notebooks/ferry.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c2d450af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Read the data from the file\n",
    "df = pd.read_csv(\"../data/ferry_sb.csv\")\n",
    "\n",
    "# Group by the 'Stop' column and get the average boardings\n",
    "average_boardings = df.groupby('Stop')['Boardings'].mean().sort_values(ascending=False)\n",
    "\n",
    "# Plot the data using a bar plot\n",
    "plt.figure(figsize=(12,6))\n",
    "average_boardings.plot(kind='bar', color='skyblue')\n",
    "plt.title(\"Average Number of Boardings by Stop\")\n",
    "plt.ylabel(\"Average Boardings\")\n",
    "plt.xlabel(\"Stop\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b4c323c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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POu3ffvutlSpVyrp27Wpbt2512nv16mVDhw69bc8pQimkOAkdkzx06FBLmzZtvGCqbNmyVrFixVT9phX3A/LkyZOtQ4cOlidPHkuXLp1bgNC/f38rUKCA+fn52f33328NGjSwqKgoM0t4myPliru/rw07YpedPn3a+vXrZ2XLljVfX18rXbq0tWrVyunHF7Nbs379egsKCrJXX33VXnnlFcuQIYOFhoba+++/n2D/5557zm1uL9xe48ePN5fLZTlz5rRBgwY585wkJDo62v78808LDAy0p556yq0dd564r3unT5/+1/4HDhywXLlyub3usW+T1hdffGG+vr7WsWNHa9asmZUvX94eeOABW7hwoZld3Qf33XeflShRwo4cOWJmvPfcbeI+Z77//nsrXry4ZcqUyRYtWmRm7gF/rCtXrtjUqVOtSpUqtmPHDo/Viptz4cIFW7dunVtbZGSkPfTQQzZz5kwzMxs9erRlzZrVli9fbmZX55Y6d+6cnTlzxlauXOnpklOszz//3AoVKmRFihSxcuXK2fbt283s6hzCZcqUsQceeMBatGhhjz32mPn7+9uePXtuWy2EUkhR4n5onDp1qi1evNh5Q3v99dfNy8srXjCVM2dOe/XVVz1ea3K79sPxkCFDzN/f3z799FP7+uuv7bnnnrPixYtbp06dnD67d++2bdu22b59+xI8ZAgpX9wP9C1atLBevXrFeyzFPg8vX75sly5dsh9++MF+++03ZzlfzG5NTEyM/f333/b000/bggULzOzqobZjx461vHnz2qOPPmrvv//+dUcF8GXs9tq7d6/Vrl3bpk2bZqNHj7Z8+fLZq6++et1gKjIy0jp16mTVq1d32nhu3PkefvhhGz16tF24cOG6fSIjI61Pnz7WsmVLp419m7TCw8Pt/vvvt3Hjxjlt33//vT3zzDNWo0YN59Cuffv2WcWKFe3PP/9MrlKRBKZMmWKTJ0+2119/3XLmzGlPPvmksyzuZ//Y/8fExFixYsU41OsOEx0dbY8++qiNGDHCrf3s2bNWp04d+/XXX23atGmWJUsWJ5A6e/asjR492rkcd11IvNjPgjt37rS8efPamDFjbMGCBRYcHGw5cuSwVatWmZnZxo0bbfz48RYcHGwdO3Z0O1nL7UAohRQj7ovTo48+amXKlLHPP//c7RfNIUOGmJeXl73zzjtO241+yU6pYn8xvHLlisXExNjx48ftgQcecM5SY3b10INRo0ZZwYIFrztvFG8IqUvc/T137lyrXr36dQ9Rul4AQjDy3w0ZMsQKFChgx48fN7OrHywyZsxoFSpUsAcffNDy5ctnQ4cOtcOHDzvXYbvffsePH7f333/fdu7caWZm48aNc4KpuEPjY0VHR7u183p6Z4q7X9asWWOlS5e+4aGZseI+/9i3SS88PNzy589vH374oVv7d999ZyVLlnRr58ezu0/c58w777xj2bJls99++82OHTtmo0aNsnvuucftbGwJBVOPP/649enTh+ffHebXX391/h/7fml29XC9TJkyWdasWd2mJti7d69Vrlw53nMdt27jxo32+eef24ABA9zaH330UcuePbutXr3aaYuOjvbIa2ia2zN9OuB5sWfk6Nq1q/bt26clS5aoYMGCkqQrV67Iy8tLAwcOVExMjLp06aJz586pV69eyp8/v6SrZw+LXUdK9vrrr+v111/Xr7/+qiJFikiS/Pz8dO7cOR04cMDplzVrVnXr1k0rVqzQtGnTJEmTJ0+WdPWMUi6XK1VsL/xP7P6ePn26Vq1apfr166tgwYJuZ02J5XK5ElzH9drxP7HPr2tdvnxZadOmVf/+/bVx40Zt3LhRJUuWVO3atfXUU09p7NixCgsL06RJk/T3338rT548znXZ7rdf9uzZ1aZNG6VPn16S1KtXL0nS2LFjJUnPP/+88ufPr4MHD+rixYsqVqyYChQoIOnqPuf19M4Uu1+6dOkiM1PLli2dzxY3Evv8Y98mndjXRjNTTEyM8ubNq7CwMNnVH9nl5eWlGjVqKCAgQF9//bXatm0rSUqThq87d5vY58z333+vf/75R6NHj1bRokUlSR07dpSZ6cMPP5TL5dKbb74pb29v53O8t7e3vv32W3322Wfatm0bz79kdu1nmlKlSkmShg8frq+//loDBw5UcHCwJkyYoPDwcIWFhalChQoKCwvTmTNn1LJlS5UuXdp5PuO/uXLlinr16qXNmzerWbNmbp/hP//8c7Vo0UJt27bVzJkz1aBBA3l5eXnkOcSrNFKUU6dO6ZdfflG/fv1UsGBB/fzzz/rxxx81b948Zc+eXTNnztTgwYN1/vx5/fzzz27XTS1vWvXr19eGDRvUsGFDLV++XEWLFtXly5dVtWpV7dmzR3v27FHx4sUlSRkyZFDVqlXl6+urbdu2aeLEierRowdfcFOxo0ePatasWdq+fbvSpUsnSW4fBvHfxP3wtmrVKp08eVLp06dX48aNlTZtWmc733PPPRoxYoR+++03NW3aVGPHjlWmTJlUpEgRTZo0KcH14faLDaRiP+TFDaa8vb314IMPqmvXrnr00Uc1cuRI53rsozvb2bNndfz4cX322Wfq0KGDpJt/brFv/7u4YZTL5ZLL5VLu3Ln14IMPaujQoapQoYLq1q3r9M+cObPzoxvuTmam/fv368EHH5QkjRkzxlmWPXt2Pffcc3K5XProo4/UqVMnvfvuu26fQWrXrq0///xT+fLl83jt+J+4r5PLly/Xvn37lC1bNtWrV0+NGzfW0qVLNW3aNHl7e6t+/foaMmSIQkJCVKhQIfn5+SljxowqXry45s2bJyn1DCC4ndKkSaPFixfr2Wef1aZNm/Trr7+qXLlyzr76/PPPVb9+fXXr1k0///yzMmTI4JG6XGZmHrklwANOnz6tVq1aqXDhwsqXL5/Wr18vLy8vBQYGau3atapSpYo++OADtw+JqfFL2y+//KKhQ4dqy5YtWrNmjQoXLqyffvpJjRs3VsOGDdW7d2+VL19eFy9eVNu2bVWvXj2tW7dOERER+uqrr5Q2bdrkvgvwkIQ+ABw4cEChoaHauXOnXnvtNbVr105S6nwuJaW42++ll17SZ599psuXL8vPz09NmjTRiBEjnNEA4eHhqlKliooUKaJvvvnGWUfc/cX+SF5x98WkSZM0YsQIHT9+XMHBwVqyZEkyV4cbSeh17+jRoxo4cKBmz56txYsXq169ejzHPCB2G69evVpz585VVFSU8ubNq+HDhytNmjR65pln9Pnnnys0NFQ5c+bU77//rvfff1+bNm1SiRIlkrt8JMK14aMkrVixQk2aNFHDhg01depUt1GKJ06c0Pjx4/Xnn386o6YkJTh6G5537WeaOXPmKH369Dp06JCqV6+uWbNm6eTJk+rWrZuyZcum3r17q1atWoqJidFHH32kDBkyKEuWLKpXr54kAqlbdb33qVOnTqlJkyY6fvy4vvzyS5UoUcKt799//+0cTeSpQoG70vXO+DZu3Dhr2rSp5c+f39555x3bvXu3mZl16dLFunfv7tY3Nc2zEveY+nnz5tlrr71mLpfL7rvvPmcS6u+++84KFSpkVatWtapVq1qlSpWsWLFiZnb1zHylSpWys2fPJkv98Ly4z7EtW7bY5s2bnVP1/vnnn9a4cWOrW7euffzxx04/5m64NXFfi3r27GlZs2a1jRs32sGDBy00NNRq1qzp1j8qKsr69Oljjz32mJ05cyZVvZbdCW72jKOxz4cjR45YxowZrW3btvGW4c4Sd9/u2LHD1qxZ48wPdenSJXvyySctQ4YM9v3335tZ6vockVxiz7LXvn17a9OmjeXLl8/KlCnjzE3z8ssvW506dax48eJWr1495wxSuHvEfT08c+aMXbp0yS5evGhmZl999ZW5XC4LCQmx8PBwt+udPn3aeQ7ymnpnCg0NtZw5c9q6dessIiLCPvjgA8uTJ48zX+23335rNWrUsEceecRWrFiR4Dp4nb01sdtt3bp1NnjwYHvhhRfs22+/dZafOnXKgoKC7L777nPOrJdc25pQCneluB8a58yZY++9957bKdFPnz5tp06dci6fOnXKypYta0OHDvVkmXek3r17W+HChe3111+3Dh062H333WeFChVyXox27txp7777rr344os2fPhwi4qKMjOzdu3aWYsWLezSpUvJWT48JO6Hu7Zt21rJkiWtePHiljVrVps4caKZmf3+++/28MMPW/369d2CKdy60NBQy5Ili/38889O27fffmuVKlWy119/3Xr27OmEyMuXLzdfX19btmxZcpWbKsX9wNavXz/btWvXDfsfP37c8uXLZ7Vr13ba+PJ0Z4q7Xx5//HGrUqWKZcqUyR566CHr0qWLmV09CUi7du0sc+bMTjCF2+fYsWNWrlw5e+ONN5y206dPW+XKla1s2bJubWfOnOGHs7tQ3OfdmDFjrFGjRla9enVr3bq1c1KB2GCqW7du8YIpM0KLO9WkSZPM5XLZwoUL3dpbt25t1apVcy5/99139uCDD1qzZs3i9cV/8/nnn1u2bNmsUaNG1rp1a/P29rZJkybZsWPHzOzqd+SaNWtajhw53M6U7WmEUrjrxH3jad26td13331WrVo1y5kzpz322GPOk8zM7ODBg/b1119b6dKlrUmTJslR7h1l586dVqhQIVu6dKnTtnbtWqtXr54VLlzY9u/fb2bu23jnzp3Wt29fy5o1620/HSjuPM8++6yVLFnS+eJds2ZNu/fee53Ta+/fv98efvhhK1u2rG3cuDE5S73rnTt3ztKkSWPVqlVzO3NXyZIlrUyZMtawYUMrVqyY5cyZ0xkhUKtWLbczEOH2ivvlqX///la6dGnndfNG4n7IJpC681z7hbZTp05WvHhx++233+zChQtWv359K1iwoO3bt8/MzE6cOGFt27Y1l8uVrB/iU5LYfXDmzBlnhIzZ1VGG99xzjxO+x/5QduLECcuTJ4/zYyOhxN1vwIABliNHDpsxY4bNnz/f7r33XitSpIidOXPGzMwWLVpkadOmtbZt29rJkyeTuVrcjPHjx1uJEiWsX79+zo/fZmYtW7a0Ro0a2YULF5zn7nfffWfFihWz8ePHJ1O1KUfs54zNmzdb3rx57b333jMzswsXLpiPj4/5+vra4MGDnbM4nzp1yoKDg2/q88ztQiiFu9YLL7xgpUqVcr689e3b11wulzVu3Nj5FeWrr76y5s2bO0NEzVLPF4Lq1avbnDlz3Np+/PFH8/X1tR9++MFpi46Otq+//tr8/PysVKlStnfvXmfZ5cuXbfjw4Va6dGmGw6dwFy9etMjISLe2U6dOWZ06dZyhvm+88YblyJHDCTUvXLhgZma7du2yN99807MFpzBffPGFHThwwHbv3m1ZsmSxxx57zH777TerVKmSBQcH24kTJ+zixYv2xx9/WOHCha1ly5ZmZjwvk8nXX39tbdu2tTVr1iTqeqnl/educeHCBbcA2Mzs8OHD9sADD9i6devM7Oov/VmyZLGVK1ea2dUROWZXQ5Hp06d7tuAULCYmxo4ePWp58+a16dOnO8HU5cuXrWDBgta/f3+n7+XLly06OtoeeuiheNMy4O4Rd+T9vn37rEKFCs5r6sKFC83f39+mTJliZv87QmLevHlWo0YNXkvvIpMmTbLy5cvbiy++aOfOnbNJkyZZpkyZnB874+7LuN9BkDgzZ850e52MjIy0jz/+2F599VUzuzrtRsGCBa137942fvx48/LysjFjxlhYWJiZJX+wTyiFu0rsE2bPnj329NNP24YNG8zMbPTo0ZYjRw6bNm2a5c6d21q2bOmkv7G/bJqlni8EkZGRNnv27HiH2p0+fdqqVq1qQ4cOdVt26dIlq1atmvn7+9ujjz7qdp3o6Gg7evSoR+pG8rhy5YoFBgbau+++69a+b98+y5Ilix0+fNimTZtmWbNmteXLl5vZ1UMqQkJCnBFTsZL7Te1udPToUatbt66NGjXKzK4GTZkzZzaXy2V169a1iIgIp+/58+etYcOG9sILL7itg+3uOTNnzrQCBQpYQECA/fTTT2aWet5bUpKoqCh79NFH4/0qf+zYMatYsaL9/fffNmbMGMuaNaszSuf06dM2btw4Z7/HYv8nnY4dO1qmTJls1qxZzqF4o0aNsjJlytg777zj1rdJkybWp08fM+M18G4zfvx4a9mypTPy7YcffrCAgACLiYmxRYsWWaZMmWzatGlmdnUU8bRp09zeC8143t3p4u6fCRMmWKVKleyBBx4wf39/W79+vZldDZgTwvM5cS5cuGDPPfecVapUyYYPH+60//bbb7Z9+3a7ePGiNWzY0Dp27GhRUVEWERFhefPmNZfLZW+88cYd8VwilMIdK+4L0sWLF91euCIjI+3zzz+3ixcv2meffWaFCxe2xYsXm9nVOZNcLpdVrVrVzp07l+D6UpNhw4bZiBEjzOzqG0RISIjdf//99uGHHzrb5MSJE/boo4/a0qVL3V6YUus2S43ijp6L+1xr06aNVatWzTJnzmxr16512nfu3GlVqlSxRYsWebTOlGrevHmWNWtWZ+TTnj17LEeOHPbwww/bn3/+6TwXw8LCrGzZsjZu3LjkLDdVufZ1MCoqynr06GF+fn7WtWtX54sSr5d3nyVLljj/jz0c6MSJE1ayZEkLCgqygIAAtznbfvzxR6tRo4YTziPpxP3s0aNHD0uTJo3Nnj3brly5Yn/99Ze98MILVqJECevevbt99NFHFhISYpkzZ3ZOZoO7xzvvvGPe3t42b948p+3IkSP20EMP2bBhwyxTpkz29ttvO8u2bt1qLVq0sE2bNpkZr7V3k7jP67feessKFy5szZs3t0OHDiVjVSnT0aNHrXfv3s7gg7gOHjxoFSpUcN7zjh49aiEhITZ+/HjbuXNncpQbD6EU7khx33AmTpxoTzzxhFWrVs2+/PJLZ0h3bJ/evXtb+/btnfZRo0ZZnz59rHfv3p4v/A4TGRlpQ4cONZfL5fwafOnSJWvRooVVrFjRWrdubWPHjrUaNWpY9erVnTePOyExx+11vQ91HTt2tLZt2zrPp9gPEU8++aTT588//7TSpUvb008/7ZFaU7K4+6Fr167Ws2dP5yQNO3futMyZM9sjjzxihw8ftpMnT1rJkiWtadOmyVRt6nPtWfZi5za5fPmyvfjii1a+fHkbPXq0nT9/3sz4snSnu97+GTJkiDVu3NiZVHnZsmXm5+fnvO5duHDB/vjjDytTpgyve0nk2s8Z0dHRboeQV65c2fLly2czZ840s6tfqiZMmGBFihSxcuXKWc2aNTl8+S709ttvW9q0ae2zzz5za4+OjrZmzZqZy+WyV155xWk/f/68NWrUyJo2bcpn07vUtcFUhQoVrHv37sk6f1FKE7uNjx49aj179rT777/fLZj66aefzNfX12bMmGEHDx60gQMHWsWKFd3m70tuhFK448T90BgaGmoBAQH26quvWnBwsGXKlMk5HC8mJsauXLlijRo1sjp16lhMTIwdPHjQqlSpYvPnz09wfSndX3/9Zfv377eDBw86befOnbNx48aZy+WyMWPGmNnVYGrs2LHWrFkzCwoKstatWztDqHnTT/niPid++OEHW758uW3dutXMrp6lI126dM48bDExMdavXz8rW7asBQYGWr169ax48eLWrFmzBNeHm3Nt2GFmNnfuXKtVq5bzxdjsajCVJUsWa9SokRUtWtQaNmzoLOO5envF3UcvvfSSNWvWzO6//34bMWKERUdH25UrV6xLly5WpUoVGzNmjBNM4c4U93Vqw4YNtmjRIlu1apWZXR25Ua1aNXv66aed59+0adPM5XJZtWrVrEqVKla2bFl75JFHElwfbs1vv/1mU6dONbOr2zN2m44ZM8Zy5cplTZo0sbRp09qMGTOcZTExMRYREeE2Eh53hyVLlpjL5bLZs2e7tXfp0sW++eYbO3XqlBUvXtyqVKlivXv3tjfffNNq165tpUuX5jPqHe7fXg/j7rdJkyZZxYoV7emnn07wTIpInLgniTD7XzB17Yipl156yVwulxUtWtSyZ89uW7ZsSZZ6r4dQCnesnj17Wvbs2Z0vy2ZXz0K1aNEiO3bsmPPk+/777y19+vQWGBhoAQEBqfYsex9++KFVqlTJsmfPbtWqVXMmhzS7evjjm2++aS6XK96E1HGP0b/esd1IOeJ+cHj11VetYMGCliVLFnO5XDZw4ECLjIy0hQsXmo+Pj3MK9JiYGFu3bp0NGzbMxowZYx999JGzDj4gJl7cffD11187E8abmTVs2DDea9jOnTvN5XJZcHCw08Z295wWLVpYmTJlbPz48TZnzhxzuVzOZKKXL1+2Ll262P3332+vvfZavJMF4M4Q9zn38ssvW5EiRSxjxoyWM2dO69y5s5ldfQ994IEHrG3btvb333+bmdm2bdtsxIgRNmbMGPvkk0+cdfD8+++io6OdzyVxD0ceMWKEZc2a1VavXm1mVw/l8/HxsdmzZ8ebUwh3l1GjRlnJkiWtR48ezgiN5s2bW+nSpZ35KY8fP25dunSx6tWr20MPPWQhISHOZ1M+o96Z4v6Ac+0PbnEvx33dHDFihDMBN25d7HvbkiVLrEmTJrZjxw4zuzo3YuyIqcGDBzv9ly1bZsuWLYs3H+ydgFAKd6SZM2eay+VyO8713LlzlitXLqtdu7blyJHDGjZs6JwVbNeuXTZ27Fi3X19S04fG6dOnW/r06W3atGk2f/58q1q1qgUGBroNbY8Npry9vW3ChAnx1sGvvqlLaGioZcuWzVatWmXr16+3119/3by8vJxRhl999ZX5+vpaly5drvvYSE3Psf8qKirKjhw54tY2ZcoUq1y5spn9b1vu2bPH6tWrZ19++aWZ/e9DeNxfE9nunrNw4UIrWbKkM/r0/ffft0yZMjkjbMyu7tvHH3/cBg0alExV4mb17NnTcubMacuWLbOtW7dav379LCAgwCZOnGhmV5+T1atXt6eeesr++OMPM0v4MDMkjSNHjtjw4cPNz8/PZs6cadOmTbNs2bI5Z3iNFRoaai6Xy+bOnZtMlSIpREdH25gxYywoKMhefPFFa9KkiVWoUMF+//13M/vf+110dLRdvnzZLdAgkLozxd1Hr7zyij3++OPWtGlTmzx5coIhckKvn3z/+G8+++wz8/PzswEDBriNfgoPD7devXpZ5cqV480xdScilMId58qVKzZ//nwrUqSI2yFCFStWtKCgIFu5cqW9+eabVrFiRatRo0aCk+Wlpg+Nc+fONZfL5fYhbsaMGeZyudwmcTW7GuzF/jIZ91dfpC4DBw40l8vl/KJidjW0LF26tD311FPOh4yFCxdahgwZ7MUXX3QbzYPEuXz5sjVs2NBCQkLcDs0bPXq0NW/e3Mzch18/99xz1rNnT6f9er80IumcPXvWWrVq5cznFevtt992RqgNHz7c7QyU+/fvd0ZzxN1HfMC+M8Uexv7LL784badPn7aSJUu6zRM1bdo0e/DBB61t27Z24MCB5Cg1VQkPD7ehQ4eav7+/uVwu50tV7CGysfr378+k5nexuHOWjho1ykqXLm1+fn7Oj6ex+zqh109eU+98jz76qBUvXtymTZtmffr0sTx58ljXrl3/NYRi3968hLblnj17LF++fM6ZKmPFTnUTERFhffv2tfvuu89Gjx7tkTpvlZeAO4y3t7eaNWum8ePHa+fOnXrooYdUpUoV5c+fX4sWLVL9+vXVu3dvtWrVStu2bdOlS5fircPLK3U8tE+fPq1x48apTJkyypgxo9O+cOFCSdKWLVs0c+ZMffPNN5KkjBkzqnfv3vrwww/16KOPJkvNSH6xz5mDBw8qOjpakpQuXTplyJBBWbNmdZ4/TZs21bx58/TWW2/p008/TbZ673Zp0qRRvXr1tHjxYk2fPl2///67JCkmJka5cuVy+sXExMjPz08vvPCCpk+frk8//VQul0ve3t5On9Ty2uZpJ06cULZs2ZQlSxa39vz58+v06dN66aWXNHbsWH388cdq2LChJGnTpk0aO3as/vnnH2cfmZlcLpeny8e/uHTpkvbu3avSpUtrxYoVzuuev7+/8uXLp7Rp0yoqKkqS9MILL6hNmzb66aeftHz58uQsO1XIlSuXOnfurAEDBsjPz0/r16+XdPW1zuVyOftq5MiRKl68eHKWiv/Ay8tLMTEx8vLyUp8+fdShQwcVL15c77zzjk6dOiVvb2/FxMQk+PrJa+qdbcGCBfr999/1zTff6IUXXlDu3LkVGRmpVq1aJfiZJe7+ZN/ePC8vLx0+fFi7du1y2g4fPqzs2bPr+eef18mTJ/X222+rXr16Kl++vJ599lnFxMSoT58+atmypVq3bp2M1d+E5E7FgOuJjIy0r776yipUqGAZMmRwJpGN/Xfx4sVWoUIFJw1OrdavX2916tSx5s2b27p16+yxxx6zYsWK2cCBA+29996zSpUqWbFixax8+fLWpk0bt5FlDIdOvXr37m0+Pj7OiLlRo0ZZxowZEzwbyrZt2zxcXcoR91fAyZMnW+7cua1v37529OhRe+mll5x5u641adIka9Wqlf3zzz+eKjXVuvaX2uHDhztzCv32229Wv359y5gxo73zzjtOn8OHD1vlypWtT58+Hq0Vty72dNn333+/DRs2zMzMxo8fbxkyZHAOH4o7Mid2FBw8IywszIYNG2Z+fn5uc0wxOjRluXbEVFBQkL3wwgt28uRJM2PkzN1o6tSpVrduXTP734jiZcuWmdnVQ3QXL16c4MldkDgRERHWvHlzq1OnjjPid//+/eZyueyJJ56w0qVLW/PmzW3AgAE2f/588/Lyss8//9zMEj65zp0mTXKHYsD1+Pj4KDg4WGamfv36qXXr1lqyZIkyZMigo0ePqn///qpWrZqKFCmS3KUmqwceeEDDhw/XSy+9pCeffFJeXl7asmWLcuTIIUlq1aqVLl26pGHDhunChQvKkyePc900aXgJSK3efPNNmZnat2+vTz/9VGvXrtWiRYt077336sqVK26PjfLly0uS8ysnbp7FGTnz3HPPKWfOnOrVq5dy5MihAwcOKDw8XHPmzNG5c+eUNm1aZc6cWYcOHVKuXLl05swZhYeHK2/evMl8L1KeuPvl4sWLunjxorJnz66jR49q5MiRWrZsmT777DMVLVpUHTp00PHjx7VgwQJFRkbqypUrev/991W4cGGNGTMm3vpw5zEz5cyZU/3791d0dLSWLl2qNWvWaPv27Vq+fLnuueceRUdHO6M1vLy8VLduXee67NukldA2DQgIUOfOnSVJw4cP14ULF/TKK6/wnpPCXDtiyuVyaeHCherSpYveffddZc6cOblLxA3Efe7GflZMmzatsmbNqgkTJujNN9/Uxx9/rODgYEnSypUrtWXLFlWtWtX5XoJbkzlzZjVv3lxz587VwIEDNXjwYJUrV05Lly7V1KlT1bx5c7Vr10733nuvvLy8NHXqVF25ckXS3THK3mVmltxFADcSFRWlZcuWqU+fPipRooTmzJmjmjVrKk+ePFq6dKkkPjRK0o8//qjQ0FClS5dO/fv3V7169STJ+aAdV0JtSJ1eeeUVjRw5Uv3799eIESOSu5wUJW6IFxwcrOjoaK1atUoTJ07UqFGj5HK5FBMTowceeEB79+6VJGXJkkUFCxbU3Llz9cUXX+iBBx5QQEBAct6NFCfu+8W4ceP09ddfa/fu3XrsscfUr18/XbhwQcHBwcqTJ4++/PJLZc+eXZ988olWrFihRYsWqVq1arrvvvucQIqw9u4Qu9+PHTumN954Q/PmzVO9evX0wQcfSGI/3k6x2/63335TlixZ3A5bvtaxY8c0YcIEzZkzR9u2bVPWrFlT/ee7u0nc59G1n83jXo7tFxMTo8GDBys8PFzTpk3jOXgHu/a7Q1RUlHx8fHT48GGVK1dOJ06c0MqVK53vH0eOHFHjxo3VsGFDvfHGG8lVdooQ97kzb948J8B9/fXXVbp06Xj75pVXXtHs2bO1YcMGFSxYMLnKThRCKSSrmw1HoqKitHz5cvXt21e//fabGjRo4Mz1wAfJ/9m0aZP69eunLFmyKCQkxPmlIu52JsBL+RK7j/v3768JEyboww8/vPOPOb9LxN0Ha9as0YQJEzRhwgQFBgZKkt5//3299tpreuKJJ/TSSy8pICCA56YHxN3G/9fefQfk1P//A39eTaRkRUKpjNImUdkkNJWyd2TcZO/smVuomyTZW6RssrL3itsWUUIo7fH6/dHvOt/rEvfH7Gq8Hv/cda5zHa/Oud/v8z6v8x6jR4/Gjh070KdPH3z8+BGbN2+Go6Mjtm3bhsePH6N9+/aoWbOmkJgCgKSkJFSqVEk4Ht9/io5vlZ+vPSS/f/8e8+bNw4ULF+Dg4ICpU6f+5zHYzxOf0/DwcPj6+sLT0xM+Pj5S82B+6d27dwDAPSuKGcnys379ety7dw916tSBk5MTtLS0CuwjLpviR1HxixquU4seyecIX19fPH78GPHx8ejduzcGDBiAqKgouLu7w97eHu3bt4ecnBz8/Pygq6uLyMhIAFy//qovE1PBwcGoUKGC0GMKAPbt24ft27fj1KlTOHjwIMzNzWUZ8o/50+MDGfsWyfGts2bNEsa9fktmZiZt376dZs6cKWwrTXMNfO84+/Pnz1OLFi3I2dmZ9u3b94ejYkWN5P8n169fp8OHD9P9+/fp8+fPBT6XNG7cOCpTpgytX7++UOIsLZYsWUJWVlbk4eFBREQZGRnCZwEBAVSrVi2aPHlygbm8eF6NP2vMmDFUuXJlqZXYNm3aRCKRSJhL6MmTJ6Srq0stWrSg169fFzgGX6OiQ/JanD9/no4dO0ZHjx796ufinxMTE2nMmDFkZWVF48ePL7xgS6F9+/aRsrIy/fPPP8J8bWJcjkoGyevo6+tLKioq1LlzZ1JUVCQXFxc6fvz4V/flldiKFxcXFzI2NqY5c+bQ33//TSKRiJYsWUJpaWkUHR1NlpaWVL9+fWrbti2NGjVK+F5pel77kyTLyLZt26hNmzbk4uIitGUOHjxI3t7exXKlUk5KMZmQLFTOzs5kbGxMixcvppSUlP/8nuTE3KW1gluyZAlFRkb+5z4XLlwgAwMDmjBhQiFFxYoCyXI1bdo00tHRIRUVFVJXV6dJkybR27dv//P7AwcOpP79+//pMEuNrKwsGj16NNWpU4eMjIyE7ZmZmcLPgYGBJCcnJ0w4z/4MybLx7NkzEolE1Lt3byL6v/tKTEwMVa9eXWqC6ydPnpCenh4ZGhrSx48fCzdo9l2+rPf09fWpQoUKJC8vT2PHjv3qfuKf3759S/3795d62cV+r6SkJLK1taW///6biIjS0tIoPj6eQkJC6Ny5czKOjv1ud+7cIVdXV7pw4QIREd29e5caN25MDg4OdOzYMWE/TkAVP9u2bSMDAwPhJU1oaCiVLVuWTpw4IeyTmppKSUlJlJycLGwrrc9rv9O3krfixJSbm5uQmJJ8+VmccFKKFaovK6Zp06ZR3bp1KSEhQUYRFS8fP36kzp07Cyt2/VdFf/fu3WKx2gL7/UaPHk1Vq1aliIgIunv3Lnl5eZGqqirt2LGDiLgx+Kd8rTympaXRvHnzSEdHh4YPH05paWlElJ+wEpNsqLM/KyoqihITE2nz5s2krKxMEydOFOrJWbNmUZUqVSgxMVHqOw8ePJBKbrCiadSoUaSurk5RUVF04sQJmjt3LolEIgoICPjq/uJ6UPJlGNeNv4f4PIpXNbSwsKAFCxZQRkYGjR8/nmxsbKhGjRqkoKBA27dvl2Wo7DcKDAyktm3bUtu2bYXV9IjyV/Bt3LgxOTo6SvWYYkXbl88Q/v7+1LVrVyIimjt3LlWsWJGOHDlCRPmrwF2/fr3AMbhO/Tni8/b+/fuvti0lz+uOHTvIwsKCevbsKfXSs7jhpBQrFMnJyQWWlc/JySEPDw9haWZx5fdlBcYVmjR/f3/S1NQUHpz+1/nhxFTpMnPmTJKXlxfeUorp6uqSl5fXdx2Dy9yPkyxnL168oLdv3wo9a1JTU8nX15esrKxozJgxlJ6eTkRUoPHAbxP/nLy8PGE43qFDh4iIaOPGjSQvL08LFy6kBQsWUMWKFYVy8616k8tG0bRkyRISiURSL7ji4uLI1NT0u3t/8rX9vfbt20c1atSg6Ohomjx5MtWpU4fKlStHLi4utGrVKsrNzSVPT09ydXXluq+EOHz4MNWoUYOqVKlCp0+flvrs5s2b1LRpU2rWrBlduXJFRhGy7yVZH4rvi+vWraMWLVrQjBkzqFKlSsK9lIho9erV5ObmJpWMZD9HfO73799PvXr1ooMHD371/iS5LSwsjJ4/f15oMf4JPJMc++OICBMnToS/v7/U9tzcXMTGxuLFixcAAHl5ealJSM+fPw8ApXZSPPrGGgSjRo2Cjo4O5s6dC+B/nx9eZa90uXPnDmrUqIFXr17h06dPwnYNDQ2UKVMGubm5//MYpbXM/SzJCUC9vLzQtWtXWFhYYOzYsbhw4QLKlSuHCRMmwM7ODhcuXMDUqVORnp4OJSUlqePw5K5/jkgkgq6uLvr06YPRo0cjISEBvXv3xvr16+Hr64spU6Zg69ataNq0KYjom/Uml42i5/Pnz3j//j3KlCmDgwcPCtu1tLSgpqYGJSWlb95PJfG1/XXi8/zy5Uts2bIFM2bMgK2tLYYPH44NGzZg7dq12LlzJ7y9vSEnJwd5eXno6uryuS+G8vLyCmzr0KEDtm/fDhUVFaxatQo3b94UPjM1NUVAQAAMDQ1hYWFRiJGy75WTk4OPHz9KbZs7dy6mTJkCALCwsAARwc/PD8uWLYO9vT0A4PXr1wgJCUG9evVQsWLFwg67xBGJRNizZw+6du0KQ0ND6OvrS9WR4rInXhgAALp06QJtbW2ZxPvbyDAhxkqRly9fCj8/ffqUiPJ7CQwbNoyaNWtGt27dksr4Xrt2jZo1ayY1CW1pFRAQQCdOnBDOYU5ODi1cuJCsra2FMdv8hpdJ/j/g6elJBgYGtHHjRiLK712noqIilD32Z3h6elL9+vXpxIkTQndqc3NzOnnyJBH9X48pXV1d2rJli2yDLWXEPTHevHlD3bp1o9WrVwtlZu/evaSoqEi+vr5S8xayok2yzouLi6OZM2eSqqoqBQYGEhHRggULSEVFRRhCxgrHxYsXqW/fvtSiRQt6+PDhV/eJi4ujKVOmUKVKlSgmJqaQI2S/SrJn2/nz5ykyMpIuXLhAnz59IiKiI0eOkI6ODvXq1avAKImvHYPJXmZmJnXs2JFmz55N7969E7ZPnjyZvL29hd8DAwPJxMSEunTpQtu2baPg4GAyMjIiR0dHYR9+Jvk19+/fJ21tbVq7dq2wLTc3l27fvi3MF1USR8FwUor9UXl5eVKV0/Lly0kkEtHFixeJKH+uDg0NDXJwcKDDhw9TYmIi3bhxg0xNTalnz56yCrvISE9PJxsbGzIyMiJTU1Nav349vXv3jtLS0khTU5P8/PxkHSKTEclylZWVVWAomIeHB5mampKHhwdVqlSJoqOjiahk3sgK07caWyEhIWRhYSFMABoQEEDly5cnGxsbMjY2prNnzxJR/vw1YWFhhRZvaSS+Rnl5eVJzd4n5+vpSy5YtpbZt2bKFlJSUaMqUKV/9DisaJMtfenq6VH0WFxdHvr6+pKqqSvb29lStWjVhvjau9wrPpk2bSEdHh8qWLfvVia0PHz5M/fr1I11d3W8mLFjxMH78eKpTpw5paGhQ/fr1yczMTHiBevjwYapTpw716dOHLl++LONI2fcYMmQI6enp0dKlSyk+Pp6IiMaOHUtTp06V2m/lypXk5uZGampqZGdnRyNHjhQ+42TjzxHXj2lpaXT//n0yMjKiBw8eUFZWFgUEBFDz5s2pVq1aZG5uLjWJfEnCSSn2R4nnTiHKz8LHxsaSh4cHVa9eXVh15d69e2RhYUENGjQgNTU1MjQ0pC5dugjfK00Z929V5mfOnKHZs2eThoYGtWrVisaPH08TJkygdu3a0Zs3bwo5SiZrkmVixYoV1L17d2rUqBEdPHhQar+ePXuSSCSi8ePHf3PONvb9JM/d6dOnafPmzRQVFUUfP36khw8f0qxZs4go/5pUq1aNoqKiKCoqiipXrkzGxsZS8y98eTz2+7148UL4eeXKlfT48WPh94YNGxZYnXTLli0kEolo165dhRYj+35fvuBycHCgTp060eLFi4Xt8fHxNGvWLFJTU5N6u88PSoUrPDycDA0NydnZma5evSr12aNHj2jHjh307Nkz2QTHfougoCCqVKkSnT17ll68eEHHjh2j1q1bU40aNYSXM8ePH6cyZcrQ7NmzZRwt+y+S9eP48eNJW1ublixZQqmpqTRw4ECaOHHiV7/3/v17qZc4XM/+mj179tCQIUNo//79ZGZmRm5ubqSrq0tOTk40efJkOnToENWuXZuCgoJkHeofwUkp9scEBQXRhg0biIioadOm5O7uTkT5y257eHhQ1apVhcTUmzdv6Pr167Rz506hRwdR6argJP/W27dv082bNwt0a4+JiaGNGzeSkZERlStXjkQikbCSCT/glg6S13nMmDGkqalJ48ePJxcXF1JQUKAHDx5I7e/p6UlGRka0ceNGSk1NLexwSwzJ8z5p0iSqUaMGVatWjUQiEXXv3p3i4uIoJyeH3r17R9bW1kK368+fP1PTpk3J1NS0wNtG9ueEhYWRvLw83blzhzp16kQWFhb0+fNnoZ4NCwsjV1dXunv3LhH93/U9f/68zGJm3yZZ/kaPHk3VqlWjGTNmkLu7O5mbm9Phw4eFz2NjYwsM5WN/hvi6fPz4kd68eSPVjtmyZQs1atSI+vbtW6BHFLdXih/Ja5uTk0MjRowQVoIWe/jwIdna2pK7u7swzOjatWvcU7EYkLxG48aNo9q1a9OaNWvI2dmZunfvTgcPHqQ9e/ZQWFgYHT16lEJCQuj9+/fCd7hM/xzxeXvw4AHVrl1beG7evHkzjR8/nmbMmCGVwLe1tS2xK5ZyUor9EXl5edS5c2cyMDAgCwsLMjAwEFaiIpJOTH25SphYaUpISVbm06ZNI2NjY9LQ0CBbW1uaN29egf1zc3MpLCyMOnfuTM2bN6fPnz8XZrisCPDx8aHKlStLNfbNzc3pyJEjlJiYKLXMuYeHBzVs2JCCgoKK9XKxRcGYMWOoSpUqdPLkSXrz5g0FBgaSkpKS0Fvj/v37VLFiRQoPDyei/IaGm5sbnThxQpZhlzr379+nHj16UPny5UlPT0/YLq5rnz17RjY2NrR06VKp7WKl6f5TnIwfP57U1dXp5s2bRJT/pt7AwIAOHjworEhLRJSQkEAzZswgNTU1WrhwoazCLdHEZSYiIoJat25Nmpqa1KtXL1q/fr2wz6ZNm6hRo0Y0YMAAHsJVjH0tqdS7d2+ysrIqsH3hwoVkamoq1eb/1jGY7H3ruowcOZK0tLRIS0uLVFVVqX379qSjo0NaWlpkbGxM3bt3L+RIS64zZ87QypUraejQoVJt9C8Twb6+vlSrVq0SOz8sJ6XYH6Wjo0OKioq0cuXKAp/FxMRQt27dSENDQ6p3VGk2a9Ysqlq1KkVFRdGTJ0/Iy8uLRCIRTZkyRdhH/PaJiCgyMpIaNmxIjx49kkW4TEZCQ0NJJBIJPQ2J8nvkVKlShVq1akVqamrUpUsX2r9/v/B5u3btaNKkSbIIt8SYN2+eVO9EsTZt2lDHjh2JKP9h2MHBgVq1akWLFy+m+vXrU69evYR9+W3i7yd5TiUba0OHDiWRSERVqlQRkhg5OTnC/nv27KGKFSvyw3IxsXDhwgLlLycnh3R0dMjCwoJq1apF1tbW9O+//xJR/gIro0ePJi8vL1mFXOJFRkaSiooKzZkzh44cOUKurq7UsGFDWrJkibDPli1bSE9Pj4YOHSrVfmHFw8mTJykqKoqIiAYOHEgjRowgovyEo7m5OW3btk3qQXrPnj1kampKCQkJMomXfT/JhFRkZCRFRUVJjdCYOnUqaWlp0YwZMygpKYmIqMBLcG7T/DpHR0cSiURkbm4uLBYgadu2bTR48GCqVq0aXb9+XQYRFg5OSrHfSlw5ZWZm0suXL6lv377k5ORERkZGtH79+gLDh+7du0etWrWi4cOHyyLcIuXatWtkY2Mj9Kg4fPgwqaqqkqenJ6mqqpKvr6+wr3iFqOzsbKpRowbt27dPJjGzwpeXl0erV6+mRo0akYeHh7DdwsKCrK2tKTIykvz9/UlPT486depEcXFxMoy2ZJkxYwZVqVKFli9fLrWiaLt27ahbt25CuQwLC6OuXbuShYUFDR48WNiPG2+/n+Q5/fvvv8na2lpYdfLOnTt06dIl6tmzJ1WtWlVYYEP8YJyRkUETJkygqVOnSs1/yIqmkydPkkgkouHDhwsPRo0aNSIbGxvas2cPbdq0iRo0aEBNmjQRviPZW4PL3+/19OlTatSoEQUEBBBR/sOqpqamsDCLuBciEdGOHTtK7Nv9kuzjx49kYGBAbdq0IQ8PD6leip8+fSIHBwdq2bIlBQUFUVJSEsXHx5OdnR05OjpyeSviJK+Pk5MTaWtrk4qKCrVt21aqI4GPjw/p6urS0qVLCyQa+Rr/Pv379yc5OTnaunVrgeT9rl27yMfHR3jhUlJxUor9NpIZ9y8rKjc3NzI0NKQNGzYIiam0tDTKzMyUGmZUmqWmptKiRYsoOTmZTpw4QZqamhQcHEwpKSnUuXNnEolEwhsqsfXr15Oamho39kqZrKws2rBhAzVt2pScnJzI1NSUnJ2dhTdZRPnLoZcpU6ZALzpuRPyaGTNmUK1atYQhQf7+/lS+fPkCc3nl5ORIPRDzcLA/a/z48VSzZk1as2ZNgZ5Pd+7cEYaLiydd/vz5My1evJimTp1KTZo04QUjijhxvRUVFUXy8vI0YMAAatSoEdnb20utRBQcHExKSkoF3iZzvff7ffjwgebNm0cvX76kV69ekb6+Pg0bNoxev35NjRo1ojp16giLP7DiZdOmTcJCER8/fqQaNWqQvLw8rVmzRmq/9+/fk4eHBxkbG1PZsmXJ1NSUzMzMhMmv+b5XNElel4iICLKxsaEXL17QyZMnafDgwWRhYUH+/v7CPmPGjCFlZeUCi7WwHye+F6WmplJKSorwMpOIyNnZmSpXrkz79+8vsApwaehlykkp9ltINvimTp1Krq6uNGPGDDp9+rSw3c3NjUxMTOiff/6hmJgY0tTUlEqylKZG4/Hjx2np0qU0fvx4qQa1uHIaMmQIDR8+XKiERo8eTa1btyZnZ2epm8nu3bvp3r17hRs8KzSSZeLVq1f04cMHIdGRmZlJ69evJ0tLS6pYsaLQIyotLY2I8nvrNG7cmJ48eVL4gZdAkuXO19eXdHR0qEOHDlSpUiU6c+YMEeWX36/VY6WpbpOFFStWUM2aNenKlSvf3Ofx48fUtWtXUlFRob///pt0dXWpa9euRJS/Mh8npYoOyfKSmJgotYoiUf79U0lJidTV1YVksPg7u3btImNjY3r+/HnhBVyKie9HY8aMIQ8PD+H3kSNHko6ODjk6OtLbt29lGSL7QTt37iQtLS2aNGkSPXv2jBITE8nCwoLq169PHTp0oGPHjkntn5qaSg8fPqT169fToUOHhBfUkg/brGhavnw5ubq6Ss279/DhQxo+fDiZm5vTsmXLhO1btmyRRYglivg+FRkZSQ4ODlS3bl0aMGCA1Gp6jo6OVLlyZTp48GCBxFRJx0kp9sskH9Z69uxJdevWpZ49e5K5uTm1aNFCanntnj17koGBAWlpaVGXLl1kEa7MrVmzhjQ0NKht27akqalJ9evXl6p4srKyqGnTpsI8NOnp6eTu7i4MSSHiCSNLA8kHs3nz5pG1tTVpa2vTX3/9JTyIZWdnCz2mXF1dhQeCxMREMjY25rlUfjPJum7u3LmkpKREAwYMoA8fPsguqFIuOzubevXqRQsWLBC25ebm0oULF2jOnDk0evRoOnDgAOXm5lJ8fDyNHj2aLC0tadiwYcL+nDQsOiSvxfz586lJkyakoaEhJBDFoqOjSUFBgby8vIShtB8+fCBTU1MaMmRIocZcGoivy9OnT+n69esUExMj1cvd2dmZevToIfw+YsQI8vf3l5p8nhUfc+bMoUaNGtGkSZOEF10JCQlkZmZGbdu2LZCY+hK3UYu+p0+fUrt27UhdXZ1GjRol9dmjR4/or7/+IgsLC5ozZ47UZ9z77dfs37+flJSUaPr06TRz5kzq0aMHaWtr07Rp04R93NzcSCQS0ZEjR2QYaeHjpBT7baKiosjLy0sYSnbx4kXq0aMHWVpa0s6dO4X9zp49S6dOnRJ+L00VXFBQECkoKNCePXsoJSWFHj16RFpaWnT58mWpxri/vz/VqFGDPDw8qFmzZmRqairc5PkBquSTvMY+Pj5UpUoV2rJlC02fPp0MDAwoNDRU+FzcY8rKyorc3d0pNjaWzMzMyN7e/qvHY99H8i2vZB0l+fOsWbOodu3atHDhQp7UVUY+f/5MdevWpTFjxhBR/vUZNmwY2drako6ODunq6lLdunWl7kE8rLJokqynRo0aRdWqVaPg4GAKDQ0ldXV1mjlzptT+R48eJXl5eRo2bBjdu3ePDA0Nyc7O7qvHYz9PcmEAHR0dMjU1pZo1a1L37t3p6NGjRJTfU6p169Y0ffp0GjVqFFWqVIl7qxVDkve9mTNnkomJCU2cOJFiY2OJKD+RYWZmRh06dKCDBw9SdnY2NW/eXGoxHlY0fa0+vHbtGrm5uZGenh5t375d6rNHjx5Rr169pJIl7NekpqaSi4uLVHmJj4+nv//+m3R0dGjdunXC9l69ehWYFqKk46QU+y2WL19O9evXJ2tra6leP5cuXaIePXqQlZWVVI8psdL0QLB3714SiUQUEREhbEtLS6N69erR0KFDqVWrVhQQEECvX7+md+/e0bJly8jR0ZEGDx4snFN++1S6jBs3jipXrky3bt0Strm6utLs2bMpJiaG7t69S0T5iakNGzZQs2bNSCQSST2YlaYy9rtILsjw5bLWRNLndObMmVS7dm2aMmXKV1dNYX/ewoULSUNDg/r06UO1a9emRo0a0T///CNcxyZNmny1Zy4nLYomcb0nrt+IiAYMGED+/v509epVSkhIECY6P3r0KCkqKpJIJCJHR0dhf673fp3kOTxz5gxVqFCBAgMDiYho7dq1JC8vLww7uXfvHvXq1YssLCzI0tKSbty4IYuQ2S/4Wn3o6+tL5ubmNHHiRGEY7dOnT8nKyoqMjIyofv36ZGRkJLX6Hit6JJONaWlpUmX7ypUr5OHhQS1atKAdO3ZIfU9yWDvfL39dRkYGGRsb09ixY6W2x8fHk4uLC40cOVJGkRUNnJRiv0VYWBi1adOG1NXVhflVxC5fvkw9e/YkHR0dYZLZ0iYjI4O8vb1JT09Paoy2q6sraWpq0sSJE6lz586kqKhIkyZN+uoxeHx+6bJ//34SiURSydycnBzS1tamhg0bUtWqVal8+fLCQ0FmZiYFBQVJrdLID2Y/buXKlbRq1SoiIrKxsaH27dt/tTEmeW5Hjx5NPj4+hRYjk/b48WPy8/MjFxcX8vHxobdv30rVl8OGDaO+fftyo7qIkrwuYWFhJBKJaP78+VL71KxZk+rWrUtly5almjVr0qxZs4ThY8ePH6f+/fsL+3K992skV3gSlyNfX19heF5sbCzp6upKDZPMzc2lzMxMSk9P/2oinxUfa9eupX/++Uf4fcaMGQUSU3FxcbRu3Tr6559/pFaDZkWDZJ0q+TJ70qRJZG9vTw4ODrRkyRLhml28eJE8PDyoZcuWUr2Kv3Y89vOysrLIy8uLunfvTq9fv5b6zMfHh6ysrEp1gpeTUuyHfavBd/ToUWrTpg21b9++QGIqOjpaaonR0uj169c0atQoatq0KS1btozc3d3JzMxMauW83r17k4aGRoGJQfmGULrcv3+fEhMTqWXLllS/fn1hGETjxo2pRYsWFBMTQ6dOnaLBgweToqIiXbhwgYi+PcyMfb8ePXqQrq4umZqakoGBwX+uDvq1c8xl9c8Qn9cf7S36+vVrMjMzIz8/vz8RFvuNnjx5Qm/evKEuXbpQq1athF7FlpaW1KZNG6GXlIuLC1WvXp1u375doLxxvfdrtm7dSk2aNCnQs33cuHG0cOFCSklJIS0tLRoyZIhw7sPDw2nTpk2lYnWoki4xMZE8PDzIxMREapoAyR5T4jncJHEv/qJJcu6vLl26UP369WnFihU0duxYatCgAQ0aNEgYiSFOTBkYGNClS5dkFXKJIa4f3717J9WLfuvWraSurk7z5s2jV69eCdsHDBhAvXr1KnWTm0vipBT7IZI3nosXL9KZM2ekxrxGRERQx44dqUOHDhQdHf3VY5Tmh7b4+HgaMWIE1alThypVqiSsmCYeZrJ69WqytLTklaBKsaNHj1LLli2JKL+HnY2NDeno6JChoSF17txZ6uZ29OhRKl++PC/T+5vVrVuXFBQU6O+//xbeJH6r3pLcXprrtj8pIyOD2rdvL/S0/doD0Jfn/sOHD3Tz5k1q2LAhubi4FEqc7OddvXqVKlasSE+ePKH79++Tp6cn2djYUM2aNcnR0ZFSU1OFhNPjx49JXl6e9u7dK9ugS6Dbt29TmzZtqGPHjhQWFiZsX7hwIVWsWJGqV69OPj4+Qr2Ym5tLffv2pZEjR3JSqhj6WhL39u3b5OXlRRYWFrR27Vph+4wZM6hx48bk7e3NKyoWAxcvXqRy5crR69evaf78+WRpaSnMfblo0SIqV66csDCVuDyfOXNGGKLLft3evXvJ0NCQLCwsyN7eXlg0ICAggCpVqkQuLi40aNAg6t+/P6mqqtLt27dlHLFsyYGx75SXlwd5eXkAQPfu3TF48GB06tQJI0eOxNy5cwEAjo6OGDp0KBQUFDB37lwcP368wHFEIlGhxl2UVK9eHdOmTYOjoyPq1KmDbdu2AQDKlSuHnJwc7N69G7q6uqhataqMI2WyYmNjg+fPn2PSpElQVlbGkSNHYGZmhvv372PatGlQU1NDbm4uAKBKlSqoVasWypcvL+OoizciAgBkZWUhMTER7dq1Q9euXbF69WqEhIQgOTkZIpFIOO8AhJ8l67PSXLf9SbGxscjMzISrqytu374NeXl5qWsBSJ/7uLg4TJs2DYMGDYKZmRn27t0LIP8exoombW1tODo64siRI2jQoAHGjh0LLS0t5ObmwsXFBeXKlYOcXH6TNTExEfr6+tDQ0JBx1CVLbm4ujI2NsXz5cuTm5uKff/7B7t27AQATJ05E69atkZKSgrFjx0JBQQHp6emYNm0ajh49imHDhkFZWVnGfwH7UeIy9fTpU2GbsbExRo4cCXNzc/zzzz9Yv349AGDmzJlo3rw5MjIyULlyZVmEy36AkpISlJSUkJ6eDi0tLbi7u6NatWpYunQplixZgq1bt6Jv377Yt28fvL29kZWVhebNm2P48OEA/q9dxH6M+LzdunULffv2Rbdu3eDp6YnXr1/DxMQEsbGxGDFiBEJCQqCrq4uHDx+CiHD+/HkYGxvLOHoZk21OjBVH/fr1I0NDQ7p//z4lJCSQvb09VapUicaPHy/sExERQU2aNKHFixfLMNKiS9xjqkmTJsKwEkdHRzI0NPyfPTNYySXuAXLkyBGys7MTulB//PiRWrduTbq6unTz5k0iIkpKSqKGDRtKLcPNfpxkr5sv58To378/6enpUVBQkNBDLTk5md6/f1+oMZZWknMr3Lx5U5iDTzzx/7eGjDx8+JA2bNhAW7duFbbxsK6ib8WKFaSrqyvMSXT9+nXy9PSk5s2b05YtW4iI6NOnT2RiYkLdu3eXZaglkriMvH//npKSksjOzo7at29Pu3fvJqL83mxNmzYlNTU1srGxodatW5OmpiZdv35dlmGznxAcHCyUqV27dpG5uTkdOHBAap9bt26Rk5MT1a9fX2plNnHblNuoRZPkvc7c3FwYivvu3Tt68OABGRkZ0bZt24go/xpraWmRhoYGrVixQibxlkSXL1+mqKgomjNnjrAtLi6OrK2tSU9PT1jNkij/epXmIXuSOCnFvunz5890/vx5qW3Hjh0jS0tLevjwIRERBQYGkpqamrDq0fTp04V9efWV/xYfH09//fUXWVtbk4aGBtWrV0+omHjCyNLt+fPn5OzsLDUp/qdPn6hVq1ZUr149Onv2LBkbG/Py579IMqkxZcoUcnBwoPbt29PUqVOF7QMHDqQGDRrQkiVL6Pr161SrVi3q16+fLMItVXJycsjS0pIGDRokbLt58ya5uLh8V2KK51crPiTrLkdHR+rTp49wD7x27Rp5enpSq1ataM2aNWRqasr13h+0Z88eEolE9Pz5c4qJiaH27dtTu3btaN++fUSUX94CAgJo1qxZFBwcLDUnJisegoODSSQSUXh4OBHlt+s7d+5M7dq1o4MHD0rtu3v3bipbtizVqFFD2J+Iy11R8l/XomXLljR8+HDh98jISKpZs6Ywl1F0dDT16NGDoqKi/nicJZ34Onz48IEaNWpEIpGIvL29pfaJi4ujZs2akYGBAdedX8FJKfZNM2bMIJFIREePHhW2ZWdnU1BQEGVnZ1NoaChpamrSiRMnKDU1lRo3bkzlypUjLy8vqePwzevb4uPjqU+fPtSxY0dOSJVS35qTaPv27aSmpkZ37twRtiUnJ1ObNm1IJBJR586dhe380P1rXF1dydjYmJYuXUrr168nkUgk1fNz2LBhZGBgQLVq1SJ3d3cZRlp65OTk0OrVq6lcuXJSyyf/SGKKFR/i+96BAweoS5cuUi+1rl+/Tt26dSORSESdOnUStnO993vFx8fTtGnTKCAgQNgmmZgS95hixVdQUBDJy8vTnj17pLZfv36dHB0dqXXr1lI9pk6cOEFubm4UEBDA9WwRFxoaSs7OzhQaGkoHDx6k9+/f05IlS6SeyS5cuECGhoY0ZswYOn36tPCzGD+v/ZqwsDAaOnQonT17lmxtbcnIyEhYLEd8bl+9ekUGBgbUuHFjft77Aiel2H8aNGgQqamp0eHDh4Vtubm5lJ2dTc7OzrRo0SJhe9++fcnBwYFmzpwpi1CLraSkJKFxzRVU6SLZyMvLy6P09HSpz729vWnEiBFSK8AlJSVJLdfMD2a/JjIykoyNjYUVDlesWEEVKlSgI0eOSO135coVYZVDIj7vhSE7O5s2bdpESkpKUg1nTkwVb/91rZKTk6lVq1YF3jBfvXpVKlnC5e/3unnzJpmYmJCRkRGdO3eO8vLyhOt07949srOzo44dO9KmTZuE7/ADbPGyY8cOEolEUiuyEREtXryYPn78SNHR0eTi4kLNmzenkJAQio2NJQcHB5o4ceJPr37KCseiRYuoffv25OXlRba2tlS+fHkyNjYmkUhE6urq9O+//xJRfvtx2rRpVK9ePdLW1iZPT0/hGFyef829e/eoTp06FBoaSllZWXTt2jWqW7cuWVtbC1MRiM/x69ev6dmzZzKMtmjipBT7KsnxrQMHDqTy5ctLJaYyMjLIyMiIRowYQUQkzC0lXsKZiCu4H8WN7NJFsnE3depUcnJyIjs7O5o7d66wffv27dSyZUuhm++XSUv+f+bX/fPPP9S6dWsiIlqwYAFVrFhRSEg9ffpUGLYiic974flfiamaNWsKiSm+5xR9kvXe/PnzacSIEdSjRw+Kjo4WVvS6ffs26ejoSA0XksTl7/c7fvw4derUicqUKSOs5pqTkyNcr/v375OVlRW5urpScnKyLENlPyE7O5scHR1JV1dX6p7m7OxMFhYWQtk7d+4cDR48mJSUlEhfX5/Mzc2F5wGuX4umjIwMGjJkiPA8lpubS8+fP6fbt2/T4sWLycHBgZo1aybcJ5OTk+nNmzdSvfC5Tv01d+/epWnTptGQIUOkzuV/JaZYQZyUYgVILuv76NEjysnJEZarFCemMjMzaerUqWRkZEQdO3akunXrkqOjo/A9LnSMfR/x0LElS5ZQaGgoiUQimjJlivB5hw4dyMHBQYYRlhxf9kwjyn8Y69ixI40bN04qIUWUP5+Gu7s7xcXFFXqspZW4QSd5D0lPT6fNmzeTkpISjR49Wth+69Yt6tKlC4lEIqmJQ1nR5+joSPr6+tSrVy9q1qwZ1axZk2bOnEkvX74kIqLx48fTuHHjKCsrix+YCsmZM2eobdu2pKurK/QKzc3NFerNBw8ecDkrhvbs2UPHjh2j2NhY6tGjBzVv3pz27dtH3bt3J2NjY3ry5InU/h8/fqQ7d+5QVFSUcO25F3/RI3mP3Lx5M7Vv316oPyUdOXKE7O3tydraWioR9bXjsB8n7t2rpqZGHTp0KPD5tWvXyMDAgAwNDaUWb2EFcVKKSQkNDaVRo0YRUf4EeZ6enkKF9WVi6unTp/T3339Tnz59aNq0acIxuIJj7PtERERIDR0LCAgoMHTs4cOH1KpVK9q7d6+MoiwZJBNSq1atokuXLlFGRgbduXOHrKysqFy5crRmzRphn9evX5OFhYXU3FLsz5K8RrGxsVLd2zMzM4UeU5KJqStXrtDy5csLM0z2i9atW0f6+vqUmJgobJs1axYZGxsLQ/QiIyNJU1NTasgs+z3EbbR///2Xrly5QsePHxc+O3/+PDk5OZGFhYWw+mtubi4nBoux+fPnk52dHaWnp9PNmzfJ09OTtLS0qHr16sJKsrm5ud9su/OQvaJFsuOA5LURP7OJSZbZw4cPU8eOHUlPT0+Y5Jz9GsnycuPGDbK3t6caNWpIrfordunSJWrUqBEP2fsfOCnFBBkZGTRhwgSysrKi+vXrU/369SktLU1qn/79+1P58uWF7t1f4oYLY9/2ZfkICAigtm3bEtHXh46JE8C9evUSksXsx0med3d3d2rQoAGFh4dTamoqERHt3LmTatasSe7u7uTn50crV64kQ0ND7v1ZiCQb14MHDyYjIyPS19enZs2a0Zs3b4R9Nm3aRGXLlpVKTInx/ad4WLFiBZmbm1NycrJUDwwfHx+qVauWMFxo5MiR1Lp1a6k59divEddju3btopo1a5Kuri6pqqpS8+bNhQTg2bNnydnZmSwtLens2bOyDJf9BhcuXKDWrVsLK6xdvXqVPDw8qEmTJrRr1y5hP64/i77c3Fxq0aIF2dvbC9vEvW/u3btHzZs3/+Y0KuHh4eTn51d4wZZQkqvspaamCvenmJgYatu2LdnZ2X116LlkMpF9HSelGBGR1CSGZmZmJBKJ6K+//hI+l3xgGDhwIKmqqhYodPzQxtj3EXexFr+9Gj9+fIGhYzt37iR3d3fKyMigmzdvkre3t5BEYT9n0KBB1LBhQ4qLixMa4OK67eDBg9SnTx/S0NAgZ2dnqfmLuLFeeDw9PcnY2JgOHjxIMTExVLVqVWrSpAndvn2biP4vMSUSiWjLli0yjpb9L5LtAnE58vf3pxo1aggLO4hffj1+/JjU1dWF5MitW7coMDCQPn/+XMhRl2wXLlwgNTU1WrduHd27d48ePnxIFhYWZGFhQVeuXCGi/FXX2rRpQy1btqT09HRu3xVzo0ePpgYNGggJjKtXr5KnpyfZ2trStm3bhP34OhdteXl5FB4eTlWrVqUePXpIbf/w4QMNGjSIJkyYIGyT/O+Xx2E/Tnze9u/fTy1btqTGjRuToaGhMJLhzp071LZtW+rQocNX5yNl/42TUqXU1yqkrKwsio+Pp9mzZ9PYsWPJ2tqaxo0bJ9zEJMfCurm5SS0zyhj7PsuWLaOOHTtSamoq3bhxgywtLalcuXIUEhIi7PO1oWNfrszHfkxSUhK1atVK6Fp9584d2rhxI7Vu3ZomTJggJAolV8Mk4oTUn+bv7y8knLZu3Uo2NjbCHCf+/v5UuXJlatCgAenq6grzYeTk5NC5c+dkFjP7PpILpkhKS0sjXV1dsrOzk9p+/vx50tfXp5iYGGEbJ6R+3pftPPHvK1eupKZNm1JGRoZQv2VkZJCpqanQc5eIKDo6+qtz1LDiQ3x9U1NTycHBgZYuXSr8f3D9+nXq1q0btWzZkkJDQ2UZJvtBhw8fJg0NDerbt6/U9ujoaCpTpozUwlTs9zpw4ACVLVuWFi9eTFevXqW+ffuSnJyc1MuUDh06UNOmTenAgQMyjrZ4kQMrlUQiEQDg4MGDOHfuHABAUVER1atXx/Tp0zF//ny0bt0a0dHRmDZtGrKzs6GkpITPnz/j3r172LlzJ4KDg2X5JzBWLBERHjx4gLS0NJiZmWHUqFGoXLkyjh07Bn9/f6xevRrt2rWDlpYWFi9eLHynTJkyMo68eCEiqd8zMjLw4sUL3Lx5E/PmzcOECROwYcMGVKpUCceOHcPKlSuRl5cHdXV1yMnJCccQ/8x+v9TUVISGhsLb2xt5eXnQ1dVFnz59oKuri6CgICxatAhbtmxBVFQUkpOTMWDAAFy/fh3y8vKwtrYGAOTl5cn4r2CSMjMzce/ePQD5bQoAmDlzJrp164YJEyZg69atKFu2LNauXYt79+6hSZMm2LZtG7Zt24YhQ4bA3NwchoaGwvFUVFRk8ncUd3l5eRCJRHj79i2uXr2Ka9euCe2+hIQEfPr0CcrKypCTk0N6ejqUlZWxbt06XL16FZcvXwYA2NraombNmrL8M9gP+rI+lJOTQ25uLpSUlGBlZYWLFy8K+5ibm2PixIlQVlbGlStXZBEu+wE5OTnCz8nJyfD09MTGjRsxZMgQYbutrS2mTp2KkJAQJCQkyCLMEi07OxuhoaEYN24cxo8fDw0NDZw/fx6DBg1C06ZNAQAmJiaYM2cOqlWrBiMjIxlHXMzINifGZGnnzp0kEolIXV2dRo4cSXv27JH6PDk5maZMmULW1tbk7e1N9+7dI21tbfLx8RH24S6gjH2bZC8bySGw5ubm1L17d+H3LVu2UJ8+fahq1ark5OQkNV8O99T5cd+amHXVqlXUsGFD0tHRoaCgIKHnTY8ePWjkyJGFGSL7/7Zs2ULGxsa0bt06Isqfp+Hjx4/UrFkzYdLrN2/ekJWVFamqqkrdf1jRkpOTQz179iQHBwe6ceMGEeUPx9TW1qZevXqRnZ0dVahQQVhd9N69e9SuXTvS19cnMzMzGjBggHAsblv8PPE9IyYmhmxsbMje3p66dOkizN918+ZNUlFRoSVLlkh979KlS6Snp0cPHjwo9JjZr5NsK7x8+bLAqnqJiYmkqalJs2fPltr+8OFDbmcUIy4uLtSkSROaPHkyOTg4kLKystRQvhMnTlD79u2F3sQ8Uf3v8+nTJzIyMqKzZ8/Sp0+fqEaNGjR48GDh86CgIHr9+jUR8RxSP4OTUqXYsWPHqEuXLnTu3DkaOnQotWvXjkxMTOjo0aP06NEjIiJKSUmhhQsXkrGxMWlqapKbm5uMo2as+NuwYQPZ2toKD25iSUlJUg0Ibij+OMmH2UmTJpGXlxd5eXkJw4BevXpFHz58EPZ59+4dmZqa0oIFCwo71FLlW0mGlJQU6tChA1lZWQnX6P79+1S9enU6deoUERHFxcWRu7s7vXjxotDiZT9n06ZNZGVlRb169aLNmzeTo6MjPX78mIjyl5pft24dKSsr05w5c4TvJCQk0Nu3b4Xfud77eeJydvfuXVJXV6cpU6ZQbGyscE7z8vIoNTWVZs2aRbq6usLEx58+fSJfX1+qX7++sLAAKz4k69dp06aRoaEhVatWjfT19SkoKEgYhhkeHk5t2rSh69evFzgGl7uiLywsjKpXry48o6WlpdHu3btJTU2NevXqJew3cOBAMjIyklWYJc6tW7eEn3v27El9+vShWrVq0dChQ4Vh6ikpKdS5c2davnw55eXl8YuVn8BJqVIsJyeHTExMaMaMGURE9PbtW5o2bRo1adKEGjRoQEFBQRQfH09E+W9YJJdm5psXY99n9OjRZGJiQrt27RLK04sXL0hHR4emTZsm7Pet+T/Y95NM6Lm7u5Oenh55enpS3bp1qVatWvTvv/8Knz979ozCwsLIzMyMOnfuLItwS6WFCxeSt7e31HxDT58+JRUVFZo8ebKwzczMjExMTGj+/Pmkp6cn9UKEy0bRI3lNdu/eTU2bNiV7e3uytraWKpdpaWm0aNEiMjU1pYcPHxb4Ll/bX/f+/XuytbUt0PtTst32/Plzmjt3LqmoqJCOjg6ZmpqShoYGXbt2rbDDZb/RwoULqUqVKrRz507hhbOhoSH5+vpSUlISPX/+nJydnSk4OJiIuBdNcRMcHEw6OjpS2zIyMigwMJBEIhENHTqUiPJHutjb20utxMd+TkJCAunp6dGKFSuIKL83lI6ODjVr1kxq9djJkydT3bp16enTp7IKtdjjpFQps2PHDqmJQ0+cOEF2dnZCFvjNmzdUpkwZsrOzIy0tLbK2tiYXFxepY3BCijFp33qQysjIoCtXrpCLiws1a9aMDAwMaNeuXZSZmUkRERGko6NDV69eLeRoS76EhAQaNGgQJSQkEBFRfHw8tWvXTioxderUKbKxsSFvb2/he1y3/Tni1YHKlStHIpGIWrduTTt37hTe+C5evJi0tbUpMjKSiIgePXpE7dq1o3bt2tGQIUOkjsOKJsnys2vXLjI0NCQVFRWhx5tYVFQUqaqqFugpyn6PmJgY0tPTo9OnT3+1ThOXoaysLPr3339p+fLltG3bNn6YKsby8vIoJSWFWrRoUWBY5pw5c6h27drC5NerV68mVVVVvt5F3NfudTdv3qQqVaoUWP388uXLVLlyZRKJRBQQEEBZWVl09OhRqV7h7Od8+PCBnJ2dhWF6aWlpNHz4cDI1NaVOnTrR5MmTydPTkypWrMj3tF/EM7iWIvHx8QgODsa2bduEbdra2khISMDLly+RlpYGIyMjuLu748iRIzh+/Dg8PDygqakpdRye+JcxaeIJZCdOnIhevXph69ateP/+PZSVldG4cWPs3bsXS5cuRceOHTFixAh07twZO3fuRK1atYRJZdnvMW3aNGhpaeHevXvCdalevTq2bNmC+vXro0OHDvj333/RsmVLbNiwAatWrQKQP0Es121/DhFBXV0dISEh6NatG6pWrYoDBw5gwoQJOH36NPr164datWrh4MGD+Pz5M/T19XHs2DGEhYUhKCgIwP9N3syKltzcXADSbQN3d3csWLAAurq6CAwMxPnz54XPqlWrhsqVKyMtLa3QYy0Nbt68idjYWDRv3hxycnIFJr8WiURIS0vDjRs3UL9+fYwcORLdunVDnTp1ZBQx+1UikQhycnJISUkR6sjMzEwA+fdEAwMD+Pv7AwAGDx4MV1dXRERESE2ezYqO3Nxc4Tp+/vxZKMOamppo0aIFQkNDcfToUWH/MmXKoHPnzrhx4wZGjBgBRUVFtG3bFurq6rIIv9iiLxbIAQB1dXWMHDkSa9euxf79+1G2bFn4+flhxIgRKF++PK5cuYIqVarg3LlzMDMzK/ygSxARfe0KsBIpJycHU6ZMQWxsLHbs2CFsX7VqFaZOnYqsrCy4ubkhKCgIZcuWBSD9oEZE/EDA2FcQEd69ewd9fX3o6emhefPmiIyMxOzZs9GgQQM0btxY2Dc6OhpXrlxBQEAAYmNjMWrUKKGxyH5cbm4u5OXlhd9v3LiB8ePH48aNG7h16xZq1qwp1GNv375Fjx49cOrUKbx48UJIuHPdVnju3LmDv//+G23atBEStnPmzMGKFStw7949hISE4NChQ2jevLnU9/gaFU2SbYTg4GCIRCLUrl0bHTp0AADs2LEDfn5+EIlE8PDwQKVKlRAYGAgtLS3s379flqGXWOfPn0fbtm2xefNmuLm5fXWfwMBAREREYP/+/VBSUirkCNmv+tZLFBcXF7x48QLXr18HkL9amKKiIsaNG4fY2Fjs2rULAHDp0iWUK1cOxsbGhRo3+98k73VDhgzBs2fPkJycjMWLF6NFixa4ePEifH198enTJzRv3hwGBgZYsmQJrKyssH79egD8ku1XvX79GjVq1BB+z83NhZeXF3Jzc7F8+XJO9v0pMuujxQqVuBvohw8fSEtLS5jckih/Pg8LCwvq3r07ZWdn8xAWxn7S8uXLyc3NjeLi4mjp0qXUrl07aty4MY0fP75At97ExETasGGDbAItgQ4cOCCsdnL37l0yNTUlExMTSk5OJqL/qwPj4+Np4cKFMouztPHz86Nly5ZJrUSzcuVKqlatmrA61OHDh8ne3p4GDx5MIpGItLW16ePHj7IKmf0EFxcX0tbWppo1a5KFhQWNGjVK+Gz37t3UsGFDUlZWJjc3N1q6dKnwGbc3fr+4uDjS0NAgJycnev78ubBdcjjQ2LFjadKkSTwcthiSLDP379+np0+fUlxcHBERPX78mGrVqkX29vaUm5tLWVlZlJeXR82bNydvb2++3kWc5BxfQ4cOJX19fVq8eDG1bduWKlSoQCEhIUSUP/H27NmzSVtbm2xsbKhPnz7C9/ga/5onT56QSCSivn37UmhoqLB9y5YtVK1aNWHhDsn5pNjvwUmpEu5rDb5NmzaRi4uL1LK/Q4cOJQMDA+F3rtQY+3EnTpygli1bSt20Vq9eTSKRiGxtbcnR0ZHu3LlTYBUxfjD7NcePHyeRSEQLFy6kzMxMIspPTBkbG5OpqamQmPryPPN5/7PS0tLI29ubRCIRubq60o4dO4TPBg0aRO3bt6f3798TUf7D1MaNG0lPT4+cnZ1lFDH7XpJl58GDB9SpUydKSkqi2NhYWrx4MZmYmEgtlR0eHk7a2tq0efPmrx6D/V5hYWGkrKxMvXv3ppiYGGF7amoqTZ48mbS1taXagKzoW7ZsGZ07d074fdy4caSvr0/q6urUrFkzYQXZqKgo0tbWJh0dHWrdujVZWlqSoaGh8BDN7fui786dO+Tl5UX3798Xtg0bNowqV65Ma9asERYKSU1NpU+fPgn7cJ36875crKNPnz6kra1Ntra2FBkZSVlZWdS9e3dydnbmMvSHcFKqhPqywFy8eFH4OSYmhmxsbKR6abx9+5b09PS4BwFjv8jBwYHs7OyIKP+NdfXq1al37960c+dOateuHcnLywsr37DfJzAwkBQUFAokpkxNTcnMzIx73sjQpUuXyMrKikxMTMjd3Z2Sk5Pp2rVr1LdvX1q/fr3U2+GUlBThZ274FU2S1+v169d08uRJcnFxEXrDffjwgfz9/cnY2FhqIQHJB2q+tn9Wbm4uBQUFkYKCAjVo0ID69+9PQ4cOJScnJ9LQ0KDr16/LOkT2A86fP0/a2trUu3dvun37NkVERJCWlhYdPHiQdu3aRbNmzSJlZWVhBdOPHz/SjBkzaOrUqTRv3jwhIcW9O4o+f39/EolEpKOjQ3fu3JH6bPjw4aShoUFr1qwRXuiIcZ36cyRHEqWmpgrtx5SUFHry5Ak5OjpSkyZNyNDQkLp160YNGjTgBYr+EE5KlTCSy2yLG46jRo2irl27Su23atUq0tDQoGfPnhFRfuGztbWl2bNnF1qsjJUk4jdUly5dIhcXF9q6dStVqVKFevXqJdVYOHTokKxCLBH+601gQEDAV3tMVatWjaZOnVpYIbKveP36Na1evZr09fWpbt26FBgYSJ6enjRgwADhQUky2cEN7KKve/fuVKtWLTIyMqLGjRtLffbx40datmwZmZiYkIeHh9RnfG0Lz6VLl8jd3Z3MzMyoefPmNHHiRHr48KGsw2I/Yffu3dSkSRMaMmQIeXt7Cz2jiPJ7zGzYsIFUVVWFIV5fkqxfWdHWv39/EolEtHHjRqEtIzZixAgSiUQFVjVlP058L4qIiKBmzZqRiYkJNWzYkHbu3CmV9Lt48SJNnjyZlJSUSFVVlV6+fCmrkEs0nui8BMnKysKgQYOgpaWFBQsWCNvHjBmDihUrYvr06cKkh9nZ2Rg8eDB0dXUxYcIEKCsrF5jYjTH245KSkuDg4ICLFy9i5MiRWLhwIcqUKVNg4kmeiPL70DcmuPby8kLTpk0xcOBAqe0rVqyAj48Pli5disGDB6NcuXJ49eoVtLS0Citk9g1EhJSUFAwbNgxPnjxBbm4url69iqlTp2LOnDmyDo/9D5KLCixatAibN2+Gr68vrl69iuDgYNjZ2UktovLp0ycEBAQgPT0d8+bNk1XYpd6Xi0Gw4kXyHrhz5078/fffePDgAYYMGYJFixYJ+6WkpGDw4MFQUVFBcHAwAF4tu6j7r7Lp5uaG06dPY8OGDbCzs4OioqLw2aZNm9C7d+/CCrNEO3LkCJycnODr64tq1arh6tWr2LZtGyZNmoQhQ4agUqVKwr7Xrl1DtWrVULNmTRlGXHJxbVWCfP78GfLy8jhz5gzmz58vbH/79q1QmYkrP0VFRVhYWODEiRPIysoCkL9MM/D1JTEZY/8bEaFSpUqYM2cOatWqBUdHR5QpUwZAwcYhNxb/N8nG+LVr1/DgwQPhM0VFRQwbNgzbt2+X+s7IkSPRuXNnTJkyBYsXL0ZOTo6QkPpyaXRWuEQiEdTU1LB582b4+PigSZMmAIBXr17JODL2PcTth1WrVkFRURGLFy9G165dMXPmTKxatQoXLlxA9+7dhf0rVKiAsWPHCgkpblvIhuS9hq9B8SK+B+bm5gIAPDw8MGXKFGhqauLAgQM4d+6csK+qqiqqV6+Op0+fAuA2RlEnmZCKiIjAhg0bcP78eaSlpQEAwsLCYGtri759++LYsWPIzs4WvitOSHGb5ufl5eUhNzcXa9euRf/+/TF16lQMGjQIQUFBmDZtGubPny+Ur5ycHABAo0aNOCH1B3GNVUKIH4YXLVoES0tLRERECA3B5ORkoTKTvEn99ddfICIMHjwYwP81OHnZbca+Ttww/BZx2alXrx7q1auH8+fPA+CGw8+QTEjNmzcP3t7eiIyMxLt37wAAK1euxJgxY9CnTx9s27ZN6rt16tRBq1at8PTpUygoKAjbuZEue+Ky4OnpiaVLl+LMmTMIDQ0FwA/MxcGDBw/g4+ODcePGITk5GQBQtmxZODk5wc/Pr0BiqmzZsgC+3eOR/XmS552vQfGRl5cnXK+UlBSh7nR2dsa8efOgrKyMgIAAnD17FgDw8eNHXL16FbVr1+Z7XRGXl5cnPHN5eHhg1KhRWLZsGdq2bYtZs2bhzp07AIDw8HC0aNECffv2RURERIG2JF/n7/O1NricnBxEIhHevn0LdXV1ABA6aYwfPx5ubm6YN28e8vLypNqR7M/h4XsliHg4UGJiIubNm4cLFy6ga9euiImJgY6ODpo0aQIFBQWULVsWWVlZSElJgbq6Ovz8/DB//nyYmprK+k9grMiSfKv1zz//oGXLljAyMvrm/vPnz8e0adOQmJiIKlWqFFaYJc6ECROwadMmBAQEwMLCArq6ulKfjx8/HitWrEBISAjatm2LMmXKwNXVFYGBgTA2NgbAD8TFAQ9nLZq+VnZOnToFLy8v6Onp4fDhw8L29PR0REREoHfv3li2bBmGDRtW2OEyVuLMnTsX+/btQ40aNdC6dWv4+PgAALZv346FCxciLi4OFhYWqFChAmJjY3Hu3DkoKiryfa+IysnJEZIcQ4YMwcWLF7Fv3z7o6OigT58+CAsLQ58+fTBixAg0bNgQANC8eXMYGxtj5cqVsgy9WBK3LeLi4nD69GmkpaWhY8eOQo8nLy8vnDlzBrdu3UKZMmWQlZUFJSUlLFq0CPv378eZM2e4HBUSTv2VAOICJ27Qa2hoYPLkyViwYAF27tyJa9euoWrVqjhw4ADevn2LnJwcyMnJoWPHjliyZAnc3d1Rp04dGf8VjBVdRCQkpNzc3HD//n0oKyujXr16UFJSKrCvSCRCz549kZmZyQmpX7B9+3aEhYUhMjISjRs3lvosLS0N5cqVg5+fH5SUlNCvXz8YGBggKSkJFhYWnJAqZjghVTSJy87gwYPRtGlTDBgwAK1atcKaNWvg6ekJFxcXhIeHA8jvFeXg4IDo6GhYWVnJMGrGSoaQkBD8888/GDduHM6ePYstW7bg33//RVBQELp164ayZcti2rRpiIuLQ+/evdGzZ0/IyclJJT6Y7KWnp2PRokWYOXMmFBQUkJeXh8ePH+PDhw8ICAiAjo4OFi9ejEOHDmHUqFFYunQpcnNzMXz4cJiamiI6OlrWf0KxJH4+jomJQc+ePWFsbIwaNWpIDcEbPXo0rl+/jq5du2LXrl3ClBuxsbFQVVVFZmYmlJWVuR1ZCLinVDEn2Xvj7t27UFBQQPny5VGzZk0kJiZiwYIFuHr1KiwsLLB8+XIA+RMxly1bVuhWL84KM8akfZnQGD16NA4ePIiTJ0+iSpUq311uuBfIz5kxYwbu37+PjRs3okyZMsjNzcWBAwcQERGBJ0+eoE6dOli7di1EIhH27duHhIQEyMnJwcvLCwCfd8Z+l379+mHHjh1Yv349PD09AeT3mPL09ISNjQ327NlT4Dtc/hj7MV+WmRUrVqBKlSro0aMHPn36hNDQUKxbtw7NmjXD6tWrAQAbNmzAhQsXsGrVKohEIi53RdCOHTswZswYdOrUCWvWrAEAvHv3DteuXUPbtm2xb98+jB07FitWrICTkxO8vb2xfft2ODg4YP78+ahduzYAfsn2I8TnKiYmBs2bN8fw4cMxfvx4qKmpAQAiIyOhoKCAjh07Ijw8HHPmzMGHDx/Qtm1bJCUl4ejRozh37hxMTExk/JeUHpyUKsYkbzw9e/bE1atXkZqairy8PMydOxcDBgzAu3fvMGfOHFy8eBFOTk6YOnXqN4/BGMuXmpoKJSUlqdVOMjMz4erqCkdHRwwdOlQoO9xI+P3Et6XevXvj3bt3CA8Ph0gkQv/+/fHy5UsQEerXr4/jx4/DwsICe/fuLXAMrtsY+znfWhFq9OjRCAoKwrp169CtWzcAwOnTp+Hh4YF69erx23zGfoFkW2Lbtm3Iy8vD9u3b0bNnT6G8iRNT69evh7W1NVatWiV1DL7vFU0pKSnYtGkT1qxZA3Nzc2EexdTUVKioqGDw4MHIy8vD6tWrIS8vj3HjxuHRo0fQ19fH33//LePoi6+kpCS4urrCxMQEAQEBwvZFixZh8uTJaNmyJaZMmYL27dvj8ePHWLFiBeLj41GpUiWMGjUKhoaGMoy+9OG+ncWY+MYzaNAg3LhxA5s2bUJaWhpOnjwJLy8vvH37FhMnTsTkyZOxcOFChIaGwtjYGE5OTgWOwRjLl5eXB3t7e9jY2GDhwoXC9tTUVFy+fBlt2rQBAKmE1MePH/HhwwceBvubiBvmw4cPh42NDSwtLfH8+XMYGBhg7NixcHNzg4KCglCvvXnzRlg9VIzrNsZ+jjgh9ejRI9StW1fY7u/vj7y8PPTv3x9A/gS9LVu2xMaNGxEZGSmTWBkrCSQTUuPHj8fq1atRtWpVvH37FkQkJKUqVKiAAQMGQE5ODgsWLECdOnUwYcIE4ft83yt68vLyoKqqij59+iAvLw8hISEYMGAAQkNDoaKigoyMDCQmJkJNTQ1JSUlQUFDA+fPn4efnBxsbGwDcQ+pnvXnzBq9evcLMmTOFhG1QUBCmT5+OwMBAhIeHY+nSpcjKykLnzp2xYsUKAHy+ZYZYsfbhwweytLSkrVu3Sm0PDAwkkUhEJ0+eJCKi169f0+bNm2UQIWPFz5MnT4Sfc3JyiIgoOzubevbsSU5OTvTgwQOp/Y8dO0Zdu3alhISEQo2zNLh58yb9/fffFBQURDk5OZSXlyd8FhQURC1btqSPHz/KMELGSobc3FzhZ3EbIjo6usB+AwcOpMqVK9Pu3bulvkNEUuWTMfZj3r17Rw4ODnTr1i2Ki4ujDRs2UPXq1albt25S+yUlJdGOHTuE9gkrmr68PikpKRQYGEimpqY0YMAAYfvq1atJWVmZGjVqRJqamtSpUyfhM65Tf96mTZtIXl5e6hy+fPmSzpw5Q0REd+7cobZt25KlpSXdvHlTVmGy/49T6sUYESE1NRUPHjwQhhllZ2eDiDB8+HC0b98e27dvR05ODjQ1NdGzZ0/he4yxryMiYYW3CRMmoEGDBsjKyoKCggI6dOiAO3fuICgoCLdv3waQv0T6hAkToKKiUqC3Dvt1pqamGDNmDIYMGQJ5eXnh7VV8fDxWr14NS0tLVKhQQcZRMlb8fNkWkOxlMWzYMLi4uMDd3V1Ycl68v7u7O5KSktC1a1dcvnxZ6hj8dpmxn+Pv7w9bW1uIRCJoaWlBS0sL7u7u8Pf3x7lz59CjRw9h34oVK8LDwwPy8vLIzc2VYdTsWySHQc+ePRuHDx9G+fLl0a9fPwwaNAjXrl1Dv379AOQvJLFx40b06NEDU6ZMwYEDBwDk97LiOvXn6ejoQEFBQZjigYhQs2ZNNG/eHHl5eTAyMhLmSOT2u+zx8L1i5Mux4uIbl52dHfz9/dGsWTNoaWkJFaGqqirk5eULrMDBFRxj3yYuH7m5uXB3d0d4eDhat26N06dPo3fv3khLS8OaNWuwc+dOqKmpISsrCw0bNsS6desAcLffP+3Vq1d4/vw5hg0bBh0dHfj5+QHg887Yj5AsLxcuXMDt27dx5swZmJqawsrKCi1btsSePXvg6uoKV1dX7N27F7a2tgDyV9lbvHgxatasiaZNm8ryz2Cs2PqyTW9kZITc3Fxcu3ZN2F6uXDk4OTlBTk4OEydORIcOHXDkyBGp43xt/jcmW/TFis0xMTHQ09NDSkoKVFVV0a9fP4hEIgQHB6N///5Yt24dPDw8pI7B84P9Oh0dHVSoUAEbNmxAo0aNoK2tLXwmPrcPHjyAjo4OVFRUZBUm+/94ovNiQjLj/vTpU3z+/BkGBgZQVFREVFQUZs6ciRo1aiAwMBBVq1ZFYmIiWrdujd69e2PSpEkyjp6xom/btm1QUVGBk5MTWrRoAQcHB0yYMAHXr19Ht27dULFiRZw7dw4KCgq4efMmXr16hSdPnkBbWxvOzs4AuBHxp33+/Bndu3fHmzdvYG5uLqw+xOedse8nmZCaO3cuIiMjkZmZCTU1NVy9ehWampro3bs3Zs6cCQDo0qULTpw4gRkzZkBbWxuzZ8+Gvb29MOcelz/Gft69e/dgYGAAkUiE06dPo1u3brC0tERERISwT3p6Onbs2IGIiAjs3r2by1sRI65Tv3w59tdff+H48eOIjo5GlSpVAOS3Y8qXL4/s7GyEhoZi5cqV0NXV/eqCLezXhYWFoUePHvD09MSkSZOEycuTk5Mxd+5chISEIDo6Gg0bNpRxpIyTUsWAZIOvR48euHv3Lu7evYvmzZujU6dOmDhxInbv3o2lS5ciJiYGZmZmePnyJQwMDIQuoIyxb0tISICzszMqVaqEjx8/4t27d7h8+TIqVqwIAEJiqlKlSoiOjpZalU+MH8wKx/379/Hq1Su0a9cOAJ93xn6E5EPTmDFjsHXrVqxduxbm5uaoUaMGbty4gfnz5+PMmTPw9vbGrFmzAAAjRoxAZGQklJSU0KhRI2zfvl2WfwZjJcKxY8fQoUMHbN68WRied+rUKXh6eqJZs2YIDw8X9s3MzISysjIAvu8VVS9fvkStWrVAREhPT0f37t3h4OAALy8vXL9+HRcvXkRAQACsra0xYMAANGnSBEuXLkVKSgrmzp0r6/BLpNzcXISEhGDEiBHQ19eHtbU1FBUV8erVK1y9ehUHDx6Eubm5rMNk4KRUsTJw4ECcP39eWDJ027ZtuHjxItq3b48FCxbg1atXiIyMxKdPn1C1alUMGDAAAN+8GPsejx49QosWLfDx40esWbMGvXr1kvr8+vXr6NGjBypXrowTJ04IjUMmOzxkj7GfM3HiRKxZswYXLlxA/fr1AfxfeXry5AmmTJmCy5cvIygoCB06dAAAxMbGQk5ODrVq1QLAbQvGfocRI0Zgw4YNWLNmjbDK3qlTp9CtWzdYW1tjz549Mo6QfY+9e/di1KhR2Lx5M1q0aIGMjAw0btwYmpqasLW1xcmTJ6GiooJ69erh5MmTaNKkCYKDg5Geno6yZcsC4DbNn3Tp0iUsXrwYT548gaqqKmxtbTFw4EDo6+vLOjT2/3FSqogTD9uLi4uDs7MzZs2aBQcHBwDAhw8fEBwcjK1bt8LPzw92dnYFvs+NRsb+GxGBiHD16lXMnz8fSUlJUFVVxaBBg+Dq6iq17/Xr19GqVSuMGzcOvr6+MoqYMcZ+3rFjx+Dk5ISBAwciMDAQQMG2wp07d2Bra4uRI0dizpw5BY7BD0+M/Zj/KjOjRo1CcHAw1q1bB09PT2EoX+vWrTFhwgRhqCwruk6ePImAgADExsZi6dKlaNmyJe7fv48BAwYgIyMDo0aNgpWVFQwMDODr64t///0X27ZtE6Zm4Tr1z5OcCocVPZyUKqI2bdqEZs2aCRncpKQkWFpaYty4cRg6dKhQeWVkZKBRo0ZwdHTkmxZjP+BbN6eYmBiMHDkSioqK8Pb2houLCwAgKysLcnJyeP36NWrXrl3I0TLG2O8RHx+PuXPn4vbt2+jcubMw76Q4MSWuGz08PJCcnIxDhw4hLy+PG/OM/QbLli2DqakpWrduLbV95MiRCAkJwfr16+Hm5gZ5eXncuHEDJiYmXPaKiXPnzmH58uV4+PAhli1bhlatWiEzMxM5OTnCRNpv3rxB+/bt4ezs/NWEP/tzJBN/nAQsergLTRH06NEjrFixAn369MHz588B/N9Ke2fOnEFycrJQkMqUKYNGjRohJSVFhhEzVrxIPmAtXLgQY8eORUBAABITE9GwYUP4+fkhJycHa9euxfbt2/Hp0yfo6+tj3bp1QkIqLy9Pln8CY4z9FE1NTUyfPh1mZmYIDw/HokWLAEAqIZWcnIy4uDg0btwYIpGIH4oZ+wmS7QRxr+z9+/fD1dUV586dk9p3xYoVsLKywtixY7F582YAgLm5OeTl5ZGbm1uocbMfI+7fYWNjg5EjR6Ju3brw8fHBqVOnoKysDBUVFbx8+RJr1qxBx44doa2tLSSkuG9I4ZFMQnFCqujhpFQRVLduXUybNg3ly5dHnz598OTJE1SsWBHz5s1DWFgYJk+ejBcvXiAnJwevX7/G+fPnpZa5ZIx9m+QwFRcXF4SGhuLChQsIDQ1F165dERcXBwsLCyxevBhEhNmzZ8PQ0BANGzaEl5eXcBweFssYK66qV6+OqVOnwtLSEnv37hUSU+Lk0+PHjyEnJwcrKytZhslYsZabm4v09HS8evUKubm5EIlEOH78ONq1awcXFxecPXtW2DcvLw+6urpQUFDA+vXrpY7DSeGiTbzyHgDY2tpi1KhRqFevHnx8fBAdHQ0A+PTpE06ePInmzZsjMjISQP415+QIY/l4+F4Rk5OTAwUFBeTl5eH06dOYN28e8vLyEBISAl1dXRw6dAienp6oW7cuRCIR0tLSUKdOHV5lj7EfdOfOHfj5+cHf3x/q6uo4cuQI/Pz88PnzZ+zduxc1a9bE48eP8fTpU3z48AGenp4AeJ42xljJkZCQgHnz5uHKlStwcXHBpEmTkJ6eDisrK5iZmWHjxo2yDpGxYuno0aMIDw/H/v37kZKSAmtra3Tp0gUDBw4EAKG3VFhYGCwsLKCiooLu3btj2rRpMDQ05GRFMSQ5JOzs2bNYsWIFHj9+jICAANjY2ODdu3eoUqUKAG5LMvYlTkoVEW/fvkXVqlUBABkZGShTpgyICHXr1sWnT59gYGCA0NBQ6Ovr499//8WpU6eQmJiIGjVqYNCgQQC4gmPsey1atAhBQUFo0KAB9u/fD3l5eRARjh07hgULFiAtLQ179uyBlpaW1Pe4jDHGShpxYur69eto164dwsLCUKtWLRw6dAgAz73B2I8KDQ2Fr68vPD09Ua1aNairqyMgIADv3r1Dv379sGDBAgCAh4cH9u/fD1tbW7x79w7Z2dm4efMm5OXlub1RTEnWl+I5ps6ePYuTJ08WWOmUMfZ/OClVBAQGBuLkyZOYMWMGTExMAACZmZlo3rw5KleujL59+2Lt2rXIyMjAunXroK+vX6BC45sXY98nLy8Pq1evxoYNG5CQkIDHjx9DQUFB+PzYsWOYP38+nj17hps3b0JdXV12wTLGWCFISEjA/PnzERwcDDs7O0RERADgtgVjP2r16tUYOXIkNmzYADc3NygqKgLIny923rx5OHToECZOnIgxY8YAAJYuXYqXL19CTk4OixYtgoKCAq8SVkR970TZkp+dOHEC9+7dw4gRIwotTsaKI05KFQGRkZHw9vaGnZ0dZs2ahdq1a8PS0hKVKlVCREQElJWVERERgX/++QcZGRkICQlB3bp1ZR02Y8XC1x6qsrOzsWvXLsydOxd6enrYsmUL1NTUhM8jIyNx9+5dTJ48ubDDZYwxmYiPj0dUVBR69eoFgBNSjP2o8PBwdOnSBfv27YOjo6MwJYc4yfTkyRMMGjQInz9/xu7du786H6z4O6xo+VoS6nsTU2JcpzL2bZyUkjFxpXX06FF4eXmhVatWuHbtGrS1tbFz505hCVEg/0HZ19cX7u7umDp1qgyjZqx4kHzbeO/ePSgrK0NZWRk1a9ZEVlYWtm3bhqCgIFSrVg2bNm2CqqpqgWNwN2vGWGnDD0+M/ZjMzEz4+Pjg2LFj8PHxEXrGiNshku39jh074vTp07C1tZVx1OxHTZgwAWlpaQgMDJR1KIyVKJyKlzHxig12dnYIDg7GoEGDkJ2djTVr1ggJKfFbE0dHR9SsWRPm5uYyjpqxoi8vL09ISPXv3x83btxAUlIS6tati/Hjx8Pe3h7du3cHAAQHB6N3797YsGEDKlSoIHUcTkgxxkobTkgx9mOUlZXh6+sLZWVlbN68GampqZg4caIwP5S4LaGjowMlJSWkpqbKOGL2ozIzMwEAL168QGpqKlRUVIRV97ityNiv4VaHDOTl5Un9Lk5MdejQARs3boSysjLWrFmD27dvAwAUFBSQk5MDAEJCiju4MfZtRCQ8VPXo0QOXLl1CSEgIdu3ahczMTHTr1g3h4eFQUlJC9+7dMXjwYNy9exfr1q2TceSMMcYYK440NTUxadIkWFpaYu/evVi0aBGA/CRvbm4ugPyVfxs1agRDQ0NZhsq+w5fPWsrKyujZsyeOHTuGXbt2Ach/hhOJRIiNjUV8fLwswmSsROCkVCHJyMiAk5MT4uPjIScn983EVOvWrREcHIyoqCgsW7YMd+7cAYAC48s5I8+YtPT0dDx48EBquF1YWBhiY2Nx6NAhNG7cGBcvXsS9e/dgbW2NPn36YP/+/VBSUkK3bt2wfv16+Pj4yPaPYIwxxlixVb16dUydOrVAYkpBQQEpKSkIDQ1FgwYNULNmTRlHyv7Lt6ZuMDU1xcSJExESEoKXL18CyO9B1b9/f9jb2+Pdu3eFHSpjJQInpQpJYmIi7t+/jzZt2iAxMfE/E1MdOnTAmjVrcOLECUyfPh1xcXEyipqx4qN79+5o3749bt26JWxr2LAhHBwcoK2tjaCgICxatAg7duzA8uXLUblyZXTr1g1btmyBsrKyMLcD90JkjDHG2M/6MjG1ZMkSAEDv3r3x6tUrBAUFCW1+VjSJE1J9+/bFpEmTcOLECeGzli1bIjExEQ8fPgSQ34Nq0aJFaNmyJapUqSKTeBkr7nii80KSl5eHZ8+eoVevXkhMTMSFCxegoaHx1clExdn5ffv24dSpU/D395dR1IwVH58/f0aTJk1Qrlw5BAcHw8zMDHJyckhPT4dIJIKTkxMcHBwwcuRIZGdnw9XVFe/fv4epqSmCgoJkHT5jjDHGSpCEhATMnz8f165dw+PHj6Guro67d+9CUVFRaiEWVjQREZYvX47t27cjNTUVBgYGmDVrFgwMDODj44OoqCjcuHGjwGgWXiCHsR/HPaUKQXZ2NuTk5KCnp4dly5YhJycHjo6O/7PHlLOzs5CQ4twhY9+Wnp6O8uXL48qVK0hNTcXAgQNx8+ZNEBHKli2Lt2/f4tq1ayhfvjwA4PXr1yAi+Pn5cUKKMcYYY79d9erVMWXKFOjr66NRo0ZCQionJ4cTUkWQeN4vMZFIBB8fH4SFhWHp0qV49OgRevbsCVdXVzRs2BCKiorYu3dvgeNwQoqxH8c9pf4wyWx5r1698PnzZzx9+hR3795F/fr1cfr06W/2mGKM/ZjU1FTIycnBzMwM5cuXR0hICMzMzCASidC/f3+cPHkS7u7uCA8Ph4WFBXbu3AmA32oxxhhj7M/48OEDKlSoADk5OWFFbVa0SPZcW7hwIeLi4vDx40d4e3ujSZMmUFJSAgBs2bIFhw8fxpYtWwAA/v7+GDVqlMziZqyk4KRUIRk3bhx2796NqKgolC1bFjExMZg8eTKSk5MRHR2NatWqcWKKsR8k7uXk7e0Ne3t7GBkZYcmSJUhNTYWFhYWQmDI3N8eNGzewfv16xMTEwNjYWKoXIiekGGOMMfYncTu/6HNycsKDBw9gZmaGt2/f4sKFC5g1axZ69+4NTU1NYb8DBw7g4cOHGD16tAyjZazk4KRUIcjNzUW3bt2gr6+PBQsWAMi/Md25cwddu3aFqqoqDh06BA0NDX5AZuw7vXv3DtOnT0dUVBRUVVWRnJyMy5cvQ11dHSKRSEhMlStXDhs3boSxsTGA/JUwy5QpA4AbiIwxxhhjDFi3bh1mz56Ny5cvo2rVqgDye035+fnBz88PAwYM+GpPN25LMvbruAQVAnl5eWRnZ+PixYvCNjk5OZiamsLFxQU3btyAgYEBkpOTOSHF2HeqUqUKJk+ejIyMDNy6dQvDhg1DxYoVIRKJkJmZCRUVFVy/fh0ZGRno27cvLl26BCISElJExI0IxhhjjDGG5ORkVK9eHRUqVEB2djYAYNKkSfDy8sKUKVPw6dOnrw695LYkY7+OS9Fv9uUkeWK9e/fGu3fvsGrVKqlJy+vWrQsfHx9MmjQJampqhRUmY8XKlx06c3JyAOQvIuDs7IwBAwZgzZo1WL16NYD85XnT09OhoqKCa9euITY2Fvv375dK+nICmDHGGGOsdJBsSz548ADXrl3D8+fPhW0ikQgPHjxATk4OFBUVkZGRAQDo0aMHRCIRnj17VtghM1Zq8PC930hykrzg4GA8fvwY1atXR7NmzdCkSRMMGTIEjx49Qtu2beHt7Y03b96gX79+6N69O8aNGweAu4Ay9l9Onz4NY2NjVKpUSWr7s2fP4O/vj6NHj2L06NEYMmQIACAlJUVYgU9RUVEWITPGGGOMMRmSnB5l0aJFOHnyJIgIs2fPhpWVFYD8Cenbtm2LatWqYc+ePShbtiwA4PLly+jRowfCw8NhZGQks7+BsZKMk1J/gKurKx4+fIhGjRrh48ePuHbtGtasWYMmTZpg3rx5OHz4MJ4/f46qVavC1NQUkZGRsg6ZsSIvICAAo0aNQp06dYQlllu2bCl8fu/ePaxevRrHjx/HkCFD0LdvXzRt2hT9+vXDxIkTAXDSlzHGGGOstJo4cSJ27tyJtWvXQktLC/Xr1wcR4erVq7C0tERkZCRmz54NIsK0adOQnp6OBQsWwMDAADt27JB1+IyVWJyU+s38/f0RGhqKw4cPQ0tLC5MmTUJoaCh27dqFli1bIisrC1lZWTh9+jTU1dVhY2MDgB+WGftf9u3bh0OHDqFOnTp49OgRTpw4gU6dOqFLly5o06YNAODx48cIDg7G6tWroa6ujoYNG+LgwYMyjpwxxhhjjMlSUFAQZs+ejV27dkk9f7Vr1w6fP3/GvHnz0L59e1y4cAFz587FtWvXoKWlBVNTU4SGhgLgFZsZ+1M4KfULJCsmcVJpxIgRkJeXx/Lly7FgwQL4+flh+/btsLOzw+vXr/H27VuYmppKHYcTUoz9bzExMXB1dcWqVavQtm1bnDt3DitXrsSzZ89QsWJFTJ06FUZGRlBTU8Pt27fx/PlzODk5AeAyxhhjjDFWGhERsrOz4e7uDhMTE8yZMwcikQh5eXmoX78+KlWqhHLlykFZWRmjR49Ghw4dAABxcXFQUVFBxYoVAXBbkrE/qeASAuw/SSai0tLSoKSkBEVFRcjJySEvLw9KSkqoVasWVq5cicWLF2PHjh2ws7NDdnY2wsPDkZ2djXr16gnjlAFetYGx79GwYUMMHjwYM2bMgJ6eHmxsbFC+fHk0bdoUNWrUgLe3N1RUVODm5oZx48bBxMQEADciGGOMMcZKK5FIhKSkJJw8eRK9e/eGSCQCESExMRG2trZYt24dbt++jYkTJ2L+/PnIysqCo6MjatSoIbQfecVmxv4sLl0/QDIhtWLFCnh4eKBNmzaYPHkygPzkkpGREcaOHYuxY8ciIiICdnZ2AICEhASEhIQgKytLKiHFGPt+7dq1EyYsT0hIQPv27dGrVy88efIES5YsQePGjXHz5k2p73AjgjHGGGOs9FJRUUG5cuXw6NEjYVv16tWxdu1aAICJiQkmTZqEhw8fIisrC4B0+5GH7DH2Z/HT2neSTEiNGTMG8+fPh42NDSpWrIjg4GCMGTMGADBgwABMmTIFeXl5eP36Nc6ePYvo6Gh06NAB2traGD9+vCz/DMaKNTMzM2hqaqJTp04wMTFB586d4e/vDwCws7NDQEAANm/eDEB66V/GGGOMMVY6iUQi1KpVCwcPHsTjx4+/mmRSV1dH/fr1Ua1aNRlEyFjpxnNK/aBJkyYhODgY58+fR4MGDfD582dYWVmhcuXKiIqKgqKiIpKTk+Hr64utW7ciLy8Penp6aNCgATZs2ACAhxMx9jPEieGnT5+iTZs2sLS0xObNm6GsrPzNfRljjDHGGDtx4gQ6dOiAnj17wtfXF7q6ugDy24wvXryAo6MjGjduLExqzhgrPJyU+gHHjh2Dk5MTBg4ciMDAQABARkYGDAwMIBKJsGbNGtSqVQv16tUDAMTGxiI5ORllypRB3bp1AXBCirFflZycDE9PT2hoaAiJXk5CMcYYY4yx/7Jy5Ur4+PigRYsWcHFxgZWVFS5cuIDg4GDo6Ohg//79ALhdyVhh46TUD4iPj8fcuXNx69YteHh4YOTIkbC0tMSHDx9gb2+PmzdvIi0tDdnZ2Rg4cCAMDAyEFRwAruAY+12io6PRrl077N69G46OjrIOhzHGGGOMFXFEhCNHjsDHxwevX7/G58+f0axZM1hbW8PPzw8AdyBgTBY4KfWDEhISMG/ePFy+fBnPnz9Ho0aNsH//fsjJySE7OxsvXrzA8uXLcebMGVhYWHAXUMb+gIyMDNjY2KBnz57CfG6MMcYYY4z9Lx8+fEB6ejqSkpJQu3ZtqKmpAeCEFGOywkmpn5CQkIAFCxZg37596NevH2bOnAlAuiJLSEhA9erVZRglYyXbixcvULt2bVmHwRhjjDHGijke0cKY7HBS6ie9efMGc+fOxZUrV+Dq6oqJEycCALKysqCkpCTsxxUcY38WlzHGGGOMMcYYK544KfULxEP5rl27BmdnZyExxRhjjDHGGGOMMcb+Gw+a/QXVq1fH1KlT0bhxYwQHB+PAgQOyDokxxhhjjDHGGGOsWOCeUr/Bq1evcOLECfTu3VvWoTDGGGOMMcYYY4wVC5yU+s14fhvGGGOMMcYYY4yx/42H7/1mnJBijDHGGGOMMcYY+984KcUYY4wxxhhjjDHGCh0npRhjjDHGGGOMMcZYoeOkFGOMMcYYY4wxxhgrdJyUYowxxhhjjDHGGGOFjpNSjDHGGGOMMcYYY6zQcVKKMcYYY4wxxhhjjBU6TkoxxhhjjJVw69evh7q6uqzDYIwxxhiTwkkpxhhjjDEZePv2LYYOHYratWtDWVkZ1atXR4cOHXDu3DkAgEgkQnh4+A8fV0dHB8uWLZPa5unpiYcPH/6GqBljjDHGfh8FWQfAGGOMMVYaubm5ISsrCxs2bICuri7evHmDqKgovH///rf/W2XLlkXZsmV/+3EZY4wxxn4F95RijDHGGCtkHz9+RHR0NBYtWoTWrVtDW1sbTZo0weTJk+Hk5AQdHR0AgKurK0QikfD7kydP4OzsjGrVqqF8+fKwtLTE8ePHheO2atUKsbGxGD16NEQiEUQiEYCvD99btWoV9PT0oKSkhPr162PTpk1Sn4tEIoSEhMDV1RXlypVD3bp1ERER8cfOCWOMMcZKH05KMcYYY4wVsvLly6N8+fIIDw9HZmZmgc+vXLkCAFi3bh3i4+OF3z9//oxOnTohKioKN27cgL29PRwdHfHixQsAwJ49e1CzZk3Mnj0b8fHxiI+P/+q/v3fvXowaNQpjx47F3bt3MWTIEPTv3x8nT56U2m/WrFnw8PDA7du30alTJ/Ts2RNJSUm/81QwxhhjrBQTERHJOgjGGGOMsdImLCwMXl5eSE9Ph4WFBVq2bIlu3brBxMQEQH5Ppb1798LFxeU/j2NkZARvb2+MGDECQP6cUj4+PvDx8RH2Wb9+PXx8fPDx40cAgI2NDRo2bIjg4GBhHw8PD6SmpuLAgQPCvz9t2jTMmTMHAJCamory5cvj0KFDsLe3/01ngTHGGGOlGfeUYowxxhiTATc3N7x+/RoRERGwt7fHqVOnYGFhgfXr13/zO58/f8a4ceNgYGAAdXV1lC9fHvfv3xd6Sn2v+/fvw8bGRmqbjY0N7t+/L7VNnCADABUVFaipqSExMfGH/i3GGGOMsW/hpBRjjDHGmIyUKVMG7du3x/Tp03H+/Hn069cPM2bM+Ob+48aNw969ezF//nxER0fj5s2bMDY2RlZW1h+JT1FRUep3kUiEvLy8P/JvMcYYY6z04aQUY4wxxlgRYWhoiNTUVAD5CaHc3Fypz8+dO4d+/frB1dUVxsbGqF69Op4/fy61j5KSUoHvfcnAwADnzp0rcGxDQ8Nf/yMYY4wxxr6TgqwDYIwxxhgrbd6/f4+uXbtiwIABMDExgaqqKq5evYrFixfD2dkZQP7cUFFRUbCxsYGysjIqVqyIunXrYs+ePXB0dIRIJML06dML9FzS0dHBmTNn0K1bNygrK6NKlSoF/v3x48fDw8MD5ubmaNeuHSIjI7Fnzx6plfwYY4wxxv407inFGGOMMVbIypcvDysrK/j7+6NFixYwMjLC9OnT4eXlhcDAQADA33//jWPHjqFWrVowNzcHACxduhQVK1aEtbU1HB0d0aFDB1hYWEgde/bs2Xj+/Dn09PRQtWrVr/77Li4uWL58OZYsWYKGDRti9erVWLduHVq1avVH/27GGGOMMUm8+h5jjDHGGGOMMcYYK3TcU4oxxhhjjDHGGGOMFTpOSjHGGGOMMcYYY4yxQsdJKcYYY4wxxhhjjDFW6DgpxRhjjDHGGGOMMcYKHSelGGOMMcYYY4wxxlih46QUY4wxxhhjjDHGGCt0nJRijDHGGGOMMcYYY4WOk1KMMcYYY4wxxhhjrNBxUooxxhhjjDHGGGOMFTpOSjHGGGOMMcYYY4yxQsdJKcYYY4wxxhhjjDFW6DgpxRhjjDHGGGOMMcYK3f8DoscgefFadIsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Read the data from the file\n",
    "df = pd.read_csv(\"../data/ferry_sb.csv\")\n",
    "\n",
    "# Group by the 'Stop' column and count the number of occurrences for each stop\n",
    "stop_counts = df['Stop'].value_counts().sort_values(ascending=False)\n",
    "\n",
    "# Plot the data using a bar plot\n",
    "plt.figure(figsize=(12,6))\n",
    "stop_counts.plot(kind='bar', color='lightgreen')\n",
    "plt.title(\"Frequency of Ferry Stops by Station\")\n",
    "plt.ylabel(\"Number of Stops\")\n",
    "plt.xlabel(\"Station\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4dcd6e1d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}