Y8cOeXt752Z5yCfCw8O1fPlyRUVFmdo8PT3Vr18/+fn5WbEyADnl4sWLunXrVpb3L1asmLy8vHKwIhQ2+SYgffrpp5ozZ47q1at3334nTpxQgwYNFBgYaNZesmTJ3CwP+UR4eLhmzJihevXqadSoUSpXrpz++ecfrV+/XjNmzNDYsWMJSUABFxsbqyFDhiglJSXLx7CxsVFYWJhcXFxysDIUJpkOSFevXtXUqVP1ww8/KC4uTkaj0Wy7wWDQ0aNHM3y8S5cuaeLEidq7d68qVKjwwP4nT56Uj4+PPDw8Mls6Crjk5GQtX75c9erVk7+/v2xs7i6h8/Hxkb+/vwICAhQWFqYGDRow3QYUYC4uLgoNDb3nGaTIyEgFBQVpxIgR95w5KFasGOEI2ZLpgDRlyhR9//33euGFF+Tl5WX6JZVVR44ckZ2dnb788kvNnz9f586du2//EydOqGXLltkaEwXT0aNHFRUVpVGjRqX5vrOxsVGnTp00fvx4HT16VDVq1LBSlQByQkamx7y9vVW5cuU8qAaFUaYD0o8//qh33nlHXbt2zZECWrZsmeHAc/36dV26dEkRERFatWqVrl27ppo1a2rMmDGqWLFilmswGo26fft2lvdH3rh06ZIkycPDI92vV+pZxUuXLuXJD834+HjT33z/AHmH9x6yymg0ymAwZKhvpgOSnZ2dHn300UwXlRP+/PNPSXefYEBAgOLj47VgwQJ1795dmzdvVqlSpbJ03KSkJB07diwnS0UuuH79uiTpp59+Sve0emRkpKlfXnw9L1y4IEk6c+aM6Qc2gNzHew/ZYW9vn6F+mQ5IzzzzjLZs2aJGjRpluqjsqlevnsLDw1WiRAlTAgwJCVHz5s21ceNGDR48OEvHtbOzU5UqVXKyVOQCHx8fffPNN/r999/VqlUrs2m2lJQUffXVV/Lw8NBzzz2X7anfjHB0dJQkVaxYMVtnMAFkDu89ZNWpU6cy3DfTAcnX11dz5szRv//+q1q1apm+UVMZDAYNHTo0s4fNMMtPqxUtWlTe3t6m6ZesMBgMcnJyym5pyAP9+/fXjBkzFBwcrE6dOql8+fI6e/asNmzYoIMHD2rs2LEqXrx4ntSS+r3v6OjI9w+Qh3jvIasyOr0mZXGRtiTt379f+/fvT3fw3ApIa9euVWBgoL7//nvTm+LmzZv6+++/1blz51wZE/mLn5+fxo4dq+XLl2v8+PGm9tKlS/MRfwBAjsl0QDp+/Hhu1JGu5ORkXb16Vc7OznJ0dFTTpk01a9YsjR07Vm+//bbi4+MVGBiokiVLqmPHjnlWF6zLz89PDRo04EraAIBck62FGn/99Zd+++03/fPPPzlVj5kLFy7o6aef1tatWyVJZcqUUVhYmG7fvq1XX31Vffv2lbOzs1asWCEHB4dcqQH5k62trWrUqKGmTZuqRo0ahCMAQI7K0pW0t2zZounTp+vy5cumtlKlSmnUqFF6+eWXs1zMtGnTzB57e3vrxIkTZm3Vq1fXsmXLsjwGAADAg2Q6IO3cuVNjxoxRw4YNNXLkSJUqVUpRUVH68ssv5e/vLzc3NzVv3jwXSgUAAMgbmQ5ICxYsUJs2bRQUFGTW3qlTJ40YMUILFy4kIAEAgAIt02uQTp48qQ4dOqS7rUOHDnm6iBsAACA3ZDoglShRwnRFY0sxMTEZvkIlAABAfpXpgOTn56eQkBBdvHjRrP3ChQuaP3++GjdunGPFAQAAWEOm1yCNHDlSnTp10rPPPqs6deqoVKlSunz5sg4ePChXV1eNGjUqN+oEAADIM5k+g+Th4aHPP/9cvXr1UlxcnA4fPqy4uDj16tVLn3/+ucqWLZsbdQIAAOSZLF0Hyd3dXWPGjMnpWgAAAPKFDAWkkJAQvfLKKypdurRCQkLu2ze3b1YLAACQ2zIckJo2bUpAAgAAhUKGAtJ/r23EdY4AAMDDLls3q00VHR2tI0eOKDk5OScOBwAAYFWZDkg3b96Uv7+/Pv30U0nS119/rRYtWqhz585q166dLly4kONFAgAA5KVMB6TZs2dr27ZtcnV1lSTNmjVLVatWVUhIiIoUKaJZs2bleJEAAAB5KdMf89+xY4fGjx+vdu3a6fDhwzp37pzGjh2rVq1a6c6dO5o4cWJu1AkAAJBnMn0GKSYmRpUqVZIk7dq1S0WKFDHdXsTV1VUJCQk5WyEAAEAey3RAKlu2rE6cOCFJ2r59u2rXrq3ixYtLuhuYvL29c7ZCAACAPJbpgNStWzdNmzZNbdu21bFjx9S9e3dJ0ptvvqmwsDB169Ytx4sEAADIS5leg9SnTx+5u7tr//79evPNN9W2bVtJkp2dnSZNmqSuXbvmeJEovC5evKhbt25lef9ixYrJy8srBysCABQGWboXW7t27dSuXTuztqCgoBwpCEgVGxurIUOGKCUlJcvHsLGxUVhYmFxcXHKwMgDAwy5LAenzzz9XyZIl1axZMx0/flxjxozRuXPn1KZNG02aNEn29vY5XScKIRcXF4WGht7zDFJkZKSCgoI0YsSIe659K1asGOEIAJBpmQ5Iy5Yt08yZMzVs2DA1a9ZMkyZN0rVr1/TKK6+YgtPo0aNzo1YUQhmZHvP29lblypXzoBoAQGGR6UXa69at08CBA/XGG28oMjJSv/32m4YMGSJ/f3+NGjVKX331VW7UCQCA1SUnJ+vQoUP68ccfdejQIW6x9RDL9BmkyMhINW3aVNLdj/UbDAa1bNlSklSpUiVduXIlZysEACAfCA8P1/LlyxUVFWVq8/T0VL9+/eTn52fFypAbMn0GqWTJkrp8+bKkuwGpUqVKpmmQEydOqFSpUjlbIQAAVhYeHq4ZM2aofPnymj59ulavXq3p06erfPnymjFjhsLDw61dInJYpgNSixYtNHv2bL333nv68ccf1b59e0nS8uXLNWfOHLVu3TrHiwQAwFqSk5O1fPly1atXT/7+/vLx8VHRokXl4+Mjf39/1atXT2FhYUy3PWQyHZD8/f3VqFEj7d+/X926dVP//v0lSWvWrFGzZs00fPjwnK4RAACrOXr0qKKiotS5c2fZ2Jj/2rSxsVGnTp106dIlHT161EoVIjdkeg2Sg4ODpkyZkqb9yy+/lIODQ44UBQBAfnHt2jVJUrly5dLdXr58ebN+eDhk6TpI0t31R7/88ouioqI0cuRIHTt2TNWrV1fZsmVzsj4AAKyqRIkSkqR//vlHPj4+abafPXvWrB8eDpmeYouLi1P//v312muvacOGDfrmm28UGxur1atXq2PHjvrzzz9zo04AAKzC19dXnp6eWr9+fZor+6ekpGjDhg0qXbq0fH19rVQhckOmA1JgYKCOHDmisLAw7dmzR0ajUZI0ffp0lS5dWsHBwTleJAAA1mJra6t+/fopIiJCAQEBOn78uOLi4nT8+HEFBAQoIiJCffv2la2trbVLRQ7K9BTb119/rZEjR6phw4ZmK/Y9PT31xhtvpLs+CQCAgszPz09jx47V8uXLNX78eFN76dKlNXbsWK6D9BDKdECKjY295zojV1dX3b59O9tFAQCQ3/j5+alBgwY6evSorl27phIlSsjX15czRw+pTAekxx57TJs3b9bTTz+dZtvOnTv12GOP5UhhAADkN7a2tqpRo4a1y0AeyHRAeuONN/Tmm28qJiZGLVq0kMFg0P79+7Vx40atWbNGs2fPzo06AQAA8kymA1Lr1q01c+ZMzZ49W7t27ZIkTZs2Te7u7po0aZLatGmT40UCAADkpUwHpL/++ksvvviiXnzxRZ0+fVoxMTFycXFRpUqV0lxhFAAAoCDKdKLp3r27Nm3aJEmqVKmS6tatqypVqhCOAADAQyPTqcbOzo6rhQIAgIdapqfY3n77bc2YMUM3btxQ1apV5eTklKbPI488kiPFAQAAWEOmA9KkSZOUnJysMWPG3LPPsWPHslUUAACANWU6IH3wwQe5UQcAAEC+kemA1KFDh9yoAwAAIN/IdECSpMuXL2vFihXat2+frl+/Lnd3d/n5+alXr15ycXHJ6RoBAADyVKY/xXb8+HG1bdtWH3/8sRwdHU33oVm4cKFefPFFnT9/PjfqBAAAyDOZPoM0bdo0lSlTRkuWLJGHh4ep/dKlSxo4cKCmT5+u4ODgHC0SAAAgL2X6DNLvv/+uYcOGmYUjSSpdurTefPNN/fLLLzlWHAAAgDVkOiCVKFFCN27cSHdbcnKyHB0ds10UAACANWU6IA0dOlSzZs3Sr7/+atZ++vRpBQcH680338yx4gAAAKwh02uQNm3apISEBPXo0UPe3t4qXbq0rl27pr///lspKSlatGiRFi1aJEkyGAzavn17jhcNAACQmzIdkLy9veXt7W3W9uijj6pmzZo5VhQAAIA1ZTogBQQE5EYdAAAA+Uam1yAtWLBARqMx3W2XLl3SoEGDsl0UAACANWU6IM2dO1c9e/bUuXPnzNo///xztWvXTr/99ltO1QYAAGAVmQ5Iy5cv14ULF/TSSy9p06ZNio6O1uuvvy5/f3899dRT2rJlS27UCQAAkGcyvQapYcOG+vLLLzV9+nT5+/vL3t5eJUqUUEhIiFq3bp0bNQIAAOSpTJ9BkqQ7d+4oOTlZkmQ0GpWYmKj4+PgcLQwAAMBaMh2QNm3apOeff17ffPONJkyYoB9//FF+fn4aPXq0Bg8erAsXLuRGnQAAAHkm0wFp/PjxqlKlir744gt1795dbm5umj17tubOnavDhw+rXbt2uVEnAABAnsl0QPrf//6nTz75RI8++qhZ+7PPPqstW7aoSZMmOVYcAACANWQ6IPXq1eue20qWLKk5c+Zkpx4AAACry1BAGjVqlP7991+ztiNHjighIcGs7fDhw2rQoEHOVQcAAGAFGQpIX331la5du2Z6nJycrM6dO+vUqVNm/ZKTk3Xjxo2crRAAACCPZelj/pLuebsRAACAgi7LAQkAAOBhRUACAACwQEACAACwkK2AZDAYcqoOAACAfCPDN6sNDQ1ViRIlzNrmzZsnNzc30+P/ftINAACgoMpQQHrkkUd08uTJNG0nTpxI07dMmTI5UxkAAICVZCgg7dy5M7frAAAAyDdYpA0AAGCBgAQAAGCBgAQAAGCBgAQAAGCBgAQAAGAhw9dBupeIiAhFRUXJx8dHlStXzomaAACwqosXL+rWrVtZ3r9YsWLy8vLKwYqQ1zIckLZu3aoVK1YoMTFR3bt3V/v27TVgwABFRETIaDTKYDDolVde0ZQpU7JczMKFC7V792598skn9+xz7do1ffDBB/rxxx9lMBj0wgsvaOzYsSpatGiWxwUAIFVsbKyGDBmilJSULB/DxsZGYWFhcnFxycHKkJcyFJA2b96sMWPGqH79+ipWrJjee+89bd++XSdOnFBAQICqV6+u3bt3KygoSBUqVFD//v0zXcinn36qOXPmqF69evftN2zYMMXFxSksLEyxsbH63//+p9u3b2v69OmZHhMAAEsuLi4KDQ295xmkyMhIBQUFacSIEfL29k63T7FixQhHBVyGAtKSJUvUr18/jRs3TpK0aNEiBQUF6d1339XLL78sSXrsscd08+ZNrV27NlMB6dKlS5o4caL27t2rChUq3LfvwYMHtW/fPm3dutU0nTdlyhQNHDhQI0eOVOnSpTM8LgAA95KR6TFvb2+WljzEMrRI+++//1azZs1Mjzt16iSj0SgfHx+zfvXq1dOFCxcyVcCRI0dkZ2enL7/8UrVq1bpv34iICHl4eJh9QzZo0EAGg0EHDhzI1LgAAAD3kqEzSF5eXjp8+LAaNmwoSXJ3d9fs2bPTnLE5duyYHnnkkUwV0LJlS7Vs2TJDfS9dupTmXm/29vZyc3PLdDD7L6PRqNu3b2d5f1hHfHy86W9rfP2sPT5QWFn7vWft8ZF1qWumMyJDAalLly6aM2eOYmJi1K9fP7m7u+uFF14wbb969arWr1+v0NBQvfHGG1mrOgPi4uJkb2+fpt3BwUEJCQlZPm5SUpKOHTuWndJgBamh+MyZM6YfWIVpfKCwsvZ7z9rjI3vSyxHpyVBA6t+/v2JjY7VixQq1b99e7u7uZtt//PFHBQYGqnPnzhowYEDmq80gR0dHJSYmpmlPSEiQk5NTlo9rZ2enKlWqZKc0WIGjo6MkqWLFiqpYsWKhGx8orKz93rP2+Mi6U6dOZbhvhgKSwWDQiBEj9MYbb6SbvJo2barvv/8+zfRXTvPy8tL27dvN2hITExUTEyNPT88sH9dgMGQrYME6Un9IOTo6WuXrZ+3xgcLK2u89a4+PrMvo9JqUyStpOzo6ysbGfBej0SgpYyv+s6t+/fq6ePGizp49a2rbt2+fJOnJJ5/M9fEBAEDhkOGAdPXqVa1atUqrV6/WtWvXJEnr1q1Tw4YN1bhxYzVs2FCLFy/O0eKSk5MVHR1tmuOtVauW6tatqxEjRuiPP/7Qnj179N577+nll1/mI/4AACDHZGiK7cSJE+rTp49iYmIkSfPnz5e/v78mTJigRo0a6YknntAff/yhwMBAubi4qGvXrjlS3IULF9SqVSsFBASoY8eOMhgMCgkJ0eTJk9WnTx85ODioTZs28vf3z5HxAAAApAwGpKCgID366KNav369XFxcNHXqVI0ZM0YdOnRQQECAqd+4ceO0bt26LAekadOmmT329vbWiRMnzNrc3d01d+7cLB0fAAAgIzI0xXbw4EENGDBA3t7ecnFx0dtvv62UlBS1adPGrN/LL7+s06dP50qhAAAAeSVDASk2NlYeHh6mx6n/LlmypFk/JycnxcXF5WB5AAAAeS9DAcloNMrOzu7/dvr/n2Sz/EQbAADAwyBbCScz1xMAAAAoKDK0SFuSQkNDVaJECbO2efPmyc3NzfQ49eP/AAAABVmGAtIjjzyikydPpmmz/ISZpFy/mjYAAEBuy1BA2rlzZ27XAQAAkG/k6Cpro9GoTz/9NCcPCQAAkOcyvAbpxx9/1Oeffy6DwaCXXnpJzZo1M9seERGhDz74QCdOnFCPHj1yvFAAAIC8kqGA9OWXX2rs2LGys7OTvb29vv76a82dO1fPPPOMYmJi9MEHH+irr76Sra2t+vXrl9s1AwAA5KoMBaSPP/5YtWrV0tKlS2Vvby9/f3/Nnz9fjz32mPr166cLFy6oSZMmeuedd1SxYsXcrhkAACBXZSgg/f3333r//fdVvHhxSdKbb76ptm3basiQIUpMTFRwcLCee+65XC0UAAAgr2QoIN2+fdvs4/tly5aV0WhUkSJF9OWXX8rd3T3XCgQAAMhrGb7ViK2trelx6r9HjBhBOAIAAA+dbH3M39PTM6fqAAAAyDe4FxsAAICFDF8HadKkSaZF2kajUZI0YcIEFStWzKyfwWDQxx9/nIMlAgAA5K0MBaT69etL+r9gdK+29B4DAAAUNBkKSJ988klu1wEAAJBv5Oi92G7fvq0ZM2bk5CEBAADyXIYD0po1a9SlSxd17dpVq1evTrN906ZNeu6557R8+fIcLRAAACCvZWiKLSwsTNOmTZOXl5eKFi2qKVOmyMbGRl27dtXZs2fl7++vgwcPysXFRe+++25u1wwAAJCrMhSQNmzYoCZNmmjBggUqUqSIAgICtHz5clWtWlUDBw7UrVu31LVrVw0fPlxubm65XDIAAEDuytAUW2RkpLp27aoiRe7mqd69e+vvv//WsGHD5OnpqTVr1mjSpEmEIwAA8FDI0BmkuLg4eXh4mB6n/rtcuXJavHixHB0dc6c6AAAAK8jwIu3/XjU79V5sQ4YMIRwBAICHTrY+5u/i4pJTdQAAAOQb3IsNAADAQobvxTZ06FDZ29ubtb3++uuys7MzazMYDNq+fXvOVIeHXnR0tGJjY7O0b2RkpNnfWeHi4mK2vg4AACmDAalDhw65XQcKoejoaA0ZOlRJiYnZOk5QUFCW97Wzt1fo/PmEJACAmQwFpICAgNyuA4VQbGyskhITZVumhQz2bnk+vjExRkkXvtfRo0fl7e2d6f05gwUAD68MT7FlREJCgs6cOaOqVavm5GHxkDPYu8ngWCrPxzXeuS2DjNk6AyVl7wyWg72dQuaHEpJQ6DC9jvwuQwHp6aef1uLFi1WtWjVT2/Lly/XSSy+pZMmSprbjx4+rW7duOnbsWM5XCuS05EQZZVCXCknyLGrM8+Gj4gz67O+7Z9L4QY3ChOl1FAQZCkiXL19WUlKS6XFycrJmzJihBg0amAUkoCDyLGpUWae8D0hAYZVfptf5zwnuJ8tTbEYjv1AAAFlnrel1ICOydR0kAACAhxEBCQAAwAIBCQAAwAK3GgEAALCQo7caSczmRzYBAADyA241AgAAYIFbjQAAAFhgkTYAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAIAFAhIAAICFItYuADAmxFhn3KQbVhkXAJD/EZBgdckXv7d2CQAAmCEgwepsvVrI4OCW5+Om3PxXKVci8nxcAED+R0CC1Rkc3GRwLJX341ppag8AkP+xSBsAAMCC1QNSSkqK5s6dqyZNmqh27doaNGiQ/v3333v2//LLL+Xj45PmT2RkZB5WDQAAHmZWn2ILDQ3VqlWrNG3aNHl5eWnmzJkaOHCgNm/eLHt7+zT9T5w4oQYNGigwMNCsvWTJknlVMgAAeMhZNSAlJiZq2bJlGj16tJo3by5JCgoKUpMmTfTtt9+qXbt2afY5efKkfHx85OHhkcfVAgByktUu8cH6Q2SAVQPS8ePHdevWLfn5+ZnaXFxc5Ovrq/3796cbkE6cOKGWLVvmZZkAgFzAJT6Qn1k1IF28eFGSVKZMGbN2T09P07b/un79ui5duqSIiAitWrVK165dU82aNTVmzBhVrFgxT2oGAOQMa13iw5gQQzjDA1k1IMXFxUlSmrVGDg4Oun79epr+f/75pyTJaDQqICBA8fHxWrBggbp3767NmzerVKmsfVTcaDTq9u3bWdoXWRcfH2/tEvKF+Ph4vv9QqKS+9611iY//1pGV915q/bx3Cx6j0SiDwZChvlYNSI6OjpLurkVK/bckJSQkqGjRomn616tXT+Hh4SpRooTpCYaEhKh58+bauHGjBg8enKU6kpKSdOzYsSzti6y7cOGCtUvIF86cOUNYRKGSX977WX3vpdbPe7dgSu8DYOmxakBKnVqLiopSuXLlTO1RUVHy8fFJdx/LT6sVLVpU3t7eunTpUpbrsLOzU5UqVbK8P7Lmv6G4MKtYsSJTxChU8st7397ePku1pP6Czer+kuTs7JzlWQ9k3alTpzLc16oBqWrVqipevLj27t1rCkixsbE6evSoevbsmab/2rVrFRgYqO+//15OTk6SpJs3b+rvv/9W586ds1yHwWAwHQ95J7/8kLQ2R0dHvv9QqFj7vW+8c1sGGRUaGpqt42Rnfwd7O4XMD+UT2Xkso9NrkpUDkr29vXr27KlZs2apZMmSKlu2rGbOnCkvLy89++yzSk5O1tWrV+Xs7CxHR0c1bdpUs2bN0tixY/X2228rPj5egYGBKlmypDp27GjNpwIAKCiSE2WUQV0qJMmzqDHPh4+KM+izv++eECAg5V9Wv1DksGHDdOfOHb377ruKj49X/fr1tXTpUtnZ2SkyMlKtWrVSQECAOnbsqDJlyigsLEyzZ8/Wq6++KqPRqMaNG2vFihVycHCw9lMBABQgnkWNKuuU9wEJBYPVA5Ktra3GjBmjMWPGpNnm7e2tEydOmLVVr15dy5Yty6vyAABAIWT1e7EBAADkNwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAACwQkAAAAC0WsXQBgTIyxzrh3blhlXABA/kdAgtW4uLjIzt5eSRe+t3YpAACYISDBajw8PBQ6f75iY2OztH9kZKSCgoI0YsQIeXt7Z3l/AAAsEZBgVR4eHvLw8MjWMby9vVW5cuUcqggAABZpAwAApEFAAgAAsEBAAgAAsEBAAgAAsEBAAgAAsMCn2FDoRcUZCtW4AIAHIyCh0PvsbztrlwAAyGcISCj0ulRIkmdRY56PGxVnIJwBQD5FQEKh51nUqLJOeR+QAAD5FwEJAFAosf4Q90NAAgAUSkxx434ISACAQon1h7gfAhIAoFBi/SHuhwtFAgAAWCAgAQAAWCAgAQAAWGANEgDAKoyJMdYZ984Nq4yLgoWABADIUy4uLrKzt1fShe+tXQpwTwQkAECe8vDwUOj8+YqNjc3S/pGRkQoKCtKIESPk7e2d5f2B+yEgAQDynIeHhzw8PLJ1DG9vb1WuXDmHKgLMsUgbAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAAgEJAADAQhFrFwAAgDVExRkK1bjIHAISAKBQcXFxkYO9nT7723o1ONjbycXFxXoF4IEISACAQsXDw0Mh80MVGxubpf0jIyMVFBSkESNGyNvbO0vHcHFxkYeHR5b2Rd4gIAEACh0PD49sBxRvb29Vrlw5hypCfsMibQAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAtWD0gpKSmaO3eumjRpotq1a2vQoEH6999/79n/2rVrGjVqlOrXr68GDRpo8uTJiouLy8OKAQDAw87qASk0NFSrVq3S+++/rzVr1iglJUUDBw5UYmJiuv2HDRums2fPKiwsTMHBwdq1a5cmTZqUt0UDAICHmlUDUmJiopYtW6Zhw4apefPmqlq1qoKCgnTx4kV9++23afofPHhQ+/bt0/Tp01W9enX5+flpypQp+uKLL3Tp0iUrPAMAAPAwsmpAOn78uG7duiU/Pz9Tm4uLi3x9fbV///40/SMiIuTh4WF25dIGDRrIYDDowIEDeVIzAAB4+Fk1IF28eFGSVKZMGbN2T09P07b/unTpUpq+9vb2cnNz04ULF3KvUAAAUKhY9V5sqYur7e3tzdodHBx0/fr1dPtb9k3tn5CQkOU6jEajbt++neX9YR3x8fGmv7Py9Uvd39qyWj9QWGX3vV/Qx0fWGY1GGQyGDPW1akBydHSUdHctUuq/JSkhIUFFixZNt396i7cTEhLk5OSU5TqSkpJ07NixLO8P60g9a3jmzJkshZ38ctYxq/UDhVV23/sFfXxkT3onWtJj1YCUOl0WFRWlcuXKmdqjoqLk4+OTpr+Xl5e2b99u1paYmKiYmBh5enpmuQ47OztVqVIly/vDOlJDdcWKFVWxYsUs7x8Vl7H/TeS01HGzWj9QWGX3vV/Qx0fWnTp1KsN9rRqQqlatquLFi2vv3r2mgBQbG6ujR4+qZ8+eafrXr19fs2bN0tmzZ1W+fHlJ0r59+yRJTz75ZJbrMBgM2ToDBetI/SHl6OiYpa+fp6enHOzt9NnfOVxYJjjY28nT05PvPyATsvveL+jjI+syOr0mWTkg2dvbq2fPnpo1a5ZKliypsmXLaubMmfLy8tKzzz6r5ORkXb16Vc7OznJ0dFStWrVUt25djRgxQpMmTdLt27f13nvv6eWXX1bp0qWt+VRQAHl4eChkfqhiY2OztH9kZKSCgoI0YsQIeXt7Z+kYLi4u8vDwyNK+AIDcY9WAJN298OOdO3f07rvvKj4+XvXr19fSpUtlZ2enyMhItWrVSgEBAerYsaMMBoNCQkI0efJk9enTRw4ODmrTpo38/f2t/TRQQHl4eGQ7oHh7e5tdegIAUPBZPSDZ2tpqzJgxGjNmTJpt3t7eOnHihFmbu7u75s6dm1flAQCAQsjqtxoBAADIbwhIAAAAFghIAAAAFqy+BgnIzy5evKhbt26luy0yMtLs7/QUK1ZMXl5euVIbACD3EJCAe4iNjdWQIUOUkpJy335BQUH33GZjY6OwsDC5uLjkdHkAgFxEQALuwcXFRaGhofc8g5QRxYoVIxwBQAFEQALug+kxACicCEjI11gDBACwBgIS8i3WAAEArIWAhHyLNUAAAGshICFfY3oMAGANXCgSAADAAgEJAADAAgEJAADAAgEJAADAAou0AQD5DtdAg7URkAAA+QrXQEN+QEACAOQrXAMN+QEBCQCQ71h7eowpPhCQAAD4D6b4IBGQAAAwwxQfJAISAABpMD0GroMEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABggYAEAABgoYi1C7C2pKQkGY1GHTp0yNqlAACAXJSYmCiDwZChvoU+IGX0hQIAAAWbwWDI8O99g9FoNOZyPQAAAAUKa5AAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsFPqb1aJgGT9+vD7//PP79jlx4oS+/vprzZs3T5GRkapUqZLGjRsnPz+/e+7Tq1cv7du3757by5Ytq507d5q1bdmyRYGBgWnaAeS8jLz3jx07pmXLlmndunW6dOmSypYtq759++qVV1655z4tW7bUuXPn7rm9QYMG+uSTT8zazpw5o44dO2rChAnq2LFj5p4ICgxuVosC5caNG4qPjzc9fvrpp/XOO++obdu2pra//vpLAwcO1NixY9W4cWOtX79eK1eu1KZNm1S5cuV0jxsTE6OkpCRJ0oULF/TKK69o3rx5qlOnjiTJ1tZWJUuWNPXfvn27Ro4cqVKlShGQgDyQkff++vXrtWzZMk2ePFlPPPGEwsPDNWXKFE2dOlUvv/xyuse9evWqkpOTJUkHDx7UW2+9pXXr1qlMmTKSJDs7O7m5uZn6JyUlqVu3bjp8+LACAgIISA8xziChQHF2dpazs3OaNg8PD9Pj8ePHq3Xr1urdu7ckady4cTp48KA+/vhjTZkyJd3j/vcHYEJCgiTJ1dXV7LiSdPPmTX3wwQfasmWLKleurBs3buTE0wLwABl5769evVr9+/c3haZy5crp999/17p16+4ZkP77Hx9XV1dTm+V7P9W8efNUvHjx7DwVFBCsQcJDJSUlRb/++mua6bSnnnpK+/fvz/bxIyMjdeHCBa1bt06tW7fO9vEA5IyUlBRNnz5dHTp0MGu3sbFRbGxsjoyxf/9+rV27VtOmTcuR4yF/IyDhoRIbG6vbt2/Ly8vLrN3T01MXL17M9vGrVq2qjz/+WNWqVcv2sQDkHBsbG/n5+Zm998+fP6+vvvpKTz/9dLaPHxsbq7Fjx+rdd981Tb/h4UZAwkMldY2Cvb29WbuDg4Np6gzAw+/y5csaNGiQ3N3d9cYbb2T7eJMmTVKdOnX04osv5kB1KAhYg4SHioODgyQpMTHRrD0hIUFFixaVJA0cOFAHDhwwbZs8ebLat2+fd0UCyFWnT5/W4MGDlZycrBUrVsjFxUWS9MILL+j8+fOmfosXL1a9evUeeLxNmzYpIiJCmzdvzrWakf8QkPBQcXNzk5OTk6Kioszao6KiVLp0aUnS1KlTzT4N4+7unqc1Asg9Bw4c0BtvvKHSpUtryZIlpve9JC1atEh37twxPf7vtvvZsGGDrly5oubNm5u1T5w4UVu3btWSJUtypHbkLwQkPFQMBoPq1q2rffv2mV37ZO/evab/KWb0hyKAguWPP/7QwIED5evrqwULFpjOHKUqW7Zslo47a9Yss/9USdKzzz6rYcOGcfb5IUZAwkOnX79+Gjx4sHx9fdW0aVNt2LBBx44d09SpU61dGoBccufOHY0ePVru7u6aNm2aEhISFB0dLSntdcwy617/qXJ3d+c/XA8xAhIeOk8//bQ+/PBDhYaGKigoSFWqVNFHH310z4tEAij4/vjjD509e1aS0lyCI70r4QMPwpW0AQAALPAxfwAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAAAAsEJAAPxOXS8he+HkDuIyABD5FevXrJx8fH7M8TTzyh5s2ba/Lkybp+/Xqmjnfx4kUNHjxY586dM7W1bNlS48ePz3at8+bNk4+PT7aPY2nv3r3y8fHR3r17c+yYkZGR8vHx0caNG9Pdnt7rbvnnfq/Z7du3NW/ePLVt21Y1a9bUk08+qW7dumndunVmYSg2NlZjx45VREREjj03AOnjViPAQ8bX11cTJ040PU5KStKRI0cUGBioY8eOafXq1TIYDBk61i+//KJdu3blVqm5onr16lq7dq2qVKmSZ2NOnDhRN2/eND2ePHmyqT3Vve4FZjQa9frrr+v06dMaPHiwHnvsMSUkJGj37t2aMGGC/vzzT73zzjuSpGPHjumLL75Qp06dcvHZAJAISMBDp3jx4qpdu7ZZW/369XXr1i3NnTtXv//+e5rtD5P0nn9uswxjxYsXl6QM1XHgwAHt3btXy5YtU+PGjU3tzZs3l42NjVauXKlBgwbJw8MjR2sGcH9MsQGFxBNPPCFJOn/+vCQpOTlZixYtUrt27VSzZk3Vrl1b3bp10549eyRJGzdulL+/vySpVatWZlNESUlJmjFjhho3bqzatWurf//+phuFpvr555/VvXt3Pfnkk3rqqac0atQoXbhw4b41bt26VR07dlSdOnXUuHFjvffee2mmBX/44Qd17NhRNWvW1HPPPactW7bomWee0bx58ySlP8X222+/qX///qpbt64aNmyokSNH6tKlS6btx48f15tvvqmGDRuqevXqatKkiT744APFx8dn6jXOitQ7zqekpKTZ1r17d40YMUIGg0F79+5V7969JUm9e/dWr169JD3465jqQa+bJMXExOi9995To0aNVKNGDXXp0kXh4eG59dSBfI2ABBQSZ86ckSQ9+uijkqRZs2YpNDRUXbt21ZIlS/T+++8rJiZGb7/9tuLi4tS8eXO98cYbkqSQkBANGTLEdKytW7fqzz//1LRp0zRx4kQdPnxYI0aMMG3ftGmT+vfvrzJlyigwMFD+/v46ePCgunbtqitXrqRbX2hoqEaOHKnatWtr7ty5Gjp0qLZt26ZevXqZgsqePXs0ZMgQlSlTRvPmzVOPHj00ceLE+wavo0ePqmfPnkpISNCMGTM0efJkHT58WAMGDNCdO3cUFRWlHj16KC4uTtOmTdPixYv1wgsv6JNPPtGKFSuy96JnQIMGDeTk5KSRI0dq5syZ2rt3r+n5VqhQQYMGDVKpUqVUvXp1vffee5Kk9957zzR996Cvo5Sx1y0hIUF9+vTRjh07NGLECIWEhMjLy0sDBw4kJKFQYooNeMgYjUbduXPH9Pj69evat2+fFixYoDp16pjOJEVFRWnEiBGmMxGS5ODgoLfeeksnTpxQ7dq1Va5cOUlStWrV5O3tbepXunRphYaGys7OTpJ09uxZLViwQDdv3pSTk5NmzZqlp59+WrNnzzbtU7duXbVt21ZLly7V2LFjzWq+fv26FixYoC5duphCgCQ9/vjj6tGjhzZs2KAePXpo3rx5euyxxxQSEmJaR+Xu7q6RI0fe8/X46KOP5ObmpmXLlsnBwUGS5OnpqVGjRunPP//UlStXVK1aNQUHB5umxho1aqSff/5Ze/fu1eDBgzPx6meeu7u7Fi9erPHjx2vJkiVasmSJ7OzsVLt2bbVv316dOnWSra2tihcvbprKq1KliunfGfk6ZuR1++KLL3T8+HF99tlnqlWrliSpadOm6tWrl2bNmqUNGzbk6usA5DcEJOAhs3//flWvXt2szcbGRo0aNdKUKVNMvyBTw8vVq1d1+vRpnT17Vt9//70kKTEx8b5j1KxZ0xSOJJnCU2xsrC5duqTo6GiNGjXKbJ9y5cqpTp062rdvX5rj/fbbb0pMTFS7du3M2uvVq6eyZctq3759euWVV3Tw4EENHTrUbJF5mzZt0gSu/zpw4ICaNWtmCkeSVKdOHe3cudP0+Omnn1ZSUpJOnTqls2fP6uTJk7p69arc3Nzu+zrklHr16unbb7/VgQMHtHv3bu3bt0+//fab9u/fr02bNmnZsmVydHRMd98HfR0TExMz9LqFh4fLw8ND1atXNwvYLVq00IwZM3T9+nW5urrmxtMH8iUCEvCQqV69uulTVAaDQQ4ODipTpozp7EiqQ4cOafLkyTp06JCKFi2qKlWq6JFHHpH04OvsODk5mT22sbk7W5+SkqKYmBhJUqlSpdLsV6pUKR09ejRNe+o6o3vtc+PGDcXExCg5OVnu7u5m221tbe8bZGJiYtLs818pKSkKDAzUp59+qtu3b6tMmTKqWbOmWaDKCzY2Nqpfv77q168v6e5rEhQUpNWrV2v9+vXq2bNnuvs96OuY0dctJiZG0dHRacJ1qujoaAISChUCEvCQKVasmGrUqHHfPjdv3tTAgQPl4+Ojr776SpUqVZKNjY127dqlbdu2ZWv81F+6ly9fTrMtOjpaJUqUSNOe+ov38uXLqlSpUpp9Hn30Ubm7u8vOzi7Ncf8bytLj7Oysq1evpmnftWuXqlWrpo0bNyosLEyTJ0/Ws88+K2dnZ0lS586d7/s8c8rw4cMVExOjsLAws3ZXV1e999572rp1q06dOpXuvhn5Omb0dXN2dlaFChU0a9asdMf67xQrUBiwSBsohE6fPq2YmBj17t1bVapUMZ0B+vHHHyX93yeqUtszo2LFivLw8NCWLVvM2v/991/99ttvqlu3bpp9atWqJXt7+zT7RERE6Pz586pbt65sbW1Vt25d7dixw6zPzp07zaaELNWrV08///yz2bTh0aNHNXjwYB05ckQHDhxQlSpV1KlTJ1M4unTpkk6ePJnuJ8tyWvny5bVnzx799ttvabZFRUXp9u3bevzxxyXdPevzXxn5Omb0dWvQoIEuXLggd3d31ahRw/Tn559/1pIlS9KMDTzsOIMEFEIVK1ZU8eLF9dFHH6lIkSIqUqSItm3bpvXr10uS6dNPLi4ukqTvvvtOTZs2VeXKlR94bBsbG40cOVL+/v4aNWqU2rdvr2vXrikkJESurq7q169fmn3c3Nw0ePBgzZ8/X3Z2dmrRooUiIyMVHBysKlWqqEOHDpKkYcOGqVevXho2bJg6d+6s8+fPKzg4WJLuefHLIUOGqGvXrnrttdfUu3dvxcfHa86cOapZs6YaN26sw4cPKzQ0VIsWLVLt2rV19uxZLVy4UImJiabXITf1799f27dvV79+/dS9e3c99dRTKlq0qE6ePKlly5bpscceU8eOHSXJFOB++OEHubq6ZvjrmJHXrWPHjlq5cqX69eun119/XWXKlNEvv/yixYsXq2fPnmZrzoDCgIAEFELOzs4KDQ3VjBkz9Pbbb6tYsWKqVq2a6aKEERERatmypZ566ik1atRIs2fPVnh4uBYtWpSh43fs2FHFihXTwoULNXToUBUvXlxNmjTRyJEj73nBw7feekulSpXSypUrtXbtWrm5ualNmzYaPny4ac1TvXr1NG/ePAUHB2vIkCEqW7asJkyYoBEjRqhYsWLpHtfX11effPKJZs+ereHDh6t48eJq1qyZRo8eLXt7e7322mu6du2aVqxYofnz56tMmTJ66aWXZDAYtHDhQsXGxmbtRc4gV1dXrV27VosXL9bOnTu1evVqJSUlqWzZsmrXrp0GDx5sWqD92GOPqV27dvr000/1008/acuWLRn6OmbkdXNyctKnn36q2bNna+bMmbpx44bKli2rUaNGqX///rn6GgD5kcHIXQ8BFBA7duyQl5eX2ULiP//8U+3atVNoaKhatWplxeryL143IPM4gwSgwNi9e7e2bt2q0aNHq2LFirp06ZIWLFigSpUq6emnn7Z2efkWrxuQeZxBAlBgxMfHKzg4WNu2bVNUVJTc3NzUpEkTjRo1Kt1LBOAuXjcg8whIAAAAFviYPwAAgAUCEgAAgAUCEgAAgAUCEgAAgAUCEgAAgAUCEgAAgAUCEgAAgAUCEgAAgAUCEgAAgIX/B3z9f4RAK7o+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_cancer_stage_plots(pre_index=-8, post_index=-3, receptor=\"ERRB3\", set_y_ticks=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ERBB4 Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for ERRB4\n",
      "T0-T1 Pre Response  135\n",
      "T0-T1 Post Response  10\n",
      "T2-T4 Pre Response  164\n",
      "T2-T4 Post Response  122\n",
      "T0-T1\n",
      "T-statistic: -0.2618016619931674\n",
      "P-value: 0.30068248571378886\n",
      "T2-T4\n",
      "T-statistic: 0.0028102843483408316\n",
      "P-value: 0.49775970231163014\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_cancer_stage_plots(pre_index=-7, post_index=-2, receptor=\"ERRB4\", set_y_ticks=True, start=-0.2, end=0.8, step=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EGFR Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for EGFR\n",
      "T0-T1 Pre Response  135\n",
      "T0-T1 Post Response  10\n",
      "T2-T4 Pre Response  164\n",
      "T2-T4 Post Response  122\n",
      "T0-T1\n",
      "T-statistic: 0.6418859532190336\n",
      "P-value: 0.10064901856182237\n",
      "T2-T4\n",
      "T-statistic: -0.9051568155864296\n",
      "P-value: 0.03565198563885864\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_cancer_stage_plots(pre_index=-6, post_index=-1, receptor=\"EGFR\", set_y_ticks=True, start=-0.5, end=4.5, step=0.5)"
   ]
  }
 ],
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