diff --git a/analysis/team_gen_analysis.ipynb b/analysis/team_gen_analysis.ipynb
new file mode 100644
index 0000000..4c81d16
--- /dev/null
+++ b/analysis/team_gen_analysis.ipynb
@@ -0,0 +1,554 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "sns.set()\n",
+    "plt.style.use(\"ggplot\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>16</th>\n",
+       "      <th>17</th>\n",
+       "      <th>18</th>\n",
+       "      <th>19</th>\n",
+       "      <th>20</th>\n",
+       "      <th>21</th>\n",
+       "      <th>22</th>\n",
+       "      <th>23</th>\n",
+       "      <th>24</th>\n",
+       "      <th>generation</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Bisharp</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>assaultvest</td>\n",
+       "      <td>defiant</td>\n",
+       "      <td>suckerpunch</td>\n",
+       "      <td>lowkick</td>\n",
+       "      <td>ironhead</td>\n",
+       "      <td>knockoff</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>85</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Vileplume</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>lifeorb</td>\n",
+       "      <td>effectspore</td>\n",
+       "      <td>sludgebomb</td>\n",
+       "      <td>sleeppowder</td>\n",
+       "      <td>gigadrain</td>\n",
+       "      <td>hiddenpowerfire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>85</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Rotom</td>\n",
+       "      <td>rotomfrost</td>\n",
+       "      <td>iciumz</td>\n",
+       "      <td>levitate</td>\n",
+       "      <td>willowisp</td>\n",
+       "      <td>voltswitch</td>\n",
+       "      <td>painsplit</td>\n",
+       "      <td>blizzard</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>85</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>88.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sylveon</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>leftovers</td>\n",
+       "      <td>pixilate</td>\n",
+       "      <td>wish</td>\n",
+       "      <td>calmmind</td>\n",
+       "      <td>protect</td>\n",
+       "      <td>hypervoice</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>85</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Hawlucha</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>sitrusberry</td>\n",
+       "      <td>unburden</td>\n",
+       "      <td>acrobatics</td>\n",
+       "      <td>highjumpkick</td>\n",
+       "      <td>substitute</td>\n",
+       "      <td>swordsdance</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>85</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 26 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           0           1            2            3            4             5  \\\n",
+       "0    Bisharp         NaN  assaultvest      defiant  suckerpunch       lowkick   \n",
+       "1  Vileplume         NaN      lifeorb  effectspore   sludgebomb   sleeppowder   \n",
+       "2      Rotom  rotomfrost       iciumz     levitate    willowisp    voltswitch   \n",
+       "3    Sylveon         NaN    leftovers     pixilate         wish      calmmind   \n",
+       "4   Hawlucha         NaN  sitrusberry     unburden   acrobatics  highjumpkick   \n",
+       "\n",
+       "            6                7   8   9  ...  16   17    18    19  20    21  \\\n",
+       "0    ironhead         knockoff NaN  85  ... NaN  NaN  82.0   NaN NaN   NaN   \n",
+       "1   gigadrain  hiddenpowerfire NaN  85  ... NaN  0.0   NaN  30.0 NaN  30.0   \n",
+       "2   painsplit         blizzard NaN  85  ... NaN  0.0   NaN   NaN NaN   NaN   \n",
+       "3     protect       hypervoice NaN  85  ... NaN  0.0   NaN   NaN NaN   NaN   \n",
+       "4  substitute      swordsdance NaN  85  ... NaN  NaN  80.0   NaN NaN   NaN   \n",
+       "\n",
+       "    22    23  24  generation  \n",
+       "0  NaN   NaN NaN          20  \n",
+       "1  NaN  86.0 NaN          20  \n",
+       "2  NaN  88.0 NaN          20  \n",
+       "3  NaN  83.0 NaN          20  \n",
+       "4  NaN   NaN NaN          20  \n",
+       "\n",
+       "[5 rows x 26 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from glob import glob\n",
+    "\n",
+    "data_folder = glob(\"../outputs/*\")\n",
+    "\n",
+    "tdfs = []\n",
+    "\n",
+    "for folder in data_folder:\n",
+    "    files = glob(folder + \"/*.csv\")\n",
+    "    tdf = pd.concat([pd.read_csv(f) for f in files])\n",
+    "    tdf[\"generation\"] = folder.split(\"/\")[-1]\n",
+    "    tdfs.append(tdf)\n",
+    "\n",
+    "data = pd.concat(tdfs)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'Generation')"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_poke_per_gen = data.groupby(\"generation\")[\"0\"].nunique().sort_values(ascending=False)\n",
+    "fig, ax = plt.subplots(1, figsize=(5, 5), dpi=100)\n",
+    "\n",
+    "ax.plot(np.arange(len(n_poke_per_gen)), n_poke_per_gen)\n",
+    "ax.set_ylabel(\"Number of Unique Pokemon\")\n",
+    "ax.set_xlabel(\"Generation\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "generation\n",
+       "0     82\n",
+       "1     67\n",
+       "10    22\n",
+       "11    21\n",
+       "12    21\n",
+       "13    21\n",
+       "14    21\n",
+       "15    19\n",
+       "16    19\n",
+       "17    19\n",
+       "18    18\n",
+       "19    18\n",
+       "2     49\n",
+       "3     41\n",
+       "4     34\n",
+       "5     33\n",
+       "6     32\n",
+       "7     29\n",
+       "8     26\n",
+       "9     25\n",
+       "Name: 0, dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "n_poke_per_gen"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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D5OHBzVYAAAAAcKuw6OPjo6CgIOfv4OBgbdu2TcuXL1fr1q3l7+/vuuIAAAAAoABxq7CYH29vb+ef/zoNNTc3V19//bXWrFmjU6dOKTg4WG3btlXLli2d29vtdk2bNk3Lly9Xdna26tSpo969ezsD6Y4dO5SYmKh9+/YpJydHpUuXVqdOndS0aVNJF6eyXrhwQefOndPu3bv14IMP6sKFC/r9999Vt25dLVq0SHa7XY0aNdKTTz4pPz+/W3ptAAAAALgvt55zuWfPHq1Zs0YxMTGGdUuWLNHatWs1YMAAffTRR2rdurU+//xzpaSkOLfZuXOn/vzzTw0bNkyvvPKKdu/erenTp0uSTp48qeHDh6ty5coaMWKERo4cqcqVK+vTTz9VZmamc4y1a9cqMjJS7777rho3bixJ2rt3rzZv3qzXX39dL774onbs2KExY8bc1GsBAAAAAH/lVncWv/32W82fP1+SZLPZZLfbVbVqVTVp0sSwbUZGhooUKaLg4GAVL15crVu3VpkyZRQaGurcpnjx4urdu7c8PDxUpkwZRUdHa8uWLZIuPhMZGxur9u3by2QySZI6deqklStX6ujRo867j0WLFnU+R3mJyWTSwIEDVaJECUlSz5499c477+jIkSMqU6bMDb8uAAAAAPB3bhUW77vvPrVt21bSxbCYnp6uGTNmaMiQIXr33XfzbNuqVSslJSWpT58+qlixoiIjIxUdHa3AwEDnNqVLl87zQpyiRYsqOztbkhQSEqLmzZtr0aJFSk1NVXp6ug4ePChJys3Nde7z1/D512WXgqIkVatWTZKUmppKWAQAAABwS7hVWPT391dISIjzd1hYmPz9/fXmm2867wheEhoaqo8//ljbt2/Xli1btGHDBn333Xd69tln1bx5c0m64ptTDx8+rDfeeEOVKlVSZGSkGjVqpICAAL322mt5tvvrM5OXeHp65vl9KVzyplYAAAAAt4pbhcUr+evdPklauHChAgMD1bhxY0VGRuqxxx7TsGHD9OuvvzrD4pUsXbpUQUFBeuONN5zLkpOTJUkOh+OK+x49elTnzp1zvtBm165dkqSKFStezykBAAAAwD/mVreqsrKylJmZqczMTP3xxx9KSUnRlClTVLx4cdWpUyfPtqdPn9akSZOUnJwsq9WqTZs26cCBA84poVdTqlQpHT9+XBs3bpTVatW6dev0+eefS7o4BfZqdY4bN06pqanasmWLvvjiC0VHR8tisfyzEwcAAACA6+RWdxa///57ff/995IuvkSmWLFiqlGjhp5//nkVKVIkz7YPP/ywbDabJk2apMzMTAUFBally5bq1KnTNR2rTZs2SktL09ixY2Wz2RQaGqpu3bopMTFRe/bsUb169S67b8mSJRUeHq4hQ4bIw8NDd999tx555JF/fN4AAAAAcL1MjqvNicQtlZiYqBUrVmj8+PE3Zfw//rdQtuMnb8rYAICbx9TmbmV7m11dxg1hNptlsVhktVqVk5Pj6nJwGfSp4KNHhUNB7NOlmq7GraahAgAAAACuDWERAAAAAGDgVs8sFgaxsbGKjY11dRkAAAAA3Bx3FgEAAAAABoRFAAAAAIABYREAAAAAYEBYBAAAAAAYEBYBAAAAAAaERQAAAACAAWERAAAAAGDAdxbdjKnxHTJlZ7u6DOTDJJM8vTxlt9nlkMPV5SAf9KhwuG375MW/sgEAtxb/5nEzDl8fZd9O//F0GzGbzSppschqtSonJ8fV5SAf9KhwoE8AANwYTEMFAAAAABgQFgEAAAAABoRFAAAAAIABYREAAAAAYEBYBAAAAAAYEBYBAAAAAAZ8OsPNmM6flXf2BVeXgXyYsk3KvPCnPGx2efN5kwKJHhUO9Kngu1175PDyVo4H/2kF4PbBP9HcjG3NQtmOp7u6DFwGX4Qr+OhR4UCfCr7bsUdebR6VvPlPKwC3D6ahAgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAy8XF3Av2W327VkyRKtXLlSR44ckdlsVsWKFfXAAw8oIiLC1eVd1vLly/XJJ58oMTFRkhQXF6dmzZopNjbWxZUBAAAAQCEPi9nZ2Xr77bd1/PhxxcbGqnr16srOztbPP/+sYcOGqV+/fmrSpImry7wm7777rry9vV1dBgAAAABIKuRhMTExUQcPHtTo0aNVqlQp5/Inn3xS586d0+TJk9WwYUP5+Pi4sMprExAQ4OoSAAAAAMCp0IZFm82mn376SS1atMgTFC/p2rWrWrZsKW9vb8XGxqpz585avny5bDabhg4dKovFohkzZmjVqlU6d+6cypcvr9jYWNWtW1eSlJubq6+//lpr1qzRqVOnFBwcrLZt26ply5aSpFOnTumLL77Qtm3blJWVpUqVKqlbt26qVauWs74rjf93f52Gmpubq++++07Lly+X1WqV2WxW9erV9dRTTykkJOQmXVEAAAAA+D+FNiweO3ZMZ8+eVfXq1fNdX6JECZUoUcL5e8mSJXrttddkt9sVGhqqjz76SGlpaXr++edVokQJbdiwQe+9955efPFF1a9fX0uWLNHatWs1YMAA5/rPP/9c5cuXV40aNTRx4kTZbDYlJCTIbDZrzpw5GjlypD799FP5+Pho/PjxVxz/ShYuXKh58+apb9++Kl++vDIyMvTZZ59p6tSpeumll27odQQAAACA/BTasHj27FlJUtGiRa9p+6ZNm6py5cqSpPT0dK1Zs0YjR45UeHi4JKldu3Y6cOCA5s2bp/r16ysjI0NFihRRcHCwihcvrtatW6tMmTIKDQ2VJGVkZKh8+fIqXbq0vL299eSTT6pJkyby8PC4pvGvJCQkRH379lWDBg0kSRaLRVFRUVq7du31XiYAAAAA+EcKbVi89IzfpdB4NZdCniTt379fkvTGG2/k2cZutzvDZ6tWrZSUlKQ+ffqoYsWKioyMVHR0tAIDAyVJDz/8sMaOHau1a9eqRo0aqlu3rpo0aSJvb+9rGv9KGjZsqN27d2vmzJk6cuSIjhw5osOHD+e5UwoAAAAAN1OhDYvBwcEKDAxUSkqKoqOjDesPHz6sKVOm6IknnpCkPG8adTgckqS33npLvr6+efbz8Lj46cnQ0FB9/PHH2r59u7Zs2aINGzbou+++07PPPqvmzZurUaNG+uyzz7Rp0yZt2bJFCxYs0KxZszR8+PBrGv9K5s6dq1mzZql58+aqU6eO7r//fiUnJ2vNmjXXcYUAAAAA4J+7enIpoDw8PBQTE6MVK1bo+PHjhvXz5s3T3r17ZbFYDOvKlSsnSfrjjz8UEhLi/Ovnn3/Wzz//LOnic4Pr1q1TZGSkHnvsMY0ePVoRERH69ddflZOToy+//FIZGRmKjo5Wnz59NHbsWJlMJv3222/XNP6VfPvtt+rcubOefvpp3XvvvapWrZqOHDniDKEAAAAAcLMV2rAoSQ8++KBCQ0P15ptvauXKlUpPT9eePXv0ySefaMWKFXrmmWfy/WxGuXLlVL9+fU2cOFHJycnKyMjQd999p7lz56p06dKSpNOnT2vSpElKTk6W1WrVpk2bdODAAVWrVk1ms1l79+7VhAkTtGvXLh07dkzLly9XVlaWqlWrdk3jX0nJkiW1ZcsWHT58WEeOHNGMGTOUlJSknJycG34NAQAAACA/hXYaqiQVKVJECQkJmj9/vubOnSur1aoiRYqoYsWKSkhIUM2aNS+778CBA/XNN99o4sSJOnv2rEqXLq0+ffqoefPmki4+k2iz2TRp0iRlZmYqKChILVu2VKdOnSRJAwYM0JdffqmRI0fq3LlzKlu2rJ5//nnnMa82/pX07dtXX3zxhV555RX5+vqqatWq6tWrlz7//HMdP34830+FAAAAAMCNZHIwt9GtHP/fZ7IdT3d1GQAA3Ha82jyqbG8/V5dxw5jNZlksFlmtVmY3FVD0qHAoiH26VNPVFOppqAAAAACAm4OwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADAwMvVBeDW8mrcVsq+4OoykA+TTPL08pTdZpdDDleXg3zQo8KBPhV8t2uPHF7eri4BAG4owqKbcfj6K1ueri4D+TCbzSppschqtSonJ8fV5SAf9KhwoE8FHz0CgMKBaagAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwIBPZ7gZx/mT8rxw3tVlIB+ObJNOZJ2Qw26Xp+P2+e6YzL6ye/i6ugoAAABcJ8Kim/lj9VhlHd/n6jLgRkq1eUcqQlgEAAAobJiGCgAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADDwcnUB18put2vJkiVauXKljhw5IrPZrIoVK+qBBx5QRESEq8u76RISEmSxWBQXF+fqUgAAAAC4gUIRFrOzs/X222/r+PHjio2NVfXq1ZWdna2ff/5Zw4YNU79+/dSkSRNXlwkAAAAAt41CERYTExN18OBBjR49WqVKlXIuf/LJJ3Xu3DlNnjxZDRs2lI+PjwurBAAAAIDbR4EPizabTT/99JNatGiRJyhe0rVrV7Vs2VLe3t6KjY1V586dtXz5ctlsNj3wwAOaMWOGJk6cqCJFikiScnNz9dxzz+mBBx5Q69atdfjwYX311VfauXOn7Ha7IiMj9fjjj8tisTi3T0xM1M8//6xz586pXr16KlmypA4cOKCEhARJuuoYCQkJqlq1qk6fPq1169bJ4XCoQYMG6tWrl3x9fSVJSUlJmjt3rg4dOqTc3FyFhYWpW7duqlev3s2/yAAAAADwNwX+BTfHjh3T2bNnVb169XzXlyhRQlWqVJGHx8VTWbJkieLj4zVo0CA1adJENptN69atc27/+++/68yZM2rSpImsVqsGDx4ss9msIUOGaPDgwcrMzNSQIUN07tw5SdJXX32lH374QT179tR7772n4sWLa9GiRc7xrmUMSVqwYIECAwP17rvvql+/flq/fr0WLFggSdq3b59Gjx6txo0ba/To0Ro+fLgCAwM1btw42Wy2G35NAQAAAOBqCnxYPHv2rCSpaNGi17R906ZNVblyZVWrVk0BAQFq0KCBVq1a5Vy/YsUKNWjQQP7+/lqyZIl8fHzUr18/VahQQVWrVlV8fLxOnTqlVatW6cKFC1qyZIm6du2qRo0aqWzZsurRo4fCw8Od411tjEvCwsL0yCOPKDQ0VA0bNlRkZKR27twpSfLw8FDPnj11//33Kzg4WOHh4Wrbtq1Onz6tzMzMf38RAQAAAOA6FfhpqAEBAZL+LzReTWhoaJ7fLVq00MiRI/XHH3/Ix8dHSUlJio+PlyQdOnRIlSpVktlsdm4fFBSkMmXKKDU1VWlpacrOzla1atWc600mk2rWrKkDBw5c0xiXlClTJk9dfn5+zjuP4eHh8vf319y5c5WWlqb09HTn+Lm5udd03gAAAABwIxX4O4vBwcEKDAxUSkpKvusPHz6st99+W4cOHZIkeXt751lfr149BQUFafXq1Vq3bp2KFi2qunXrSpIcDke+YzocDnl6ejqntl5uu2sZ45K/hsm/77t9+3b1799fe/bsUYUKFfTwww/r+eefv+wxAQAAAOBmK/Bh0cPDQzExMVqxYoWOHz9uWD9v3jzt3bvX+TKZ/PZv2rSpkpKStHbtWjVt2tQZAsuXL6+9e/cqJyfHuX1mZqaOHj2qsLAwhYaGytvbW7t27coz5u7du51/vtoY12L+/PmqXbu2Bg0apHbt2ikyMjLfcwUAAACAW6XAh0VJevDBBxUaGqo333xTK1euVHp6uvbs2aNPPvlEK1as0DPPPHPFz2a0aNFCu3fv1u+//67mzZs7l7ds2VJZWVkaO3asDh48qD179ujDDz9UQECAGjdurCJFiqhNmzZKTExUUlKSjhw5omnTpmn37t0ymUzXNMa1KFmypA4ePKiUlBQdO3ZMP//8s2bOnClJeUIoAAAAANwqBf6ZRUkqUqSIEhISNH/+fM2dO1dWq1VFihRRxYoVlZCQoJo1a15x/9DQUFWtWlW5ubkqW7asc3lwcLASEhI0ffp0vf766zKbzYqMjFS/fv2cL9Tp0qWLbDabPvvsM124cEENGjRQw4YNnSHuWsa4mi5duigzM1PvvfeepIsvw3n22Wc1duxY7d27N0/NAAAAAHArmBxXeiDvNuFwONSvXz916tRJ99xzz3Xtm5SUpBo1ajhftCNJb7/9tkqWLKlnn332Rpd60+1NHKCs4/tcXQbcSKk278hepISry7ghzGazLBaLrFYrd/0LMPpU8NGjwoE+FXz0qHAoiH26VNPVFIo7i/+UzWZTcnKytm7dqqysrGueFvpX8+bN05IlS9S9e3f5+fkpKSlJW7du1eDBg29CxQAAAABQMNzWYdHLy0uTJ0+WJPXr1++KzzVezvPPP6+pU6dq2LBhunDhgsqVK6cXXnhBERERN7pcAAAAACgwbuuwKEmfffbZv9o/ODhYgwYNukHVAAAAAEDhUCjehgoAAAAAuLUIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADA4Lb/ziLyKt6kn3IunHd1GciHyWSSp6en7Ha7HA6Hq8u5ccy+rq4AAAAA/wBh0c2YfEvILsJiQWQ2m1XSYpHVapUtJ8fV5QAAAMDNMQ0VAAAAAGBAWAQAAAAAGBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABjw6Qw3Y8s6KUc2n84oiHJyTMo4fOL2+87ibYQeFQ45OSb9Yb0gqYirSwEAoFAjLLqZ/Ws/0pkTe11dBgDcVBGtR8ujCGERAIB/g2moAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAMvVxcQFxcnq9Xq/O3l5aXAwEDVr19fXbp0UUBAgAur+2cSEhJksVgUFxcnSdqwYYNKly6tsLAwF1cGAAAAANfG5WFRktq1a6cOHTpIkrKzs5Wamqrp06dryJAhGj58uPz8/Fxc4fUZNGiQPDwu3rS1Wq0aMWKEhgwZQlgEAAAAUGgUiGmoPj4+CgoKUlBQkIKDg9WwYUMNHjxYJ06c0Lx581xd3nXz9/d3BlyHw+HiagAAAADg+hWIO4v5KVWqlBo1aqQ1a9aoa9euSk1N1ddff62dO3cqKytLJUuWVKtWrdS+fXtJUmJiorZt26bixYtr48aNatasmSpVqqTZs2erQ4cOmjNnjs6cOaM77rhDPXr00PTp07V+/XoVLVpUsbGxiomJkSSdPXtW06dP18aNG3X69GkVLVpUDRs2VI8ePVSkSBFt27ZNw4YN00svvaSvvvpKR48eVXBwsB599FHdeeedkv5vGurDDz+svn37SpKGDh2qzp07KzY2VklJSZo7d64OHTqk3NxchYWFqVu3bqpXr55z/6pVq+r06dNat26dHA6HGjRooF69esnX1/fWNwMAAACA2ykQdxYvp3z58srIyNC5c+f09ttvy9/fX8OGDdMHH3ygqKgoTZs2TQcOHHBuv2PHDgUFBWnkyJFq06aNJOn48eNau3atXn31VcXHxys5OVnx8fGqVKmSRowYoXr16unzzz/XmTNnJEmffPKJDhw4oEGDBumjjz7SE088oZUrV2rZsmXO4+Tm5uqrr75Sjx49NHr0aJUrV07jxo1TVlZWnvpLlSqld955R5IUHx+vDh06aN++fRo9erQaN26s0aNHa/jw4QoMDNS4ceNks9mc+y5YsECBgYF699131a9fP61fv14LFiy4WZcaAAAAAPIo0GHx0lTOP//8U23bttXTTz+tsLAwhYaGKjY2VpKUmpqaZ5/Y2FiVLl1aoaGhkiS73a4ePXqofPnyuuOOOxQeHq6wsDC1a9dOZcqUUbt27WSz2XT06FFJUmRkpJ577jlVrVpVwcHBuvvuu1WxYkXDcbp06aKIiAiFhobqoYce0vnz5w3beHh4OF/Q4+/vLx8fH3l4eKhnz566//77FRwcrPDwcLVt21anT59WZmamc9+wsDA98sgjCg0NVcOGDRUZGamdO3feuIsLAAAAAFdQYKehStK5c+ckScWKFVOrVq20evVq7d+/X+np6Tp48KCki3f5LgkMDMz3ZTghISHOPxcpUkSlSpVy/vb29pYk5eTkSJJatmyp5ORkLV++XEePHtXhw4d17NgxlSlTJs+Yf31ZzaVj/vXO4OWEh4fL399fc+fOVVpamtLT0513R/96Ln8/np+fn/N6AAAAAMDNVqDD4r59+xQaGqqsrCy9/vrrCggIUMOGDVW3bl1VrlxZzz77bJ7tLwW/v/PyynuaJpMp3+1yc3M1YsQIpaamqkmTJoqOjlbFihU1YcKEq44pXdvLbLZv367hw4frjjvuUI0aNXT33XfrwoULev/99/NsZzab/9H4AAAAAHAjFNiweOLECSUnJ6tjx45avXq1zp49q48++sgZ0i5N+byRAerAgQPauHGjhg8frqpVq0q6eLcwPT1dwcHB/2jMvwfT+fPnq3bt2ho0aJBz2aJFi/550QAAAABwExSIsJiVleV8Xi87O1sHDx7UjBkzFBwcrPbt22vjxo3KysrS2rVrVaNGDaWlpenLL7+U9H/TR2+EoKAgeXp66tdff1VgYKDOnDmjOXPmKDMz85qmmObHx8dH0sVwW7FiRZUsWVLr169XSkqKSpQooW3btmnmzJk3/FwAAAAA4N8oEGHx+++/1/fffy9J8vT0VKlSpRQdHa327dvLx8dHUVFR6tChg7788kudP39eFotF99xzj9avX6+9e/fesDpKlCihuLg4JSYmasmSJQoKClL9+vV1//33Kzk5+R+NWaxYMbVo0ULTp0/X0aNH1aVLF2VmZuq9996TdPHZx2effVZjx47V3r17VbZs2Rt2PgAAAADwT5kcPAjnVpK+fV5nTty4gA0ABVFE69HyKFKSGRsFlNlslsVikdVqpUcFGH0q+OhR4VAQ+3Sppqsp0J/OAAAAAAC4BmERAAAAAGBAWAQAAAAAGBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAICBl6sLwK1VMaq/si+cd3UZyIfJZJKnp6fsdrscDoery0E+6FHhYDKZ5F3EXzZXFwIAQCFHWHQzXj4llOMgLBZEZrNZFotFVqtVOTk5ri4H+aBHhYPZbFbx/98nAADwzzENFQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAIABYREAAAAAYEBYBAAAAAAY8OkMN3Mh64RsOXw6oyCy55h0JO247Da7HOIbfgURPSocbtc+eXr5yWTydXUZAAA3Qlh0M5vXf6g/TuxxdRkAgOsUHTNKXmbCIgDg1mEaKgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMDAy9UFFGZxcXGyWq3O315eXgoMDFT9+vXVpUsXBQQESJJiY2P13HPPqXnz5rLZbFq8eLHatWsnSXI4HFqxYoXuuOMOBQYGuuQ8AAAAAODvuLP4L7Vr104TJkzQhAkTNGbMGPXs2VPbtm3TkCFDdO7cOUnShAkTFB0dLUlavXq1pk6d6tx/x44d+uSTT3ThwgWX1A8AAAAA+SEs/ks+Pj4KCgpSUFCQgoOD1bBhQw0ePFgnTpzQvHnzJElBQUHy9vbOd3+Hw3ErywUAAACAa0JYvAlKlSqlRo0aac2aNZIuTkNdvny5li9frk8++cS5bNu2bRo6dKgkqW/fvlq+fLkkadeuXRo6dKieeOIJ9ezZU5988onOnDnjknMBAAAA4J4IizdJ+fLllZGRoaysLOey6OhoPfnkk5IuTk2tXr264uPjJUnvvPOOoqOjtWfPHiUkJKhcuXIaPny4Bg4cqN27d+vtt99Wbm6uK04FAAAAgBsiLN4kfn5+kuR8blGSvL29ncuDgoLk5eUlf39/SVJAQIC8vb01f/58VahQQU899ZTCwsIUERGh/v37a//+/dq0adMtPw8AAAAA7omweJNcComXwuG1Sk1NVfXq1fMsCw8Pl5+fn1JTU29YfQAAAABwJYTFm2Tfvn0KDQ2Vj4/PDRnP4XDIy4svnQAAAAC4NQiLN8GJEyeUnJysJk2aXHVbk8mU53f58uWVkpKSZ9mBAwd0/vx5hYWF3dA6AQAAAOByCIv/UlZWljIzM5WZmaljx45p/fr1eueddxQcHKz27dsbtr90p3Hfvn3Kzs52/j5w4ICysrLUrl07HTx4UJMmTdLhw4e1bds2jR07VhUrVlRERMQtPTcAAAAA7ot5jf/S999/r++//16S5OnpqVKlSik6Olrt27fPdwpqRESEqlatqsGDB6tfv3668847dccdd2jMmDHq1q2b2rdvr9dee00zZszQyy+/LF9fX91555169NFHmYYKAAAA4JYxOfgqvFtZMi9Of5zY4+oyAADXKTpmlLzMJV1dxg1hNptlsVhktVqVk5Pj6nJwGfSp4KNHhUNB7NOlmq6GaagAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMDAy9UF4Naqe+dAZWefd3UZyIdJJnl6ecpus8shh6vLQT7oUeFwu/bJ08vP1SUAANwMYdHNFPEpqVwHYbEgMpvNslgsslqtysnJcXU5yAc9KhzoEwAANwbTUAEAAAAABoRFAAAAAIABYREAAAAAYEBYBAAAAAAYEBYBAAAAAAaERQAAAACAAZ/OcDPns07ogo1PZxRE2TaTso4cv+2+DXc7uV17ZPb0k4fJ19VlAACAAoaw6GZWbvxQ1j/2uLoMAAVIu7tHqYgXYREAAOTFNFQAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAIABYREAAAAAYEBYBAAAAAAYEBYBAAAAAAaERQAAAACAgVuFRYfDoeXLlyshIUE9e/bUI488on79+mnKlCnKzMyUJB07dkyxsbHatm3bvzrWoUOH9Ntvvzl/x8bGavny5f9qTAAAAAC4VbxcXcCtkpubq1GjRmnHjh168MEH1bNnT/n6+urQoUOaM2eOXnnlFY0YMUKlSpXShAkT5O/v/6+O995776lZs2aqX7++JGnChAny8/O7EacCAAAAADed24TFBQsWaOPGjRo+fLgqVarkXF6qVCnVrl1bL7zwgubPn6/HHntMQUFBN/z4N2NMAAAAALhZ3CIsOhwOLV68WHfffXeeoHiJt7e3hgwZoqCgIB07dkx9+/bVkCFDVLt2bSUkJCg0NFQHDx7UkSNH1LNnT0VFRWnGjBlau3atTp48KR8fH9WpU0dPP/20AgICFBcXJ6vVqlmzZmn79u1KSEhQbGysnnvuOTVv3lzjx4+XJBUrVkwrV65UVlaWIiIi1Lt3b5UoUUKStGPHDiUmJmrfvn3KyclR6dKl1alTJzVt2vSWXjsAAAAA7sktnlk8duyYrFarIiMjL7uNxWKR2WzOd91PP/2ktm3b6q233lK9evU0ffp0rVu3TnFxcfr4448VFxenrVu3as6cOZKkd999VyVLllS7du00aNCgfMdcs2aNzp49q6FDh+q1117Tvn37NGPGDEnSyZMnNXz4cFWuXFkjRozQyJEjVblyZX366afOZysBAAAA4GZyizuLp06dkiQFBATkWf7ee+/leZGNxWLRK6+8Ytg/PDxcTZo0cf6uXLmyoqKiVLNmTed+kZGRSk1NdR7Hw8NDPj4+l3320c/PT71795aXl5fKli2r6Ohobdy4UZKUnZ2t2NhYtW/fXiaTSZLUqVMnrVy5UkePHmVKKwAAAICbzi3CYrFixSRJZ8+ezbO8d+/eys7OliQtXLhQGzZsyHf/kJCQPL+bNm2qLVu26KuvvtLRo0eVlpamI0eOOMPjtShdurS8vP7v8vv5+clmszmP17x5cy1atEipqalKT0/XwYMHJV18UQ8AAAAA3GxuMQ21dOnSKl68uOFzGCVKlFBISIhCQkKu+PZTb2/vPL8nTJigMWPGyGazqWHDhurfv78aN258XTVdbsqrJB0+fFj9+/fXhg0bFBoaqg4dOuj111+/rvEBAAAA4N9wizuLHh4eatOmjWbNmqWWLVuqQoUKhm1OnDhxTWOdOXNGy5Yt04ABAxQdHe1cnpaWJh8fnxtS79KlSxUUFKQ33njDuSw5OVnSxZf1AAAAAMDN5hZhUZI6dOig/fv3680331THjh1Vv359+fn5KTU1VYsXL9aWLVvUokWLq47j6+srPz8/rV+/XpUqVVJ2drYWLVqk/fv3q2rVqs7tfHx8lJ6erszMzOt+xrBUqVI6fvy4Nm7cqLCwMO3bt0+TJ0+WJOdUVQAAAAC4mdwmLHp4eGjgwIH69ddf9fPPP2vRokU6e/asgoKCVLNmTSUkJKhWrVo6duzYFcfx8vLSCy+8oKlTpyo+Pl7+/v6qXbu2unXrprlz5+rChQsqUqSI2rRpo2nTpunQoUN6//33r6vWNm3aKC0tTWPHjpXNZlNoaKi6deumxMRE7dmzR/Xq1fsXVwIAAAAArs7kYF6jW5mxME7WP/a4ugwABUi7u0epiFdJV5dxw5jNZlksFlmtVuXk5Li6HOSDHhUO9Kngo0eFQ0Hs06WarsYtXnADAAAAALg+hEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAIABYREAAAAAYEBYBAAAAAAYEBYBAAAAAAZeri4At1bTOwbqQs55V5eBfJhkkqeXp+w2uxxyuLoc5ON27ZHZ08/VJQAAgAKIsOhmfH1KSg7CYkFkNptlsVhktVqVk5Pj6nKQD3oEAADcCdNQAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAIABn85wM2eyTyjLzqczCiJTrklnjh6X3W6Xw3H7fMPvdkKPCgf6VPDRo8LhduxTEU8/meXr6jKAQoOw6GZm/z5GaZl7XF0GAADALdf7rvdl9iQsAteKaagAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAg0IZFhMSEjR+/Ph8140fP14JCQn/eOzly5crNjb2H+8PAAAAALcDL1cXUNBER0erXr16ri4DAAAAAFyKsPg33t7e8vb2dnUZAAAAAOBSt3VYTE1N1ddff62dO3cqKytLJUuWVKtWrdS+fXtJUmJiorZt26bixYtr48aNatasmSpVqqRPPvlEiYmJmjJlijZs2KCxY8c6xzx37px69eql+Ph41a9fXz/++KMWLVqko0ePysPDQxUrVtQTTzyhypUrS5Li4uJ03333aceOHdq2bZsCAwP1xBNPyGQyafr06Tp58qRq1Kihvn37KjAwUJKUlJSkuXPn6tChQ8rNzVVYWJi6devGHU8AAAAAt0yhfGbxWly4cEFvv/22/P39NWzYMH3wwQeKiorStGnTdODAAed2O3bsUFBQkEaOHKk2bdrkGaNFixbKyMhQSkqKc9kvv/wif39/1atXT0lJSZo0aZI6dOigMWPG6I033lBOTo4+/fTTPOPMnj1b0dHRGjVqlCpUqKDx48drzpw56tevn15++WXt2bNH3333nSRp3759Gj16tBo3bqzRo0dr+PDhCgwM1Lhx42Sz2W7eBQMAAACAvyi0dxZXr16ttWvXGpbbbDZVr15dFy5cUNu2bdW6dWv5+PhIkmJjYzVv3jylpqYqPDzcuU9sbKz8/PwkSTt37nQur1ChgipVqqSVK1eqRo0akqQVK1bo7rvvloeHh/z9/dWnTx/dfffdkiSLxaIWLVroiy++yFNT/fr11axZM0nSvffeq+TkZHXr1k1VqlSRJEVGRurQoUOSJA8PD/Xs2VMtW7Z07t+2bVu98847yszMVKlSpf7VdQMAAACAa1Fow2KDBg302GOPGZZPnz5dZ8+eVUBAgFq1aqXVq1dr//79Sk9P18GDByVJubm5zu0DAwOdQTE/LVq00IwZM9SjRw+dOHFCO3fu1DPPPCNJqlWrlg4fPqxZs2bpyJEjOnr0qFJTU+VwOPKMERIS4vxzkSJFJEmlS5d2LvP29tapU6ckSeHh4fL399fcuXOVlpam9PR0553Qv9YNAAAAADdToZ2G6uvrq5CQEMNfvr6+kqTMzEwNGjRIP/74o0qUKKFWrVppxIgRhnGu9jKbJk2aKDs7Wxs2bNDKlStVpUoVhYWFSbp4d/PFF19URkaGqlWrpu7du+vxxx83jOHp6WlYZjKZ8j3e9u3b1b9/f+3Zs0cVKlTQww8/rOeff/6q1wMAAAAAbqRCe2fxalavXq2zZ8/qo48+kpfXxdNMTU2VJMOdvyspWrSoGjVqpKSkJB08eFCtWrVyrps7d65iYmLUq1cv57Lk5GTnMS4XCK9k/vz5ql27tgYNGuRctmjRouseBwAAAAD+jds2LJYsWVJZWVlau3atatSoobS0NH355ZeSpJycnOsaq0WLFho5cqQcDocaN26c5xg7d+7Uvn375Ofnp+TkZC1evNh5jH/yCY6SJUtq/fr1SklJUYkSJbRt2zbNnDnzH9UNAAAAAP/UbRsWo6Ki1KFDB3355Zc6f/68LBaL7rnnHq1fv1579+69rrHq1KmjYsWKqXr16ipatKhzec+ePfXZZ58pISFBZrNZFSpUUN++fTVmzBjt3btXNWvWvO66u3TposzMTL333nuSpLCwMD377LMaO3as9u7dq7Jly173mAAAAABwvUyO65mT6aaysrLUu3dvDRo0SJGRka4u51/5cFlfpWXucXUZAAAAt1zvu96Xv2dJV5dxw5jNZlksFlmtVmagFWAFsU+Xarqa2/bO4o1w9uxZbd26Vb/++qssFovq1Knj6pIAAAAA4JYgLF5Bbm6uPv30UwUEBGjgwIH/6IU1AAAAAFAYERavICAgQFOmTHF1GQAAAABwyxXa7ywCAAAAAG4ewiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMOA7i27moToDlJV93tVlIB8mk0menp6y2+1yOByuLgf5oEeFA30q+OhR4XA79qmIp5+rSwAKFcKimynmXVJedsJiQWQ2m2WxWGS1WpWTk+PqcpAPelQ40KeCjx4VDvQJANNQAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAIABn85wMyeyTyvLnuXqMpCfXJNOHD0tm90u3Sbfs7rt0KPCgT4VfPSocLgN++TrWUS+8nZ1GUChQVh0M2O2z9DeU4ddXQYAAMAt936DvvL1JCwC14ppqAAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAACDQhUWExISNH78+HzXjR8/XgkJCTf8mImJiYqLi7th48XFxSkxMfGGjQcAAAAAN0OhCosAAAAAgFuDsAgAAAAAMPBydQE3Q2pqqr7++mvt3LlTWVlZKlmypFq1aqX27dsrOTlZ77//viZOnKiAgABJ0ksvvSS73a7Ro0dLks6ePaunn34632mtsbGxeu6559S8efPLLtu0aZP+97//6eDBg/L391fz5s0VGxsrD4+L2TwzM1OjRo3S5s2b5e3traZNm6p79+7O9T/++KMWLVqko0ePysPDQxUrVtQTTzyhypUr37yLBgAAAAB/cdvdWbxw4YLefvtt+fv7a9iwYfrggw8UFRWladOm6cCBA4qMjJTZbNbWrVslSadPn9bBgwd16NAhnTp1SpK0efNm+fv7q1q1atd9/F27dundd99VzZo1NWLECPXp00c//PCDZs2a5dzmp59+Uq1atTR69Gg9+uijWrBggZYvXy5JSkpK0qRJk9ShQweNGTNGb7zxhnJycvTpp5/++4sDAAAAANeo0N1ZXL16tdauXWtYbrPZVL16dV24cEFt27ZV69at5ePjI+ninb958+YpNTVV4eHhqlOnjjZv3qzo6Ght2bJFlSpV0h9//KFt27YpOjpav/32m+rXr++803c9Fi5cqKpVq+qxxx6TJJUtW1a9evXS6dOnndvcddddatu2rSQpJiZGixYt0r59+xQTEyN/f3/16dNHd999tyTJYrGoRYsW+uKLL667FgAAAAD4pwpdWGzQoIEziP3V9OnTdfbsWQUEBKhVq1ZavXq19u/fr/T0dB08eFCSlJub6xxj9uzZkqQtW7YoIiJCVqtVW7duVVRUlDZt2qQ+ffr8o/oOHTqkyMjIPMuioqLy/A4NDc3zu2jRosrOzpYk1apVS4cPH9asWbN05MgRHT16VKmpqXI4HP+oHgAAAAD4JwrdNFRfX1+FhIQY/vL19ZV08XnAQYMG6ccff1SJEiXUqlUrjRgxIs8YDRo00MmTJ5WWlqbff/9dderUUUREhLZt26Y9e/bowoULhsB3OXa7Pc9vT0/Pq+6T3x3LS2Fw9erVevHFF5WRkaFq1aqpe/fuevzxx6+pFgAAAAC4UQrdncWrWb16tc6ePauPPvpIXl4XTy81NVXS/wWy4sWLq1KlSlq6dKlOnz6tGjVqKCQkRBMmTNAPP/ygyMhIFSlSJN/xPT09de7cOefvo0eP5lkfFhamvXv35lm2cOFCrV69Wu+8885V6587d65iYmLUq1cv57Lk5GRn/SaT6apjAAAAAMC/VejuLF5NyZIllZWVpbVr1+r48ePavHmzxowZI0nKyclxbtewYUMtW7ZM1apVk7e3t4KDgxUcHKyVK1eqYcOGlx2/WrVq+vHHH3XgwAHt379fn3/+ucxms3N9hw4dtGvXLs2cOVNHjx7Vb7/9ptmzZ6t+/frXXP/OnTu1b98+paen6/vvv9fixYsN9QMAAADAzXTbhcWoqCh16NBBX375pQYMGKApU6YoJiZGNWvWzHPHr0GDBsrJyVHt2rWdy+rUqeNcdzm9evWSv7+/Xn/9dY0ePVr33HOPSpQo4VwfHh6uF198Ub/99pvi4+P1xRdfqE2bNnrwwQevqf6ePXsqMDBQCQkJev311/Xbb7+pb9++kmS4YwkAAAAAN4vJwZtT3Erfn0do76nDri4DAADglnu/QV+V8Czm6jJuGLPZLIvFIqvVygy0Aqwg9ulSTVdz291ZBAAAAAD8e4RFAAAAAIABYREAAAAAYEBYBAAAAAAYEBYBAAAAAAaERQAAAACAAWERAAAAAGBAWAQAAAAAGBAWAQAAAAAGXq4uALfWgFpdlZWd5eoykB+TSV6enrLZ7ZLD4epqkB96VDjQp4KPHhUOt2GffD2LuLoEoFAhLLqZkt4BOm83u7oM5MNsNstischqtSonJ8fV5SAf9KhwoE8FHz0qHOgTAKahAgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwIDvLLqZk9nndN5+wdVlIB+m3As6cfS87Ha7HLfJx49vN7drj3w9zfKVp6vLAAAABQxh0c18tO0n7c085uoyABQgI+7sJF9PwiIAAMiLaagAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAzcJizGxcUpMTHRsHzSpEnq0qWLli9fftltbqTExETFxcXd1GMAAAAAwL/l5eoCXGny5Mn64Ycf1K9fPzVp0kT169eXt7e3q8sCAAAAAJdz27A4ZcoULV26VP3791dUVJQkKSAgwMVVAQAAAEDB4JZhccqUKfrhhx8UHx+vhg0bOpfHxcWpWbNmio2NVWJionbu3Kk6depo8eLFOnPmjKpUqaJevXopLCxMknT69GlNmjRJmzZtkqenp2JiYrRnzx7VrFlTsbGxkqRly5bpu+++08mTJxUZGSmLxZKnltjYWHXu3FnLly+XzWbT0KFDZTabNX36dG3dulV//vmnAgMD1aRJEz3yyCPy8HCbmcMAAAAAXMjtwuLUqVO1cOFCPfTQQ3mCYn527Nghs9msV155RXa7XePGjdMXX3yhIUOGKDc3V++9957sdrtee+01eXl56csvv1RKSopq1qwpSVq9erW++OILPfnkk6pTp46SkpL0zTffqFSpUnmOs2TJEr322muy2+0KDQ3Viy++qOLFi2vw4MHy9fVVcnKyvvzyS1WrVk2NGjW6adcGAAAAAC5xq9tUP/74o5YuXarq1atr8eLFslqtV9zebrerb9++Cg8PV+XKlXXfffdp586dkqTt27drz5496t+/v6pVq6ZKlSpp4MCB8vL6v/y9aNEiRUdHq1WrVipTpoweeOABNWjQwHCcpk2bqnLlyqpWrZqys7PVtGlT9e7dW+Hh4SpdurTuv/9+BQYGKjU19cZeEAAAAAC4DLe6s3ju3Dm9+uqrqlChguLj4/XRRx9p6NCh8vT0zHf7wMBA+fv7O3/7+fnJZrNJkvbv36+iRYuqTJkyzvVBQUF5fqempqpx48Z5xqxevboOHjyYZ1loaKjzz97e3mrdurXWrl2r3bt3KyMjQwcPHtSpU6eUm5v7z08eAAAAAK6DW91ZvP/++1W7dm35+/vrueee0+7du6/4qQyz2XzZdZ6ennI4HFc8nslkMmyTXzD96xtYs7KyNHjwYM2ZM0f+/v5q1qyZ3nrrLZUsWfKKxwIAAACAG8mt7iz+9eUwdevWVatWrTR37lzVqVNHERER1zVWhQoVdO7cOaWlpals2bKSpDNnzig9Pd25TXh4uHbu3Kn777/fuWzfvn1XHHfz5s3av3+/JkyYoKCgIEnS2bNnlZmZeV31AQAAAMC/4VZ3Fv/uscceU5kyZTR27FidPn36uvatXbu2qlatqnHjxmnXrl06cOCAPv74Y124cEEmk0mS9MADD2jdunWaN2+ejh49qkWLFmnt2rVXHPfSHcRVq1bJarUqJSVFI0eOlN1uV05Ozj87UQAAAAC4Tm4dFr29vdWvXz+dPn1a48ePv+q00r+Lj49XiRIlNGzYMA0bNkxVqlRRqVKlnC+5qV+/vvr376+ff/5ZgwYNUlJSktq1a3fFMatUqaLHH39cCxcu1IABAzR+/HjVqlVLjRs31t69e//xuQIAAADA9TA5rjchQdLFbyzu3r1bdevWdYZDm82mp556Sk8//bSaNm3q4grz9/xP07Q385irywBQgIy4s5NKePq4uowbxmw2y2KxyGq1MiOjgKJHhQN9KvjoUeFQEPt0qaarcatnFm8kT09PjRkzRvfdd59atmwpm82mefPmyWw2q169eq4uDwAAAAD+FcLiP1S0aFG9/PLLmjlzppYtWyaTyaQaNWpoyJAhCggIcHV5AAAAAPCvEBb/hYiIiOt+iyoAAAAAFAZu/YIbAAAAAED+CIsAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwIDvLLqZ/rVjdD77gqvLQD5MJpM8PT1lt9vlcDhcXQ7ycbv2yNfT7OoSAABAAURYdDMlvP103m5ydRnIh9lslsVikdVqVU5OjqvLQT7oEQAAcCdMQwUAAAAAGBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABnw6w82czM7SeTuv/C+ITLk5OnH08P//hp+rq0F+6FHhQJ8KPnpUOJhyc3ThxHEVcXUhAFyGsOhmPt6apL2ZJ1xdBgAAKARGRbdUES/iIuCumIYKAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMPBydQEFRUJCgrZv355nmZeXlwIDA9WwYUM99thjKlKkyDWNtWHDBpUuXVphYWE3o1QAAAAAuOkIi3/xn//8Rz169HD+zsrK0ubNmzVlyhQ5HA49/fTTVx3DarVqxIgRGjJkCGERAAAAQKF13WExJydHKSkpOnLkiM6fPy+TySQ/Pz+VLVtWVapUkbe3982o85bw9vZWUFBQnmUhISHau3ev1qxZc01h0eFw3KTqAAAAAODWua6w+N133+nbb7/V+fPn813v5+enBx98UO3bt78hxRUU3t7e8vK6eKmys7M1Z84crV69Wn/88YfKlCmjhx56SFFRUTp27Jj69u0rSRo6dKg6d+6s2NhYHT58WF999ZV27twpu92uyMhIPf7447JYLJIuToGtXLmy/vjjD61fv16+vr7q3Lmzypcvry+++EJHjx5VeHi44uLiFBoa6rLrAAAAAMB9XHNYnD9/vr7++mt16NBBUVFRCgkJka+vryTp3LlzSk9P19q1a/XVV1/Jw8ND999//00r+lax2+3avHmzVq5cqXvvvVeSNGbMGO3fv1+9evVSSEiIVq9erQ8//FDx8fFq2LCh3nnnHb322muKj49X3bp1ZbVaNXjwYEVGRmrIkCHKzs7W1KlTNWTIEI0aNUp+fn6SpIULF6pbt27q0qWL5s2bp8mTJ6ts2bLq0aOHfHx89MEHH+irr77SoEGDXHlJAAAAALiJaw6LS5Ys0YMPPqguXboY1vn7+6tKlSqqUqWKvLy8tHjx4kIZFlevXq21a9c6f2dnZ8tisahDhw7q1KmTDh8+rOTkZL388suqX7++JCk2NlYHDx7Ut99+q0aNGikgIEDSxWvi4+OjWbNmycfHR/369ZPZbJYkxcfHKy4uTqtWrVKrVq0kSRUrVlSHDh0kSa1bt9YPP/yg1q1bq3bt2pIuPk+5fv36W3YtAAAAALi3aw6Lp06dUo0aNa66XY0aNTR//vx/VZSrNGjQQI899pgcDof27NmjKVOmqE6dOurUqZM8PT2VmpoqSYbrUKtWLX399df5jnno0CFVqlTJGRQlKSgoSGXKlHGOJ118NvKSS29d/esyb29v2Wy2f3+SAAAAAHANrjkshoWFafXq1apbt+4Vt/vpp59UpkyZf12YK/j6+joDWmhoqIoXL65hw4bJ09Pzii+3cTgczmca81t3ueWenp7O33/98yUmk+l6ygcAAACAG+aaw2LXrl01YsQIHTlyRI0aNVJoaKjzebvz588rPT1dSUlJ2r17t+Lj429awbdSRESE2rdvr3nz5qlhw4YqX768JCklJUUNGjRwbrdjxw7nZzL+HvDKly+vVatWKScnx3l3MTMzU0ePHlXLli1v0ZkAAAAAwPW55rBYt25dJSQk6H//+58SExMNUyI9PDxUs2ZNDR48WBERETe8UFeJjY3V+vXrNXHiRI0ePVr169fX559/LpPJpJCQEP3yyy9KTk7WwIEDJUk+Pj6SpNTUVFWsWFEtW7bUDz/8oLFjx+qhhx5STk6Opk2bpoCAADVu3NiVpwYAAAAAl3Vdn86oVq2aXn/9ddlsNmVkZOjcuXNyOBzy8/NT6dKl8zyXd7vw9vbWM888o6FDh+qbb77RgAED9M033+i///2vzp07p/Llyys+Pl6NGjWSJBUrVkwtWrTQ9OnTdfToUT311FNKSEjQ9OnT9frrr8tsNisyMlL9+vVT0aJFXXx2AAAAAJA/k4OvyLuV/j9+p72ZJ1xdBgAAKARGRbdUSa8iysnJcXUpyIfZbJbFYpHVaqVHBVhB7NOlmq7G4xbUAgAAAAAoZAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMvFxdAG6t5yMa6Xx2tqvLQD5MJsnT01N2u10Oh6urQX7oUeFAnwo+elQ4mEySv7ePlEuTAHdFWHQzJbx9dN7OP/QLIrPZLIvFIqvVqpycHFeXg3zQo8KBPhV89KhwMJvNspQsJavV6upSALgI01ABAAAAAAaERQAAAACAAWERAAAAAGBAWAQAAAAAGBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgYHI4+ByuO9mbnqHzOdmuLgP5MMkkTy9P2W12OcTflgURPSoc6FPBR48KB/pU8JlkUqCfr4rk5vLN0gKsIH5b9lJNV+N1C2pBAfLx779rb2amq8sAAADADTCqSWMV8eI/6XFzMA0VAAAAAGBAWAQAAAAAGBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAICB233Bc9WqVVq8eLFSU1MlSWFhYYqJidF99913U4+bkJAgi8WiuLi4m3ocAAAAALgR3Cos/vTTT5o8ebJ69OihGjVqSJI2b96syZMn69SpU+rcubOLKwQAAACAgsGtwuLSpUsVExOjmJgY57IyZcro5MmTWrBgAWERAAAAAP4/twqLJpNJu3bt0tmzZ+Xv7+9c/sADD6hFixaSpLi4OLVq1Uq7du3S5s2bZTab1aRJEz3xxBPy9PSUJO3atUvffPON9u3bJy8vLzVo0EDdu3dXsWLFnGPcdddd2rhxo06fPq34+HhDLUlJSZo7d64OHTqk3NxchYWFqVu3bqpXr56OHTumF198Uc2aNdNTTz0lSVq2bJm++OILvfXWW6paterNvlQAAAAA3JxbveCmY8eO2rdvn/r06aN3331Xc+fO1Z49e+Tn56cyZco4t5s5c6Zq1aqlUaNGqXv37lqyZIlWr14tSdqzZ48SEhJUrlw5DR8+XAMHDtTu3bv19ttvKzc31znGkiVL1KNHD7322muGcLdv3z6NHj1ajRs31ujRozV8+HAFBgZq3LhxstlsCg4O1hNPPKElS5YoJSVFR48e1ZdffqnY2FiCIgAAAIBbwq3uLEZFRWnYsGFauHChtmzZoo0bN0qSQkND9eyzzzqfY6xbt67atm0rSSpdurQWLVqknTt3qlmzZpo/f74qVKjgvOMXFham/v3766WXXtKmTZtUv359SdIdd9yhyMjIfOvw8PBQz5491bJlS+eytm3b6p133lFmZqZKlSqlmJgYbdiwQRMnTpSPj4+qVq2qjh073rRrAwAAAAB/5VZhUZKqVaumatWqKTc3VwcPHtTGjRu1aNEivfvuu/r4448lXQyAf+Xn5yebzSZJSk1NVd26dfOsDw8Pl5+fn1JTU51hMSQk5LI1hIeHy9/fX3PnzlVaWprS09N14MABScpzd/KZZ57RwIEDlZ2drY8++kgeHm51IxgAAACAC7lN+jhx4oQ+//xznThxQtLFu3sVK1bUgw8+qDfffFPnz5/Xjh07JEleXsYM7XA4rji+w+HIs5+3t/dlt92+fbv69++vPXv2qEKFCnr44Yf1/PPPG7ZLT0/Xn3/+qZycHO3cufOazhMAAAAAbgS3ubNoNpv1448/qlSpUnrggQfyrCtatKgkKTAw8KrjlC9fXikpKXmWHThwQOfPnzfckbyc+fPnq3bt2ho0aJBz2aJFi/Jsk5WVpXHjxqlJkyayWCyaOHGiatSooeLFi1/TMQAAAADg33CbO4sBAQHq2LGjZs6cqW+++UYHDhxQRkaGNmzYoFGjRql27dqqWbPmVcdp166dDh48qEmTJunw4cPatm2bxo4dq4oVKyoiIuKaailZsqQOHjyolJQUHTt2TD///LNmzpwpScrJyZEkTZ06VVlZWXryySf10EMPKSgoSP/973//+QUAAAAAgOvgNncWJalr164KDQ3Vjz/+qCVLlujChQuyWCyKjo423G28nKpVq+q1117TjBkz9PLLL8vX11d33nmnHn300Xynr+anS5cuyszM1HvvvSfp4jOSzz77rMaOHau9e/cqIyNDy5Yt06BBg5yf+Hj22Wc1ePBgLV68WK1bt/5H5w8AAAAA18rkuNrDeLit9P9hmfZmZrq6DAAAANwAo5o0VkkvL+fsNBQ8ZrNZFotFVqu1wPTpUk1X4zbTUAEAAAAA146wCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADDwcnUBuLWer1NH53OyXV0G8mGSSZ5enrLb7HLI4epykA96VDjQp4KPHhUO9KngM8kkf29vKTfX1aXgNkVYdDMlinjrfK7d1WUgH2azWRaLRVarVTk5Oa4uB/mgR4UDfSr46FHhQJ8KPrPZLEvJkrJara4uBbcppqECAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAOTw+HgwzluZF+GVeez+c5iQWQymeTp6Sm73S7+tiyY6FHhQJ8KPnpUONCngo8eFQ4mk0kBvj4qkmsvMJ+hufRpnKvhO4tuZtzv+7Qv84yrywAAAADcxojGdVTEq/BN6ix8FQMAAAAAbjrCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAAy9XF3CrrFq1SosXL1ZqaqokKSwsTDExMbrvvvuuuu+2bds0dOhQjRs3TsHBwTe7VAAAAABwObcIiz/99JMmT56sHj16qEaNGpKkzZs3a/LkyTp16pQ6d+7s4goBAAAAoGBxi7C4dOlSxcTEKCYmxrmsTJkyOnnypBYsWEBYBAAAAIC/cYuwaDKZtGvXLp09e1b+/v7O5Q888IBatGihhQsXasaMGZo4caKKFCkiScrNzdVzzz2nBx54QOXKlXPus3z5ck2cOFETJkxQ0aJFncv79eunxo0bq2vXrjp58qSmTp2qTZs2ycPDQ9WrV9fjjz+u0NBQ5/YrVqzQ999/ryNHjigoKEgxMTHq1KmTPDw8dOzYMfXt21cvvPCC5s2bpwMHDqh48eLq1KmT7r333ltwxQAAAAC4O7d4wU3Hjh21b98+9enTR++++67mzp2rPXv2yM/PT2XKlFGTJk1ks9m0bt065z6///67zpw5oyZNmuQZKyoqSp6ennm23blzpzIyMtS8eXNlZWUpISFBkpSQkKCEhAQVK1ZMr732mk6ePClJWrBggSZMmKB7771Xo0aNUpcuXTRv3jxNnTo1z7G+/PJLPfjgg/rwww9Vv359TZw4UceOHbtJVwkAAAAA/o9bhMWoqCgNGzZMDRs21O7du/X111/rtdde04ABA5SSkqKAgAA1aNBAq1atcu6zYsUKNWjQIM+dSEny8fFRVFRUnm1XrVql6tWrKyQkRL/88ov+/PNP9evXT+Hh4Spfvrz69OkjPz8/LVu2TA6HQ3PnzlWrVq3UqlUrhYaGqmnTpurSpYuWLFmic+fOOcdt166dGjZsqNKlS6tbt25yOBzatWvXzb9gAAAAANyeW0xDlaRq1aqpWrVqys3N1cGDB7Vx40YtWrRI7777rj7++GO1aNFCI0eO1B9//CEfHx8lJSUpPj4+37GaN2+uoUOH6uTJkwoICNCvv/6qRx55RJK0b98+nT17Vk8++WSefXJycpSWlqbTp0/r1KlTzhftXFKrVi3Z7XalpaUpMDBQklS2bFnnej8/P0mSzWa7UZcEAAAAAC7rtg+LJ06c0LfffqtOnTqpZMmS8vDwUMWKFVWxYkXdeeedio+P144dO9SoUSMFBQVp9erVKlasmIoWLaq6devmO2bNmjUVHBys1atXq2zZssrOztZ//vMfSZLD4VCZMmX08ssvG/bz8fGRw+HId8zc3FxJkqenp3OZ2Wz+t6cPAAAAAP/IbT8N1Ww268cff8wzbfSSSy+oCQwMlIeHh5o2baqkpCStXbtWTZs2lYdH/pfHZDKpWbNmWrdundasWaM777zTeeevXLlyOn78uPz8/BQSEqKQkBCVKlVKX331lbZv366goCAFBgYqJSUlz5gpKSny8vJSSEjIDb4CAAAAAHD9bvuwGBAQoI4dO2rmzJn65ptvdODAAWVkZGjDhg0aNWqUateurZo1a0qSWrRood27d+v3339X8+bNrzhu8+bNtXfvXq1fvz7Ptk2bNpW/v79Gjx6t3bt3Ky0tTePHj9emTZtUvnx5SVKHDh20ZMkSLV26VOnp6Vq9erX+97//6d5773WGTgAAAABwpdt+Gqokde3aVaGhofrxxx+1ZMkSXbhwQRaLRdHR0XrggQec24WGhqpq1arKzc3N87xgfkqVKqXatWvryJEjioiIcC738/PT0KFDNXXqVA0fPly5ubmqWLGiBg8erLCwMElS+/btZTabtWDBAk2ePFmlSpVSx44d1aFDh5ty/gAAAABwvUyOyz1E54YcDof69eunTp066Z577nF1OTfFC8vWaV/mGVeXAQAAALiNEY3rqISXh3JyclxdiqSLj+pZLJarbucWdxavxmazKTk5WVu3blVWVpYaN27s6pIAAAAAwKUIi5K8vLw0efJkSVK/fv3k4+Pj4ooAAAAAwLUIi//fZ5995uoSAAAAAKDAuO3fhgoAAAAAuH6ERQAAAACAAWERAAAAAGBAWAQAAAAAGBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgwHcW3UzfOpV0Pjvb1WUgHyaTSZ6enrLb7XI4HK4uB/mgR4UDfSr46FHhQJ8KPnpUOJhMJhX1Nku5dleXct0Ii26muLeXfOw5ri4D+TCbzbJYLLJarcrJoUcFET0qHOhTwUePCgf6VPDRo8LBbDbLUrKErFarq0u5bkxDBQAAAAAYEBYBAAAAAAaERQAAAACAAWERAAAAAGBAWAQAAAAAGBAWAQAAAAAGfDrDzfyRnassO/+PoEDKzdUfR4/LZs+VHPSoQKJHhQN9Kvhyc5V9IlPerq4DAHBFhEU38+nWk9qfed7VZQAA3Nzw6DLy5r9CAKBA43+5AgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwuG0+hzt+/HitWLHiitskJibe1BpiY2P13HPPqXnz5oZ1y5cv1yeffHLTawAAAACAG+G2CYs9evTQo48+6vzdu3dvPfnkk4qOjnZhVf8nOjpa9erVc3UZAAAAAHBNbpuw6OfnJz8/P8OyoKAg1xT0N97e3vL29nZ1GQAAAABwTW6bsHg1v/32m2bPnq3U1FT5+vqqcePG6tatmzPAnT59WpMmTdKmTZvk6empmJgY7dmzRzVr1lRsbKwkacOGDUpMTNThw4dVokQJNW7cWA899JDMZrPheJmZmUpISFDJkiX18ssv65dffskzDXXjxo2aOXOmDh8+LB8fH91xxx164okn5O/vL0maN2+efvjhB504cULFixdXixYt9NBDD8lkMt2iKwYAAADAnblFWExKStLo0aMVGxuruLg4HTlyRBMnTlRGRoZeeukl5ebm6r333pPdbtdrr70mLy8vffnll0pJSVHNmjUlSZs2bdKHH36oJ554QnXq1FFGRoYmTZqkI0eO6IUXXshzvNOnT+utt96SxWLRiy++aLijePr0aY0aNUqPP/646tevrxMnTmjcuHGaPn26+vTpo+TkZH377bcaOHCgypQpo127dmncuHEKDg5W06ZNb9l1AwAAAOC+3CIszp07V40aNdJDDz0kSSpTpowcDofef/99HT58WJmZmdqzZ4/GjBmjMmXKSJIGDhyouLg45xhz5szRvffeq/vuu0+SFBISol69eumtt97SsWPHFBwcLEk6c+aMhg0bJovFokGDBuV71/HkyZPKyclRqVKlZLFYZLFY9PLLL8tut0uSMjIyZDabZbFYVKpUKZUqVUolSpRQqVKlbup1AgAAAIBL3CIspqamqnHjxnmW1apVy7nuxIkTKlq0qDMoSlJQUFCe3/v379eePXv0448/GsZPS0tzhsUZM2bIZrOpUqVK+QZFSQoPD1fjxo01YsQIFS9eXHXq1FGDBg3UqFEjSdLdd9+tn3/+Wf3791dYWJgiIyMVFRVFWAQAAABwy7hFWHQ4HJdd5unpKU9Pz3y3+avc3Fx16NAh389i/PUlOnXq1FGLFi00evRoRUdHq27duvmO179/fz388MPauHGjtmzZorFjx6pGjRp68803FRAQoJEjR2rXrl3asmWLNm/erIULFyo2NladO3e+9hMHAAAAgH/Iw9UF3AoVKlRQSkpKnmU7duyQJJUtW1YVKlTQuXPnlJaW5lx/5swZpaenO3+XL19eR44cUUhIiPOvEydOaNq0acrKynJuFxUVpbvuukvR0dH67LPPdP78eUM9u3fv1pQpU1SmTBndf//9evXVV/Xss89q69atOnXqlFatWqWlS5eqRo0aio2N1fDhwxUTE6M1a9bc6EsDAAAAAPlyi7DYoUMHJSUlafbs2Tpy5Ig2bNigSZMmqX79+goLC1Pt2rVVtWpVjRs3Trt27dKBAwf08ccf68KFC863j3bs2FHr1q3TrFmzdOTIEf3+++/65JNPdO7cuXw/z/Hkk0/q/PnzmjZtmmGdr6+vlixZounTpys9PV2pqan65ZdfFBoaqmLFiiknJ0fTpk3TypUrdezYMaWkpGjHjh2qXr36zb5UAAAAACDJTaahRkVFqX///pozZ45mz56tgIAANWnSxPlJDEmKj4/XF198oWHDhsnb21stW7ZUWlqavLy8nGMMGDBA3377rebMmSN/f381bNhQjz76aL7HDAoKUvfu3fXpp5/qP//5T551YWFhGjRokGbNmqUlS5bIw8NDERERevXVV+Xh4aGYmBidOXNGs2bNcj5PGRUVddljAQAAAMCNZnJc7WE9N3D69Gnt3r1bdevWdYZDm82mp556Sk8//fRt9bmKl37crf2ZxqmxAADcSsOjy6i4l0M5OTmuLgWXcenN7FarlT4VUPSocCiIfbpU09W4xZ3Fq/H09NSYMWN03333qWXLlrLZbJo3b57MZrPq1avn6vIAAAAA4JYjLEoqWrSoXn75Zc2cOVPLli2TyWRSjRo1NGTIEAUEBLi6PAAAAAC45QiL/19ERIQiIiJcXQYAAAAAFAhu8TZUAAAAAMD1ISwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAO+s+hm+kSUUFZ2jqvLQH5MJnl5espmt0sOh6urQX7oUeFAnwo+k0lFvb2kXP59BAAFGWHRzRT39tB5e66ry0A+zGazLJZSslqtysnhP6AKInpUONCngs9sNstSMkhWq9XVpQAAroBpqAAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADAwORw8BEqd3Io4w9lZ9tdXQbyY5K8PL1ks9sk/q4smOhR4UCfCj56VDjQp4LvNu2R2dMhL90+nz66+EknS4H6pNOlmq6G7yy6maXbbEo/ZXN1GbisgvEPEFwJPSoc6FPBR48KB/pU8N1+Pera0CwvT1dXAYlpqAAAAACAfBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAIABYREAAAAAYEBYBAAAAAAYeLm6gL8aP368VqxYccVtEhMTb1E1AAAAAOC+ClRY7NGjhx599FHn7969e+vJJ59UdHS0C6sCAAAAAPdToMKin5+f/Pz8DMuCgoJcUxAAAAAAuKkCFRav5rffftPs2bOVmpoqX19fNW7cWN26dZO3t7ckKTY2Vs8995yaN2/u3OfvyzZt2qT//e9/OnjwoPz9/dW8eXPFxsbKw8NDx48f1/Tp07V161b9+eefCgwMVJMmTfTII4/Iw8NDy5cv1+zZs/XQQw9p9uzZOnHihMqVK6cePXqoRo0akqS4uDi1atVKu3bt0ubNm2U2m9WkSRM98cQT8vT0lCTt2rVL33zzjfbt2ycvLy81aNBA3bt3V7Fixa55DAAAAAC4mQrNC26SkpI0YsQI1a9fXyNGjFDv3r31yy+/aMyYMdc8xq5du/Tuu++qZs2aGjFihPr06aMffvhBs2bNkiSNGDFC586d0+DBgzVmzBi1b99e8+bNU3JysnOM48eP64cfflC/fv00YsQI+fj4aPz48XI4HM5tZs6cqVq1amnUqFHq3r27lixZotWrV0uS9uzZo4SEBJUrV07Dhw/XwIEDtXv3br399tvKzc29pjEAAAAA4GYrNGFx7ty5atSokR566CGVKVNGDRs21NNPP63k5GQdPnz4msZYuHChqlatqscee0xly5ZVvXr11KtXLwUFBSk7O1tNmzZV7969FR4ertKlS+v+++9XYGCgUlNTnWPY7Xb16tVL1apVU7ly5dSuXTtlZGQoMzPTuU3dunXVtm1blS5dWi1atFCFChW0c+dOSdL8+fNVoUIFPfXUUwoLC1NERIT69++v/fv3a9OmTdc0BgAAAADcbIVmGmpqaqoaN26cZ1mtWrWc68LCwq46xqFDhxQZGZlnWVRUlPPPrVu31tq1a7V7925lZGTo4MGDOnXqVJ47fpJUtmxZ558vPWNps9mcy/5ei5+fn3N9amqq6tatm2d9eHi4/Pz8lJqaqvr16191DAAAAAC42QpNWPzrNM+/L7vcc3x2uz3P7ys975eVlaUhQ4YoOztb//nPf1SjRg1VqVJFQ4YMMWxrNpuvWJ+Xl/Gy5lf/39f/db9/MgYAAAAA3CiFJixWqFBBKSkpuv/++53LduzYIen/7vR5enrq3LlzzvVHjx7NM0ZYWJj27t2bZ9nChQu1evVqdezYUfv379eECROcb189e/ZsnumlN0L58uWVkpKSZ9mBAwd0/vz5a7o7CgAAAAC3QqF5ZrFDhw5KSkrS7NmzdeTIEW3YsEGTJk1S/fr1nSGrWrVq+vHHH3XgwAHt379fn3/+eZ67gB06dNCuXbs0c+ZMHT161Pl21fr166tkyZKSpFWrVslqtSolJUUjR46U3W5XTk7ODTuPdu3a6eDBg5o0aZIOHz6sbdu2aezYsapYsaIiIiJu2HEAAAAA4N8oNHcWo6Ki1L9/f82ZM0ezZ89WQECAmjRpotjYWOc2vXr10sSJE/X666+rePHi6tKli06cOOFcHx4erhdffFGJiYn67rvvVLx4cbVp00YPPvigPDw89Pjjj2vBggWaMWOGSpQoocaNG6tkyZKGu5H/RtWqVfXaa69pxowZevnll+Xr66s777xTjz76aL5TTwEAAADAFUwOHoRzK1/8ZFX6KV6UAwAAgIKpa0OzfD2zXV3GDWM2m2WxWGS1Wm/ojMV/41JNV1NopqECAAAAAG4dwiIAAAAAwICwCAAAAAAwICwCAAAAAAwIiwAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADAwMvVBeDWalnbS9nZJleXgfyYJC9PL9nsNsnh6mKQL3pUONCngo8eFQ70qeC7TXtk9ryNTqaQIyy6GX9v6bw929VlIB9ms1kWS5CsVqtycnJcXQ7yQY8KB/pU8NGjwoE+FXz0CDcb01ABAAAAAAaERQAAAACAAWERAAAAAGBAWAQAAAAAGBAWAQAAAAAGhEUAAAAAgAGfznAz2RdMstuLuLoM5CPXLh09mim7zUMO0aOCKNcunThx2tVlAAAA3BKERTez/XeHTmXyodOCy+bqAnAVdzXJlRf/5AQAAG6AaagAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADwiIAAAAAwICwCAAAAAAwICwCAAAAAAzcOiwmJCRo/Pjx+a4bP368EhISbm1BAAAAAFBAuHVYBAAAAADkj7AIAAAAADDwcnUBhUFsbKz69OmjNWvWKCUlRUWLFlXLli3VuXNn5za//fabZs+erdTUVPn6+qpx48bq1q2bvL299fLLL6t69ep66qmnJEnr16/X+++/rxdeeEFRUVGSpKlTp+rgwYN64403rul4AAAAAHAzcWfxGk2bNk3NmjXThx9+qNatWysxMVHbt2+XJCUlJWnEiBGqX7++RowYod69e+uXX37RmDFjJEkNGjTQ77//7hxry5YtMplM2rp1q3PZb7/9poYNG17T8QAAAADgZiMsXqNmzZqpadOmCg4O1oMPPqiiRYtq586dkqS5c+eqUaNGeuihh1SmTBk1bNhQTz/9tJKTk3X48GE1bNhQaWlpOn78uKSLYbFhw4batm2bJCk9PV1HjhzJExavdDwAAAAAuNncOix6enrK4XDku87hcMjT09P5u2zZsnnW+/n5yWazSZJSU1NVo0aNPOtr1arlXFepUiWVKFFCW7Zs0fHjx3Xs2DF16tRJaWlpyszM1G+//abw8HBZLJZrOh4AAAAA3Gxu/cxi0aJF9eeff+a77uzZs/L393f+NpvNhm0uBc38AuelZZcCZ4MGDbRlyxZJUpUqVVSlShWVKFFCW7du1caNG/PcVbza8QAAAADgZnPrO4uVKlXS3r17lZOTk2e5zWbTnj17VLly5Wsap0KFCkpJScmzbMeOHZL+7w7hpecWt27dqoiICElSRESEkpOTtW3bNt15553/9nQAAAAA4IZx67AYExMjh8OhUaNGadeuXbJardq+fbtGjhwpT09PxcTEXNM4HTp0UFJSkmbPnq0jR45ow4YNmjRpkurXr6+wsDBJUp06dZSdna1169apTp06zmW//vqrgoKCVLFixZt2ngAAAABwvdx6GmpAQICGDx+uGTNmaPTo0Tp9+rQCAgIUGRmp4cOH55mGeiVRUVHq37+/5syZo9mzZysgIEBNmjRRbGyscxuz2azIyEht3rxZ1apVk3QxLDocDsMUVAAAAABwNZODB+Hcys8//KFTmXZXlwEUWnc18ZKXV45h+joKDrPZLIvFIqvVSp8KKHpUONCngo8eFQ4FsU+Xaroat56GCgAAAADIH2ERAAAAAGBAWAQAAAAAGBAWAQAAAAAGhEUAAAAAgAFhEQAAAABgQFgEAAAAABgQFgEAAAAABoRFAAAAAIABYREAAAAAYODl6gJwa9WqY1J2jsnVZSAfJkmeXp6y2+xyuLoY5MskydvbQ7m5rq4EAADg5iMsuhnvIg7Zcy+4ugzkw2w2y2IpKavVqpycHFeXg3yYzWaVLBkgq9Xq6lIAAABuOqahAgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAAADPp3hZuxZJplyvF1dBvJhzzHJmpYpu81DJtGjgogeFQ70qeCjR4XD7dgnk5eUa8p2dRlAoUFYdDPp63N17gRfFC+47K4uAFdFjwoH+lTw0aPC4fbqU7kYD8ns6iqAwoNpqAAAAAAAA8IiAAAAAMCAsAgAAAAAMCAsAgAAAAAMCIsAAAAAAAPCIgAAAADAgLAIAAAAADAgLAIAAAAADAiLAAAAAACDQhMWhw4dqpdffvmy6z/99FM98sgjio2N1bZt2yRJCQkJGj9+/A2rYdu2bYqNjdWxY8du2JgAAAAAUBAVmrDYokUL7d+/X2lpaYZ12dnZWrt2rWJjYzVhwgRVr17dBRUCAAAAwO2j0ITFqKgo+fn5adWqVYZ169ev14ULF9S8eXMFBQXJy8vLBRUCAAAAwO2j0KQqb29vNW7cWGvWrFHXrl3zrFuxYoXuuOMOZWdnKzY2VkOGDFHt2rUNYxw+fFjTpk3T9u3b5evrq4iICD3++OMKCgqSdHHaanh4uDIzM5WcnCx/f3+1bt1aHTt2lMlkMoyXkJAgi8WiuLi4fJdt27ZNw4YN0wsvvKCvvvpKx48fV7Vq1RQXF6d58+Zp5cqV8vLyUtu2bfXggw86x/j55581b948HTt2TMHBwbrvvvvUunVreXgUmmwPAAAAoJArVOmjRYsWysjI0K5du5zLMjMztWXLFt1zzz1X3PfkyZMaMmSIQkJC9N577+mVV17RuXPn9PrrrysrK8u53dKlS1W0aFGNGDFCXbt21axZs/Tdd9/945pzc3M1Z84cPf/88xoyZIgOHDigF198UWazWe+8847uu+8+zZgxQ6mpqZKkZcuWadq0aercubM++OADdenSRXPnztXXX3/9j2sAAAAAgOtVqMJilSpVVL58+TxTUVeuXKnAwEDdcccdV9x36dKlKlGihHr06KGyZcuqUqVKGjhwoE6dOqW1a9c6tytTpoyefvpplS1bVs2bN1ebNm20aNEiORyOf1x3ly5dVLlyZVWrVk116tSRj4+PHnvsMZUpU0adOnWSJGdYnD17th566CE1btxYpUuXVlRUlLp166ZFixYpOzv7H9cAAAAAANej0ExDvaRFixb69ttv9eSTT8rT01MrV65Us2bNrjpFc//+/Tp06JC6d++eZ3lOTo4OHz7s/F2rVq08U06rV6+u7777TmfOnPnHNYeEhDj/XKRIEQUHBzuP4e3tLUmy2Ww6ffq0Tpw4oa+//lozZsxw7uNwOPT/2rv3uKjqxP/j72GYAUYcTcDQ0CjveGsNiyIN29Ws1C62tkZeSrNMsr7Z7aFWlGllbRqhtVq6GfYgvLWlbRfdVm1Zkmy9lOUVREQERbyB3GZ+f5jzczxoasoZ4PV8PHrknDNzzvvwiR6+53zOORUVFSooKFBERMR55wAAAACAs1XrymKPHj00f/58rV+/Xpdccol27dqlJ5988jc/53a71alTJ40cOdKwzuFweP586s1xXC6XJJ319YJVVVWGZVar1et1ddc/nryvYcOGqUuXLob1oaGhZ5UBAAAAAH6vWjUNVZKcTqeio6OVnp6u//znP4qKivI6c3c6LVq00O7duxUSEqLw8HCFh4crODhYf//73z1TQCVp+/btXp/bvHmzmjZtquDgYMM2/f39VVpa6nntcrm0d+/e8z62Ro0ayel0qqCgwJMxPDxcO3bsUGpq6u+aCgsAAAAA56LWlUVJuummm7R27Vp999136tWr11l95uabb1ZJSYmSkpKUnZ2t7OxsTZs2Tdu3b1fLli097/v555+VlpamPXv26F//+pe++OILDRgwoNpttm3bVhs2bNC6deuUn5+vOXPm6OjRo+d9XBaLRbfffrv++c9/6osvvlB+fr7WrFmj2bNny263y2aznfe2AQAAAOBc1LppqJLUpUsXBQYG6vDhw4qJiTmrzzRt2lSJiYn66KOP9Nxzz8lqtapdu3Z64YUX5HQ6Pe+Ljo5Wbm6unnzySTVp0kTDhg1Tnz59qt1mv379lJ+frzfffFM2m029evVSbGzs7zoD2L9/f9ntdv3zn//UBx98oMaNG+tPf/qTBg0adN7bBAAAAIBzZXEzt9Gjuucm1jU/flqkkv2VZscAAACocS1u8pPbVnfuLm+z2RQWFqbCwkJVVFSYHQen4YvjdCLTb6mV01ABAAAAABcXZREAAAAAYFArr1m8WBITE82OAAAAAAA+gTOLAAAAAAADyiIAAAAAwICyCAAAAAAwoCwCAAAAAAwoiwAAAAAAA8oiAAAAAMCAsggAAAAAMOA5i/VMeHc/VZTzHYEvssgiq79VVZVVcsttdhxUgzGqHRgn38cY1Q51cZws/qojRwLUDMpiPWMNdKvcXW52DFTD32ZTWFiICgsLVVFRYXYcVIMxqh0YJ9/HGNUOdXGcKIrAueEUEwAAAADAgLIIAAAAADCgLAIAAAAADCiLAAAAAAADyiIAAAAAwICyCAAAAAAw4NEZ9U2JRbYyu9kpUA1LmUUHSotlqfKTzc0Y+SLGqHZgnHyfpcyiQ+5DksXsJACAM6Es1jPlKypVUVBpdgycVt14jlXdxhjVDoyTr7MOskpBZqcAAJwJ01ABAAAAAAaURQAAAACAAWURAAAAAGBAWQQAAAAAGFAWAQAAAAAGlEUAAAAAgAFlEQAAAABgQFkEAAAAABhQFgEAAAAABpTF87R3714NGzZMycnJhnU7duxQfHy8vvrqq7Pa1tq1a5Wbm3uhIwIAAADAeaMsnqdLL71U999/v1atWqX09HTP8pKSEk2bNk1XX321+vTp85vbKSws1GuvvaaDBw9ezLgAAAAAcE4oi79DXFycYmJiNHv2bO3fv1+SNHPmTEnSww8/fFbbcLvdFy0fAAAAAJwvyuLvNGrUKAUGBurdd9/V8uXLtXbtWj322GNyOBySpH379mn69OkaOXKkBg8erIcfflgpKSlyuVwqKChQQkKCJOnFF19UWlqafvrpJw0aNEgFBQWefVS3DAAAAAAuJsri7xQcHKwxY8Zow4YNev/99xUfH6/WrVt71r/22msqKSnRxIkTNX36dPXv31+ffvqpvv/+e4WGhmrKlCmSpHHjxmnAgAFmHQYAAAAAeKEsXgBt2rRRkyZN5HK51KlTJ8/y8vJy9ezZU6NGjVJkZKQuvfRS3XbbbWrUqJFycnLk5+cnp9Mp6XjpDAwMNOsQAAAAAMCLv9kB6oI5c+aosrJSLVq0UFJSkl599VXZ7XbZ7Xb17dtXGRkZ2rp1q/bu3audO3fq4MGDcrlcZscGAAAAgNPizOLv9O233+qbb77RqFGjlJCQoPz8fM2bN0+SdOzYMU2cOFGLFy9WcHCwbrzxRr300ksKCQk5p31UVVVdjOgAAAAAcFqcWfwd8vPzNXv2bPXu3Vvdu3eXJN1zzz2aP3++unXrpoqKCmVlZWnWrFlq3LixJOnIkSMqLi72bMNisXht09//+JCUlpZ67QcAAAAAahJnFs9TZWWlpk2bppCQEA0bNsyzvH///urQoYNmzpypJk2aSJJWr16twsJC/fLLL5o6daqqqqpUUVEhSZ7rFHNyclRSUqKWLVsqMDBQS5YsUX5+vtatW6fPPvus5g8QAAAAQL1GWTxPH374oXJzczV27FjZ7XbPcj8/P40ZM0YVFRVasGCBhg4dqs8//1yPP/64ZsyYoaioKMXGxmr79u2SpIYNG6pXr15KSUlRamqqgoKClJCQoOzsbD3xxBP6+OOPNXToULMOEwAAAEA9ZXHzVPh6Ze+8faooqDQ7BgCgnmswKFCVQRWemTbwPTabTWFhYSosLGScfBRjVDv44jidyPRbOLMIAAAAADCgLAIAAAAADCiLAAAAAAADyiIAAAAAwICyCAAAAAAwoCwCAAAAAAwoiwAAAAAAA8oiAAAAAMCAsggAAAAAMPA3OwBqlv2P/vIrMzsFqmOxWGS1WlVVVSW32212HFSDMaodGCffZ7FYZA30U6XZQQAAZ0RZrG8cblVYys1OgWrYbDZdEhaiwsJCVVRUmB0H1WCMagfGyffZbDY5w5wqLCw0OwoA4AyYhgoAAAAAMKAsAgAAAAAMKIsAAAAAAAPKIgAAAADAgLIIAAAAADCgLAIAAAAADHh0Rj1jKXHJXsZ3BL7IUuZScek++VW5ZHczRr6oro6R22ZRhbXK7BgAAMDHUBbrmap/71NVQanZMXAaPKDa99XFMbLeHi5ZzU4BAAB8Td35ahwAAAAAcMFQFgEAAAAABpRFAAAAAIABZREAAAAAYEBZBAAAAAAYUBYBAAAAAAaURQAAAACAAWURAAAAAGBAWQQAAAAAGNT7sjhz5kzFx8crLy/PsK64uFj333+/kpKSftc+ZsyYocTERM/rXbt26Ycffjjrz6elpWnMmDG/KwMAAAAAnIt6XxaHDRum4OBgzZo1S26322vde++9p8DAQI0YMeKC7vPVV1/Vtm3bLug2AQAAAOBCqvdlsUGDBho1apQ2bdqkFStWeJZnZGQoMzNTo0ePVoMGDUxMCAAAAAA1z9/sAL7g6quvVo8ePZSSkqLo6GjZ7XbNnTtXffr0UVFRkeLj4zVr1iyv0vjoo48qNjZWf/nLX1RUVKR58+Zp3bp18vPzU7t27TR06FA1a9bMsK8xY8aosLBQCxcu1KZNm5SYmKicnBx99NFH2rx5s44dO6aQkBDdfPPN6t+/f03+GAAAAADAo96fWTzh/vvvl91uV0pKitLS0hQYGKj77rtPMTExslqt+u677zzv3bx5s/bu3au4uDgdO3bMcz1iYmKiEhMT1bBhQ40fP15FRUWG/bzyyisKCQlRv3799OSTT6qsrEwvv/yygoODNWnSJL355puKiYnRhx9+qOzs7Bo6egAAAADwRln8VXBwsB588EGtXr1aX3/9tRISEhQQEKDAwEDFxMRo9erVnveuXr1a7dq1U3h4uNLT03X06FE9+uijioyMVMuWLfXwww/L4XBo+fLlhv04nU75+fkpMDBQwcHBKisr06233qqRI0cqIiJCzZo106BBgyRJOTk5NXb8AAAAAHAypqGepHv37rryyisVFhamNm3aeJbHxcXpxRdfVFFRkZxOp/773//q3nvvlSTt2LFDR44c0fDhw722VVFRod27d//mPp1Op26++WZ9++23ysrKUn5+vnbu3ClJcrlcF+7gAAAAAOAcUBZPERAQoICAAK9lHTp0UNOmTfXtt9/qsssuU3l5ua677jpJktvtVvPmzfXMM88YthUYGPib+ysuLtaECRPkdDoVHR2trl27qlWrVho9evSFOSAAAAAAOA+UxbNgsVh044036rvvvtOll16q7t27y+FwSJJatGihVatWyeFwyOl0SpIqKyv11ltv6brrrtP1119/xm1/++23OnLkiN566y35+x8fjhPTT099lAcAAAAA1BSuWTxLcXFx2r59uzIzMxUXF+dZ3rNnTwUHB+uvf/2rtm7dqt27d2vGjBlat26dWrZsWe22AgMDlZ+fr+LiYoWEhOjYsWPKyMjQvn37tH79ek2fPl3S8amsAAAAAGAGziyepdDQUHXs2FF5eXnq1KmTZ7nD4dCLL76oefPmafLkyXK5XLriiis0ceJERUREVLutW265RR9++KF27dqlqVOnasCAAfrggw9UWlqqsLAw/fGPf1RmZqa2b99eU4cHAAAAAF4sbuY61iv7529WZUGp2TEA+BDr7eEqD6w7N9Sy2WwKCwtTYWEhMzR8FGNUOzBOvo8xqh18cZxOZPotTEMFAAAAABhQFgEAAAAABpRFAAAAAIABZREAAAAAYEBZBAAAAAAYUBYBAAAAAAaURQAAAACAAWURAAAAAGBAWQQAAAAAGFAWAQAAAAAG/mYHQM2yxoXKXVZhdgxUw2KxyGq1qqqqSm632+w4qEZdHSO3zWJ2BAAA4IMoi/WM2+GncovL7Biohs1mU0hYqAoLC1VRQaH3RYwRAACoT5iGCgAAAAAwoCwCAAAAAAwoiwAAAAAAA8oiAAAAAMCAsggAAAAAMKAsAgAAAAAMeHRGPWMprZS9rI48H87mp3K/OnIsAAAAgI+hLNYzrlXb5So8bHaMC8KvX5QUwMPEAQAAgIuBaagAAAAAAAPKIgAAAADAgLIIAAAAADCgLAIAAAAADCiLAAAAAAADyiIAAAAAwICyCAAAAAAwoCwCAAAAAAwoiwAAAAAAA3+zA1wsBQUFSkhIOO36qKgoJSYm1lyg3zBo0CA98sgjiouLMzsKAAAAANTdshgaGqpZs2YZlmdkZGjOnDm65pprTEgFAAAAALVDnS2Lfn5+aty4sdeyrKwspaSkKCYmRrfeeqs5wQAAAACgFqizZfFUJSUlevPNNxUaGqrRo0crMzNTb7zxhpKTkxUWFuZ534QJE9S+fXsNGTJE+fn5mjt3rjZt2iSHw6H+/fvryy+/1MCBAxUXF6eKigqlpqYqIyNDRUVFCgwMVOfOnTVy5Eg5nU7PVNjBgwfr888/V0BAgKZOnarS0lK9//77+vHHH+VwOHTfffcZ8q5du1ZpaWnKzc1VkyZNFBsbq4EDB8pms9Xkjw0AAABAPVVvyuLMmTNVXFysKVOmKCgoSN26dZPT6dSqVas0cOBASVJeXp62bt2q0aNHq6ysTJMmTVLz5s01adIklZaW6r333lNBQYFnmykpKVq7dq3GjBmjsLAw7dy5UzNnztTixYs1fPhwz/tWrlypF154QWVlZQoICNBzzz0nh8OhxMREVVZW6r333vPKum7dOk2bNk3Dhg1T586dtXfvXs2ZM0d5eXl64oknauTnBQAAAKB+qxd3Q126dKnWrFmjUaNGqUWLFpIkq9WqHj16aNWqVZ73rVy5Uq1atVJERITS09N16NAhPfbYY4qMjFSHDh00duxYud1uz/tbtWqlMWPGKCoqSmFhYYqOjlaXLl2Uk5Pjtf8+ffooIiJCrVq10saNG7Vr1y6NGTNGV155pdq2batHHnnE6/2LFy/Wn/70J/Xu3Vvh4eHq2rWrHnzwQWVkZHiVVQAAAAC4WOr8mcUtW7Zo/vz56tOnj3r06OG17qabbtLSpUu1detWtW7dWqtXr9Ydd9wh6fj1jc2bN1dwcLDn/ZdffrkcDofndc+ePbVhwwbNnz9fe/bs0e7du5WXl6cOHTp47adZs2aeP+fk5KhBgwYKDw/3LIuMjJTdbve8zsrK0rZt27RixQrD8ezevVtNmzY9vx8GAAAAAJylOl0WDx06pGnTpikyMtJrWugJERERatOmjVavXq3y8nIdPHhQsbGxko7fIMflcp1x+7NmzVJGRoZuvPFGRUdH6+6779ann36qoqIir/edXAQtFovX2ckTrFar588ul0sDBgyo9jEap960BwAAAAAuhjo7DdXtduvtt99WeXm5xo0bJ3//6ntxr169lJmZqf/+97/q3r27GjRoIOn42b78/HwdOXLE897c3FyVlJRIkg4fPqzly5dr5MiRGjZsmOLi4hQZGandu3dXWwZPiIyMVElJiXbt2uVZtmfPHpWWlnpet2zZUnl5eQoPD/f8s3//fn344Yc6duzY7/q5AAAAAMDZqLNlccmSJdqwYYOGDRsmf39/FRcXe/1z6NAhSdL111+vI0eO6N///rfXmbzY2Fg1bNhQSUlJys7O1pYtW/T222971gcFBcnhcCgzM1P5+fnKycnR3/72N2VlZamysvK0uTp27Kg2bdooOTlZW7Zs0fbt25WcnCyLxeJ5z+23367vvvtOCxcuVF5enjZu3KiZM2eqpKSEM4sAAAAAakSdnYa6YcMGud1uJScnV7s+LCxMM2bMkMPhUPfu3bVp0yZ16dLFs95ms2n8+PGaM2eOJkyYoODgYN15553KysqSv7+//P399cQTT2jevHkaN26cgoOD1bFjRw0ePFiffPKJysrKqt2vn5+fnn32Wc2ZM0eTJ0+W3W7XnXfe6XXjmpiYGD3++ONasmSJFi9erODgYEVHRys+Pv7C/pAAAAAA4DQs7jPNmawnEhMT1b59e/3lL3/xLCsoKNCePXvUtWtXz7KioiI9/PDDevHFFw03saktilIzVFl42OwYF4RfvyiVB1h++421hM1mU1hYmAoLC1VRUWF2HFSDMaodGCffxxjVDoyT72OMagdfHKcTmX5LnT2zeDYyMzOVlZWlrVu3KiEhwWtdeXm5XnnlFd17772KiYnR0aNHlZqaqmbNmqlNmzYmJQYAAACAmlGvy+I//vEP5eXladSoUQoNDfVaFxERoccff1yLFy9WWlqa7Ha7OnfurOeee+60N8sBAAAAgLqiXreel19++YzrY2JiFBMTU0NpAAAAAMB31Nm7oQIAAAAAzh9lEQAAAABgQFkEAAAAABhQFgEAAAAABpRFAAAAAIABZREAAAAAYFCvH51RH/n1bCW/snKzY1wYNj9JbrNTAAAAAHUSZbGecQf5q1wVZse4QCiKAAAAwMXCNFQAAAAAgAFnFusZq9Uqm81mdgxUw9/f3+vf8D2MUe3AOPk+xqh2YJx8H2NUO/jiOJ1tFovb7WYuHwAAAADAC9NQAQAAAAAGlEUAAAAAgAFlEQAAAABgQFkEAAAAABhQFgEAAAAABpRFAAAAAIABZREAAAAAYEBZBAAAAAAYUBYBAAAAAAaURQAAAACAAWURAAAAAGBAWQQAAAAAGFAWAQAAAAAG/mYHwMXlcrm0cOFCrVixQiUlJYqKitKIESPUtGlTs6PhV0eOHNFHH32kH374QaWlpWrZsqXi4+PVvn17s6OhGnl5eXrmmWc0YsQIxcXFmR0Hp1i5cqU++eQTFRQU6NJLL9Wf//xnXXfddWbHwkmqqqq0cOFCrVy5UkeOHNEVV1yh+Ph4tW3b1uxokLRkyRKtX79eiYmJnmXZ2dmaO3euduzYIafTqdtuu0233nqreSHruerG6Pvvv9eiRYuUm5srp9OpmJgY3XPPPbLb7eYFreeqG6eTvfvuu9q4caNmzJhRs8HOEWcW67hFixbpyy+/1EMPPaRJkybJ5XJp8uTJqqysNDsafjV9+nRt2bJFjz32mF555RVFRkbq5ZdfVl5entnRcIrKykq9/fbbKisrMzsKqrFq1Sq9++676tu3r/7617/qhhtu8Px+wXcsWrRIK1as0EMPPaSpU6eqWbNmmjJlig4cOGB2tHrvyy+/VGpqqteyw4cPa9KkSQoPD9crr7yiu+++W/Pnz9c333xjUsr6rbox+vnnn/XGG2+oe/fumjp1qkaOHKn09HS99957JqVEdeN0sjVr1uhf//pXDSY6f5TFOqyyslJLly7VPffco27duikyMlKPP/649u/fr4yMDLPjQVJ+fr42bNigkSNHqkOHDmrevLkeeOABXXLJJVq9erXZ8XCKtLQ0BQUFmR0D1XC73fr4449166236uabb1Z4eLjuuusudenSRT/99JPZ8XCSzMxM3XDDDeratavCw8M1dOhQlZSUUOpNVFRUpFdffVUpKSlq3ry517rly5fL399fo0aNUkREhHr16qXbbrtNn3zyiTlh66kzjdHXX3+tjh076q677lKzZs30hz/8QYMHD9bq1atVUVFhUuL66UzjdMKBAwc0a9YsdezYsYbTnR/KYh2WnZ2t0tJSderUybOsQYMGuuKKK/Tzzz+bmAwnNGzYUM8++6xatWrlWWaxWGSxWHT06FETk+FUmzZt0vLly/XII4+YHQXV2LNnjwoLC3XDDTd4LZ8wYYLuvPNOk1KhOo0aNdLatWtVUFAgl8ul5cuXy2az6fLLLzc7Wr21Y8cO+fv764033lDr1q291v3yyy+KioqS1Wr1LOvUqZP27Nmj4uLiGk5af51pjPr3768hQ4Z4LbNYLKqqqlJpaWlNxqz3zjRO0vEvNmfMmKGePXuqQ4cOJiQ8d1yzWIft379fkhQaGuq1/JJLLvGsg7kaNGigbt26eS3LyMhQfn6+rrrqKnNCweDo0aNKTk7WAw88YPh9gm84MW27rKxMkydPVlZWlpo2baq77rpL0dHRJqfDyYYPH65p06YpISFBfn5+8vPz07hx4xQeHm52tHorOjr6tL8n+/fvV4sWLbyWNWnSxLOucePGFzsedOYxuuKKK7xen5hZ1qpVKzmdzpqIh1+daZwkadmyZTpw4ICeeeYZLVmypAaTnT/OLNZhJ66r8vf3/k7AbrczLcFHbd68We+8846uueYaQ4mEeWbPnq22bdsazlrBd5SUlEiSkpOTFRsbq4kTJ6pLly56/fXXtXHjRpPT4WS5ublyOBx66qmnNHnyZMXFxSkpKUnZ2dlmR0M1ysrKZLPZvJadeM3fJXxPVVWVkpOTlZubqxEjRpgdByfZuXOnFixYoLFjxxp+p3wZZxbrsBN3wKqsrPS6G1Z5ebkCAgLMioXTyMzMVFJSktq1a6exY8eaHQe/WrVqlX755Re98cYbZkfBGZz4UmzAgAGeu9RGRkYqKytLS5cuVefOnU1MhxP27dunpKQkPffcc54pWK1atVJubq7S0tL09NNPm5wQp6ruC+YTr/m7hG8pLS3VtGnT9NNPP2ncuHHVToOEOcrLy5WUlKSBAwfWuin3lMU67MR0uaKiIq/pPQcOHKh1/6HWdV988YXmzp2r6667TgkJCYazwTDPN998o4MHD2r06NFey2fPnq309HSNHz/epGQ42YlpcS1btvRa3qJFC61du9aMSKjGtm3bVFlZ6XWdtiS1adNG//vf/0xKhTMJDQ013Km2qKhI0v//vYP5Dhw4oClTpqiwsFATJkxQVFSU2ZFwkm3btmnXrl1asGCBFixYIOn4yRyXy6UhQ4Zo/PjxPnsNI38jrcMuv/xyBQUFadOmTZ6yePToUWVlZalv374mp8MJX331lebMmaNbbrlFw4cPl8ViMTsSTvLoo4+qvLzca9nYsWM1aNAg9ejRw6RUONWVV16poKAgbdmyxesZpTk5OVwL50NOlIucnByvsx45OTlq1qyZWbFwBh06dNDXX38tl8slP7/jVy/9+OOPat68uRo1amRyOkjHn9f80ksvqaSkRC+99JLhSzOYr3Xr1kpKSvJa9vnnn2vNmjVKTEz06S9eKIt1mM1mU9++fTV//nw5nU6FhYUpJSVFISEhuvbaa82OBx2/KcfcuXN1zTXX6M4779TBgwc96+x2uxwOh4npIJ3+m/NGjRr59P/c6xu73a4BAwZo0aJFatKkiVq3bq309HStX79ezz//vNnx8KvWrVurffv2mjFjhkaMGKGQkBCtXLlSGzdu1KRJk8yOh2r06tVL//jHP/TOO+/o9ttv17Zt27Rs2TI9+OCDZkfDrz744APt3btX48ePl9Pp9LpLrdPp9JR8mMdutxu+uAwODpbVavX5LzQpi3XcPffco6qqKr377rsqLy9Xhw4dNGHCBKY5+oiMjAxVVVVpzZo1WrNmjde6G2+8UWPGjDEpGVD7DBw4UAEBAUpNTVVRUZEuu+wyPfnkk7XmWVb1gZ+fn55++mmlpqZq5syZOnr0qFq2bKnnn39ebdq0MTseqtGoUSNNmDBBc+fO1TPPPKPGjRtryJAhnmuDYS6Xy6X09HRVVlbqpZdeMqxPTk5W06ZNTUiGusLidrvdZocAAAAAAPgWzksDAAAAAAwoiwAAAAAAA8oiAAAAAMCAsggAAAAAMKAsAgAAAAAMKIsAAAAAAAPKIgAAOCc8dQsA6gfKIgAAOGvff/+9ZsyYYXYMAEAN8Dc7AAAAqD2WLl1qdgQAQA3hzCIAAAAAwMDi5sIDAAB8mtvt1rJly7RixQoVFBSoSZMm6t27t/r37y+LxaINGzZo4cKF2rlzp6xWq7p27ar4+HiFhoZKktLS0rRw4UKlpaV5bXfQoEG6++67NWjQIBUUFCghIUH/93//p/T0dK1fv15Wq1XXXnuthg8frsDAQCUmJmrTpk2ez7/wwgvq2LFjjf4sAAA1h2moAAD4uJSUFC1btkz9+vVTly5dtH37ds2fP19VVVUKCQlRcnKyYmNjdccdd+jw4cNKS0vTxIkT9dprr6lRo0bntK9Zs2apV69eeuqpp7Rt2zalpqbK6XTq3nvv1ciRI/X2229LkkaMGKGIiIiLcbgAAB9BWQQAwIcdPXpUn3/+ufr27av77rtPktSlSxcVFxfr559/VnZ2trp27arHHnvM85l27drpiSee0Geffeb5zNnq1q2bhg4dKknq3LmzNmzYoLVr1+ree+9VRESEgoKCJElt27a9QEcIAPBVXLMIAIAP27p1q6qqqnTttdd6Lb///vs1dOhQFRcXKzY21mtdeHi42rZtq59++umc93dqCQwJCVFZWdm5BwcA1HqURQAAfNjhw4clqdrppEeOHJEkNW7c2LCucePGKikpOef9BQQEeL22WCw8VxEA6inKIgAAPqxBgwaSpEOHDnkt37dvn3JyciRJxcXFhs8dOHBADRs2lHS88EmSy+XyrD927NjFiAsAqEMoiwAA+LDWrVvLarXq+++/91r+2Wef6eOPP1bjxo31n//8x2vd3r17tWXLFrVv316SPNcZ7t+/3/OeX3755bzy+PnxVwcAqC+4wQ0AAD7M6XTqtttu07Jly2Sz2RQVFaWtW7fqq6++0pAhQ+RwODRz5ky99dZb6tmzpw4fPqwFCxYoODhY/fr1k3T8pjXz5s3TrFmz1L9/f+3fv18LFy70lMhz4XA4tHXrVv3444+KjIxUcHDwhT5kAICPoCwCAODj4uPj5XQ69fXXX+vTTz9V06ZN9cADD6h3796SpMDAQH3yySd6/fXXFRQUpKuuukqDBw/2XMvYvHlzJSQkaNGiRXr11Vd12WWX6aGHHtKcOXPOOUvfvn21Y8cOTZkyRY888ohuuOGGC3moAAAfYnFz1ToAAAAA4BRceAAAAAAAMKAsAgAAAAAMKIsAAAAAAAPKIgAAAADAgLIIAAAAADCgLAIAAAAADCiLAAAAAAADyiIAAAAAwICyCAAAAAAwoCwCAAAAAAwoiwAAAAAAA8oiAAAAAMDg/wFR7vpsDPDIoQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tmp = data.groupby([\"0\", \"generation\"])[\"0\"].count().reset_index(name=\"count\")\n",
+    "for gen in data.generation.unique():\n",
+    "    fig, ax = plt.subplots(1, figsize=(10, 10), dpi=100)\n",
+    "    sns.barplot(data=tmp[tmp[\"generation\"] == gen], y=\"0\", x=\"count\", ax=ax)\n",
+    "    ax.set_title(f\"Generation: {gen}\")\n",
+    "    fig.savefig(f\"{gen}.png\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "playground",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.11"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/hypotheses_pseudocode.md b/hypotheses_pseudocode.md
index c3fd90c..049ca9c 100644
--- a/hypotheses_pseudocode.md
+++ b/hypotheses_pseudocode.md
@@ -7,31 +7,36 @@
 - Team size: 1
 - Total Pokemon: 151
 - Battle Mode: ???
-- Starting number of teams: 151*151
-- Number of Battles per pairing: ??? 
+- Starting number of teams: 151\*151
+- Number of Battles per pairing: ???
 - Generations: `0`
 - Mutation rate: `0`
 - Breeding: `Off`
 - Loss Shuffle: `Off`
 
-### Hypotheses: 
+### Hypotheses:
 
-Is there a decay function for the number of battles? The win ratio should converge which will give us a good understanding of the number of battles required. 
+Is there a decay function for the number of battles? The win ratio should
+converge which will give us a good understanding of the number of battles
+required.
 
-How does this change based on the battle-mode? Is there a "good enough" mode that doesn't take too long?
+How does this change based on the battle-mode? Is there a "good enough" mode
+that doesn't take too long?
 
-Do we find all the S tier pokemon from the fan rankings?
-Do we find all the D tier pokemon from the fan rankings?
+Do we find all the S tier pokemon from the fan rankings? Do we find all the D
+tier pokemon from the fan rankings?
 
-Plotting in 2d using the sprites. The first dimension is the fitness, second dimension:
-- Base stat total = sum (hp, attack, defence, special attack, special defence, special speed)
+Plotting in 2d using the sprites. The first dimension is the fitness, second
+dimension:
+
+- Base stat total = sum (hp, attack, defence, special attack, special defence,
+  special speed)
 - HP
 - Attack
 - Anything else
 
-Nearest k-nearest neighbours clusters using fitness values, what tiers have we found?
-
-
+Nearest k-nearest neighbours clusters using fitness values, what tiers have we
+found?
 
 ## 2v2 Pokemon Battles
 
@@ -47,26 +52,29 @@ Nearest k-nearest neighbours clusters using fitness values, what tiers have we f
 - Breeding: `Off`
 - Loss Shuffle: `On`
 
-### Hypotheses: 
+### Hypotheses:
 
-Are there synergestic pairs that have greater wins compared with the top tier solo pokemon?
+Are there synergestic pairs that have greater wins compared with the top tier
+solo pokemon?
 
 Are there pairings of Pokemon types that stand out? (fire and water)
 
-What is the base rate of synergy? Can we see clusters of all the [Type1&Type2] pairs or are there some stand out power couples?
+What is the base rate of synergy? Can we see clusters of all the [Type1&Type2]
+pairs or are there some stand out power couples?
 
 2d clusterplot: first dimension is fitness, second dimension:
+
 - Categorical Pairs by type
 - Sum of base stats
 
+Can we find a diminishing returns number of battle repeats that converge on an
+answer?
 
-Can we find a diminishing returns number of battle repeats that converge on an answer?
-
-Can we find a diminishing returns number of generations that converge on an answer?
-
-What happens with a high versus low mutation rate? to how quickly it finds an answer and how variable the result is. 
-
+Can we find a diminishing returns number of generations that converge on an
+answer?
 
+What happens with a high versus low mutation rate? to how quickly it finds an
+answer and how variable the result is.
 
 ## 6v6 Pokemon Battles
 
@@ -82,20 +90,13 @@ What happens with a high versus low mutation rate? to how quickly it finds an an
 - Breeding: `On`
 - Loss Shuffle: `Off`
 
-### Hypotheses: 
+### Hypotheses:
 
 Which is the best Pokemon team?
 
-Are the best teams very related to the top Pokemon, or are there plenty of wildcards?
+Are the best teams very related to the top Pokemon, or are there plenty of
+wildcards?
 
 Are the synergestic pairs in the top teams?
 
 What are the spread of types in the top teams?
-
-
-
-
-
-
-
-
diff --git a/pyproject.toml b/pyproject.toml
index f14d072..bc6511b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 
 [project]
-name = "P2Lab"
+name = "p2lab"
 authors = [
   { name = "Scientists of the P2 Laboratory", email = "nsimpson@turing.ac.uk" },
 ]
@@ -148,4 +148,4 @@ isort.required-imports = ["from __future__ import annotations"]
 "noxfile.py" = ["T20"]
 
 [project.scripts]
-p2lab = "P2Lab.__main__:main"
+p2lab = "p2lab.__main__:main"
diff --git a/src/p2lab/__main__.py b/src/p2lab/__main__.py
index 561763c..673292d 100644
--- a/src/p2lab/__main__.py
+++ b/src/p2lab/__main__.py
@@ -3,26 +3,39 @@
 """
 from __future__ import annotations
 
+import asyncio
+
+from tqdm import tqdm
+
 from .evaluator.poke_env import PokeEnv
+from .stats.team_recorder import TeamRecorder
 from .teams.builder import Builder
 
-N_generations = 10  # Number of generations to run
-N_teams = 3  # Number of teams to generate per generation
+N_generations = 50  # Number of generations to run
+N_teams = 2  # Number of teams to generate per generation
+N_battles = 3  # Number of battles to run per team
+RECORD = True
 
 
-def main():
+async def main_loop():
     builder = Builder(N_seed_teams=N_teams)
     builder.build_N_teams_from_poke_pool(N_teams)
     curr_gen = 0  # Current generation
-    teams = [builder.yield_team() for n in range(N_teams)]
-    evaluator = PokeEnv()
+    evaluator = PokeEnv(n_battles=N_battles)
+    recorder = TeamRecorder()
+
     # Main expected loop
-    # while curr_gen < N_generations:
-    #     team_fitness = evaluator.evaluate_teams(teams)
+    print("Starting main loop and running on Generation: ")
+    for _ in tqdm(range(N_generations)):
+        if RECORD:
+            recorder.record_teams(builder.get_teams(), curr_gen)
+        await evaluator.evaluate_teams(builder.get_teams())
+        builder.generate_new_teams()
+        curr_gen += 1
+
 
-    #     poke_pool = []  # List of Pokemon
-    #     teams = []  # list of teams (of Pokemon)
-    #     curr_gen += 1
+def main():
+    asyncio.get_event_loop().run_until_complete(main_loop())
 
 
 if __name__ == "__main__":
diff --git a/src/p2lab/evaluator/poke_env.py b/src/p2lab/evaluator/poke_env.py
index c10b582..aae253f 100644
--- a/src/p2lab/evaluator/poke_env.py
+++ b/src/p2lab/evaluator/poke_env.py
@@ -2,10 +2,37 @@
 """
 from __future__ import annotations
 
+from itertools import combinations
+
+import numpy as np
+from poke_env import PlayerConfiguration
+from poke_env.player import RandomPlayer
+from tqdm import tqdm
+
+SHOW_MATCH_PROGRESS = True
+
 
 class PokeEnv:
-    def __init__(self):
+    def __init__(self, n_battles=100, battle_format="gen7anythinggoes"):
+        self.p1 = RandomPlayer(
+            PlayerConfiguration("Player 1", None), battle_format=battle_format
+        )
+        self.p2 = RandomPlayer(
+            PlayerConfiguration("Player 2", None), battle_format=battle_format
+        )
+        self.n_battles = n_battles
         pass
 
-    def evaluate_teams(self, teams):
-        pass
+    async def evaluate_teams(self, teams):
+        match_ups = list(combinations(np.arange(len(teams)), 2))
+
+        for t1, t2 in tqdm(match_ups) if SHOW_MATCH_PROGRESS else match_ups:
+            res1, res2 = await self.battle(teams[t1], teams[t2])
+            teams[t1].set_fitness(res1)
+            teams[t2].set_fitness(res2)
+
+    async def battle(self, team1, team2):
+        self.p1.update_team(team1.to_packed_str())
+        self.p2.update_team(team2.to_packed_str())
+        await self.p1.battle_against(self.p2, n_battles=self.n_battles)
+        return self.p1.n_won_battles, self.p2.n_won_battles
diff --git a/src/p2lab/genetic/fitness.py b/src/p2lab/genetic/fitness.py
index 09fee71..78d7118 100644
--- a/src/p2lab/genetic/fitness.py
+++ b/src/p2lab/genetic/fitness.py
@@ -8,82 +8,42 @@
 def BTmodel(
     teams: list[Team],
     matches: np.ndarray,
-    results: np.ndarray,
-    max_iter: int,
-    tol: float,
+    results: list[int],
 ) -> list[float]:
     """
-    Bradley-Terry Models are used to estimate latent team 'abilities'
-    in sports contests.
-
-    They do this by assuming that the probability of team 1 beating team 1
-    has the following form:
-
-    Pr(team1>team2) = exp(a_1) / (exp(a_1) + exp(a_2))
-
-    Where a_1 is team 1's latent ability.
-
-    The abilities are estimated via an iterative algorithm.
-
-    Which means we only need access to win/loss data and match data in order
-    to produce estimates
+    Bradley-Terry Models
 
     Args:
-        teams: A list of teams. Used mainly for generating team IDs
+        teams: A list of unique team names
         matches: A numpy.ndarray with the following format:
 
-            team 1 | team 2
-            -------+-------
-              A    |   B
-              B    |   C
-              B    |   D
-              A    |   D
-              B    |   A
+        team 1 | team 2
+        -------+-------
+          A    |   B
+          B    |   C
+          B    |   D
+          A    |   D
+          B    |   A
 
-                 'team 1' and 'team 2' are columns containing the IDs of the teams
-                 that played in the role of team 1 and team 2 respectively
-        results: An array of 1s and 0s, where each entry corresponds to a row
-                 in matches denoting whether or not team 1 won the match
-        max_iter: Maximum number of iterations for Bradley-Terry model to run
-        tol: Tolerence to check for convergence at the end of each iteration
+        'team 1' and 'team 2' are columns containing the IDs of the teams
+        that played in the role of team 1 and team 2 respectively
+
+        results: A list of 1s and 0s, where each entry corresponds to a row
+        in matches denoting whether or not team 1 won the match
     """
 
     # Organise teams into X1 and X2 matrices
-    N_team = len(teams)
-    N_match = matches.shape[0]
-    team_ids = np.array(range(N_team))
-    X1 = np.zeros(shape=(N_match, N_team), dtype=np.int32)
-    X2 = np.zeros(shape=(N_match, N_team), dtype=np.int32)
-    for index, pair in enumerate(matches):
-        X1[index, pair[0]] = 1
-        X2[index, pair[1]] = 1
-
-    # Prepare win data
-    total_wins = count_team_wins(
-        team_ids=team_ids,
-        matches=matches,
-        results=results,
-    )
-    win_matrix = make_win_matrix(
-        N_team=N_team,
-        matches=matches,
-        results=results,
-    )
+    print(teams)
 
     # Generate vector of team abilities
-    abilities = np.ones(shape=(N_team), dtype=np.float64)
+    print(matches)
 
-    # Iteratively update abilities as: p_i = W_i / sum_(j!=1) {(w_ij + w_ji)/(p_i + p_j)}
-    for _iter in range(max_iter):
-        old_abilities = abilities
-        abilities = total_wins / np.array(
-            [BT_iter_func(x, team_ids, win_matrix, abilities) for x in team_ids]
-        )
-        abilities = abilities / np.sum(abilities)
+    # Estimate logit model
+    print(results)
 
-        # Check for convergence
-        if np.sum(np.abs(old_abilities - abilities)) < tol:
-            break
+    # # Check for convergence
+    # if np.sum(np.abs(old_abilities - abilities)) < tol:
+    #     break
 
     return abilities
 
diff --git a/src/p2lab/genetic/genetic.py b/src/p2lab/genetic/genetic.py
index 968f46f..7ba18ce 100644
--- a/src/p2lab/genetic/genetic.py
+++ b/src/p2lab/genetic/genetic.py
@@ -143,7 +143,6 @@ def generate_teams(
     for _i in range(num_teams):
         pokemon = random.sample(population=pokemon_population, k=num_pokemon)
         teams.append(Team(pokemon=pokemon))
-
     return teams
 
 
diff --git a/src/p2lab/pokemon/battle.py b/src/p2lab/pokemon/battle.py
index 0358008..0a42229 100644
--- a/src/p2lab/pokemon/battle.py
+++ b/src/p2lab/pokemon/battle.py
@@ -3,7 +3,7 @@
 import numpy as np
 
 
-def run_battles(matches: np.ndarray) -> np.ndarray:
+def run_battles(matches: np.ndarray) -> list[int]:
     """
     Runs several matches.
 
@@ -18,12 +18,12 @@ def run_battles(matches: np.ndarray) -> np.ndarray:
     Returns:
         _type_: _description_
     """
-    results = np.ndarray([])
+    results = []
     for match in matches:
-        results = np.append(results, run_battle(match))
+        results.append(run_battle(match))
     return results
 
 
 def run_battle(match: np.ndarray) -> int:
     print(match)  # delete this line, it's here to pass pre-commit
-    return 0  # this function should always return 0 or 1
+    return 0  # this function should always run 0 or 1
diff --git a/src/p2lab/stats/__init__.py b/src/p2lab/stats/__init__.py
new file mode 100644
index 0000000..f3b0d32
--- /dev/null
+++ b/src/p2lab/stats/__init__.py
@@ -0,0 +1 @@
+""""""
diff --git a/src/p2lab/stats/team_recorder.py b/src/p2lab/stats/team_recorder.py
new file mode 100644
index 0000000..178398a
--- /dev/null
+++ b/src/p2lab/stats/team_recorder.py
@@ -0,0 +1,19 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+
+class TeamRecorder:
+    def __init__(self) -> None:
+        pass
+
+    def create_folder(self, f):
+        Path(f"outputs/{f}").mkdir(parents=True, exist_ok=True)
+
+    def record(self, team, generation, uid):
+        team.to_df().to_csv(f"outputs/{generation}/{uid}.csv", index=False)
+
+    def record_teams(self, teams, generation):
+        self.create_folder(generation)
+        for idx, team in enumerate(teams):
+            self.record(team, generation, idx)
diff --git a/src/p2lab/teams/builder.py b/src/p2lab/teams/builder.py
index 0ddf2b3..a1859d0 100644
--- a/src/p2lab/teams/builder.py
+++ b/src/p2lab/teams/builder.py
@@ -3,11 +3,15 @@
 """
 from __future__ import annotations
 
+import copy
 import sys
 from subprocess import check_output
 
 import numpy as np
 from poke_env.teambuilder import Teambuilder
+from tqdm import tqdm
+
+from .team import Team
 
 
 class Builder(Teambuilder):
@@ -15,29 +19,94 @@ class Builder(Teambuilder):
     The team builder
     """
 
-    def __init__(self, N_seed_teams=2, teams=None, format="gen2randombattle"):
+    def __init__(self, N_seed_teams=2, teams=None, format="gen7anythinggoes"):
         if teams:
             self.teams = [
                 self.join_team(self.parse_showdown_team(team)) for team in teams
             ]
         else:
             self.teams = []
-            for _ in range(N_seed_teams):
-                self.teams.append(
-                    self.parse_showdown_team(
-                        check_output(
-                            f"pokemon-showdown generate-team {format}| pokemon-showdown export-team",
-                            shell=True,
-                        ).decode(sys.stdout.encoding)
+            print("Generating seed teams")
+            for _ in tqdm(range(N_seed_teams)):
+                poss_team = check_output(
+                    f"pokemon-showdown generate-team {format}", shell=True
+                )
+                try:
+                    check_output(
+                        f"pokemon-showdown validate-team {format} ",
+                        shell=True,
+                        input=poss_team,
                     )
+                except Exception as e:
+                    print("Error validating team... skipping to next")
+                    continue
+                n_team = self.parse_showdown_team(
+                    check_output(
+                        "pokemon-showdown export-team ", input=poss_team, shell=True
+                    ).decode(sys.stdout.encoding)
                 )
+                if len(n_team) != 6:
+                    msg = "Team not of length 6"
+                    raise Exception(msg)
+                self.teams.append(n_team)
         self.poke_pool = np.array(self.teams).flatten()
 
     def build_N_teams_from_poke_pool(self, N_teams):
         self.teams = [
-            np.random.choice(self.poke_pool, size=6, replace=False)
+            Team(np.random.choice(self.poke_pool, size=6, replace=False))
             for _ in range(N_teams)
         ]
 
+    def get_teams(self):
+        return self.teams
+
     def yield_team(self):
         return self.teams[np.random.choice(len(self.teams))]
+
+    def generate_new_teams(self):
+        self.last_generation = copy.deepcopy(self.teams)
+        self.breed_teams()
+        # TODO: Make this fancier
+        # self.mutate_teams()
+
+    def breed_teams(self):
+        teams = []
+        for _i in range(len(self.teams)):
+            probs = np.array([t.get_fitness() for t in self.teams])
+            probs = probs / np.sum(probs)
+            t1, t2 = np.random.choice(self.teams, 2, p=probs, replace=False)
+            t1 = t1.get_teamlist()
+            t2 = t2.get_teamlist()
+            teams.append(self.breed_team(t1, t2))
+        self.teams = teams
+        self.duplicate_detect()  # Prob should take out or move this somewhere else
+
+    def breed_team(self, t1, t2):
+        # REALLY BAD DUPLICATION PREVENTION
+        # TODO: FIX ASAP
+        poss_pokes = np.concatenate((t1, t2))
+        names = [str(p).split("|")[0] for p in poss_pokes]
+        new_team_names = np.random.choice(list(set(names)), size=6, replace=False)
+        n2p = dict(zip(names, poss_pokes))
+        new_team = [n2p[n] for n in new_team_names]
+        return Team(new_team)
+
+    def duplicate_detect(self):
+        for t in self.teams:
+            pokes = []
+            for p in t.get_teamlist():
+                pokes.append(str(p).split("|")[0])
+            if len(set(pokes)) != 6:
+                print("WARNING DUPLICATION DETECTED")
+                print(pokes)
+
+    def mutate_team(self, team, mutation_rate=0.1):
+        # Each pokemon in a team has a given probability of being replaced by a random pokemon from the pool
+        for pokemon in team:
+            if np.random.random() < mutation_rate:
+                new_pokemon = np.random.choice(self.poke_pool)
+                # If the pokemon is already in the team, replace it with a random pokemon from the pool
+                while new_pokemon in team:
+                    new_pokemon = np.random.choice(self.poke_pool)
+                # Replace the pokemon
+                team[np.where(team == pokemon)[0][0]] = new_pokemon
diff --git a/src/p2lab/teams/team.py b/src/p2lab/teams/team.py
new file mode 100644
index 0000000..1c89666
--- /dev/null
+++ b/src/p2lab/teams/team.py
@@ -0,0 +1,30 @@
+from __future__ import annotations
+
+import re
+
+import pandas as pd
+
+
+class Team:
+    def __init__(self, pokemon) -> None:
+        self.pokemon = pokemon
+        self.fitness = 0
+
+    def get_teamlist(self):
+        return self.pokemon
+
+    def get_fitness(self):
+        return self.fitness
+
+    def set_fitness(self, x):
+        self.fitness = x
+
+    def to_packed_str(self):
+        return "]".join([mon.formatted for mon in self.pokemon])
+
+    def to_df(self):
+        # TODO Put in the columns or something
+        df = pd.DataFrame(
+            [re.split("\\||,", s) for s in re.split("\\]", self.to_packed_str())]
+        )
+        return df