K_Means_Clustering_of_Articles_related_to_Big_Data.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "K-Means-Clustering-of-Articles-related to-Big-Data.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GEiDPTpYItLw"
      },
      "outputs": [],
      "source": [
        "import requests\n",
        "from bs4 import BeautifulSoup\n",
        "import numpy as np\n",
        "import math\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pStrings = []\n",
        "result = requests.get(\"https://en.wikipedia.org/wiki/Special:WhatLinksHere/Big_data\")\n",
        "parsed = result.content\n",
        "bs = BeautifulSoup(parsed, \"lxml\")\n",
        "ul = bs.find('ul', {\"id\": \"mw-whatlinkshere-list\"})\n",
        "urlList = []\n",
        "names = []\n",
        "for li in ul.find_all(\"a\"):\n",
        "    if li.get('href') != None:\n",
        "      if li.text == \"links\" or li.text == \"edit\":\n",
        "         continue\n",
        "      else:\n",
        "         names.append(li.text)\n",
        "         urlList.append('https://en.wikipedia.org' + li.get('href'))\n",
        "for k in range(len(urlList)):\n",
        "  tempString = \"\"\n",
        "  result = requests.get(urlList[k])\n",
        "  parsed = result.content\n",
        "  bs = BeautifulSoup(parsed, \"lxml\")\n",
        "  paragraphs = bs.find_all('p')\n",
        "  for p in paragraphs:\n",
        "    if not p.find('a'):\n",
        "      pText = p.get_text()\n",
        "      tempString += pText\n",
        "  pStrings.append(tempString)"
      ],
      "metadata": {
        "id": "8P8TAegQI_DQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vec = TfidfVectorizer(stop_words={'english'})\n",
        "X = vec.fit_transform(pStrings)"
      ],
      "metadata": {
        "id": "94ubcFVDj6Ks"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def eucdist(xy1, xy2):\n",
        "   d = np.subtract.outer(xy1[:,0], xy2[:,0])\n",
        "   d2 = np.subtract.outer(xy1[:,1], xy2[:,1])\n",
        "   return np.hypot(d, d2)\n",
        "def mandist(xy1, xy2):\n",
        "  d = abs(np.subtract.outer(xy1[:,0], xy2[:,0]))\n",
        "  d2 = abs(np.subtract.outer(xy1[:,1], xy2[:,1]))\n",
        "  return (d + d2)\n",
        "def kmeansEuc(x, k, iter):\n",
        "    idx = np.random.choice(len(x), k, replace=False)\n",
        "    centroids = x[idx, :]\n",
        "    distances = eucdist(x, centroids)\n",
        "    points = np.array([np.argmin(i) for i in distances])\n",
        "    for _ in range(iter): \n",
        "        centroids = []\n",
        "        for idx in range(k):\n",
        "            temp_centroid = x[points==idx].mean(axis=0) \n",
        "            centroids.append(temp_centroid)\n",
        "        centroids = np.vstack(centroids)\n",
        "        distances = eucdist(x, centroids)\n",
        "        points = np.array([np.argmin(i) for i in distances])\n",
        "    return points, centroids\n",
        "def kmeansMan(x, k, iter):\n",
        "    idx = np.random.choice(len(x), k, replace=False)\n",
        "    centroids = x[idx, :]\n",
        "    distances = mandist(x, centroids)\n",
        "    points = np.array([np.argmin(i) for i in distances])\n",
        "    for _ in range(iter): \n",
        "        centroids = []\n",
        "        for idx in range(k):\n",
        "            temp_centroid = x[points==idx].mean(axis=0) \n",
        "            centroids.append(temp_centroid)\n",
        "        centroids = np.vstack(centroids)\n",
        "        distances = mandist(x, centroids)\n",
        "        points = np.array([np.argmin(i) for i in distances])\n",
        "    return points, centroids"
      ],
      "metadata": {
        "id": "Q1nTGtBWSDG2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x = X.todense()\n",
        "pca = PCA(n_components=2)\n",
        "df = pca.fit_transform(x)\n",
        "label, centers1 = kmeansEuc(df, 4, 100)\n",
        "label2, centers2 = kmeansMan(df, 4, 100)\n",
        "color = [\"r\", \"g\", \"b\", \"c\", \"m\"]\n",
        "u_labels = np.unique(label)\n",
        "u_labels2 = np.unique(label2)\n",
        "\n",
        "plt.figure(figsize=(20,15))\n",
        "for i in u_labels:\n",
        "    plt.scatter(df[label == i , 0] , df[label == i , 1], c = color[i], s=50, label = \"Cluster \" + str(i))\n",
        "    plt.scatter(centers1[i , 0], centers1[i , 1], c=color[i], s=200, marker=\"^\", alpha=0.5);\n",
        "for i, txt in enumerate(names):\n",
        "    plt.annotate(txt, (df[i ,0], df[i, 1]))\n",
        "plt.title(\"Euclidean distance K-Means\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "plt.figure(figsize=(20,15))\n",
        "for i in u_labels2:\n",
        "    plt.scatter(df[label2 == i , 0] , df[label2 == i , 1], c = color[i], s=50, label = \"Cluster \" + str(i))\n",
        "    plt.scatter(centers2[i , 0], centers2[i , 1], c=color[i], s=200, marker=\"^\", alpha=0.5);\n",
        "plt.title(\"Mahattan distance K-Means\")\n",
        "for i, txt in enumerate(names):\n",
        "    plt.annotate(txt, (df[i ,0], df[i, 1]))\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "zhYgqrzx0d06",
        "outputId": "638d1cb5-0a62-4c49-b618-5b494bc80201"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:598: FutureWarning: np.matrix usage is deprecated in 1.0 and will raise a TypeError in 1.2. Please convert to a numpy array with np.asarray. For more information see: https://numpy.org/doc/stable/reference/generated/numpy.matrix.html\n",
            "  FutureWarning,\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ],
            "image/png": 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27tzJuHHjyMrKIjs7m3vvvZcZM2ZQVlbG2LFjyc3NZcuWLcybN4/hw4czcOBALrzwQt59910ARowYwcSJE8nLy+P+++/f7Z4nn3wygwYNIiMjo8HPJ+2NnYWSJEmSJKnZqt5WTf70fKq3V6eObarZBED+9HxWT1pNu5btDnreyspKBg4c2OC6ysvLWbVqFZWVlQBs2LCBDh068MADD3D33XeTl5dHTU0NEyZM4KmnnqJjx44UFxdz2223MW3aNAC2b99OWVlZg2uQGsKwUJIkSZIkNVvFC4upjbX1nquNtRRXFnP1gKsPc1XQo0cPli9fzoQJE7j44osZOXLkJ8a89dZbVFZWcsEFFwCwc+dOOnXqlDpfUFBw2OqVdnEZsiRJknSIWrRoQW5uLllZWXzta19j8+bNTV1So9tzmV1d7dodXMdOt27dyM7Opn///gwfPpx//vOfqXMrV67k0ksvpXfv3vTs2ZPvfve7bN++HYCZM2cSQuDXv/51anx5eTkhBF/wL32GLV23NNVJuKdNNZtYtn5Zg+bNzMxk3rx5+x2Xnp5Obe3HYeXWrVsBOP7446moqGDEiBFMnTqVa6655hPXxhjJzMykvLyc8vJy3njjDV588cXU+bZt2zaodulQGBZKkiRJh6hNmzaUl5dTWVlJy5YtmTp16m7nd+zYccj32Llz5yHPcSQpKSlhwYIFjBgxgsmTJwOJfzRfdtllfOUrX2Hp0qUsWbKEjz76iNtuuy11XVZWFo899ljq8x/+8AdycnIOe/2Sjhy9T+xN24z6Q7W2GW3pdUKvBs173nnnsW3bNh566KHUsQULFjBr1qzdxnXr1o3y8nJqa2tZsWIFc+bMAeCDDz6gtraWMWPGMHnyZObPnw9A+/btqa5OLJnu06cPa9euZfbs2QDU1NSwcOHCBtUrNRbDQkmSJKkRDRs2jGXLljFz5kyGDRvGJZdcQr9+/di6dSvjx48nOzubM888k5KSEgA2b97M5ZdfTr9+/Rg9ejRnnXVW6v1U7dq1Y9KkSeTk5DB79mzuuOMOBg0aRFZWFtdeey0xRiDxEvwbb7yRvLw8+vbty9y5c7nsssvo3bs3t99+OwBVVVWcccYZjBs3jtNPP52xY8fy8ssvM2TIEHr37p36x+2cOXM4++yzOfPMMznnnHN46623Us+2YsUKRowYQe/evfnP//zPep//v//7vxk0aBD9+/fnRz/60X6/r7PPPptVq1YB8Je//IXWrVszfvx4INGxee+99zJt2rRUt+Zpp53G1q1bWbNmDTFGnn/+eb785S8f9M9J0tGjILOAtFB/vJEW0ijIathS3hACTzzxBC+//DI9e/YkMzOTW2+9lVNOOWW3cUOGDKF79+7069ePG264gQEDBgCwatUqRowYQW5uLv/6r//KlClTABg3bhyFhYXk5uayc+dOZsyYwc0330xOTg65ubm89tpr+63tvffe49RTT+Wee+5h8uTJnHrqqXz44YcNek5pT76zUJIkSWqA6m3VFC8sZum6peyo3UH1tmratGjDc889x0UXXQTA/PnzqayspHv37vzsZz8jhMAbb7zB4sWLGTlyJEuWLOGXv/wlxx9/PG+++SaVlZXk5uam7rFp0ybOOussfvaznwHQr18/fvjDHwLwjW98g2eeeYZ/+Zd/AaBly5aUlZVx//33c+mllzJv3jxOOOEEevbsyY033gjAsmXLePzxx5k2bRqDBg3i97//PaWlpTz99NPceeedPPnkk5xxxhnMmjWL9PR0Xn75ZX7wgx/wxz/+EUgEiZWVlRxzzDEMGjSIiy++mLy8vFS9L774IkuXLmXOnDnEGLnkkkt49dVX+eIXv7jX7/H555/nK1/5CgALFy78xGYCxx57LJ///OdZtuzjZYRf/epXefzxxznzzDMZMGAArVq1atgPUdJRoX2r9jw79lnyp+dTG2vZVLOJthltSQtpPDv22QZtbrJL586dd+tmrmvXxiUhBKZPn17vmF3dhHWNGTOGMWPGpD7n5uby6quvfmLczJkz91rXKaecwsqVK/dVutRghoWSJEnSQSp9p3S3f5SyFTp070CP43tw0XkXcfXVV/Paa68xePBgunfvnrimtJQJEyYAcMYZZ3DaaaexZMkSSktL+e53vwskltj2798/dZ8WLVrs9g/KkpISfvrTn7J582bWr19PZmZmKiy85JJLAMjOziYzMzP1gvwePXqwYsUKOnToQPfu3cnOzgYS7+I6//zzCSGQnZ1NVVUVABs3buSqq65i6dKlhBCoqalJ3f+CCy7gxBNPBOCyyy6jtLT0E2Hhiy++yJlnngnARx99xNKlS+sNC88991zWr19Pu3bt+K//+q+D+v4vv/xyCgoKWLx4MVdeeeUBdeFIOroN/fxQVk9aTXFlMcvWL6PXCb0oyCo4pKBQ+qwyLJQkSZIOQvW2avKn51O9vfrjg+lQ++1a1rRcw5RJU2jZsiVw6C+mb926NS1atAASL8y/7rrrKCsro2vXrvz4xz9OvUQfSHXXpaWl7dZpl5aWlnpn4p7H616za8x//Md/cO655/LEE09QVVXFiBEjUteEEHarb8/PMUZuvfVWvv3tb+/32UpKSujQoQNjx47lRz/6Effccw/9+vVjxowZu4378MMPeeedd+jVq1dqqfQpp5xCRkYGL730Evfff79hoSQA2rVs1yS7HktHG99ZKEmSJB2E4oXF1Mbaes/VxlqKK4vrPTds2LDUMrUlS5bwzjvv0KdPH4YMGZJa4vbmm2/yxhtv1Hv9rmDwpJNO4qOPPvpEqNZYNm7cSJcuXYDEDsh1vfTSS6xfv54tW7bw5JNPMmTIkN3OX3jhhUybNo2PPvoISLyv6/3339/rvdLT07nvvvt4+OGHWb9+Peeffz6bN2/m4YcfBhKbukyaNIlx48ZxzDHH7HbtHXfcwV133ZUKUyVJUuMwLJQkSZIOwtJ1SxNLj+uxqWYTy9Yvq/fcddddR21tLdnZ2RQUFFBUVESrVq247rrrWLt2Lf369eP2228nMzOT44477hPXd+jQgW9961tkZWVx4YUXMmjQoEZ9rl3+/d//nVtvvZUzzzzzE7s4Dx48mDFjxtC/f3/GjBmz2xJkgJEjR/L1r3+ds88+m+zsbL761a+mdvzcm06dOnHllVfy4IMPpjYTePzxx+nduzenn346rVu35s477/zEdeecc07qXYeSJKnxhF07qB1p8vLy4q5d4CRJkqQjxa/n/5qJz0+sNzBsm9GW+y+6/6CWwe3cuZOamhpat27N22+/zZe+9CXeeuut1FJmSfqsWrRoEX379m3qMpq1+r7DEMK8GGPeXi6RfGehJEmSdDAKMgv43gvfq/dcWkijIKvgoObbvHkz5557LjU1NcQY+eUvf2lQKEmSmozLkCVJkqSD0L5Ve54d+yztW7anbUZiA5O2GW1p3zJx/GB33mzfvj1lZWVUVFSwYMECvvzlL38aZUuSGuC9997jiiuuoGfPngwcOJD8/HyWLFlCVVUVWVlZDZqzqKiI1atXH1Jd06dPp3///mRnZ3POOedQUVFxSPNJddlZKEmSJB2koZ8fyupJqymuLGbZ+mX0OqEXBVkFBx0USpIaT3U1FBfD0qXQuzcUFED79g2fL8bI6NGjueqqq3j00UcBqKioYM2aNXTt2rXB8xYVFZGVlUXnzp0P+JodO3aQnv5xhNO9e3f++te/cvzxx/Pcc89x7bXX8vrrrze4Jqkuw0JJkiSpAdq1bHdQ7yaUJH16SkshPx9qa2HTJmjbFr73PXj2WRg6tGFzlpSUkJGRQWFhYepYTk4OAFVVValjRUVFlJWV8cADDwAwatQovv/97zNs2DCuvvpqysrKCCHwb//2b3Tt2pWysjLGjh1LmzZtmD17Nm+++Sbf+973+OijjzjppJMoKiqiU6dOjBgxgtzcXEpLS7nyyiuZNGlS6p7nnHNO6vdf+MIXWLlyZcMeUqqHYaEkSZIkSWq2qqsTQWHdzdc3Jfegys+H1auhXQMavysrKxk4cGCD6yovL2fVqlVUVlYCsGHDBjp06MADDzzA3XffTV5eHjU1NUyYMIGnnnqKjh07UlxczG233ca0adMA2L59O/vb/PU3v/mNr7BQozIslCRJkiRJzVZxcaKjsD61tYnzVzdBI3iPHj1Yvnw5EyZM4OKLL2bkyJGfGPPWW29RWVnJBRdcAMDOnTvp1KlT6nxBwb43zSopKeE3v/kNpaWljVu8PtMMCyVJkiRJUrO1dOnHnYR72rQJli1r2LyZmZnMmDFjv+PS09OprZNWbt26FYDjjz+eiooKXnjhBaZOncpjjz2W6hjcJcZIZmYms2fPrnfutm3b7vW+CxYs4JprruG5557jxBNPPJBHkg6IuyFLkiRJkqRmq3fvxDsK69O2LfTq1bB5zzvvPLZt28ZDDz2UOrZgwQJmzZq127hu3bpRXl5ObW0tK1asYM6cOQB88MEH1NbWMmbMGCZPnsz8+fMBaN++PdXJNdN9+vRh7dq1qbCwpqaGhQsX7re2d955h8suu4zf/e53nH766Q17QGkv7CyUJEmSJEnNVkFBYjOT+qSlJc43RAiBJ554gokTJ3LXXXfRunVrunXrxn333bfbuCFDhtC9e3f69etH3759GTBgAACrVq1i/Pjxqa7DKVOmADBu3DgKCwtTG5zMmDGDG264gY0bN7Jjxw4mTpxIZmbmPmu74447WLduHddddx2Q6G7c37sNpQMVYoxNXUO98vLyon/QJUmSJEn6bFq0aBF9+/Y9oLH17YaclnZouyEfDer7DkMI82KMeU1UkpoBOwslSZIkSVKzNnRoYtfj4uLEOwp79Up0FDZkF2Tps86wUJIkSZIkNXvt2jXNrsfS0cYNTiRJkiRJkiQBhoWSJEmSJEmSkgwLJUmSJEmSJAGGhZIkSZIkSZKSDAslSZIkSZLq8d5773HFFVfQs2dPBg4cSH5+PkuWLKGqqoqsrKwGzVlUVMTq1asPqa6nnnqK/v37k5ubS15eHqWlpYc0n1SXuyFLkiRJkqRmr3rHDorff5+lW7bQu00bCk4+mfbpDY89YoyMHj2aq666ikcffRSAiooK1qxZQ9euXRs8b1FREVlZWXTu3PmAr9mxYwfpdZ7l/PPP55JLLiGEwIIFC7j88stZvHhxg2uS6rKzUJIkSZIkNWulGzbQZfZsJi5bxk9XrGDismV0mT2b0g0bGjxnSUkJGRkZFBYWpo7l5OQwbNiw3cYVFRVx/fXXpz6PGjWKmTNnsnPnTsaNG0dWVhbZ2dnce++9zJgxg7KyMsaOHUtubi5btmxh3rx5DB8+nIEDB3LhhRfy7rvvAjBixAgmTpxIXl4e999//273bNeuHSEEADZt2pT6vdQY7CyUJEmSJEnNVvWOHeS/8QbVO3emjm2qrQUg/403WH322bRrQIdhZWUlAwcObHBd5eXlrFq1isrKSgA2bNhAhw4deOCBB7j77rvJy8ujpqaGCRMm8NRTT9GxY0eKi4u57bbbmDZtGgDbt2+nrKys3vmfeOIJbr31Vt5//33+/Oc/N7hOaU92FkqSJEmSpGar+P33qY2x3nO1MVK8du1hriihR48eLF++nAkTJvD8889z7LHHfmLMW2+9RWVlJRdccAG5ublMnjyZlStXps4XFBTsdf7Ro0ezePFinnzySf7jP/7jU3kGfTbZWShJkiRJkpqtpVu2pDoJ97SptpZlmzc3aN7MzExmzJix33Hp6enU1rn/1q1bATj++OOpqKjghRdeYOrUqTz22GOpjsFdYoxkZmYye/bseudu27btfu//xS9+keXLl/PBBx9w0kkn7Xe8tD92FkqSJEmSpGard5s2tE2rP95om5ZGr2OOadC85513Htu2beOhhx5KHVuwYAGzZs3abVy3bt0oLy+ntraWFStWMGfOHAA++OADamtrGTNmDJMnT2b+/PkAtG/fnurqagD69OnD2rVrU2FhTU0NCxcu3G9ty5YtIya7KefPn8+2bds48cQTG/Sc0p7sLJQkSZIkSc1Wwckn87233673XFoIFHTs2KB5Qwg88cQTTJw4kbvuuovWrVvTrVs37rvvvt3GDelPw6EAACAASURBVBkyhO7du9OvXz/69u3LgAEDAFi1ahXjx49PdR1OmTIFgHHjxlFYWEibNm2YPXs2M2bM4IYbbmDjxo3s2LGDiRMnkpmZuc/a/vjHP/Lwww+TkZFBmzZtKC4udpMTNZoQ97Kuv6nl5eXFvb3EU5IkSZIkHd0WLVpE3759D2hs6YYN5L/xBrUxsqm2lrZpaaSFwLPZ2Qzt0OFTrvTIVd93GEKYF2PMa6KS1AzYWShJkiRJkpq1oR06sPrssyleu5ZlmzfT65hjKOjYsUG7IEufdf6vRpIkSZIkNXvt0tO5ulOnpi5Davbc4ESSJEmSJB2RjtRXpzUHfndqKMNCSZIkSZJ0xGndujXr1q0z9GqAGCPr1q2jdevWTV2KmiGXIUuSJEmSpCPOqaeeysqVK1m7dm1Tl9IstW7dmlNPPbWpy1AzZFgoSZIkSZKOOBkZGXTv3r2py5A+c1yGLEmSJEmSJAkwLJQkSZIkSZKU1ChhYQjhohDCWyGEZSGEW/Yy5vIQwpshhIUhhN83xn0lSZIkSZIkNZ5DfmdhCKEF8CBwAbASmBtCeDrG+GadMb2BW4EhMcb/DSGcfKj3lSRJkiRJktS4GqOzcDCwLMa4PMa4HXgUuHSPMd8CHowx/i9AjPH9RrivJEmSJEmSpEbUGGFhF2BFnc8rk8fqOh04PYTwtxDC30MIF9U3UQjh2hBCWQihzK3RJUmSJEmSpMPrcG1wkg70BkYAVwL/E0LosOegGONDMca8GGNex44dD1NpkiRJkiRJkqBxwsJVQNc6n09NHqtrJfB0jLEmxvgPYAmJ8FCSJEmSJEnSEaIxwsK5QO8QQvcQQkvgCuDpPcY8SaKrkBDCSSSWJS9vhHtLkiRJkiRJaiSHHBbGGHcA1wMvAIuAx2KMC0MId4QQLkkOewFYF0J4EygBbooxrjvUe0uSJEmSJElqPCHG2NQ11CsvLy+WlZU1dRmSJEmSJElHjRDCvBhjXlPXoSPX4drgRJIkSZIkSdIRzrBQkqTPkPfee48rrriCnj17MnDgQPLz81myZEmT1HLnnXc2yX0lSZIk7Z1hoSRJnxExRkaPHs2IESN4++23mTdvHlOmTGHNmjVNUk9DwsKdO3d+CpUcuh07djR1CZIkSVKjMCyUJOkzoqSkhIyMDAoLC1PHcnJyGDZsGDFGbrrpJrKyssjOzqa4uBiAmTNnMnz4cC699FJ69OjBLbfcwvTp0xk8eDDZ2dm8/fbbAIwbN47CwkLy8vI4/fTTeeaZZwAoKiri+uuvT91v1KhRzJw5k1tuuYUtW7aQm5vL2LFjAXjkkUcYPHgwubm5fPvb304Fg+3atWPSpEnk5OQwe/bs3Z5pxIgR3HjjjeTl5dG3b1/mzp3LZZddRu/evbn99ttT4/Y190033URmZiZf+tKXmDNnDiNGjKBHjx48/fTTAGzdupXx48eTnZ3NmWeeSUlJSerZLrnkEs477zzOP/98vvnNb/Lkk0+m7jl27FieeuqpRvjJSZIkSYePYaEkSUe56m3V/Hr+r7lzxp206tqK6m3Vnxjzpz/9ifLycioqKnj55Ze56aabePfddwGoqKhg6tSpLFq0iN/97ncsWbKEOXPmcM011/CLX/wiNUdVVRVz5szhz3/+M4WFhWzdunWvNf3kJz+hTZs2lJeXM336dBYtWkRxcTF/+9vfKC8vp0WLFkyfPh2ATZs2cdZZZ1FRUcHQoUM/MVfLli0pKyujsLCQSy+9lAcffJDKykqKiopYt27dfuc+77zzWLhwIe3bt+f222/npZde4oknnuCHP/whAA8++CAhBN544w3+8Ic/cNVVV6Webf78+cyYMYO//vWvXH311RQVFQGwceNGXnvtNS6++OIG/MQkSZKkppPe1AVIkqRPT+k7peRPz6c21rLpH5tI/zCdLvd04dmxzzL08x8Hb6WlpVx55ZW0aNGCz33ucwwfPpy5c+dy7LHHMmjQIDp16gRAz549GTlyJADZ2dmpLjuAyy+/nLS0NHr37k2PHj1YvHjxAdf5yiuvMG/ePAYNGgTAli1bOPnkkwFo0aIFY8aM2eu1l1xySaqezMzMVK09evRgxYoVlJaW7nXuli1bctFFF6Wub9WqFRkZGWRnZ1NVVZX6biZMmADAGWecwWmnnZZ6z+MFF1zACSecAMDw4cO57rrrWLt2LX/84x8ZM2YM6en+VUuSJEnNi3+DlSTpKFW9rZr86flUb092Ep4MO97cQfX2xPHVk1bTrmW7/c7TqlWr1O/T0tJSn9PS0nZ7V18IYbfrQgikp6dTW1ubOra3bsMYI1dddRVTpkz5xLnWrVvTokWL/dZXt7a69e1r7oyMjFTd+3q2vWnbtu1un7/5zW/yyCOP8Oijj/Lb3/52v9dLkiRJRxqXIUuSdJQqXlhMbfw4qKM7sBMog9pYS3FlMQsWLGDWrFkMGzaM4uJidu7cydq1a3n11VcZPHjwQd3v8ccfp7a2lrfffpvly5fTp08funXrRnl5ObW1taxYsYI5c+akxmdkZFBTUwPA+eefz4wZM3j//fcBWL9+Pf/85z8P9StolLmHDRuWWra8ZMkS3nnnHfr06VPv2HHjxnHfffcB0K9fv0OsXJIkSTr87CyUJOkotXTdUjbVbPr4QAAKgOdh0982cctDtzA4czD33XcfQ4cOZfbs2eTk5BBC4Kc//SmnnHLKQS0l/vznP8/gwYP58MMPmTp1Kq1bt2bIkCF0796dfv360bdvXwYMGJAaf+2119K/f38GDBjA9OnTmTx5MiNHjqS2tpaMjAwefPBBTjvttEP+Hvr163dIc1933XV85zvfITs7m/T0dIqKinbrYKzrc5/7HH379uUrX/nKIdctSZIkNYUQY2zqGuqVl5cXy8rKmroMSZKarV/P/zUTn5+4e2CY1DajLfdfdD9XD7i6Ue41btw4Ro0axVe/+tVGma+52rx5M9nZ2cyfP5/jjjuuqcuRJEn6hBDCvBhjXlPXoSOXy5AlSTpKFWQWkBbq/7/6tJBGQVbBYa7o6Pbyyy/Tt29fJkyYYFAoSZKkZsvOQkmSjmK77YZcs4m2GW1JC2mf2A1ZkiRJnw12Fmp/fGehJElHsaGfH8rqSasprixm2fpl9DqhFwVZBQe0C7IkSZKkzx7DQkmSjnLtWrZrtHcTSpIkSTq6+c5CSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEmSJEmSpCTDQkmSJEmSJEmAYaEkSZIkSZKkJMNCSZIkSZIkSYBhoSRJkiRJkqQkw0JJkiRJkiRJgGGhJEk6jGpjbVOXIEmSJGkfDAslSdJhsWHrBu746x1s3LqxqUuRJEmStBeGhZIk6bB4ZfkrzFs9j5eXv9zUpUiSJEnaC8NCSZL0qduwdQPPLXuOvh378tyy5+wulCRJko5QhoWSJOlT98ryV4gxckzGMcQY7S6UJEmSjlCGhZIk6VO1q6vwlHanAHBKu1PsLpQkSZKOUIaFkiTpU7WrqzCjRQYAGS0y7C6UJEmSjlCGhZIk6VOzZ1fhLnYXSpIkSUcmw0JJkvSpeXn5y7t1Fe5id6EkSZJ0ZDIslCRJn4oNWzfw/LLnP9FVuMuu7sINWzcc5sokSZIk7Y1hoSRJ+lTsratwl13dha8sf+UwVyZJkiRpbwwLJUlSo9tfV+EudhdKkiRJRxbDQkmS1Oj211W4i92FkiRJ0pHFsFCSJDWqA+0q3MXuQkmSJOnIYVgoSZIa1YF2Fe5id6EkSZJ05Ehv6gIkSdLRI8bInJVz2Bl38s7Gdw74utpYy+srX+eyvpcRQvgUK5QkSZK0L4aFkiSp0YQQmHz+ZHbW7jzoa1uktTAolCRJkpqYYaEkSWpULVu0hBZNXYUkSZKkhvCdhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJhoWSJEmSJEmSAMNCSZIkSZIkSUmGhZIkSZIkSZIAw0JJkiRJkiRJSYaFkiRJkiRJkgDDQkmSJEmSJElJjRIWhhAuCiG8FUJYFkK4ZR/jxoQQYgghrzHuK0mSJEmSJKnxHHJYGEJoATwIfBnoB1wZQuhXz7j2wHeB1w/1npIkHenee+89rrjiCnr27MnAgQPJz89nyZIlTVLLnXfe2ajzVVVVkZWVtd8xv//97xvlfvfddx+bN29ulLkkSZIk7VtjdBYOBpbFGJfHGLcDjwKX1jPuv4C7gK2NcE9Jko5YMUZGjx7NiBEjePvtt5k3bx5TpkxhzZo1TVJPQ8LCnTt3HtI9mzosPNT6JUmSpM+qxggLuwAr6nxemTyWEkIYAHSNMf55XxOFEK4NIZSFEMrWrl3bCKVJknT4lZSUkJGRQWFhYepYTk4Ow4YNI8bITTfdRFZWFtnZ2RQXFwMwc+ZMhg8fzqWXXkqPHj245ZZbmD59OoMHDyY7O5u3334bgHHjxlFYWEheXh6nn346zzzzDABFRUVcf/31qfuNGjWKmTNncsstt7BlyxZyc3MZO3YsAI888giDBw8mNzeXb3/726lgrV27dkyaNImcnBxmz5692zPNmzePnJwccnJyePDBB1PHq6qqGDZsGAMGDGDAgAG89tprANxyyy3MmjWL3Nxc7r333r2Oq2vTpk1cfPHF5OTkkJWVRXFxMT//+c9ZvXo15557Lueeey4Af/jDH8jOziYrK4ubb745df2e9d9xxx0MGjSIrKwsrr32WmKMAMydO5f+/fuTm5ub+llAImC86aabGDRoEP379+dXv/rVQf/sJUmSpObuU9/gJISQBtwDTNrf2BjjQzHGvBhjXseOHT/t0iRJalTV26r59fxfc+eMO2nVtRXV26o/MeZPf/oT5eXlVFRU8PLLL3PTTTfx7rvvAlBRUcHUqVNZtGgRv/vd71iyZAlz5szhmmuu4Re/+EVqjqqqKubMmcOf//xnCgsL2bp17037P/nJT2jTpg3l5eVMnz6dRYsWUVxczN/+9jfKy8tp0aIF06dPBxJh3VlnnUVFRQVDhw7dbZ7x48fzi1/8goqKit2On3zyybz00kvMnz+f4uJibrjhhtR9hw0bRnl5OTfeeONex9X1/PPP07lzZyoqKqisrOSiiy7ihhtuoHPnzpSUlFBSUsLq1au5+eab+ctf/kJ5eTlz587lySefrLf+66+/nrlz51JZWcmWLVtSwer48eP51a9+lXr+XX7zm99w3HHHMXfuXObOncv//M//8I9//GPvP3BJkiTpKNQYYeEqoGudz6cmj+3SHsgCZoYQqoAvAE+7yYkk6WhS+k4pXe7pwsTnJ/LKP15hZtVMutzThdJ3SncfV1rKlVdeSYsWLfjc5z7H8OHDmTt3LgCDBg2iU6dOtGrVip49ezJy5EgAsrOzqaqqSs1x+eWXk5aWRu/evenRoweLFy8+4DpfeeUV5s2bx6BBg8jNzeWVV15h+fLlALRo0YIxY8Z84poNGzawYcMGvvjFLwLwjW98I3WupqaGb33rW2RnZ/O1r32NN998s977Hsi47OxsXnrpJW6++WZmzZrFcccd94kxc+fOZcSIEXTs2JH09HTGjh3Lq6++Wm/9JSUlnHXWWWRnZ/OXv/yFhQsXsmHDBqqrqzn77LMB+PrXv54a/+KLL/Lwww+Tm5vLWWedxbp161i6dOl+v1NJkiTpaJLeCHPMBXqHELqTCAmvAFJ/844xbgRO2vU5hDAT+H6MsawR7i1JUpOr3lZN/vR8qrcnOwlPhh1v7qB6e+L46kmradey3X7nadWqVer3aWlpqc9paWns2LEjdS6E8P+zd+9xXs75/8cfn5lOmmZjKYdCRVJznqYTnUu1SYS0cuggyzqk7FasJIvvOq0UVotVpK2hHFfrR2jVOqSmKRUdZIiiUJmZjtO8f3/Mp882ZiKJSo/77Ta37bqu9+F1XcN22+e+39dVql8kEqFChQoUFxfHzu1qtWEIgT59+vCXv/ylzLUqVaqUWmm3O0aNGsWRRx7J/PnzKS4upkqVKnvc7qSTTiInJ4dp06YxfPhwOnTowIgRI3a7lp3r37x5M1dccQVz5szh2GOPZeTIkd+5AhNKns19991H586dd3tOSZIk6ZfmR68sDCEUAVcB/w94H3gyhLAoEon8ORKJdP+x40uStL/LXpRNcfhfUEddYDswB4pDMdkLs1mwYAEzZ86kVatWZGdns337dtauXcsbb7xB06ZNf9B8Tz31FMXFxXz44YesWLGCBg0aUKdOHXJzcykuLmblypXMnj071r5ixYps27YNgA4dOjBlyhTWrFkDwNdff83HH3/8nfMdeuihHHroocyaVbJKcse2ZYANGzZw9NFHExcXx4QJE2LvP0xMTCQ/P/972+1s1apVVK1alQsvvJAhQ4aQk5NTZqymTZvyn//8hy+//JLt27czadIk2rRpU2asHcHgEUccQUFBAVOmTIndS2JiIu+88w4AkydPjvXp3LkzDz74YOxZLV26lMLCwu98NpIkSdIvzd5YWUgIYRow7Vvnyl0KEEJouzfmlCRpf7Hsq2UUbtspVIoAvYCXoPC/hVz30HU0TWrKvffeS8uWLXnrrbdIS0sjEolw5513ctRRR/2grcTHHXccTZs25ZtvvmHs2LFUqVKFU089lbp169KoUSMaNmxIZmZmrP3vfvc7UlNTyczMZOLEidx666106tSJ4uJiKlasyAMPPMDxxx//nXOOGzeO/v37E4lEYtujAa644grOOeccHn/8cbp06UJCQgIAqampxMfHk5aWRt++fXfZbmfvvfceQ4YMIS4ujooVK/Lggw/G6u/SpUvs3YW333477dq1I4TA6aefzplnnllmrEMPPZRLL72U5ORkjjrqKJo0aRK79o9//INLL72UuLg42rRpE9vuPGDAAPLy8sjMzCSEQI0aNWLvQ5QkSZIOFpEdXwbc32RlZYU5c9ypLEna/z2S8wiDXhpUOjCMSqiYwOguo7kk85K9Mlffvn3p1q0b55577l4Z72BUUFBAtWol28Jvv/12Vq9ezejRo/dxVZIkST+PSCQyN4TgdyS0Sz/515AlSfql65XUi7hI+X+lxkXi6JXc62euSN/lxRdfJD09neTkZGbOnMnw4cP3dUmSJEnSfsOVhZIk7QWzPplF14ldKQ7FFG4rJKFiAnGROKZdMI2Wx7Xc1+VJkiRJgCsL9f32yjsLJUk62LU8riWr/rCK7IXZLP96OSf++kR6Jffara8gS5IkSdL+wrBQkqS9pFqlanvt3YSSJEmStC/4zkJJkiRJkiRJgGGhJEmSJEmSpCjDQkmSJEmSJEmAYaEkSZIkSZKkKMNCSZIkSZIkSYBhoSRJkiRJkqQow0JJkiRJkiRJgGGhJEmSJEmSpCjDQkmSJEmSJEmAYaEkSZIkSZKkKMNCSZIkSZIkSYBhoSRJkiRJkqQow0JJkiRJkiRJgGGhJEmSJEmSpCjDQkmSJEmSJEmAYaEkSZIkSZKkKMNCSZIkSZIkSYBhoSRJkiRJkqQow0JJkiRJkiRJgGGhJEmSJEmSpCjDQkmSJEmSJEmAYaEkSZIkSZKkKMNCSZIkSZIkSYBhoSRJkiRJkqQow0JJkiRJkiRJgGGhJEmSJEmSpCjDQkmSJEmSJEmAYaEkSZIkSZKkKMNCSZIkSZIkSYBhoSRJkiRJkqQow0JJkiRJkiRJgGGhJEmSJEmSpCjDQkmSJEmSJEmAYaEkSZIkSZKkKMNCSZIkSZIkSYBhoSRJkiRJkqQow0JJkiRJkiRJgGGhJEmSJEmSpCjDQkmSJEmSJEmAYaEkSZIkSZKkKMNCSZIkSZIkSYBhoSRJP1p8fDzp6ekkJSWRlpbGX//6V4qLiwGYMWMG1atXJyMjgwYNGtC6dWv+9a9/xfqOHDmSWrVqkZ6eTqNGjZg0aVK5cyxZsoS2bduSnp5Ow4YN+d3vfrdXxn/22WeJRCJ88MEHsXN5eXlEIhGGDx8eO/fll19SsWJFrrrqqh//wCRJkiTttwwLJUn6kQ455BByc3NZtGgRr7zyCv/+97+5+eabY9dbtWrFvHnzWLJkCWPGjOGqq67i1VdfjV0fPHgwubm5PPfcc1x22WVs27atzBwDBw6MtXv//fe5+uqr98r4kyZNomXLlmVCxLp16/Liiy/Gjp966imSkpJ+3IOSJEmStN8zLJQkaS+qWbMmDz30EPfffz8hhDLX09PTGTFiBPfff3+Za/Xr16dq1aqsW7euzLXVq1dTu3bt2HFKSkq58/+Q8QsKCpg1axb/+Mc/mDx5cqm2VatWpWHDhsyZMweA7OxszjvvvO+4c0mSJEm/BIaFkiTtgfwt+TyS8wjDXhlGUXER+VvyY9fq1avH9u3bWbNmTbl9MzMzS2373SEnJ4f69etTs2bNMtcGDx5M+/bt+c1vfsOoUaNYv379Lmvb3fGfe+45unTpwkknncThhx/O3LlzS7X/7W9/y+TJk1m5ciXx8fEcc8wxu5xTkiRJ0i+DYaEkST/QrE9mUeueWgx6aRB3vnknW7ZvodY9tZj1yazd6v/tFYejRo0iKSmJZs2accMNN5Tbp1+/frz//vv07NmTGTNm0Lx5c7Zs2fKjxp80aRK//e1vgZJg8Ntbkbt06cIrr7zC5MmT6dWr127dmyRJkqQDm2GhJEk/QP6WfLpO7Er+1nwKtxWWnAyQv7XkfMHWAlasWEF8fHy5KwQB5s2bR8OGDWPHgwcPZtGiRUydOpVLLrmEzZs3l9vvmGOOoX///jz33HNUqFCBhQsX7vH4X3/9Na+99hoDBgygTp063HXXXTz55JOlgsZKlSrRuHFj/vrXv3Luuef+0EclSZIk6QBkWChJ0g+QvSib4lBc7rXiUMwjMx/h8ssv56qrriISiZRps2DBAm655RauvPLKMte6d+9OVlYWjz32WJlrL730UuzDJJ9//jlfffUVtWrV2uPxp0yZwkUXXcTHH39MXl4eK1eupG7dusycObNUnz/84Q/ccccd/PrXvy7/gUiSJEn6RamwrwuQJOlAsuyrZf9bUbhDEfAgFBYX8n+J/8fQ3w/l2muvjV2eOXMmGRkZbNy4kZo1azJmzBg6dOhQ7vgjRoygd+/eXHrppcTF/e//03v55Ze55pprqFKlCgB33XUXRx11FB988MEejX/MMccwbNiwUtfOOeccJk2aVOp8UlKSX0GWJEmSDiKR8r7UuD/IysoKO77AKEnS/uKRnEcY9NKgsoEhkFAxgdFdRnNJ5iX7oDJJkiTp+0UikbkhhKx9XYf2X25DliTpB+iV1Iu4SPl/fcZF4uiV7IdAJEmSJB24DAslSfoBEisnMu2CaSRWSiShYgJQsqIwsVLJ+WqVqu3jCiVJkiRpz/nOQkmSfqCWx7Vk1R9Wkb0wm+VfL+fEX59Ir+Reemt6EAAAIABJREFUBoWSJEmSDniGhZIk7YFqlar5bkJJkiRJvzhuQ5YkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkoHpPj4eNLT02M/eXl5zJgxg27duv3gsfLy8khOTv4JqpQkSZIkSQeaCvu6AEk/3CGHHEJubm6pc3l5efummJ9ZUVERFSr4X12SJEmSJP0UXFko/QLNnj2bFi1akJGRwSmnnMKSJUsAWLRoEU2bNiU9PZ3U1FSWLVsGwPbt27n00ktJSkqiU6dObNq0qcyYffv25fe//z3NmzenXr16zJgxg/79+9OwYUP69u0ba/fyyy/TokULMjMz6dmzJwUFBQDUqVOH66+/nvT0dLKyssjJyaFz586ccMIJjB07FoAQAkOGDCE5OZmUlBSys7MBmDFjBq1ataJ79+40atSIESNGcO+998bmvOGGGxg9evRP8iwlSZIkSTqYGBZKB4r8fHjkERg2jE0bN5Kemkp6ejo9evQo0/Tkk09m5syZzJs3jz//+c/86U9/AmDs2LFcc8015ObmMmfOHGrXrg3AsmXLuPLKK1m0aBGHHnooU6dOLbeEdevW8dZbbzFq1Ci6d+/O4MGDWbRoEe+99x65ubl8+eWX3HrrrUyfPp2cnByysrK45557Yv2PO+44cnNzadWqFX379mXKlCm8/fbb3HTTTQA8/fTT5ObmMn/+fKZPn86QIUNYvXo1ADk5OYwePZqlS5fSv39/Hn/8cQCKi4uZPHkyF1544d571pIkSZIkHaTcyycdCGbNgq5dobgYCgs5BMjNy4Np06BlyzLNN2zYQJ8+fVi2bBmRSIRt27YB0KJFC2677TY+/fRTzj77bOrXrw9A3bp1SU9PB6Bx48a73NJ8xhlnEIlESElJ4cgjjyQlJQWApKQk8vLy+PTTT1m8eDGnnnoqAFu3bqVFixax/t27dwcgJSWFgoICEhMTSUxMpHLlyqxfv55Zs2Zx/vnnEx8fz5FHHkmbNm149913+dWvfkXTpk2pW7cuULJK8fDDD2fevHl88cUXZGRkcPjhh//oxyxJkiRJ0sHOsFDa3+XnlwSF+fnln1+1CqpVK3XpxhtvpF27djzzzDPk5eXRtm1bAHr37k2zZs148cUX6dq1K3//+9+pV68elStXjvWNj48vdxsyEGsXFxdXqk9cXBxFRUXEx8dz2mmnMWnSpD3q/10SEhJKHQ8YMIDx48fz+eef079//+/sK0mSJEmSdo/bkKX9XXZ2yYrC8hQXl1z/lg0bNlCrVi0Axo8fHzu/YsUK6tWrx8CBAznzzDNZsGDBXi21efPm/Pe//2X58uUAFBYWsnTp0t3u36pVK7Kzs9m+fTtr167ljTfeoGnTpuW27dGjBy+99BLvvvsunTt33iv1S5IkSZJ0sDMslPZ3y5ZBYWH51woLIRrM7Wzo0KFcf/31ZGRklFqx9+STT5KcnEx6ejoLFy7k4osv3qul1qhRg/Hjx3P++eeTmppKixYt+OCDD3a7f48ePUhNTSUtLY327dtz5513ctRRR5XbtlKlSrRr147zzjuP+Pj4vXULkiRJkiQd1CIhhH1dQ7mysrLCnDlz9nUZ0r73yCMwaFD5gWFCAoweDZdc8vPXtY8VFxeTmZnJU089FXv3oiRJkiTpu0UikbkhhKx9XYf2X64slPZ3vXpB3C7+VY2LK7l+kFm8eDEnnngiHTp0MCiUJEmSJGkv8gMn0v4uMbHkq8c7fQ2ZhISSoHDatDIfNzkYNGrUiBUrVuzrMiRJkiRJ+sUxLJQOBC1blnz1ODu75B2FJ55YsqLwIAwKJUmSJEnST8ewUDpQVKt2UL6bUJIkSZIk/Xx8Z6EkSZIkSZIkYC+FhZFIpEskElkSiUSWRyKR68q5fm0kElkciUQWRCKRVyORyPF7Y15JkiRJkiRJe8+PDgsjkUg88ADwG6ARcH4kEmn0rWbzgKwQQiowBbjzx84rSZIkSZIkae/aGysLmwLLQwgrQghbgcnAmTs3CCG8HkLYGD18G6i9F+aVJEmSJEmStBftjbCwFrByp+NPo+d25RLg3+VdiEQiv4tEInMikcictWvX7oXSJEmSJEmSJO2un/UDJ5FI5EIgC7irvOshhIdCCFkhhKwaNWr8nKVJkiRJkiRJB70Ke2GMz4BjdzquHT1XSiQS6QjcALQJIWzZC/NKkiRJkiRJ2ov2xsrCd4H6kUikbiQSqQT8Fnh+5waRSCQD+DvQPYSwZi/MKUmSJEmSJGkv+9FhYQihCLgK+H/A+8CTIYRFkUjkz5FIpHu02V1ANeCpSCSSG4lEnt/FcJIkSZIkSZL2kb2xDZkQwjRg2rfOjdjpzx33xjySJEmSJEmSfjo/6wdOJEmSJEmSJO2/DAslSZIkSZIkAYaFkiRJkiRJkqIMCyVJkiRJkiQBhoWSJEmSJEmSogwLJUmSJEmSJAGGhTrARCIRLrzwwthxUVERNWrUoFu3bj9bDTNmzODNN9+MHY8dO5bHH3/8Z5tfkiRJkiTpp1JhXxcg/RAJCQksXLiQTZs2ccghh/DKK69Qq1atn7WGGTNmUK1aNU455RQALr/88p9l3hACIQTi4g6cjL+oqIgKFfyvGUmSJEmSDhQHTuogRXXt2pUXX3wRgEmTJnH++efHrs2ePZsWLVqQkZHBKaecwpIlSwDYuHEj5513Ho0aNaJHjx40a9aMOXPmAFCtWjVuuOEG0tLSaN68OV988QUAa9eu5ZxzzqFJkyY0adKE//73v+Tl5TF27FhGjRpFeno6M2fOZOTIkdx9990ALF++nI4dO5KWlkZmZiYffvhhmfq/+OILevToQVpaGmlpabFVivfccw/JyckkJydz7733ApCXl0eDBg24+OKLSU5OZuXKldx11100adKE1NRUbrrppnKfUbVq1RgyZAhJSUl07NiR2bNn07ZtW+rVq8fzzz8PwPbt2xkyZEhsrL///e9ASRjapk0bzjzzTOrVq8d1113HxIkTadq0KSkpKbF7ysvLo3379qSmptKhQwc++eQTAPr27cvll19Os2bNGDp0KPXr12ft2rUAFBcXc+KJJ8aOJUmSJEnS/sWwUPu//Hx45BEYNgyKivjtGWcwefJkNm/ezIIFC2jWrFms6cknn8zMmTOZN28ef/7zn/nTn/4EwN/+9jcOO+wwFi9ezC233MLcuXNjfQoLC2nevDnz58+ndevWPPzwwwBcc801DB48mHfffZepU6cyYMAA6tSpw+WXX87gwYPJzc2lVatWpUq94IILuPLKK5k/fz5vvvkmRx99dJnbGThwIG3atGH+/Pnk5OSQlJTE3LlzGTduHO+88w5vv/02Dz/8MPPmzQNg2bJlXHHFFSxatIglS5awbNkyZs+eTW5uLnPnzuWNN94oM0dhYSHt27dn0aJFJCYmMnz4cF555RWeeeYZRowYAcA//vEPqlevzrvvvsu7777Lww8/zEcffQTA/PnzGTt2LO+//z4TJkxg6dKlzJ49mwEDBnDfffcBcPXVV9OnTx8WLFjABRdcwMCBA2Pzf/rpp7z55pvcc889XHjhhUycOBGA6dOnk5aWRo0aNX7gPwSSJEmSJOnn4P5A7d9mzYKuXaG4GAoLAUjt3Jm8Y45h0qRJdO3atVTzDRs20KdPH5YtW0YkEmHbtm3RYWZxzTXXAJCcnExqamqsT6VKlWLvPGzcuDGvvPIKUBJsLV68ONbum2++oaCgYJel5ufn89lnn9GjRw8AqlSpUm671157LfaOw/j4eKpXr86sWbPo0aMHCQkJAJx99tnMnDmT7t27c/zxx9O8eXMAXn75ZV5++WUyMjIAKCgoYNmyZbRu3brUHJUqVaJLly4ApKSkULlyZSpWrEhKSgp5eXmxsRYsWMCUKVNiz27ZsmVUqlSJJk2axILOE044gU6dOsXGev311wF46623ePrppwG46KKLGDp0aGz+nj17Eh8fD0D//v0588wzGTRoEI8++ij9+vXb5TOUJEmSJEn7lmGh9l/5+SVBYX5+mfPdP/qIP/7hD8z4z3/46quvYpduvPFG2rVrxzPPPENeXh5t27b93mkqVqxIJBIBSsK7oqIioGTL7Ntvv73L0G933XDDDbFt07m5uT+4/44AEUreW3j99ddz2WWXfWefne8pLi6OypUrx/684/5CCNx333107ty5VN8ZM2bE2n9X/92t+dhjj+XII4/ktddeY/bs2bFVhpIkSZIkaf/jNmTtv7KzS1YUlqN/fDw3de5MSkpKqfMbNmyIffBk/PjxsfOnnnoqTz75JACLFy/mvffe+97pO3XqFNtyC/8L+hITE8n/doAZPV+7dm2effZZALZs2cLGjRu57bbbyM3NjfXv0KEDDz74IFDy3sANGzbQqlUrnn32WTZu3EhhYSHPPPNMmS3OAJ07d+bRRx+NrXD87LPPWLNmzffeS3k6d+7Mgw8+GFt9uXTpUgqjqzd3xymnnMLkyZMBmDhxYrn17jBgwAAuvPDCUisOJUmSJEnS/sewUPuvZctiW4+/rfamTQysU6fM+aFDh3L99deTkZFRagXcFVdcwdq1a2nUqBHDhw8nKSmJ6tWrf+f0Y8aMYc6cOaSmptKoUSPGjh0LwBlnnMEzzzwT+8DJziZMmMCYMWNITU3llFNO4fPPPy8z7ujRo3n99ddJSUmhcePGLF68mMzMTPr27UvTpk1p1qwZAwYMiG013lmnTp3o3bs3LVq0ICUlhXPPPbfc4HJ3DBgwgEaNGpGZmUlycjKXXXbZbq0a3OG+++5j3LhxpKamMmHCBEaPHr3Ltt27d6egoMAtyJIkSZIk7eciIYR9XUO5srKywo6v1eog9cgjMGhQ+YFhQgKMHg2XXLJbQ23fvp1t27ZRpUoVPvzwQzp27MiSJUuoVKnSXi5a5ZkzZw6DBw8uE65KkiRJkn5ekUhkbggha1/Xof2X7yzU/qtXL7j22vKvxcWVXN9NGzdupF27dmzbto0QAn/7298MCn8mt99+Ow8++KDvKpQkSZIk6QDgykLt3779NeSEhJKgcNo0aNlyX1cnSZIkSdIBxZWF+j6uLNT+rWVLWLWq5GMny5fDiSeWrCisVm1fVyZJkiRJkvSLY1io/V+1arv9bkJJkiRJkiTtOb+GLEmSJEmSJAkwLJQkSZIkSZIUZVgoSZIkSZIkCTAslCRJkiRJkhRlWChJkiRJkiQJMCyUJEmSJEmSFGVYKEmSJGmviY+PJz09PfZz++23A9C2bVsaNGgQO3/uuecCMHLkSGrVqkV6ejrJyck8//zzZc43atSISZMmxeYIIXDrrbdSv359TjrpJNq1a8eiRYti1+vUqUOrVq1K1bVjfEmS9N0q7OsCJEmSJP1yHHLIIeTm5pZ7beLEiWRlZZU5P3jwYP74xz/y/vvv06pVK9asWVPq/LJly2jcuDHnnnsuFStW5IEHHuDNN99k/vz5VK1alZdffpnu3buzaNEiqlSpAkB+fj4rV67k2GOP5f333//pbliSpF8YVxZKkiRJ2i80bNiQChUq8OWXX5Y6X79+fapWrcq6desAuOOOO7j//vupWrUqAJ06deKUU05h4sSJsT7nnXce2dnZAEyaNInzzz//Z7oLSZIObIaFkiRJkn6U/Hx45BEYNgw2btxEaur/tiHvCOwALrjggtj5IUOGlBnnnXfeIS4ujho1apQ6n5OTQ/369alZsybffPMNhYWF1KtXr1SbrKysUluRzznnHJ5++mkAXnjhBc4444y9ecuSJP1iuQ1ZkiRJ0h6bNQu6doXiYigsBDiEvLxcpk2Dli1Lt93VNuRRo0bxxBNPkJiYSHZ2NpFIJHZ+3LhxLF26lBdeeOEH1XX44Ydz2GGHMXnyZBo2bBhbhShJkr6bKwslSZIk7ZH8/JKgMD9/R1BY+nxBwe6NM3jwYHJzc5k5c2apD5MMHjyYRYsWMXXqVC655BI2b97Mr371KxISElixYkWpMebOnUtSUlKpc7169eLKK690C7IkST+AYaEkSZKkPZKdXbKisDzFxSXX94bu3buTlZXFY489BsCQIUMYOHAgmzZtAmD69OnMmjWL3r17l+rXo0cPhg4dSufOnfdOIZIkHQTchixJkiRpjyxbVnpFYYlNQDqFhfCnP8GyZV24/fbbgZJ3Fh5yyCEAHHHEEUyfPn235xoxYgS9e/fm0ksv5eqrr2bdunWkpKQQHx/PUUcdxXPPPRcbe4fExESGDRv2I+5QkqSDTySEsK9rKFdWVlaYM2fOvi5DkiRJ0i488ggMGlReYAgJCTB6NFxyyc9flyRp1yKRyNwQQtkXyEpRbkOWJEmStEd69YK4Xfwviri4kuuSJOnAYlgoSZIkaY8kJsK0aSX/mZBQci4h4X/nq1Xbt/VJkqQfzncWSpIkSdpjLVvCqlUlHzNZvhxOPLFkRaFBoSRJBybDQkmSJEk/SrVqvptQkqRfCrchS5IkSZIkSQIMCyVJkiRJkiRFGRZKkiRJkiRJAgwLJUmSJEmSJEUZFkqSJEmSJEkCDAslSZIkSZIkRRkWSpIkSZIkSQIMCyVJkiRJkiRFGRZKkiRJkiRJAgwLJUmSJEmSJEUZFkqSJEmSJEkCDAslSZIkSZIkRRkWSpIkSZIkSQIMCyVJkiRJkiRFGRZKkiRJkiRJAgwLJUmSJEmSJEUZFkqSJEmSJEkCDAslSZIkSZIkRRkWSpIkSZIkSQIMCyVJkiRJkiRFGRZKkiRJkiRJAgwLJUmSJEmSJEUZFkqSJEmSJEkCDAslSZIkSZIkRRkWSpIkSZIkSQIMCyVJkiRJkiRFGRZKkiRJkiRJAgwLJUmSJEmSJEUZFkqSJEmSJEkCDAslSZIkSZIkRRkWSpIkSZIkSQIMCyVJkiRJkiRFGRZKkiRJkiRJAgwLJUmSJEmSJEUZFkqSJEmSJEkCDAslSZIkSZIkRRkWSpIkSZIkSQIMC3828fHxpKenk5SURFpaGn/9618pLi7eJ7XMmTOHgQMH7pO5Afr27cuUKVP22fySJEmSJEkqX4V9XcDB4pBDDiE3NxeANWvW0Lt3b7755htuvvnmn72WrKwssrKy9qjv9u3biY+P38sV6adWVFREhQr+6y5JkiRJkr6bKwv3gZo1a/LQQw9x//33E0KgdevWsSARoGXLlsyfP5+RI0fSv39/2rZtS7169RgzZkyszVlnnUXjxo1JSkrioYceip2vVq0aQ4YMISkpiY4dOzJ79uxY/+effx6AGTNm0K1bNwAKCgro168fKSkppKamMnXq1DL11qlTh2HDhpGZmclTTz3Fww8/TJMmTUhLS+Occ85h48aNQMmKwYEDB3LKKadQr1692OrBEAJXXXUVDRo0oGPHjqxZsyY29quvvkpGRgYpKSn079+fLVu2xOa8/vrrSU9PJysri5ycHDp37swJJ5zA2LFjy32uL7zwAs2aNSMjI4OOHTvyxRdffOc9vvTSS2RmZpKWlkaHDh0AKCwspH///jRt2pSMjAyee+45ABYtWkTTpk1JT08nNTWVZcuWUVhYyOmnn05aWhrJyclkZ2eXqalt27YMHjyYrKwsGjZsyLvvvsvZZ59N/fr1GT58eKzdE088ERv/sssuY/v27bv9+9y8eXPs/jIyMnj99dcBGD9+PN27d6d9+/Z06NCBiy++mGeffTY25wUXXBC7P0mSJEmSJKAkyNkffxo3bhx+SRISEsqcq169evj888/D+PHjwzXXXBNCCGHJkiVhx73fdNNNoUWLFmHz5s1h7dq14de//nXYunVrCCGEr776KoQQwsaNG0NSUlL48ssvQwghAGHatGkhhBDOOuuscNppp4WtW7eG3NzckJaWFkII4fXXXw+nn356CCGEoUOHxuYOIYSvv/66TJ3HH398uOOOO2LHO+YKIYQbbrghjBkzJoQQQp8+fcK5554btm/fHhYtWhROOOGEEEIIU6dODR07dgxFRUXhs88+C9WrVw9PPfVU2LRpU6hdu3ZYsmRJCCGEiy66KIwaNSo259/+9rcQQgiDBg0KKSkp4Ztvvglr1qwJNWvWLPcZf/3116G4uDiEEMLDDz8crr322l3e45o1a0Lt2rXDihUrSj3P66+/PkyYMCGEEMK6detC/fr1Q0FBQbjqqqvCE088EUIIYcuWLWHjxo1hypQpYcCAAbFx169fX6amNm3ahKFDh4YQQrj33nvD0UcfHVatWhU2b94catWqFb788suwePHi0K1bt9jv9ve//3147LHHQgi79/u8++67Q79+/UIIIbz//vvh2GOPDZs2bQrjxo0LtWrVit3bjBkzwplnnhmrtU6dOmHbtm3lPktJkiRJ0i8TMCfsB7mPP/vvj/sSf0r5+ZCdDcuWQVFRyXFiYplmPXv25JZbbuGuu+7i0UcfpW/fvrFrp59+OpUrV6Zy5crUrFmTL774gtq1azNmzBieeeYZAFauXMmyZcs4/PDDqVSpEl26dAEgJSWFypUrU7FiRVJSUsjLyysz9/Tp05k8eXLs+LDDDiv3Vnr16hX788KFCxk+fDjr16+noKCAzp07x66dddZZxMXF0ahRo9jKvjfeeIPzzz+f+Ph4jjnmGNq3bw/AkiVLqFu3LieddBIAffr04YEHHmDQoEEAdO/ePXYfBQUFJCYmkpiYSOXKlVm/fj2HHnpoqRo//fRTevXqxerVq9m6dSt169bd5T2+8MILtG7dOtbm17/+NQAvv/wyzz//PHfffTdQsmrvk08+oUWLFtx22218+umnsZWBKSkp/OEPf2DYsGF069aNVq1alfvsdr6PpKQkjj76aADq1avHypUrmTVrFnPnzqVJkyYAbNq0iZo1awLs1u9z1qxZXH311QCcfPLJHH/88SxduhSA0047LXZvbdq04YorrmDt2rVMnTqVc845x63JkiRJkiSpFJOCn8qsWdC1KxQXQ2FhyblatWDaNGjZkhUrVhAfH0/NmjWJRCKcdtppPPfcczz55JPMnTs3NkzlypVjf46Pj6eoqIgZM2Ywffp03nrrLapWrUrbtm3ZvHkzABUrViQSiQAQFxcX6x8XF0dRUdEe305CQkLsz3379uXZZ58lLS2N8ePHM2PGjHLrDSHs8Xw7j7Xzfew4Lioq4oYbbuDFF18EIDc3l6uvvpprr72W7t27M2PGDEaOHPmD5wwhMHXqVBo0aFDqfMOGDWnWrBkvvvgiXbt25e9//zvt27cnJyeHadOmMXz4cDp06MCIESN+8H2EEOjTpw9/+ctfyvT9sb/PnX9vABdffDFPPPEEkydPZty4cd/bX5IkSZIkHVx8Z+FPIT+/JCjMz/9fULjT+bUffcTll1/OVVddFQuCBgwYwMCBA2nSpMkuV/ftsGHDBg477DCqVq3KBx98wNtvv73HpZ522mk88MADseN169Z9b5/8/HyOPvpotm3bxsSJE7+3fevWrcnOzmb79u2sXr069k69Bg0akJeXx/LlywGYMGECbdq02e3ab7vtNnJzc2Pve9ywYQO1atUC4LHHHvvOe2zevDlvvPEGH330EQBff/01AJ07d+a+++6LBZ3z5s0DYMWKFdSrV4+BAwdy5plnsmDBAlatWkXVqlW58MILGTJkCDk5Obtd+846dOjAlClTYu9y/Prrr/n44493u3+rVq1iv4elS5fyySeflAk7d+jbty/33nsvAI0aNdqjeiVJkiRJ0i+XYeFPITu7ZEXhTjYB6UBSQQEdW7emU6dO3HQ9vl6xAAAgAElEQVTTTbHrjRs35le/+hX9+vX73uG7dOlCUVERDRs25LrrrqN58+Z7XOrw4cNZt24dycnJpKWlxYK873LLLbfQrFkzTj31VE4++eTvbd+jRw/q169Po0aNuPjii2nRogUAVapUYdy4cfTs2ZOUlBTi4uK4/PLL9/heRo4cSc+ePWncuDFHHHHEd95jjRo1eOihhzj77LNJS0uLbbO+8cYb2bZtG6mpqSQlJXHjjTcC8OSTT5KcnEx6ejoLFy7k4osv5r333ot9lOTmm28u9cGSH6JRo0bceuutdOrUidTUVE477TRWr1692/2vuOIKiouLSUlJoVevXowfP77UCsadHXnkkTRs2HC3/jmTJEmSJEkHn8iP3Sr6U8nKygpz5szZ12XsmWHD4M47d339uuvgW1tOV61aRdu2bfnggw+IizPD1U9j48aNpKSkkJOTQ/Xq1fd1OZIkSZKkn1kkEpkbQsja13Vo/2Uq9VOoXx++9a64mIQEOPHEUqcef/xxmjVrxm233WZQqJ/M9OnTadiwIVdffbVBoSRJkiRJKpcrC38K+fklHzPJzy97LTERVq2CatV+/rokSZIkSdJBzZWF+j4uY/spJCaWfPU4MfF/KwwTEv533qBQkiRJkiRJ+6EK+7qAX6yWLUtWEGZnw/LlJVuPe/UyKJQkSZIkSdJ+y7Dwp1StGlxyyb6uQpIkSZIkSdotbkOWJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkiRJkiRJijIslCRJkiRJkgQYFkqSJEmSJEmKMiyUJEmSJEmSBBgWSpIkSZIkSYoyLJQkSZIkSZIEGBZKkn5hvvrqK9LT00lPT+eoo46iVq1aseOtW7eWalunTh2+/PLLHz1n165dWb9+/Q/ud++997Jx48YfPc6uxn788cfLnM/LyyM5Ofk7++bl5fHPf/5zr9TxUxkxYgTTp08Hyj7H8mzdupXWrVtTVFT0c5QnSZIkHbAiIYR9XUO5srKywpw5c/Z1GZKkA9jIkSOpVq0af/zjH8u9XqdOHebMmcMRRxzxM1f2085fVFREZmYmOTk5VKhQodS1vLw8unXrxsKFC3fZf8aMGdx9993861//2qt17S3bt28nPj4+dry7z/Hmm2/mxBNP5IILLvipS5QkSdpvRSKRuSGErH1dh/ZfriyUJP3ivfrqq2RkZJCSkkL//v3ZsmVLqeubNm3iN7/5DQ8//DCFhYX079+fpk2bkpGRwXPPPQfA+PHjOfvss+nSpQv169dn6NChsf47ViiOHTs2toqxbt26tGvXDoDf//73ZGVlkZSUxE033QTAmDFjWLVqFe3atYu123ml4z333ENycjLJycnce++9QEnQ17BhQy699FKSkpLo1KkTmzZtKnO/r732GpmZmbGgcO7cuaSlpZGWlsYDDzwQa5eXl0erVq3IzMwkMzOTN998E4DrrruOmTNnkp6ezqhRo3bZbmeFhYWcfvrppKWlkZycTHZ2dmzuNm3a0LhxYzp37szq1asBWL58OR07diQtLY3MzEw+/PBDZsyYQbdu3WJjXnXVVYwfPz72bIYNG0ZmZiZPPfUUffv2ZcqUKWWe46OPPsqgQYNiYzz88MMMHjwYgLPOOouJEyfu6h8TSZIkSQAhhP3yp3HjxkGSpN31zbZt4eHPPgtDly8PD3/2Wfhm27Zw0003hVtuuSXUrl07LFmyJIQQwkUXXRRGjRoVQgjh+OOPDx999FHo0KFDeOyxx0IIIVx//fVhwoQJIYQQ1q1bF+rXrx8KCgrCuHHjQt26dcP69evDpk2bwnHHHRc++eST2Dhr166N1bJ169bQsmXL8Pzzz4cQQvjqq69CCCEUFRWFNm3ahPnz55fbb8fxnDlzQnJycigoKAj5+fmhUaNGIScnJ3z00UchPj4+zJs3L4QQQs+ePWO17mzEiBFhzJgxseOUlJTwn//8J4QQwh//+MeQlJQUQgihsLAwbNq0KYQQwtKlS8OOv3tff/31cPrpp8f676rdzqZMmRIGDBgQO16/fn3YunVraNGiRVizZk0IIYTJkyeHfv36hRBCaNq0aXj66adDCCFs2rQpFBYWlpn3yiuvDOPGjYs9mzvuuCN2rU+fPuGpp54q8xzz8/NDvXr1wtatW0MIIbRo0SIsWLAg9vyPOOKIMrVLkiQdTIA5YT/IffzZf39cWShJOuDNWr+eWm+9xaDly7lz5UoGLV9Orbfe4pPNm9m+fTt169blpJNOAqBPnz688cYbsb5nnnkm/fr14+KLLwbg5Zdf5vbbbyc9PZ22bduyefNmPvnkEwA6dOhA9erVqVKlCo0aNeLjjz8ut55rrrmG9u3bc8YZZwDw5JNPkpmZSUZGBosWLWLx4sXffT+zZtGjRw8SEhKoVq0aZ599NjNnzgSgbt26pKenA9C4cWPy8vLK9F+9ejU1atQAYP369axfv57WrVsDcNFFF8Xabdu2jUsvvZSUlBR69uy5y7p2p11KSgqvvPIKw4YNY+bMmVSvXp0lS5awcOFCTjvtNNLT07n11lv59NNPyc/P57PPPqNHjx4AVKlShapVq37nMwHo1avX97apVq0a7du351//+hcffPAB27ZtIyUlBYD4+HgqVapEfn7+944jSZIkHawqfH8TSZL2X/lFRXR97z3yt2+PnSssLgZg4hdf8MfjjvvO/qeeeiovvfQSvXv3JhKJEEJg6tSpNGjQoFS7d955h8qVK8eO4+Pjy/1Yxvjx4/n444+5//77Afjoo4+4++67effddznssMPo27cvmzdv3uP7/XYN5W1DPuSQQ3ZrjlGjRnHkkUcyf/58iouLqVKlyh63O+mkk8jJyWHatGkMHz6cDh060KNHD5KSknjrrbdKtd1VWFehQgWKo787oMw9JCQkfO89AQwYMID/+7//4+STT6Zfv36lrm3ZsmWX9ylJkiTJdxZKkg5w2WvWUBzK/1hXABZv3kxeXh7Lly8HYMKECbRp0ybW5s9//jOHHXYYV155JQCdO3fmvvvuI0THnDdv3m7XMnfuXO6++26eeOIJ4uJK/or95ptvSEhIoHr16nzxxRf8+9//jrVPTEwsNzhr1aoVzz77LBs3bqSwsJBnnnmGVq1a7XYdDRs2jN3voYceyqGHHsqsWbMASr2zb8OGDRx99NHExcUxYcIEtkcD12/Xtat2O1u1ahVVq1blwgsvZMiQIeTk5NCgQQPWrl0bCwu3bdvGokWLSExMpHbt2jz77LNASYC3ceNGjj/+eBYvXsyWLVtYv349r7766m7d77frbdasGStXruSf//wn559/fuz8V199xRFHHEHFihV3a1xJkiTpYGRYKEk6oC3btCm2kvDbtoXAhrg4xo0bR8+ePUlJSSEuLo7LL7+8VLvRo0ezadMmhg4dyo033si2bdtITU0lKSmJG2+8cbdruf/++/n6669p164d6enpDBgwgLS0NDIyMjj55JPp3bs3p556aqz97373O7p06RL7wMkOmZmZ9O3bl6ZNm9KsWTMGDBhARkbGbtfxm9/8ptRW63H/n707D4uy6h8//j4zoCAgai65i0ouMMOIqJgbaqm5ZymWmqSWS2b5+Pjo72mzvqa2ulWa2ZOaSiiWbWYqivsGNID7ilqaOwgIAjPn98fABAJuWS59XtfFNXOfc+5zzn17XYPz4XOf88UXvPDCC1gsFmcQFGDEiBHMnz+fgIAA9u3b58zcM5vNGI1GAgICmDp1arHt8ktMTKRp06ZYLBbefPNNXn31VUqUKEFkZCTjxo0jICAAi8Xi3Bzlyy+/ZMaMGZjNZh5++GF+//13qlevTp8+ffD396dPnz43fM1F3cc+ffrQokULypYt6yxbt24dXbp0ueH7KIQQQgghxD+R0sVkY9xpQUFBOiYm5k5PQwghxF1u7smTvHzoUJEBQw+Dgem+vgyuXPkOzOzOevzxx3n33Xfx9fW901O5I7p27cro0aNp3769s6xXr15MmTLFuX6lEEIIIcQ/kVIqVmsddKfnIe5eklkohBDinhZasSIGpYqsMyhFaO5GH/80U6ZM4dSpU3d6Gn+75ORkHnroIdzd3QsECrOysujZs6cECoUQQgghhLgOySwUQghxz9uUnEznxETsWpNut+NhMGBQihUmEy3LlLnT0xNCCCGEEOKuIZmF4noks1AIcV97++238fPzw2w2Y7FY2L59OwDTpk3j8uXL1z3/6nadO3cmOTn5L5vvtURHR9O1a9c7MvbdrmWZMpxs3pzpvr6Mr16d6b6+nGzeXAKFQgghhBBCCHGTXO70BIQQ4q+ydetWfvjhB+Li4ihZsiTnzp0jKysLcAQB+/fvT6lSpa7Zx9XtVqxYcUtzycnJwcVFPnL/Sp4uLn/J2oQ2mw2j0Xjb+xVCCCGEEEKIu5FkFgoh7lunTp2ifPnylCxZEoDy5ctTpUoVZsyYwcmTJ2nbtq1z99Thw4cTFBSEn58fb7zxBkCR7WrVqsW5c+cAWLBgAWazmYCAAAYMGFBo/AkTJjBgwABatGjBgAEDSEpKolWrVgQGBhIYGOjcFTY6OpqQkBCefPJJ6tevT79+/Zw71q5cuZL69esTGBjI119/7ez7woUL9OzZE7PZTHBwMAkJCc4xBw4cSKtWrahZsyZff/01//nPfzCZTHTq1Ins7OxC80xLS6N9+/YEBgZiMpn49ttvnXVFXePp06d5/PHHCQgIICAgwHkdCxcudO6GO3ToUGw2GzabjbCwMPz9/TGZTEydOtV5bxs2bIjZbKZv376F5jRv3jx69uzJo48+Sq1atfjoo4/48MMPadSoEcHBwVy4cAGAw4cP06lTJxo3bkyrVq3Yt28fAGFhYQwfPpzg4GBq165NdHQ0gwYNokGDBoSFhTnHCQ8Px2Qy4e/vz7hx45zlnp6ejBkzhoCAAN5++2169uzprFu9ejWPP/54oTkLIYQQQgghxH1Ba31X/jRu3FgLIcSfkZqaqgMCArSvr68ePny4jo6OdtbVrFlTnz171nl8/vx5rbXWOTk5uk2bNjo+Pr7IdnnHu3bt0r6+vs66vPPze+ONN3RgYKC+fPmy1lrr9PR0nZGRobXW+sCBAzrvc27dunW6dOnS+sSJE9pms+ng4GC9ceNGnZGRoatVq6YPHDig7Xa77t27t+7SpYvWWuuRI0fqCRMmaK21joqK0gEBAc4xW7RoobOysrTVatXu7u56xYoVWmute/bsqb/55ptC88zOztYpKSlaa63Pnj2r69Spo+12e7HX2KdPHz116lTn/UpOTtZ79uzRXbt21VlZWVprrYcPH67nz5+vY2Ji9COPPOIc6+LFi1prrStXrqwzMzMLlOX3xRdf6Dp16uhLly7pM2fO6NKlS+tZs2ZprbV++eWXneO3a9dOHzhwQGut9bZt23Tbtm211loPHDhQh4aGarvdrpcvX669vLx0QkKCttlsOjAwUP/yyy/6t99+09WrV9dnzpzR2dnZum3bts77A+iIiAittdZ2u13Xq1dPnzlzRmut9VNPPaW/++67QnMWQgghhBDiXgDE6Lsg7iM/d++PZBYKIe4/qakwdy6e//d/xI4YwZxp06hQoQKhoaHMmzevyFOWLFlCYGAgjRo1Yvfu3ezZs+eaQ6xdu5bevXtTvnx5AMqVK1dku+7du+Pu7g5AdnY2zz33HCaTid69excYo2nTplSrVg2DwYDFYiEpKYl9+/bh4+ODr68vSin69+/vbL9p0yZnpl+7du04f/48ly5dAuCxxx7D1dUVk8mEzWajU6dOAJhMJpKSkgrNUWvNf//7X8xmM4888gi//fYbp0+fLvYa165dy/DhwwEwGo14e3sTFRVFbGwsTZo0wWKxEBUVxZEjR6hduzZHjhzhxRdfZOXKlZQuXRoAs9lMv379WLhwYbGPZ7dt2xYvLy8qVKiAt7c33bp1K3AdaWlpbNmyhd69ezuzGfPv/tutWzeUUphMJipVqoTJZMJgMODn50dSUhI7d+4kJCSEChUq4OLiQr9+/diwYYPzup544gkAlFIMGDCAhQsXkpyczNatW3nssceKnLMQQgghhBBC3OtkAS0hxP1l0ybo3BnsdkhPx+jhQYjBQMiKFZhMJubPn1/gMVSAo0eP8v7777Nz507Kli1LWFgYmZmZt2U6Hh4ezvdTp06lUqVKxMfHY7fbcXNzc9blPSoNjkBVTk7OLY+Z15fBYMDV1RWllPM4JyeH7du3M3ToUADeeustLly4wNmzZ4mNjcXV1ZVatWrd9PVrrRk4cCCTJ08uVBcfH8/PP//M7NmzWbJkCf/73//48ccf2bBhA99//z1vv/02iYmJhYKG+e+JwWAocF05OTnY7XbKlCmD1Wq97n24uq+cnBxcXV2LvR43N7cC6xQ+++yzdOvWDTc3N3r37i3rTwohhBBCCCHuW5JZKIS4f6SmOgKFqamQns5+4GB6urPcumMHNWvWBMDLy4vU1FQALl26hIeHB97e3pw+fZqffvrJ2WX+dvm1a9eOpUuXcv78eQDnGnrXkpKSQuXKlTEYDHz55ZfYbLZrtq9fvz5JSUkcPnwYcKyvl6dVq1YsWrQIcKx5WL58eWfW3vU0a9YMq9WK1Wqle/fupKSkULFiRVxdXVm3bh3Hjh275jW2b9+eWbNmAY7NP1JSUmjfvj2RkZGcOXPG2fbYsWOcO3cOu93OE088wcSJE4mLi8Nut3PixAnatm3LO++8Q0pKCmlpaTc09/xKly6Nj48PS5cuBRwBy/j4+Bs+v2nTpqxfv55z585hs9kIDw+nTZs2RbatUqUKVapUYeLEiTz77LM3PVchhBBCCCGEuFdIaoQQ4v4REeHIKMyVBrwIJAMuaWnUXbOGOatWAfD888/TqVMnqlSpwrp162jUqBH169enevXqtGjRwtnH1e3y+Pn58corr9CmTRuMRiONGjUq9hHnPCNGjOCJJ55gwYIFdOrUqUDWYVHc3NyYM2cOXbp0oVSpUrRq1coZuJwwYQKDBg3CbDZTqlQp5s+ff1O3Kr9+/frRrVs3TCYTQUFB1K9f/5rXOH36dJ5//nk+//xzjEYjs2bNonnz5kycOJEOHTpgt9txdXXl448/xt3dnWeffRZ77r/L5MmTsdls9O/fn5SUFLTWjBo1ijJlytzS3BctWsTw4cOZOHEi2dnZ9O3bl4CAgBs6t3LlykyZMoW2bduitaZLly706NHjmvfp7NmzNGjQ4JbmKoQQQgghhBD3AqW1vtNzKFJQUJCOiYm509MQQtxLxo2Dd98tvn78eCjiMVkhbsTIkSNp1KgRgwcPvtNTEUIIIYQQ4pYppWK11kF3eh7i7iWZhUKI+4evL3h4QHp64ToPD6hb9++fk7gvNG7cGA8PDz744IM7PRUhhBBCCCGE+EtJZqEQ4v6RmgpVqzper+blBSdPgqfn3z8vIYQQQgghhLhLSGahuB7Z4EQIcf/w8oIVKxyveesBenj8US6BQiGEEEIIIYQQ4prkMWQhxP2lZUtHBmFEBBw65Hj0ODRUAoVCCCGEEEIIIcQNkGChEOL+4+kJsgmFEEIIIYQQQghx0+QxZCGEEOI2Gz16NNOmTXMed+zYkSFDhjiPx4wZw4cffsh3333HlClTAJgwYQLvv/8+AGFhYURGRgIwZMgQ9uzZ87fMe9q0aVy+fPm67fLPTwghhBBCCHF/kWChEEIIcZu1aNGCLVu2AGC32zl37hy7d+921m/ZsoWHH36Y7t27M378+Gv2NXfuXBo2bPiXzjfPjQYLhRBCCCGEEPcvCRYKIYQQt9nDDz/M1q1bAdi9ezf+/v54eXlx8eJFrly5wt69ewkMDGTevHmMHDnymn2FhIQQExMDwPDhwwkKCsLPz4833njD2aZWrVr8v//3/7BYLAQFBREXF0fHjh2pU6cOs2fPBuDUqVO0bt0ai8WCv78/GzduLDDOjBkzOHnyJG3btqVt27YAeOZb6zMyMpKwsDDn8Zo1awgKCuKhhx7ihx9+AMBmszF27FiaNGmC2Wzm008/vcU7KIQQQgghhLhTZM1CIYQQ4jZJzckh4swZDmZkkKEUe44cYcuWLTRv3pzffvuNrVu34u3tjclkokSJEjfd/9tvv025cuWw2Wy0b9+ehIQEzGYzADVq1MBqtTJ69GjCwsLYvHkzmZmZ+Pv7M2zYMBYvXkzHjh155ZVXsNlshTIIR40axYcffsi6desoX778deeSlJTEjh07OHz4MG3btuXQoUMsWLAAb29vdu7cyZUrV2jRogUdOnTAx8fnpq9VCCGEEEIIcWdIsFAIIYS4DTYlJ9M5MRG71qTb7Rjr1aPxggWE7N/PlPHj+e2339iyZQve3t60aNHilsZYsmQJc+bMIScnh1OnTrFnzx5nsLB79+4AmEwm0tLS8PLywsvLi5IlS5KcnEyTJk0YNGgQ2dnZ9OzZE4vF8qeut0+fPhgMBnx9falduzb79u1j1apVJCQkONczTElJ4eDBgxIsFEIIIYQQ4h4ijyELIYQQf1JqTg6dExNJtdlIt9sBsPn5kZmQwKrYWGrVr09wcDBbt251rld4s44ePcr7779PVFQUCQkJdOnShczMTGd9yZIlATAYDM73ecc5OTm0bt2aDRs2ULVqVcLCwliwYMF1x1RKOd/nH+vqurxjrTUzZ87EarVitVo5evQoHTp0uOlrFUIIIYQQQtw5EiwUQggh/qSIM2ewa12w0N8ftm2D0qWJvHCBcuXKkZyczNatW28pWHjp0iU8PDzw9vbm9OnT/PTTTzd1/rFjx6hUqRLPPfccQ4YMIS4urlAbLy8vUlNTnceVKlVi79692O12vvnmmwJtly5dit1u5/Dhwxw5coR69erRsWNHZs2aRXZ2NgAHDhwgPT39pq9VCCGEEEIIcefIY8hCCCHEn3QwI8OZUejk4wMpKdjbt+dQ7vqAeY8I38iagFcLCAigUaNG1K9fn+rVq9/0o8zR0dG89957uLq64unpWWRm4fPPP0+nTp2oUqUK69atY8qUKXTt2pUKFSoQFBREWlqas22NGjVo2rQply5dYvbs2bi5uTFkyBCSkpIIDAxEa02FChVYvnz5TV+rEEIIIYQQ4s5R+upMiLtEUFCQztv9UQghhLibzT15kpcPHSocMAQ8DAam+/oyuHLlOzAzIYQQQgghClJKxWqtg+70PMTdSx5DFkIIIf6k0IoVMVy1hl8eg1KEVqjwN89ICCGEEEIIIW6NBAuFEEKIP8nLxYUVJhNeRiMeBsevVg+DAS+jkRUmE54usuqHEEIIIYQQ4t4g316EEEKI26BlmTKcbN6ciLNnOXT5MnVLlSK0QgUJFAohhBBCCCHuKfINRgghhLhNPF1cZG1CIYQQQgghxD1NHkMWQgghhBBCCCGEEEIAEiwUQgghhBBCCCGEEELkkmChEEIIIYQQQgghhBACkGChEEIIIYQQQgghhBAilwQLhRBCCCGEEEIIIYQQgAQLhRBCCCGEEP9ARqMRi8WCn58fAQEBfPDBB9jt9muek5SUxOLFi/+mGf71hgwZwp49e+70NIQQQtxlXO70BIQQQgghhBDi7+bu7o7VagXgzJkzPP3001y6dIk333yz2HPygoVPP/30bZ+PzWbDaDTe9n6vZe7cuX/reEIIIe4NklkohBBCCCGE+EerWLEic+bM4aOPPkJrTVJSEq1atSIwMJDAwEC2bNkCwPjx49m4cSMWi4WpU6cW2y6/pKQk6tevT79+/WjQoAFPPvkkly9fBqBWrVqMGzeOwMBAli5dSnh4OCaTCX9/f8aNG+fsY+XKlQQGBhIQEED79u0BSE9PZ9CgQTRt2pRGjRrx7bffArB7926aNm2KxWLBbDZz8OBB0tPT6dKlCwEBAfj7+xMREQFASEgIMTExAHh6evLKK68QEBBAcHAwp0+fBuDw4cMEBwdjMpl49dVX8fT0/Iv+FYQQQtwtJFgohBBCCCGE+EdITYW5c2HcOMjJcRznqV27NjabjTNnzlCxYkVWr15NXFwcERERjBo1CoApU6bQqlUrrFYro0ePLrbd1fbv38+IESPYu3cvpUuX5pNPPnHWPfDAA8TFxdG6dWvGjRvH2rVrsVqt7Ny5k+XLl3P27Fmee+45li1bRnx8PEuXLgXg7bffpl27duzYsYN169YxduxY0tPTmT17Ni+99BJWq5WYmBiqVavGypUrqVKlCvHx8ezatYtOnToVmmN6ejrBwcHEx8fTunVrPvvsMwBeeuklXnrpJRITE6lWrdrt+qcQ4p71+++/07dvX+rUqUPjxo3p3LkzBw4cuOl+li9ffs8sA6CUmqeUevI6bcKUUlXyHc9VSjW8jXMIU0p9VEzdCqVUmds11v1MKfWyUqrU9dpJsFAIIYQQQghx39u0CapWhZdfhnffhStXHMebNhVum52dzXPPPYfJZKJ3797FfqG/0XbVq1enRYsWAPTv359N+QYNDQ0FYOfOnYSEhFChQgVcXFzo168fGzZsYNu2bbRu3RofHx8AypUrB8CqVauYMmUKFouFkJAQMjMzOX78OM2bN2fSpEm88847HDt2DHd3d0wmE6tXr2bcuHFs3LgRb2/vQnMsUaIEXbt2BaBx48YkJSUBsHXrVnr37g3wlzx+LcS9RGvN448/TkhICIcPHyY2NpbJkyc7M3Fvxp0IFtpstmLrlFJ/dpm6MMAZLNRaD9Fa/y0XqLXurLVO/jvGug+8DEiwUAghhBBCCPHPlpoKnTs7XtPTC5enpcGRI0cwGo1UrFiRqVOnUqlSJeLj44mJiSErK6vIfm+0nVKq2GMPD49buiatNcuWLcNqtWK1Wjl+/DgNGjTg6aef5rvvvsPd3Z3OnTuzdu1aHnroIeLi4pyPEr/11luF+nN1dXXOy2g0kpOTc0vzEuJ+tm7dOlxdXRk2bDtzjCwAACAASURBVJizLCAggFatWhEdHe0MuAOMHDmSefPmAY4lDBo2bIjZbObf//43W7Zs4bvvvmPs2LFYLBYOHz6M1WolODgYs9nM448/zsWLFwHHcgGjR48mKCiIBg0asHPnTnr16oWvry+vvvqqc7yFCxc6lyAYOnSoMzDo6enJmDFjCAgIYOvWrQWuRykVrZSappSKAV5SSjVWSq1XSsUqpX5WSlW++h4opV5XSu1USu1SSs1RDk8CQcAipZRVKeWe23dQ7jlPKaUSc895J19faUqpt5VS8UqpbUqpSrnlvXPbxiulNuQbvopSaqVS6qBS6t18/SQppcorpWoppfYppRYppfYqpSKLyqLLndtUpVRMbrsmSqmvc/udmK/d8tx7sVsp9fwNzLubUmq7UuoXpdSafOUVlFKrc/uZq5Q6ppQqn1vXXym1I/e+faqUMuYb473cc9YopZrmzvuIUqp7bhtjbpudSqkEpdTQ3PKQ3LaR+e6HUkqNwhHQXaeUWnf1fclPgoVCCCGEEEKI+1pEBBS30bHdDnPnnmXYsGGMHDkSpRQpKSlUrlwZg8HAl19+6fzS7eXlRWq+Z5eLa3e148ePO7+kL168mJYtWxZq07RpU9avX8+5c+ew2WyEh4fTpk0bgoOD2bBhA0ePHgXgwoULAHTs2JGZM2eitQbgl19+ARxBz9q1azNq1Ch69OhBQkICJ0+epFSpUvTv35+xY8cSFxd3w/cuODiYZcuWAfDVV1/d8HlC3E/yljCYNGkXJUs2LrCEwfWcP3+eb775ht27d5OQkMCrr77Kww8/TPfu3XnvvfewWq3UqVOHZ555hnfeeYeEhARMJlOBzZZKlChBTEwMw4YNo0ePHnz88cfs2rWLefPmcf78efbu3UtERASbN2/GarViNBpZtGgR4FhioFmzZsTHxxf52QOU0FoHATOAmcCTWuvGwP+At4to/5HWuonW2h9wB7pqrSOBGKCf1tqitc7Ia5z7aPI7QDvAAjRRSvXMrfYAtmmtA4ANwHO55a8DHXPLu+cb2wKEAiYgVClVvYj51QM+0Vo3AC4BI4q6aCAr97pnA98CLwD+QJhS6oHcNoNy70UQMCpfeXHz3gQEa60bAV8B/8ktfwNYq7X2AyKBGrn3pkHu9bTQWlsAG9Av3xh556QCE4FHgceBvL/4DAZStNZNgCbAc0opn9y6RjiyCBsCtXPHmAGcBNpqrdsWc18ACRYKIYQQQggh7nMHDxbMKHTIACykp/sxadIjdOjQgTfeeAOAESNGMH/+fAICAti3b58z+89sNmM0GgkICGDq1KnFtrtavXr1+Pjjj2nQoAEXL15k+PDhhdpUrlyZKVOm0LZtWwICAmjcuDE9evSgQoUKzJkzh169ehEQEOB8bPm1114jOzsbs9mMn58fr732GgBLlizB398fi8XCrl27eOaZZ0hMTHRmHL355psFspGuZ9q0aXz44YeYzWYOHTpU5CPMQtzP8i9hEBUF0dHFL2FQFG9vb9zc3Bg8eDBff/01pUoVfgI0JSWF5ORk2rRpA8DAgQPZsOGPhLru3R3xMpPJhJ+fH5UrV6ZkyZLUrl2bEydOEBUVRWxsLE2aNMFisRAVFcWRI0cAR6bwE088ca0pRuS+1sMRLFutlLICrwJFLVTaNjd7LhFHANDvOregCRCttT6rtc4BFgGtc+uygB9y38cCtXLfbwbmKaWeA/JvEx+ltU7RWmcCe4CaRYx3Qmu9Off9QqDICCnwXe5rIrBba31Ka30FOALkBSFHKaXigW25Zb7XmXc14OfcezOWP+5NSxzBQ7TWK4GLueXtgcbAztx73h5HYC9vjJX55rhea52d+z5vvA7AM7nnbgceyDfHHVrrX7XWdsCa75wb8mefSRdCCCGEEEKIu5qvL3h4XB0wdGQBenjA5MkweHD+9r4kJCQ4j995x/HUnKurK2vXri3Qd1Htrubi4sLChQsLleetC5jnqaee4qmnnirU7rHHHuOxxx4rUObu7s6nn35aqO348eMZP358gbKOHTvSsWPHQm2jo6Od79PS0pzvn3zySZ580rGXQdWqVdm2bRtKKb766iv2799f+AKFuE/lX8LAwY+cnEhn+cmTkLdBuIuLC/Z8KcyZmZnO8h07dhAVFUVkZCQfffRRoc+R6ylZsiQABoPB+T7vOCcnB601AwcOZPLkyYXOdXNzw2g0FirPJ++TUeEImjUvrqFSyg34BAjSWp9QSk0A3G7qYgrK1nnp0Y4PZRcArfUwpVQzoAsQq5RqnNvmSr5zne2voq9znCevL/tV/doBF6VUCPAI0FxrfVkpFc0f11rkvHFkZn6otf4u9/wJxYydRwHztdb/r4i6/GM456i1tqs/1pdUwIta658LdOoY+0buVbEks1AIIYQQQghxXwsNBUMx33wMBke9KFpsbCwWiwWz2cwnn3zCBx98cKenJMTfpvASBu1wxGDmYLc76hMSEti4cSM1a9Zkz549XLlyheTkZKKiogBHID4lJYXOnTszdepU4uPjgYLLGnh7e1O2bFk2btwIwJdffunMMrwR7du3JzIykjNnzgCO5QqOHTt2s5e7H6iglGoOoJRyVUpdnTWYFyw7p5TyBPLvkJwKeBXR7w6gTe6agkbgKWD9tSailKqjtd6utX4dOMsfmX43okbeNQBP43g0+FZ4AxdzA4X1geAbPOe33PcD85VvBvoAKKU6AGVzy6OAJ5VSFXPryimlisqWLM7PwHCllGvu+Q8ppa63EG5x/04FSGahEEIIIYQQ4r7m5QUrVjgygex2R4ahh4cjULhixR+ZQX+FWrVqsWvXrr9ugL9Yq1atnMENIf5pCi9hoIBvgJdJT3+H8ePdaNq0FtOmTaN69er06dMHf39/fHx8aNSoEQCpqan06NGDzMxMtNZ8+OGHAPTt25fnnnuOGTNmEBkZyfz58xk2bBiXL1+mdu3afPHFFzc8z4YNGzJx4kQ6dOiA3W7H1dWVjz/+mJo1bzzupLXOUo6NSmYopbxxxIumAbvztUlWSn0G7AJ+B3bm62IeMFsplQE0z3fOKaXUeGBd7g38UWv97XWm855Syje3fRQQj2O9whuxH3hBKfU/HI8qz7rB8662EhimlNqb2+e2GzhnArBUKXURWAvkrR/4JhCulBoAbMVx71K11ueUUq8Cq5RSBiAbx9qJNxrpnYvj8eI4pZTCEVjtec0zYA6wUil18lrrFqo/shrvLkFBQTomJuZOT0MIIYQQQghxn0hLc2QCHToEdes6Mgr/ykChEOLeNneuY63CwmueOv7gMH16wSUM7hVKqdjczT3uK0qpWsAPuZuv3DWUUiUBm9Y6JzfrcVbuhiZ3LcksFEIIIYQQQvwjeHrem1/shRB3Rmgo/OtfRdfJEgbiJtQAluRmD2bxx+7Jdy0JFgohhBBCCCGEEEJc5U4uYSBuntY6CceOzncVrfVBoNGdnsfNkGChEEIIIYQQQgghRBFatnTseixLGIh/EgkWCiGEEEIIIYQQQhRDljAQ/zSGOz0BIYQQQgghhBBCCCHE3UGChUIIcZ95++238fPzw2w2Y7FY2L59+98ybq1atTh37tzfMtbt8PDDDwOQlJTE4sWLneUxMTGMGjXqTk1LCCGEEEIIIe4oeQxZCCHuI1u3buWHH34gLi6OkiVLcu7cObKysu70tIqUk5ODi8ud+zW0ZcsW4I9g4dNPPw1AUFAQQUFBd2xeQgghhBBCCHEnSWahEELcR06dOkX58uUpWbIkAOXLl6dKlSqAI/PvP//5DyaTiaZNm3Lo0CEAzp49yxNPPEGTJk1o0qQJmzdvBiA9PZ1BgwbRtGlTGjVqxLfffguAzWbj3//+N/7+/pjNZmbOnOkcf+bMmQQGBmIymdi3b1+h+c2bN4/u3bvTrl072rdvf9NjREVF0ahRI0wmE4MGDeLKlSsArFixgvr169O4cWNGjRpF165dAZgwYQKDBg0iJCSE2rVrM2PGDOdcPHNXpR4/fjwbN27EYrEwdepUoqOjnedfuHCBnj17YjabCQ4OJiEh4br9CiGEEEIIIcS9TIKFQghxP0hNhblz6bBxIyesVh6qW5cRI0awfv36As28vb1JTExk5MiRvPzyywC89NJLjB49mp07d7Js2TKGDBkCOB5nbteuHTt27GDdunWMHTuW9PR05syZQ1JSElarlYSEBPr16+fsv3z58sTFxTF8+HDef//9IqcaFxdHZGQk69evv6kxMjMzCQsLIyIigsTERHJycpg1axaZmZkMHTqUn376idjYWM6ePVtgvH379vHzzz+zY8cO3nzzTbKzswvUT5kyhVatWmG1Whk9enSBujfeeINGjRqRkJDApEmTeOaZZ264XyGEEEIIIYS4F0mwUAgh7nWbNkHVqvDyy3hOm0bshQvMOXmSChkZhIaGMm/ePGfTp556yvm6detWANasWcPIkSOxWCx0796dS5cukZaWxqpVq5gyZQoWi4WQkBAyMzM5fvw4a9asYejQoc5HiMuVK+fsv1evXgA0btyYpKSkIqf76KOPOs+5mTH279+Pj48PDz30EAADBw5kw4YN7Nu3j9q1a+Pj41PgGvN06dKFkiVLUr58eSpWrMjp06dv4tZuYsCAAQC0a9eO8+fPc+nSpT/drxBCCCGEEELcrWTNQiGEuJelpkLnzo7XXMbLlwkBQpYtw/TJJ8yPiCAsLAwApZSzXd57u93Otm3bcHNzK9C11pply5ZRr169G55O3uPPRqORnJycItt4eHj8qTFuVt6crjevu6VfIYQQQgghhLiTJLNQCCHuZRERYLc7D/cDB/MO7HasX31FzZo18zWPcL42b94cgA4dOhRYd9BqtQLQsWNHZs6cidYagF9++QVwZAZ++umnzuDYhQsXbnn6NzNGvXr1SEpKcq61+OWXX9KmTRvq1avHkSNHnJmMedd4o7y8vEjNF2zNr1WrVixatAiA6OhoypcvT+nSpW/6OoUQQgghhBDiXnFbgoVKqU5Kqf1KqUNKqfFF1JdUSkXk1m9XStW6HeMKIcQ/3sGDkJ7uPEwDBgINAXN6OnsOHmTChAnO+osXL2I2m5k+fTpTp04FYMaMGcTExGA2m2nYsCGzZ88G4LXXXiM7Oxuz2Yyfnx+vvfYaAEOGDKFGjRqYzWYCAgJYvHjxLU//ZsZwc3Pjiy++oHfv3phMJgwGA8OGDcPd3Z1PPvmETp060bhxY7y8vPD29r7hOZjNZoxGIwEBAc57kmfChAnExsZiNpsZP3488+fPv+VrFUIIIYQQQoh7gcrL5rjlDpQyAgeAR4FfgZ3AU1rrPfnajADMWuthSqm+wONa69Br9RsUFKRjYmL+1NyEEOK+N3cuvPxygYChk4cHTJ8OgwcDjt2QY2JiKF++/N88yb9eWloanp6eaK154YUX8PX1LbRZiRBCCCGEEAKUUrFa66A7PQ9x97odmYVNgUNa6yNa6yzgK6DHVW16AHnpGJFAe5V/4SwhhBC3JjQUDMV8lBsMjvp/gM8++wyLxYKfnx8pKSkMHTr0Tk9JCCGEEEIIIe5Jt2ODk6rAiXzHvwLNimujtc5RSqUADwDn8jdSSj0PPA9Qo0aN2zA1IYS4z3l5wYoVjk1O7HZHhqGHhyNQuGIFeHo6mxa3O/H9YPTo0ZJJKIQQQgghhBC3wV21wYnWeo7WOkhrHVShQoU7PR0h7mpGoxGLxeL8mTJlCgAhISHUq1ePgIAAWrRowf79+wuVN2nSxLmJBUBKSgrPPPMMdevWpU6dOjzzzDOkpKQAjgCTUopXX33V2f7cuXO4uroycuTIv/GKRbFatoSTJx2PHI8f73g9edJRLoQQQgghhBBC3ITbESz8Daie77hablmRbZRSLoA3cP42jC3EP5a7uztWq9X5M378H3sLLVq0iPj4eAYOHMjYsWMLlY8YMaJA+eDBg6lduzaHDh3i8OHD+Pj4MGTIEGe9j48PP/74o/N46dKl+Pn53fLclVL079/feZyTk0OFChXo2rVrgXY9e/YkODgYgJ9//tkZGPX09KRevXpYLBaeeeYZoqOjC52bn8VioW/fvgXKwsLC8PHxwWKxUL9+fd58881bvp67gqenY23CyZMdr/kyCoUQQgghhBBCiBt1O4KFOwFfpZSPUqoE0Bf47qo23+HYoBPgSWCt/rM7qwghrqt169YcOnSoUHnz5s357TdHTP/QoUPExsY6d6EFeP3114mJieHw4cMAlCpVigYNGpC36VBERAR9+vS55Xl5eHiwa9cuMjIyAFi9ejVVq1Yt0CY5OZnY2FhSUlI4cuQIHTt2dAZGg4KCWLRoEVarlQULFlxzrL1792Kz2di4cSPpV20C8t577zn7nD9/PkePHr3laxJCCCGEEEIIIe4HfzpYqLXOAUYCPwN7gSVa691KqbeUUt1zm30OPKCUOgT8CxhfdG9CiGtKTXXsfjtuHBmXL2Mxm53ZdhEREYWaf//995hMpkLlK1eupGfPngDs2bMHi8WC0Wh01uc94rx7925nWd++ffnqq684ceIERqORKlWq/KlL6dy5szNbMTw8nKeeeqpA/ddff023bt2c496q8PBwBgwYQIcOHfj222+LbJOZmQk4gphCCCGEEEIIIcQ/2e3Y4ASt9QpgxVVlr+d7nwn0vh1jCfGPtWlTgU0s3AFrUpJjE4ur1qbr168f7u7u1KpVi5kzZxYoz8rKIi0trcCahTeiU6dOvPbaa1SqVInQW9lhNzUVIiLg4EHIyaFvt2689cEHdO3alYSEBAYNGsTGjRudzcPDw3n99depVKkSTzzxBP/9739vfkwcWZCrV69m3759zJw5k6efftpZN3bsWCZOnMihQ4cYNWoUFStWvKUxhBBCCCGEEEKI+8VdtcGJEKIYqamOQGFqqmO326vL09IKNM97RHf58uVUr169QPmRI0cYOHAgL774IgANGzbEarVit9ud7ex2O1arlYYNGzrLSpQoQePGjfnggw948sknb27+mzZB1arw8svw7rtw5Qrmjh1J2rWL8PBwOnfuXKD56dOnOXjwIC1btuShhx7C1dWVXbt23dyYQExMDOXLl6dGjRq0b9+eX375hQsXLjjr8x5D/v3334mKimLLli03PYYQQgghhBBCCHE/kWChEPeCiAhHRmFR7HZH/Q1SSvF///d/bNu2jX379lG3bl0aNWrExIkTnW0mTpxIYGAgdevWLXDumDFjeOeddyhXrtyNz/0agc7uR4/y7zFjCj2CvGTJEi5evIiPjw+1atUiKSmJ8PDwGx8zV3h4OPv27aNWrVrUqVOHS5cusWzZskLtPD09CQkJYdOmTTc9hhBCCCGEEEIIcT+RYKEQ94KDBwsG2oAMwAJY0tOx/Pe/BXZDvh53d3fGjBnDe++9B8Dnn3/OgQMHqFOnDnXq1OHAgQN8/vnnhc7z8/Nj4MCBhcqv6RqBzkFGI2907FhoXcXw8HBWrlxJUlISSUlJxMbG3vS6hXa7nSVLlpCYmOjs59tvvy0y6JiTk8P27dupU6fOTY0hhBBCCCGEEELcbyRYKMS9wNcXrtp8wwZYAauHB9ZJk5gyZQoA0dHRBAUFFeri6vIxY8Y4A4Jly5Zl4cKFHD58mMOHD7Nw4ULKlCkDQK1atYp8BDgsLIyPPvro+nMvItCZp1pGBqNq1SpQlpSUxLFjxwgODnaW+fj44O3tzfbt24sdJioqimrVqjl/Nm7cSNWqVQtsxNK6dWv27NnDqVOnAMeahRaLBbPZjMlkolevXte/HnFP8fT0LHA8b948Ro4c+af6rFWrFufOnbtmm/zjzJ49+5q7dk+YMIH333//puZw9XXl9/DDD99UX0II8U+mlMJgMKCUQilFiRIliIiIoHr16nTr1q3Ic5KSkli8eLHzuHPnziQnJ9/Q74f169fTvHlzZ9tp06Zx6dIlKlWqxMmTJwv0dyMmTZp0g1cqhBBC3LjbssGJEOIvFhoK//pX0XUGg6P+bpUX6MwXMHSusOjhAbmPOoeEhBASEgLAb7/9VqibuLg45/vo6OgCdSEhIWRkZBQ6Z9u2bQWOjUYjv//+O+AI5ghxPTk5Obi4/LlflcOGDbtNs7m2vLnK2ptCCHFjtNaA449Ae/fuZfny5QwePJivv/4ao9HIF198ART+XZAXLMzbNG3FihWFOy9Gq1at+PXXX51jT5s2jcqVK+Pn5+f8A+f1+rPZbBiNRsARLLzZTeDyny+EEEIURTILhbgXeHk5dj329IS8/6y6uDiO88rvVqGhjoBmUe72QKe4r33//fc0a9aMRo0a8cgjj3D69GnAkek3YMAAWrRowYABAzh//jwdOnTAz8+PIUOGOL/gXe2LL77goYceomnTpmzevNlZnj9zcMaMGTRs2BCz2Uzfvn0L9fHZZ5/x2GOPFQp+Hz16lObNm2MymXj11Ved5dHR0bRq1Yru3bs7NyTKyzrs27cvP/74o7NtWFgYkZGR2Gw2xo4dS5MmTTCbzXz66ae3cvuEEOKet27dOsCxzErJkiUxGAw0b96cNWvWkJ6ezoMPPoiLiwslSpSgdOnSlCpVCm9vb9q2bcuKFStwd3dn8ODBVKtWjTp16nD8+HEefPBBZ4Zi165defbZZylXrhw1a9bE09MTNzc3fv31V5KTk+nduzfHjh2jb9++bNq0iVWrVtGqVStntmPp0qWpVq0abdq0QSmF0WjEYDBQpkwZgoKCKFmyJOnp6bi6utK1a1cAQkNDMRgMGAwGPD098ff3Z/fu3RiNRkqVKoXBYMDHx0c++4UQQlyTBAuFuFe0bAmzZkGzZtCiheN11ixH+d0sL9Dp5fXHo9QeHgUDoELcRqk5Ocw9eZJxhw9zOSMDc0AAFosFi8XC66+/7mzXsmVLtm3bxi+//ELfvn159913nXV79uxhzZo1hIeH8+abb9KyZUt2797N448/zvHjxwuNeerUKd544w02b97Mpk2b2LNnT5FzmzJlCr/88gsJCQnMnj27QN1HH33EDz/8wPLly3F3dy9Q99JLLzF8+HASExOpXLlygbq4uDimT5/OgQMHCpSHhoayZMkSALKysoiKiqJLly58/vnneHt7s3PnTnbu3Mlnn33G0aNHb+DOCiHE/SEuDurUgU6dHMusrF69hhIlStCvXz969+6NzWbDbrdjs9nYtWsXPXv2pHz58jz00EP06dMHpRRubm7s3r2bjRs3AvDCCy9gMBjw9vbGYrHg5eVFVFQUfn5+dO/end69e1OxYkWmTp2Ku7s7WVlZlClTBm9vbzw8POjTpw/Lli0jNjaWcuXKsXfvXq5cucJvv/1Gq1atAHB1dWXmzJmULVuWxMREVq9ejYeHB4888gjHjx9n7969REZGEhkZid1up3bt2iQnJzN79mzsdjvdunUjMzOThIQE+ewXQghxTRIsFOJekZwM0dHQpg088ojjNToaUlLu9Myur2VLOHkSpk+H8eMdrydP3v2BTnHP2ZScTNWtW3n50CHePXECXbIkSR99xEfR0VitVt566y1n219//ZWOuRvsvPfee+zevdtZ1717d2fAbsOGDfTv3x+ALl26ULZs2ULjbt++nZCQECpUqECJEiUILSZj1mw2069fPxYuXFjgkbYFCxbw008/ERkZScmSJQudt3nzZueu4QMGDChQ17RpU3x8fAqd89hjj7Fu3TquXLnCTz/9ROvWrXF3d2fVqlUsWLAAi8VCs2bNOH/+PAcPHiz2ngpxv/j111/p0aMHvr6+1KlTh5deeomsrKy/fNx58+Y516IDGDJkSLF/ULgf3Y61Ym+n0FBo3BiOHIHsbEfZlStptGixigEDBjBixAiuXLkCgJubG2+//TY///wzv//+O7t372bRokUAZGRk0KlTJzIzM7HZbHz11VfY7XaUUuzfv58mTZpgz7fB28GDBzlz5ozzD05aa9q2bUtqaire3t4cPHiQqKgosrKyuHDhAhaLhZycHJRSlCpVCgCTycTFixepV68e2dnZdOjQgfT0dNasWcPvv//O999/j9aagQMHUr16dS5evEhWVhbNmzcHHOs7BwQEEBISIp/9QgghrkmChULcK6KiQGtwdXUcu7o6jtesubPzulGenjB4MEye7HiVjEJxm6Xm5NA5MZFUm430vC9oWpNqs9E5MZG0nJwC7V988UVGjhxJYmIin376KZmZmc46j6s2FLpdfvzxR1544QXi4uJo0qQJOblzMplMJCUl8euvvxZ7rlKqyPLi5urm5kZISAg///wzERERzgCm1pqZM2ditVqxWq0cPXqUDh06/MkrE+LuprWmV69e9OzZk4MHD3LgwAHS0tJ45ZVXbkv/Nput2Lqrg4Vz5851LhvwV8q56jPvfhvvVsTFQW7CdS6/3Fcj0dEhvPTS57i7u5OTk4PBYMBms1GpUiWCgoKoXLkyOTk51KtXjxo1alC6dGnmzJnD8ePHycjIwMvLixIlStC3b1+ysrIwGo3OZStOnz7Nrl272L9/P35+fmRmZmI0Gvn1118pUaIEZrOZ3bt3c+nSJTw9PalSpQonTpxg0qRJlCtXjipVqmAwGChRooTzPmutWbBgAR4eHrzyyiuMGDECrTVeXl6sWbOGZ599FrvdTrly5Xj66acxGAz07t2bnJwcPvzwQ/nsF0IIcU0SLBTiXpCcDD/9BA8+WLD8wQcd5fdCdqEQf7GIM2ewF7OeoF1rIs6eLVCWkpJC1apVAZg/f36x/bZu3dq56+VPP/3ExYsXC7Vp1qwZ69ev5/z582RnZ7N06dLCc7DbOXHiBG3btuWdd94hJSWFtDTHdj+NGjXi008/pXv37gWCCnlatGjBV199BeDMarkRoaGhfPHFF2zcuJFOnToB0LFjR2bNmkV2bkrNgQMHSC9mx3Ih7hdr167Fzc2NZ599FnBseDV16lT+dZexNAAAIABJREFU97//cfnyZebNm0ePHj0ICQnB19eXN99803nuwoULadq0KRaLhaFDhzoDg56enowZM4aAgAC2bt3KW2+9RZMmTfD39+f5559Ha01kZCQxMTH069cPi8VCRkYGISEhxMTEABAeHo7JZMLf359x48Y5x/T09OSVV14hICCA4OBg55qqS5cuxd/fn4CAAFq3bl3oOq9ex7S4NUpPnTpF69atsVgs+Pv7Ox+lXbVqFc2bNycwMJDevXs7P6OKujZwbDD28ssvExQUxPTp09m5cycPP/wwAQEBNG3alNTUVABOnjxJp06d8PX15T//+c/t+4e9Sb17X13SLvf1/wB47LEtpKenU6dOHcARkKtcuTIBAQHODdKaNGnC8ePHuXTpEgC//PILdrud0qVLYzQaWbhwITabjRMnTmA0Grl48aLzvjzwwAOULl0arTVKKcLDw8nKyiIsLIzKlStTpUoVLl++zKVLl8jJySE8PBzXvD8S52PIXQs6Pj4eFxcXlixZwu+//063bt3IyMjgwoULvPXWW9hsNjIyMjhy5AhGo5FTp07RrVs3EhIS5LNfCCHENUmwUIh7wZo1BbMK89xr2YVC/IUOZmT8kVF4lXS7nUOXLxcomzBhAr1796Zx48aUL1++2H7feOMNNmzYgJ+fH19//TU1atQo1KZy5cpMmDCB5s2b06JFCxo0aFCojc1mo3///phMJho1asSoUaMoU6aMs75ly5a8//77dOnShXPnzhU4d/r06Xz88ceYTKYidwsvTocOHVi/fj2PPPIIJUqUAByPQDZs2JDAwED8/f0ZOnToPZERJMStSE2FuXNh8uTdlCzZmNzYFQClS5emRo0aHDp0CIAdO3awbNkyEhISWLp0KTExMezdu5eIiAg2b96M1WrFaDQ6A/bp6ek0a9aM+Ph4WrZsyciRI9m5cye7du0iIyODH374gSeffJKgoCAWLVqE1WotsB7pyZMnGTduHGvXrsVqtbJz506WL1/u7Ds4OJj4+Hhat27NZ599BjiCdj///DPx8fF89913RV5z/nVMi1ujdPHixXTs2BGr1Up8fDwWi4Vz584xceJE1qxZQ1xcHEFBQXz44YcARV5bnqysLGJiYnjxxRcJDQ1l+vTpxMfHs2bNGuf1Wq1WIiIiSExMJCIighMnTtymf+GbkxvvyycvY/t1QHHyZAtKlizJvHnzAMcagfPnz2fFihXOAOnixYtxcXHBYDDQoUMH+vfvj5eXFzt27CAzM9OZ7b1nzx78/f1JTExEa83SpUspVaqUcwOSsmXLYrfbKVGiBAMGDODo0aOEh4fz8MMPk5aWRpUqVdi9e7czYJufq6srlSpV4v333yc9PZ39+/fzzTff0LBhQ+rWrUuXLl0wGAxcunSJ0qVLs2TJEnJycti6dSufffYZs2fPls9+IYQQ1+Ry/SZCiDsqORlWriycVZgnL7uwfXvIF3gQ4p/G190dD4OhYMDwp58A8DAYqFuqFGFhYYSFhQHQo0cPevToUaifCRMmFDh+4IEHWLVq1XXHf/bZZ51ZS8X1t2nTpmvWd+zYkY4dOxZq4+Pjw9atW53HEydOBBxZPSEhIQXa5v9i6erqyoULFwrUGwwGJk2axKRJk655PULc6zZtgs6dwW6H9HRwcYGqVR17axW1ZO6jjz7KAw88AECvXr3YtGkTLi4uxMbG0qRJE8CxTl3FihUBR3biE0884Tx/3bp1vPvuu1y+fJkLFy7g5+dHt27dip3fzp07nWudAvTr148NGzbQs2dP5066AI0bN2b16tWAI8s4LCyMPn360KtXryL7zb+O6apVq0hISCAyMhJwZFQfPHiQJk2aMGjQILKzs+nZsycWi4X169ezZ88eWrRoAVBgrbtrXVveEgf79++ncuXKzntVunRp55zat2+Pt7c3AA0bNuTYsWNUr1692HvzV3nwQcdahQX9kZFepw7kxo45my8b3WazkZ2djZubG4cPH+aRRx5h//79zj/C5JeWloanpyeXL1+mdevWTJgwgcDAwBueY3R0dJHleb+7rmfHjh145i71MmXKFE6dOsX48eMZP378Dc9BCCGEkGChEHe74rIK8+RlF0ZFQb4vLUL804RWrMi/Dh8uss6gFKG5X8iFEPe/1FRHoPCPTMKG5OREOstPngS7/RLHjx+nbt26xMXFFVoXVCnl3Cxi8uTJhcZwc3PDaDQCkJmZyYgRI4iJiaF69epMmDChwDqoN8vV1dU5H6PR6MwAmz17Ntu3b+fHH3+kcePGxMbGOgOcefKvY5q3RmlRf4TYsGEDP/74I2FhYfzrX/+ibNmyPProo4SHhxdod71ru5E1XvNv3JT/ev5uS5c6NjcpztdfF11++fJl2rZtS3Z2NlprPvnkkyIDhQDPP/88e/bsITMzk4EDB95UoPB2+PHHH5k8eTI5OTnUrFnTmSUphBBC3Ax5DFmIu9n1sgrz5GUXJif/PfMS4i7k5eLCCpMJL6MRj9z1nDwMBryMRlaYTHi6yN/HhPiniIhwZBT+oT1wGViA3Q7h4TbGjBlDWFiYc6fZ1atXc+HCBTIyMli+fDktWrSgffv2REZGcubMGQAuXLjAsWPHCo2XFzwrX748aWlpzkw+AC8vL+faffk1bdqU9evXc+7cOWw2G+Hh4bRp0+aa13X48GGaNWvGW2+9RYUKFa77OG9xa5QeO3aMSpUq8dxzzzFkyBDi4uIIDg5m8+bNzsey09PTOXDgwDWvLb969epx6tQpdu7cCUBqaupd95hrYCD06VN0XZ8+YDYXXefl5UVMTAzx8fH8f/buPK6K6n3g+OdeQGVRcUsxyy1XuAvIIiGK+/o11y+aG+YS5ZL1DbXNzKw0zUyrHy6FpVakpplLGQYppSLoBcQsNMkFM5VAVhU4vz9uTKCAaK75vF+v+8KZOXPmzDDI8MxzzklISKBnz55lHuOTTz7BYrFw6NAhnnvuuRvQ6msTGBiIxWLhwIEDbN68WctcFUIIIa6F/OUkxJ3salmFRSS7UAgA2jk7k+rrS/iZMxzOyeEhBwcC69SRQKEQ95jkZGvX47/pgPXAk2Rnv8rUqYUMH96rRHd8b29vBg4cyIkTJxg+fDienp6Atdt/t27dKCwsxM7Ojvfee4+GDRuWOJ6zszPjxo3Dzc2NevXqaV1xwdp9NDg4GHt7+xLDCbi4uDBnzhw6duyIUorevXuXOjRCcSEhISQnJ6OUonPnzphMpnLLjx07lpSUFDw8PFBKUadOHTZs2EBUVBTz5s3Dzs4OJycnPv74Y+rUqcOKFSsYOnQoFy5c0M69efPmZZ5bcZUqVSI8PJxJkyaRm5uLvb09EXfgmMrh4fDCCzBggHUMw3r1rBmFZQUKhRBCiHuRTpUxc+Tt5unpqYpmihPinpSeDs8+C3XrXj1YCHDpEpw+DfPny9iFQggh7mnLl8OUKZcHDK0cHeGdd2DMmL/XrVixgtjYWN59991b10ghhBDiNtHpdHFKKc/b3Q5x55JuyELcqSqaVVikeHahEEIIcQ8LDAR9GU+5er11uxBCCCGEKJ30yxLiTqQUxMRAQQEcO1bx/QoLYc8ea9+aywZqF3cOGxsbDAaDtrxhwwYaNWpUalknJyeysrJISUmhT58+HDhw4Ba1Uggh7l5Vq1pnPS4+G7KjozVQuGUL/DVZrKb4TOlCCCGEEPc6CRYKcSfS6WD2bGuw8FrZ2Eig8A5nb2+PxWK53c0QQoh/tXbtrLMeh4fD4cPw0EPWjMLLA4VCCCGEEKIk6YYsxJ2qUiWwt7/2T6VKt7vl4hplZWXRuXNnPDw8MBgMfPnll+WWT0lJwd/fHw8PDzw8PPjxxx+1bXPnzsVgMGAymZg+fTpHjhzBw8ND256cnFxiWQgh/s2cnKxjE77xhvWrBAqFEEIIIa5OMguFEOJWyMy0prckJ5Obk4PZaAS9nsaNG7NmzRrWr19PtWrVOHv2LG3btqVv377oysgQve+++/j222+pUqUKycnJDB06lNjYWLZu3cqXX37Jnj17cHBwIC0tjZo1a1K9enUsFgtms5mwsDBGjx59i0/+zvD7778zZcoU9u7di7OzM3Xr1mXhwoU0b978lrfl9ddf5/nnn7/lx71esbGxfPzxxyxatIioqCgqVarEww8/fLubJYQQQgghhLgJJFgohBA3W3R0iYGz7AFLSop14Kx27bh06RLPP/88O3bsQK/Xc/LkSU6fPk29evVKre7SpUtMnDgRi8WCjY0Nv/zyCwARERGMHj0aBwcHAGrWrAnA2LFjCQsLY8GCBYSHhxMTE3MrzvqOopSif//+jBo1is8++wyA+Ph4Tp8+fdcECwsKCrCxsblJLSpbfn4+np6eeHpaJ8yLiorCyclJgoVCCCGEEEL8S0k3ZCHEVf3+++8MGTKEpk2b0qZNG3r16qUFqG61119//brK3YzARlBQEGvXri2/UGamNVCYmWkdYf/y9VlZrF69mjNnzhAXF4fFYqFu3brk5eWVWeXbb79N3bp1iY+P56233iq3LMDAgQPZunUrmzZtok2bNtSqVQuA0NBQPv74YwBWrFhBampqxU78LhQZGYmdnR3BwcHaOpPJhL+/P0opQkJCcHNzw2AwEB4eDliDYh06dOCRRx6hSZMmTJ8+ndWrV+Pt7Y3BYODIkSOA9T4IDg7G09OT5s2bs2nTJsB6TSdOnKgdr0+fPkRFRTF9+nRyc3Mxm80MGzYMgFWrVuHt7Y3ZbObxxx+n4K/xSp2cnPjf//6HyWRi165dJc5p0aJFtG7dGqPRyJAhQwDIzs7msccew9vbG3d3d61Le0FBAc8++yxubm4YjUYWL14MQKNGjTh79ixgzR4MCAgAYObMmYwYMQI/Pz9GjBhBVFQUffr0ISUlhdDQUN5++23MZjM7d+6kcePGXLp0CYDz58+XWBZCCCGEEELcfSRYKIQoV1FGVkBAAEeOHCEuLo433niD06dP35b2XG+wsPi4frdUeLg1o7A0hYUQHk5GRgb33XcfdnZ2REZG8ttvv5VbZUZGBi4uLuj1erZt24ZSCoCuXbsSFhZGTk4OAGlpaQBUqVKF7t2788QTT5ToghwcHMzIkSOBf2+wMDM/n+WpqbweFUXlFi3IzM+/oswXX3yBxWIhPj6eiIgIQkJCOHXqFGDNPgwNDeWnn35i5cqV/PLLL8TExDB27Fgt4AbWcSRjYmLYvHkzwcHB5QZw58yZo01ys3r1an766SfCw8P54YcftGzR1atXA9bgn4+PD/Hx8bRr1+6Kevbv309CQgKhoaEAvPbaa3Tq1ImYmBgiIyMJCQkhOzubpUuXkpKSgsViISEhQQtSlufgwYNERETw6aefausaNWpEcHAwTz/9NBaLBX9/fwICAti8eTMAn332GQMGDMDOzu6q9QshhBBCCCHuTBIsFEKU607PyOrXrx9t2rTB1dWVpUuXApRazumvUe3La3NAQACDBg2iZcuWDBs2TAvCzZo1Cy8vL9zc3Bg/fry2viyHDx+mS5cumEwmPF54gSPZ2SggBHADcoFwgOxsorZvJzw8nNWrV1OpUiUmT55M/fr1eeSRRzAYDNqxnn32WVJTU/H09GT9+vW8++67mEwmjh07pnVN9ff35+LFi9SqVQt7e3vGjx8PwFNPPUVeXh56vR6lFO3bt6ewsJCZM2cyf/581q5dS2xsLMOGDcNsNrN582b69eunnc+3335L//79K3rL3DGi09O5f9cuphw+zPY//yQqI4P7d+0iOj29ZLnoaIYOHYqNjQ1169alQ4cO7N27FwAvLy9cXFyoXLkyTZs2pVu3bgAYDAZSUlK0Ov773/+i1+tp1qwZTZo04dChQxVu5/bt24mLi8PLywuz2cz27dv59ddfAbCxsWHgwIGl7mc0Ghk2bBirVq3C1tY6qsi2bduYM2cOZrOZgIAA8vLyOHbsGBERETz++ONauaIu6uXp27cv9vb2Vy1X1M0duKfHxBRCCCGEEOLfQoKFQojSZWbC8uUceP112lSubF2+zO3OyAL48MMPiYuLIzY2lkWLFnHu3LlSy1Wkzfv372fhwoUcPHiQX3/9lR9++AGAiRMnsnfvXg4cOEBubq4W1CzLsGHDmDBhAvHx8fw4cyYuDg58AViAeCAVa+DwlL093H8/Bw8eJCkpiczMTNLS0hg7dizx8fGMHTuWcePGAdZgp7e3NzExMXz77bdcunSJPXv28Pjjj9OjRw/AmlU2ZcoUcnNzOXXqFAkJCWRnZ/PGG2+wceNGOnbsyNNPP01YWBh6/d///Q8aNAhPT09Wr16NxWKhV69eHDp0iDNnzgDWANBjjz1W7jnfaTLz8+mVmEhmQQHZhYXQqBH5P/9MZkEBvRITySolw7A0lStX1v6t1+u1Zb1eT36xOi6fjEan02Fra0thsazSsu5tpRSjRo3CYrFgsVj4+eefmTlzJmDNCi1rnMLNmzczYcIE9u3bh5eXF/n5+SilWLdunVbXsWPHaNWqVZnnV7yNl7fP0dGxzP2K8/PzIyUlhaioKAoKCnBzc6vQfkIIIYQQQog7kwQLhRBXio6G+++HKVNg+3aIirIuR0dfVuz2ZmSBddw2k8lE27ZtOX78OMnJyVc5tbLb7O3tTYMGDdDr9ZjNZq2dkZGR+Pj4YDAY+O6770hKSiqz/szMTE6ePKll4lUZPhwHGxuigaGADVAX6ADsBejU6YZdq7KyyoYNG0bVqlX55JNPmDhxIk2bNi33Gul0OkaMGMGqVatIT09n165d9OzZs9x97jThf/xBYfEMUA8PuHgRvvqKQqUIP3OGhIQEdu7cib+/P+Hh4RQUFHDmzBl27NiBt7f3NR1vzZo1FBYWcuTIEX799VdatGhBo0aNsFgsFBYWcvz48RITy9jZ2Wnj+nXu3Jm1a9fyxx9/ANbu41fril5UZ8eOHZk7dy4ZGRlkZWXRvXt3Fi9erGWk7t+/H7B2UV+yZIkW4Czqot6oUSPi4uIAWLduXYXOtWrVqmRe9vJg5MiRPProo5JVKIQQQgghxL+ABAuFECVdNiGHKxCXn19iQo6KuBUZWVFRUURERLBr1y7i4+Nxd3e/6mQfFW2zjY0N+fn55OXl8eSTT7J27VoSExMZN27ctR2jalXrrMd2dlCpknWdoyPY2sKMGWBv/4+uVXFlZZWtX7+ekJAQateuXeFxCUePHs2qVav49NNPGTx4sNZ99W6RnJtrzSgsotPBq69CXBzZQ4cyvX17nnvuOerVq0f//v0xGo2YTCY6derEm2++WeZM1GV58MEH8fb2pmfPnoSGhlKlShX8/Pxo3LgxrVu3ZvLkyXh4eGjlx48fr3Ujbt26NbNnz6Zbt24YjUa6du2qZbuWpaCggOHDh2MwGHB3d2fy5Mk4Ozvz0ksvcenSJYxGI66urrz00kuAtavwgw8+qJ3nJ598AsDLL7/MU089haenZ4VnWv7Pf/7D+vXrtQlOwJpN++effzJ06NBrum5CCHEjlTVEsBBCCCGuzd31158Q4ua7bEKOTsDzwFJg/F8TciR4eZGRkYG/vz9Llixh1KhRpKWlsWPHDubNm3dN2YFr1qxh1KhRHD16VMvIyszM5P3336ewsJCTJ0+WmpFlZ2dHRkYGNWrUwMHBgUOHDrF79+5SyxV3rW0uCgzWrl2brKws1q5dy6BBg8o8n6pVq9KgQQM2bNhAv379uHDhAgUeHviHhbHkjTcY1bs3aS4u7FiwgHlBQf/4WhU/56KsssWLF6PT6di/fz/u7u789ttvvPXWW+zfv59evXrRr18/fHx8rmh38Wyx+vXrU79+fWbPnk1ERESF23inaGZvj6NeXzJgWLs2zJyJo17PnGbNGOPiom2aN28e8+bNK1FHQECANjswWIPTZW3r0qWLNslIEZ1Od0U3+CJz585l7ty52nJgYCCBgYFXlMsqIzhvZ2dH9GWZvgD29vYsWbLkivW2trYsWLCABQsWlFjv7+9f6szmRd2gixQ/3+bNm5OQkFBie3R0NIMGDcLZ2bnU9gohxM2Wng4LF8LTT0P16re7NUIIIcTdTYKFQoiSkpMhO1tb1AHrgSnA3OxsqkyfTiNvbxYuXEi7du3YtWsXJpMJnU6nZWRdSwCsKCPr/PnzpWZktWrVqtSMLA8PDz788ENCQ0Np1aoVLVq0oG3btqWWKx6w6d+//zW12dnZmXHjxuHm5ka9evXw8vK66jmtXLmSxx9/nBkzZmBnZ8eaNWvo/+ij7LJYMG3ebD3uvHk35FoV99JLLzFlyhSMRiOFhYU0btyYr776ijFjxjB//nzq16/PBx98QFBQkNb1ukjRZDP29vbs2rULe3t7hg0bxpkzZ8od8+5OFXjffTzz10Q6l9PrdATWqXOLW/TvNWnSJLZu3cqWLVtud1OEEPew7dshLg4iIqCMeaGEEEIIUUG6q83qebt4enqq2NjY290MIe49y5dbxyosFjDUODrCO+/AmDE35FBBQUH06dOn3Ew9YXU7rtXEiRNxd3dnzA36ft9q0enp9EpMpFApsgsLcdTr0et0bDEYaCcZcEII8a+Rng7PPgs1a0JaGrz1lmQXCiFEeXQ6XZxSyvN2t0PcuWTMQiFESYGBoC/jvwa93rpd/Ou1adOGhIQEhg8ffrubct3aOTuT6uvLO82aMf2BB3inWTNSfX0lUCiEEP8y27eDUuDgYP16F46eIYQQQtxRJFgoymRjY4PZbNY+KSkpREVF0adPn9vdNFasWMHEiRMBCA0N5eOPPy6z7MyZM5k/f/6tatrdr2hCjqpVrZmEYP1atN7J6YYdasWKFVfNlHvttddwdXXFaDRiNpvZs2cPAAsXLiQnJ+eqx7i8XK9evUhPT79h5ctS/B69Ecq7Vjfy5zI2NpbJkycTFxfHjh07Sky+cjdysrVljIsLbzRtyhgXF5zusolahBBClC89HbZuhaJ5qerVsy5nZNzedgkhhBB3MwkWijLZ29trs6paLBYaNWp03XUVBR5NJhMeHh78+OOP5ZZ/+OGHy91+4cIFNm3aRMuWLVm8eDEHDx687raJUrRrB6mp1i7H06dbv6amWtffQrt27WLTpk3s27ePhIQEIiIieOCBB4DrDxZu2bKl3EkYrrX8v42npyeLFi263c0QQoh7hlMFXsLt3LkTV1dXzGYzubm5t6BV1hdRxZ/XrvZy9nZwcnLSsgqL5jOzs7t6duH1vggUQggh7hUSLBTXLS0tjX79+mE0Gmnbtq02O+bMmTMZMWIEvr6+NGvWjGXLlmFvb8/ChQupXr06tra2dOnSheDgYAoLC/nwww+ZMmWKVu+yZcuumKkVICwsjObNm+Pt7c3u3bsxm80cOnSIAQMG8Pnnn7N161YWLVpE69atMRqNDBky5Io6li1bRs+ePW/Zg/ZdzcnJOjbhG29Yv97AjMKKOnXqFLVr19ay22rXrk39+vVZtGgRqampdOzYkY4dOwLwxBNP4OnpiaurKy+//DJAqeUaNWrE2bNnyc7Opnfv3phMJtzc3AgPDy+3PMDHH3+M0WjEZDIxYsQIAL766it8fHxwd3enS5cunD59utxzmjlzJqNGjcLf35+GDRvyxRdfMHXqVAwGAz169ODSpUsAxMXF0aFDB9q0aUP37t05deoUAIcPH6ZLly5a4P3IX5N4ZGVlMWjQIFq2bMmwYcMoGo921qxZeHl54ebmxvjx47X1AQEBTJs2DW9vb5o3b87OnTuBklmKWVlZjB49GoPBgNFoZN26dRQUFBAUFISbmxsGg4G33377H32PhRBCXN3q1at57rnnsFgs2NvbX7V8fn7+Pz7m5cHC4OBgRo4c+Y/rvdGKZxUWuVp24b32IlAIIYS4ZkqpO/LTpk0bJW4vvV6vTCaTMplMql+/fkoppSIjI1Xv3r2VUkpNnDhRzZw5Uyml1Pbt25XJZFJKKfXyyy8ro9GocnJy1JkzZ1SDBg2Ug4ODioyMVJUrV1aLFy9Wffv2VV26dFEDBw5UBoNBVapUSdWvX18FBQUpX19fZW9vrx3P399fde7cWdna2qqRI0eq3Nxc9fDDD6sJEyZox2vXrp1aunSpcnFxUXl5eUoppf78809t+7x587TjFm0Xd7Dz55VatkxlTpmiTA0aqGZNm6onnnhCRUVFaUUaNmyozpw5oy2fO3dOKaVUfn6+6tChg4qPjy+1XNHy2rVr1dixY7X16enp5ZY/cOCAatasmbat6HhpaWmqsLBQKaXUsmXL1DPPPKOUUiosLEy7R4t7+eWXlZ+fn7p48aKyWCzK3t5ebdmyRSmlVL9+/dT69evVxYsXla+vr/rjjz+UUkp99tlnavTo0Uoppby9vdUXX3yhlFIqNzdXZWdnq8jISFWtWjV1/PhxVVBQoNq2bat27txZop1KKTV8+HC1ceNGpZRSHTp00Nq6efNm1blzZ6VUyZ/xqVOnqqeeekrbPy0tTcXGxqouXbpo64p+zoQQQlwfR0dHpZT1/98OHTqogQMHqhYtWqhHH31UFRYWqmXLlqkaNWqoRo0aaeueffZZ5erqqtzc3NRnn32m7d+uXTv1n//8RzVr1kxFRkaq9u3bq759+6rGjRuradOmqVWrVikvLy/l5uamDh8+rJRSauPGjcrb21uZzWbVuXNn9fvvv6ujR4+qunXrqvr16yuTyaR27NihPU8ppdT+/fuVj4+PMhgMql+/fiotLU0pZf3dMnXqVOXl5aWaNWumduzYUeo5v/nmm8rT01MZDAY1Y8YMpZRSX3zxherUqZMqLCxUqampqlmzZurUqVMqLCxM9e3bV3Xo0EE99NBD2rOnUkpVruyoHntMqRkzCpWv77OqTh1Xdd99bmrgwM/UY48ptWxZqvL391cmk0m5urpq7Sn+u/6tt95Srq6uytXVVb399ttKKaWOHj2qWrZsqcaOHasX3AcXAAAgAElEQVRat26tunbtqnJycm7o910IIW4nIFbdAXEf+dy5H8ksFCVlZlpnw502DXs7Oyw7d2KxWFi/fv0VRaOjo7Xsqk6dOnHu3DnOnz8PwCOPPIJ9fj61N2ygY/Xq5OXmMvaxx9Dr9bzwwgvMmDGDoUOH0qBBAxISEggMDMTW1pY+ffpw6dIl9MUm2IiJiWHQoEEEBgaSmprKpk2bCCw2yUZeXh4HDx6kc+fOGI1Ghg0bxqpVq7AtNjbZxx9/zNatW1m7du1dPwbbv150NNx/P0yZgtPChcSlpbE0NZU6ubkEBgayYsWKUnf7/PPP8fDwwN3dnaSkpKt2TTcYDHz77bdMmzaNnTt3Uv0q0yZ+9913DB48mNq1awNQs2ZNAE6cOEH37t0xGAzMmzePpKSkq55iz549sbOzw2AwUFBQQI8ePbQ2paSk8PPPP3PgwAG6du2K2Wxm9uzZnDhxgszMTE6ePEn//v0BqFKlCg4ODgB4e3vToEED9Hq9NsYoQGRkJD4+PhgMBr777rsS7RswYABgncykqHxxERERTJgwQVuuUaMGTZo04ddff2XSpEl8/fXXVKtW7arnK4QQoqRij1vk51uXAfbv38/ChQs5ePAgv/76Kz/88ANjx46lb9++zJs3j9WrV/PFF19gsViIj48nIiKCkJAQLft83759vPPOO/zyyy8AxMfHExoayk8//cTKlSv55ZdfiImJYezYsSxevBiAdu3asXv3bvbv38+QIUN48803adSoEcHBwTz99NNYLBb8/f1LtH/kyJHMnTuXhIQEDAYDr7zyirYtPz+fmJgYFi5cWGJ9kW3btpGcnExMTAwWi0UbI7d///64uLjw3nvvMW7cOF555RXq/ZUyGBMTw7p160hISGDNmjXExsaSng4FBdYswp9++oLTpy0EB8czYkQE334bgpPTKZYt+4T27btr18tsNpdoS1xcHGFhYezZs4fdu3ezbNky9u/fD0BycjITJkwgKSkJZ2dn1q1bdwO+80IIIcTdQYKF4m/FgjS8+SZcuGBdjo6+5qp0x4//XVdSEpWUYvnvv+PVvDlff/01I0eORCmFTqdDKcWvv/5KzZo1iYmJYfTo0SXq8vb2pl69euj1eoYOHUp0sfbk5+ezbt062rVrR5MmTdi8eTMTJkxg3759eHl5ad1wioIwJ06c+GfXSNxcmZnQq5f1a3Y2ADY5OQTk5vLKunW8O39+qQ/rR48eZf78+Wzfvp2EhAR69+5NXl5euYdq3rw5+/btw2Aw8OKLLzJr1qzravKkSZOYOHEiiYmJLFmy5KrHBbSAtV6vx87ODp1Opy3n5+ejlMLV1VUbLzQxMZFt27ZVqE6wjhGan59PXl4eTz75JGvXriUxMZFx48aVaF/RPkXlK6JGjRrEx8cTEBBAaGgoY8eOrdB+QgghrMp63EpMLPvFT8n9oxk6dCg2NjbUrVuXDh06sHfvXsC6f+PGjbWyXl5euLi4ULlyZZo2bUq3bt2Av5+L4NpfemVkZJCenk6HDh0AGDVqFDt27NC2X+1F1LZt29i2bRvu7u54eHhw6NAhkpOTAVi8eDFvvPEGlStXZujQodo+Xbt2pVatWtjb2zNgwACio6O1MQnt7ODYsWjc3Iai19vg5FSXRo068Mcfe6ld24sPPghj5syZJCYmUrVq1SuuZf/+/XF0dMTJyYkBAwZow3I0btxYCy6WdS5CCCHEv5UEC4VVKUGaEuuzsq7Yxd/fn9WrVwPWcW1q165tzTK6cIEvP/6YvMxMzmVnE8VfN1puLjHx8dSrWpWzZ8+ycuVK2rVrx8yZM3Fzc0On0/HJJ5+UeDgE0Ol0+Pj48P3335OVlYVSijVr1gAwfvx4atasib+/P4WFhRw/fpyOHTsyd+5cMjIyyPqr3e7u7ixZsoS+ffuSmpp6Ey6guCHCw6GwUFv8GUguWigsxPLZZzRs2BCAqlWrkvlXKsb58+dxdHSkevXqnD59mq1bt2p1FC9XXGpqKg4ODgwfPpyQkBD27dtXbvlOnTqxZs0azp07B1jH7ATrH033338/AB999NE/Ov0iLVq04MyZM+zatQuAS5cukZSURNWqVWnQoAEbNmwArBP9lDfJS1FgsHbt2mRlZbF27dprakfXrl157733tOU///yTs2fPUlhYyMCBA5k9e7Z23YQQQlxdeY9b06aBjc2VL36uhaOjY4nl4i+S9Hp9iZdVRXVfz0uv8lztRZRSSht/0WKxcPjwYcaMGQNYA5d6vZ7Tp09TWOx5oOilWpG8PB1ffw2Xrb6C2dyegIAd1KhxP0FBQdc0QUtpL+GEEEKIe4UEC4XVZUGaEgoLrdsvM3PmTOLi4jAajUyfPv3vQElSEka9no5AW+AlQAecARyA1h4e/PHHH9qkERERESxatIj//ve/+Pn5UaNGDe0YWVlZ7Nq1i7y8PGbMmMH06dP54IMPaNWqFbt37yYjI0PrwllQUMDw4cMxGAy4u7szefLkEoNXL1++nEceeYTevXtrx75cSkoKbm5uAMTGxjJ58uRruIjiH0tOLvHXUxYwCmgNGLOzOZiczMyZMwFroLhHjx507NgRk8mEu7s7LVu25NFHH8XPz0+ro3i54hITE/H29sZsNvPKK6/w4osvllve1dWVF154gQ4dOmAymXjmmWcA68/B4MGDadOmjdZF+Z+qVKkSa9euZdq0aZhMJsxmszbI/MqVK1m0aBFGo5GHH36Y33//vcx6nJ2dGTduHG5ubnTv3h0vL69raseLL77In3/+iZubGyaTicjISE6ePElAQABms5nhw4fzxhtv/KNzFUKIe0l5j1tKwV+9icvl7+9PeHg4BQUFnDlzhh07duDt7X3dbSrrpVdZL8+qV69OjRo1tAy8lStXalmGFdG9e3c+/PBD7YXuyZMn+eOPP8jPz+exxx7j008/pVWrVixYsEDb59tvvyUtLY3c3Fw2bNiATueHUn/X2bChP0lJ4RQWFpCdfYbfftvB/fd7k539G1Wq1KVBg3GMHTv2ihdc/v7+bNiwgZycHLKzs1m/fv0VXa6FEEKIe5Ht1YuIe8JlQRqwBmoA6/rDhwHrDKoBAQGAdcy2ogynEs6dw5ifT/F3t8HACKxBw+bOzry6fDlffvklTz/9NHq9Hm9vb44ePUrfvn1LtiErCzs7OyZOnMjhw4cZOXIk77//PqmpqTzwwANkZ2drs8E6OzuX6KJcpCi4FBQUpI3/VhGenp54enpWqKy4QZo1A0dH7V5sA2jzMDo6wtSp8FdAbtKkSUyaNEnbtayxDC8vV9SNqHv37nTv3r3C5cHa1WrUqFElyj/yyCM88sgjV9QTFBREUFDQFeuL7sciWcWydotvM5vNJbp1FWnWrBnfffddiXVNmjTRfi4B3n33Xe3fs2fPLvWej4qK0v5du3Zt7TyL/4w7OTmVmi0p2YRCCHF9Snnc0uTllb2tuP79+7Nr1y5MJhM6nY4333yTevXqcejQoetqU9FLrxo1atCpUyeOHj0KwH/+8x8GDRrEl19+qY1vWOSjjz4iODiYnJwcmjRpQlhYWIWP161bN3766Sd8fX0B6++aVatWERoair+/P+3atcNkMuHl5UXv3r0Ba/fqgQMHcuLECQYNGk5ysmeJGZBbtuzP8eO7CA21XpMuXd7EyakeFstH/PDDPDZutKN5cyc++aRkZqGHhwdBQUFasHXs2LG4u7tLl2MhhBD3PJ0q/lruDuLp6aliY2NvdzPuHcuXWwfPKe0p1dER3nkH/uoicjUz+/bF6ZtvePbiRW3dduAZ4AEbGzYtWQJjxnD+/HkaN25MYmIiHh4e6PV6mjdvzsmTJxk+fDgvv/wynTp14vvvv8dgMNC1a1cmTJhAnz59OHDgAAUFBUybNo2vv/4avV7PuHHjmDRpErNmzeKrr74iNzeXhx9+mCVLlqDT6QgKCqJPnz4MGjSoRHvj4uJ47LHHAOsD7NatWzlw4ABRUVHMnz+fTZs28f333/PUU08B1q4wO3bsoGrVqsydO5dVq1ah1+vp2bMnc+bMua7LL/6SmWkduKmUTAaqVoXUVHByuvXtEkIIIW6AG/i4dc9YsWIFsbGx2ouwtWth61Z44IGK13H8uLX798CBN6mRQghxl9HpdHFKKcmMEWWSbsjCKjAQ9GXcDnq9dXsFzVy9mmcvm3E4CegEbLK31+qqVq0aDz74IGfPnmXOnDkopa6Y6W78+PE4ODhgsViYN29eiTqXLl1KSkoKFouFhIQEhg0bBsDEiRPZu3cvBw4cIDc3l02bNpXb3tGjR7N48WLi4+PLLDN//nzee+89LBYLO3fuxN7enq1bt/Lll1+yZ88e4uPjmTp1aoWvkShD1aqwZYv1a9G4S46Of6+XQKEQQoi72A183LonKQUxMdZZkI8dq/inoAD27IE7NEdCCCGEuONIN2RhVRSM6dXLOphOdrY1SKPXX3uQpqiu7t3h8skXCgrAYoF27a7YrWimO0Cb6a5fv37ahBaXi4iIIDg4GFtb621cs2ZNACIjI3nzzTfJyckhLS0NV1dX/vOf/5RaR3p6Ounp6bRv3x6AESNGlJgco4ifnx/PPPMMw4YNY8CAATRo0ICIiAhGjx6Ng4NDieOLf6hdO2sGYXi4tfv7Qw9Z/3qSQKEQQoi73I183LpXFB/WQ6eD2bOtj5PXysbm6hOiCCGEEMJKgoXibzcySGMylXh13hpYC5Cba31CTk3lfGEhx44d46GHHmLfvn1XzHR3+XJF5OXl8eSTTxIbG8sDDzzAzJkz//GsfgDTp0+nd+/ebNmyBT8/P7755pt/XKcoh5OT9MMSQgjxryTvxP6ZSpVudwuEEEKIfz/phixKKgrSvPGG9ev1PrmGh5fo69EZyAHrpCeFhRR8+in/+9//CAoK0jLzLp/pzs/Pr8yZ+MCaibhkyRLy8/MBSEtL0wKDtWvXJisri7Vr15bbTGdn5xITo6xevbrUckeOHMFgMDBt2jS8vLw4dOgQXbt2JSwsjJy/sifT0tIqeHGEEPeK1157DVdXV4xGI2azmT179rBw4ULt/43yXF6uV69epKen37Dy4vYp7b64HTZs2MDBgwe15RkzZhAREXHTjrdixQpSU1NveL1BQUFX/X1/p7lRj1tCCCGEEDeDBAvFzXHZdH86YD2wBmiWnU3zqVOpUqUKr7/+ulamaKY7o9HIwIED8fT0pFatWvj5+eHm5kZISEiJQ4wdO5YHH3wQo9GIyWTik08+wdnZmXHjxuHm5kb37t3x8vK6alPDwsKYMGECZrOZsib8WbhwIW5ubhiNRuzs7OjZsyc9evSgb9++eHp6YjabmT9//vVcKSHEv9SuXbvYtGkT+/btIyEhgYiICB544IHrDhZu2bIFZ2fnG1Ze3B5l3Re3w+XBwlmzZtGlS5ebdrybESwsemEohBBCCCFuIKXUHflp06aNEnexZcuUcnRUyppfWPLj6KjU8uUlioeFhakJEybcpsYKIcSNt27dOtWnT58S69555x1lZ2en3NzcVEBAgFJKqeDgYNWmTRvVunVrNWPGjDLLNWzYUJ05c0ZlZWWpXr16KaPRqFxdXdVnn31WbnmllProo4+UwWBQRqNRDR8+XCml1Oeff65cXV2V0WhU/v7+t+SaiNLviyKxsbGqffv2ysPDQ3Xr1k2lpqYqpZTq0KGDmjJlimrTpo1q2bKliomJUf3791cPPfSQeuGFF7T9H3nkEeXh4aFat26tlixZoq13dHRUzz//vDIajcrHx0f9/vvv6ocfflA1atRQjRo1UiaTSR0+fFiNGjVKrVmzRimlVExMjPL19VVGo1F5eXmp8+fPl2hrZGSk6tChgxo4cKBq0aKFevTRR1VhYWGZ57FmzRrl6Oiomjdvrkwmk9qxY4fq37+/UkqpDRs2qCpVqqgLFy6o3Nxc1bhxY6WUUvv371c+Pj7KYDCofv36qbS0NO16PPXUU6pNmzZq/vz5Jdr94osvqlGjRqn8/Px//L0SQggh/q2AWHUHxH3kc+d+bnsDyvpIsPAud/68UlWrqlKDhVWrKpWZWaK4BAuFEP8G5y9dUstOnlRTDx9Wi3/5RRmMRtWsWTP1xBNPqKioKKVUySCeUkqdO3dOKaVUfn6+6tChg4qPjy+1XNHy2rVr1dixY7X16enp5ZY/cOCAatasmbat6Hhubm7qxIkTSiml/vzzzxt+LURJRffGlPh41aB1a9X0svvi4sWLytfXV/3xxx9KKaU+++wzNXr0aKWUNTg2depUpZRSCxcuVC4uLio1NVXl5eWp+++/X509e1Yp9ff3NicnR7m6umrrAbVx40allFIhISHq1VdfVUqpEkG24ssXLlxQjRs3VjExMUoppTIyMtSlS5dKnE9kZKSqVq2aOn78uCooKFBt27ZVO3fuvOp57N27Vyml1KVLl7Sg4P/+9z/l6empoqOjVVRUlBoyZIhSSimDwaBdn5deekk99dRTWj1PPPHEFe1+9tln1eOPP64FLYUQQghROgkWyudqH5ngRNwc1zjdX/GZ7oQQ4m4UnZ5Or8RECpUiu7AQR70e3Tvv8HpWFmdiYggMDGTOnDlX7Pf555+zdOlS8vPzOXXqFAcPHsRoNJZ5HIPBwP/+9z+mTZtGnz598Pf3L7dd3333HYMHD6Z27drA3zO3+/n5ERQUxH//+18GDBjwD85cXM3l94bDu++iEhPJPXlSuy88PT05cOAAXbt2BaCgoAAXFxetjr59+wLW77+rq6u2rUmTJhw/fpxatWqxaNEi1q9fD8Dx48dJTk6mVq1aVKpUiT59+gDQpk0bvv3223Lb+/PPP+Pi4qIN5VGtWrVSy3l7e9OgQQMAzGYzKSkpODs7l3seRWxtbWnatCk//fQTMTExPPPMM+zYsYOCggL8/f3JyMggPT2dDh06ADBq1CgGDx6s7R8YGFiivldffRUfHx+WLl1a7rkJIYQQQoirk2ChuHlkuj8hxD0iMz+fXomJZBYUaOuyCwsBeL5aNSYFBfGmqytrVq0qsd/Ro0eZP38+e/fupUaNGgQFBV11BvfmzZuzb98+tmzZwosvvkjnzp2ZMWPGNbc5NDSUPXv2sHnzZtq0aUNcXBy1atW65npE+Uq7N3J0OjAaWefuzvseHoSvWkWbNm1wdXVl165dpdZTuXJlAPR6vfbvouX8/HyioqKIiIhg165dODg4EBAQoN1LdnZ26HQ6AGxsbG7YOH/F21FUr1Kq3PMorn379mzduhU7Ozu6dOlCUFAQBQUFzJs376r7Ojo6llj28vIiLi6OtLQ0LSAuhBBCCCGuj0xwIm4ume5PCHEPCP/jDwrVZRMkHTsGJ05wqbCQzefOsXH3bho2bFhilvfz58/j6OhI9erVOX36NFu3btV2L2s2+NTUVBwcHBg+fDghISHs27ev3PKdOnVizZo1nDt3Dvh75vYjR47g4+PDrFmzqFOnDsePH78h10KUdMW98dd9AVCoFJ/t2kXDhg1p0aIFZ86c0YJsly5dIikpqcLHycjIoEaNGjg4OHDo0CF279591X3KumdatGjBqVOn2Lt3LwCZmZkVDjCWdx6XH8/f35+FCxfi6+tLnTp1OHfuHD///DNubm5Ur16dGjVqsHPnTgBWrlypZRmWpkePHkyfPp3evXuXek5CCCGEEKLiJLNQCCGE+IeSc3O1TEJNbi4sXsyFrCyS7ezIaNSI71aupEWLFvTo0YP69esTGRmJu7s7LVu25IEHHsDPz0/bffz48SXKFUlMTCQkJAS9Xo+dnR3/93//V255V1dXXnjhBTp06ICNjQ3u7u6sWLGCkJAQkpOTUUrRuXNnTCbTzb1I96gr7o2/7guyssi2sSH5oYdYsXo1lSpVYu3atUyePJmMjAzy8/OZMmUKrq6uFTpOjx49CA0NpVWrVrRo0YK2bdtedZ8hQ4Ywbtw4Fi1axNq1a7X1lSpVIjw8nEmTJpGbm4u9vT0RERE4VeCFX3nnERQURHBwMPb29uzatQsfHx9Onz5N+/btATAajfz+++9aFuRHH31EcHAwOTk5NGnShLCwsHKPPXjwYDIzM+nbty9btmzB3t7+qu0VQgghhBBX0qnLMyHuEJ6enio2NvZ2N0MIIYS4quWpqUw5fPjKgCFgA/SqVYs6dnb0qlmTgffdd+sbKG6b8u4NR72ed5o1Y0wpY/oJIYQQQtwsOp0uTinlebvbIe5c0g1ZCCGE+IcC77sP/V/ZUJfTA24ODtSzs2NrWhoZN2i8OHF3KPfe0OkIrFPnFrdICCGEEEKI8kmwUAghhPiHqtrassVgoKqNDY5666/WyljH+hhety6V9Hrs9HoUEPHXmIHi+hXvDrtlyxaaN2/Ob7/9dtOOt2LFCiZOnHhd+5Z2bzjq9VS1sWGLwYCTrYwII4QQQggh7izyhCqEEELcAO2cnUn19SX8zBkOZGURm5lJ26pVcSwWDCrKLuxSsybVJUj0j23fvp3JkyfzzTff0LBhwwrtk5+fj+0tvvbF743DOTk85OBAYJ06EigUQgghhBB3JMksFEIIIW4QJ1tbxri44Fe9Os0dHEoECgHJLryBduzYwbhx49i0aRNNmzYFYNmyZXh5eWEymRg4cCA5OTkA2sQaPj4+TJ06lZiYGHx9fXF3d+fhhx/m559/BiAvL4/Ro0djMBhwd3cvMVFMkc2bN+Pr68vZs2fZtm0bvr6+eHh4MHjwYLKysspsb9G98UbTpoxxcZFAoRBCCCGEuGNJsFAIIYS4gdIvXeLrtDTq2dmVur0ouzD90qVb3LK7W2Z+PstTU5l25Ah5Fy7wSL9+bNiwgZYtW2plBgwYwN69e4mPj6dVq1Z88MEH2rYTJ07w448/smDBAlq2bMnOnTvZv38/s2bN4vnnnwfgvffeQ6fTkZiYyKeffsqoUaPIy8vT6li/fj1z5sxhy5YtAMyePZuIiAj27duHp6cnCxYsuEVXQwghhBBCiJtHXmsLIYQQN1DEn3+isGYRlqYou3D7n3/KzMgVFJ2eTq/ERAqVss4qbGNDZsuWvPr++6wJDdXKHThwgBdffJH09HSysrLo3r27tm3w4MHY2NgAkJGRwahRo0hOTkan03Hpr8BtdHQ0kyZNAqBly5Y0bNiQX375BYDvvvuO2NhYtm3bRrVq1di0aRMHDx7Ez88PgIsXL+Lr63tLrocQQgghhBA3k2QWCiGEEDfI1bIKi0h2YcVl5ufTKzGRzIICa6AQQKejYMYMvoiO5uXZs7WyQUFBvPvuuyQmJvLyyy+XyAp0dHTU/v3SSy/RsWNHDhw4wFdffVWiXFmaNm1KZmamFjxUStG1a1csFgsWi4WDBw+WyGQUQgghhBDibiXBQiGEEOIGuVpWYZHi2YWifOF//EGhUlduqFKFKnPmsHzlSi1Il5mZiYuLC5cuXWL16tVl1pmRkcH9998PWGc6LuLv76/t98svv3Ds2DFatGgBQMOGDVm3bh0jR44kKSmJtm3b8sMPP3D48GEAsrOztUCiEEIIIYQQdzMJFgohhBA3QEWzCotIdmHFJOfm/p1ReJkcJyf6LV/O7Nmz2bhxI6+++io+Pj74+fmVGMvwclOnTuW5557D3d2d/Px8bf2TTz5JYWEhBoOBwMBAVqxYQeXKlbXtLVu2ZPXq1QwePJjz58+zYsUKhg4ditFoxNfXl0OHDt24ExdCCCGEEOI20anS3tbfATw9PVVsbOztboYQQghRIWv/+IOtaWk8UCy4dDXHL1ygV82aMnZhOZanpjLl8OFSA4aOej3vNGvGGBeX29AyIYQQQoi7k06ni1NKed7udog7l0xwIoQQQvxDSiliMjMpUIpjFy5UeL9CpdiTmcmAOnXQ6XQ3sYV3r8D77uOZI0dK3abX6QisU+cWt0gIIYQQQoh/NwkWCiGEEP+QTqdjduPGFFxHtr6NTieBwnJUtbVli8FQYjZkR70evU7HFoMBJ1t5lBFCCCGEEOJGkidsIYQQ4gaodJVJTcT1a+fsTKqvL+FnznA4J4eHHBwIrFNHAoVCXEVhYSG9evVi6dKlPPjgg7e7OUIIIYS4S8hfNkIIIYS44znZ2jLGxYU3mjZljIuLBAqFqICjR4/y3HPPSaDwLrNkyRL+/PPPCpdPSkpi48aNN7FFQggh7jUSLBSiGBsbG8xms/ZJSUm5acfq1asX6enpFS6/YMECWrZsicFgwGQy8cwzz3DpKrOoBgQEUDRR0Ouvv/6P2iuEEEKIu4eNjQ0DBw7kqaeewmw2M2fOnGuuIyoqij59+lS4fEpKCvb29pjNZlq3bk1wcDCFZcxmDjBz5kzmz59fbp0LFy4kJyenwm0obsWKFUycOPGa9gkNDeXjjz++ruNVVFBQEI0bN9aeNxctWqRtmzVrFjVq1KBGjRql7lv82Q7g2LFjvPbaawQEBFxzOypy/cvTqFEjzp49W+Hyl7ddCCHEnUteywtRjL29PRaLpdRtSimUUuhvUFfDLVu2VLhsaGgo27ZtY/fu3Tg7O3Px4kUWLFhAbm4udnZ2Farj9ddf5/nnn7/e5gohhBDiLlLeM83N1LRpUywWC/n5+XTq1IkNGzYwYMCA665v4cKFDB8+HAcHhxvYyrIFBwffkuPMmzePQYMGXbF+xowZ11TPgw8+yCeffFLm9oKCAmxsbK65fUIIIe5tklkoRDlSUlJo0aIFI0eOxM3NjePHj/PEE0/g6emJq6srL7/8sla2UaNGvPzyy3h4eGAwGDh06BAAWVlZjB49GoPBgNFoZN26dbz22mtUqlSJ1q1bYzAY8PPzw2Qy4ebmRnh4eIk2xMbGEhISwv/93//h7OwMQKVKlZg+fTrVqlUDKLNNAB9++CHTp08nNzcXs9lMnb9mDl2wYAG1a9emSpUqdOrUidDQUN566y1atWrFuHHjcHV1pVu3buTm5t7w6z7j7HsAACAASURBVGqxWEoES//pm+1/ur+4c1ye3Xs9mTDXIioqih9//PGm1J2ens77779/U+oWQojrtXfvXh5++GFMJhPe3t5kZmaSl5enPau4u7sTGRl5xX7Z2dk89thjeHt74+7uzpdfflnucWxtbXn44Yc5fPgwKSkpdOrUCaPRSOfOnTl27FiJskeOHMHDw0NbTk5OxsPDg0WLFpGamkrHjh3p2LEjANu2bcPX1xcPDw8GDx5MVlZWmecFkJqaSo8ePWjWrBlTp07VjuHk5MQLL7yAyWSibdu2nD59Gij5TBEXF4fJZMJkMhESEoKbmxtwZcZinz59iIqKKrd9V1PW9c3NzWXIkCG0atWK/v37l3guK+tYjRo1Ytq0aXh4eLBmzRqWLVuGl5cXJpOJgQMHlpqpeeTIEXr06EGbNm3w9/fXnmOLO3fuHN26dcPV1ZWxY8eiik3qtWrVKry9vTGbzTz++OMUFBRU6LxTUlLw9/fHw8MDDw8P7Xfy5VmtEydOZMWKFQBMnz6d1q1bYzQaefbZZwH46quv8PHxwd3dnS5dupT4fj722GMEBATQpEkTLYszJSWlzGfeilwLIYT4t5NgoRCZmbB8OUybRm5ODmajEbPZTP/+/QHrA+uTTz5JUlISDRs25LXXXiM2NpaEhAS+//57EhIStKpq167Nvn37eOKJJ7QHzVdffZXq1auTmJhIQkICTk5ObNq0CRcXF3bs2MEzzzxDo0aNiI+P58CBA/To0aNE85o3b46trS2NGzcu8xTKa1NYWBhz5szRMgzOnDlDXFwcYWFhXLx4kdOnT3P69Gl8fHwYOHAgycnJTJgwgaSkJJydnVm3bt2NvNrAlcFCIYoU3adFn+nTp9+0Y+Xn50uwUAjxr1LskYacnFyMxr9fvoSHh3Px4kUCAwN55513iI+PJyIiAnt7e9577z10Oh2JiYl8+umnjBo1iry8vBJ1v/baa3Tq1ImYmBgiIyMJCQkhOzu7zLbk5OSwfft2DAYDkyZNYtSoUSQkJDBs2DAmT55comzTpk2pXr26lgkZFhbG6NGjmTx5MvXr1ycyMpLIyEjOnj3L7NmziYiIYN++fXh6erJgwYIyzwuszxzh4eEkJiYSHh7O8ePHAWtwrm3btsTHx9O+fXuWLVt2xTmMHj2axYsXEx8fX6HrX1b7ShMSEqJ9bxITE8u8vv/3f/+Hg4MDP/30E6+88gpxcXEVOlatWrXYt28fQ4YMYcCAAezdu5f4+HhatWrFBx98cEV7xo8fz+LFi4mLi2P+/Pk8+eSTV5R55ZVXaNeuHUlJSfTv318L+v7000+Eh4fzww8/YLFYsLGxYfXq1RW6Zvfddx/ffvst+/btIzw8/Ip743Lnzp1j/fr1JCUlkZCQwIsvvghAu3bt2L17N/v372fIkCG8+eab2j6HDh3im2++ISYmhldeeUUbxqesZ96KXAshhPi3k2ChuLdFR8P998OUKfDmm9grhSUlBcu777J+/XoAGjZsSNu2bbVdPv/8czw8PHB3dycpKYmDBw9q24q62bRp00Yb7zAiIoIJEyZoZbKzs6lduzY6nQ4APz8/fvjhB6ZNm8bSpUvp2bNnibfiO3fu1N4UZ2dn0717dxwcHKhUqRJz584F4Omnn8bZ2RlnZ2d27tzJCy+8AMCvv/7KhQsXMJvNXLhwAbC+SY+OjubChQtkZ2fToUMHWrRowfPPP8/SpUtp3LgxTk5OdOnShZ07dzJ16lSOHDlS4rKlpKTQsmVLgoKCaN68OcOGDSMiIgI/Pz+aNWtGTEyM1t7L35JfvHiRGTNmEB4erv3xAnDw4MEr3vqCNQPSzc0NNzc3Fi5cqK1/7bXXaN68Oe3atePnn3++rm+/uDtkZGTQokUL7fs8dOhQ7Y86Jycnnn76aVxdXencuTNnzpwBys4KCAoKIjg4GB8fH/773/8SGhrK22+/jdlsZufOnSWO+/3332t/yLm7u5OZmcnIkSPZsGGDVmbYsGF8+eWXJCUlaRkVRqOR5ORkpk+fzpEjRzCbzYSEhADWbmdeXl4YjUYtC7iiP09CCFGeyx5pUMqelBQL775rffkSGBjIzz//jIuLC15eXgBUq1YNW1tboqOjGT58OAAtW7akYcOG/PLLLyXq37ZtG3PmzMFsNhMQEEBeXt4VGYKA9v+en58fvXv3pmfPnuzatYtHH30UgBEjRhAdHX3FfmPHjiUsLIyCggLCw8O18sXt3r2bgwcP4ufnh9ls5qOPPuK3334r87wAOnfuTPXq1alSpQqtW7fmt99+A6y9NIoy14o/txVJT08nPT2d9u3ba+2+mrLaV5p58+ZpL8YMBkOZ13fHjh3a98ZoNGI0Git0rMDAQO3fBw4cwN/fH4PBwOrVq0lKSirRlqysLH788UcGDx6sZQaeOnXqijYXb0vv3r21cRW3b99OXFwcXl5emM1mtm/fzq+//nrV6wVw6dIlxo0bh8FgYPDgwSWeq0tT9L0cM2YMX3zxhdY9/cSJE3Tv3h2DwcC8efNKnGPv3r2pXLkytWvX5r777tOyDovGjYS/74GKXgshhPi3kzELxb0rMxN69bJ+LW19aioAjo6O2qajR48yf/589u7dS40aNQgKCirx5r1y5cqAtStlfn5+qYft1q0bs2bN4uTJk4SEhBAUFMS+ffvYuHEjTzzxBCNHjmTJkiWcP38ee3t7HB0dsbW15ejRoyxbtowRI0bwzTff0L17dxYvXkyfPn34+uuvqV69OgkJCUycOJEtW7Zw/PhxmjRpwpkzZ7BYLDg5OZVox5AhQ1iwYAEWi4WXXnpJG3C6cuXKDBs2TAt0pKen4+LicsV5HD58mDVr1vDhhx/i5eXFJ598QnR0NBs3buT1119nw4YN2lvyDz/8kPT0dLy9venSpQuzZs0iNjaWd9/9f/buPLymq23g8C8TkcnQoFQNNWc4J5FEEhFDYqYxtJGqlhTV1kxRrSJaRVXNvNrSGJpXQxR9lY8iaSgViUZEDKGmogQVGUly1vdHZDeRQRBD2+e+rn1x9rDW2vskJ/usvdbzLAJyp4gcO3aM8PBwUlJSaNy4Me+88w5xcXEEBwezf/9+lFK4u7vTunVrDAYD3377rRYTqVmzZri4uNznD4B4WqRkZxN65QqJGRmkZ2Sg0+sxvtOZ/v777xMQEMCiRYsIDAxk5MiR/Pnnn7z55ptAboe0q6src+fO5aOPPmLq1KksWrSIwYMHs3TpUho2bMj+/fsZMmQIu3btAnK/UOzduxcTExOCgoKwsrLSpjHlN3v2bBYvXoyXlxepqanal5O5c+fSo0cPkpOT2bt3LytXrmT06NGMHDmSvn37cvv2bXJycpg5cybx8fHaSJnt27eTmJhIVFQUSin8/PyIjIykdu3apfp9EkKI4pTmluau24D7ppRi/fr1NG7cuMT98mIW3q+XXnqJqVOn4uPjg4uLC88880yRbWjfvj1r1qwpsP7w4cPFlpt3bwYF78/MzMy0B7cl3bcVxdTUtEDilrx7weLaVxqlvb759y+prvz3r4GBgWzcuBG9Xs+KFSu0KdN5DAYDlSpVeuAYl0op+vfvz4wZM+772Llz51K9enUOHTqEwWDA3NwcKP4am5qaEhUVxc6dOwkLC2PRokXs2rWL4cOHM2bMGPz8/IiIiCAoKEg7trifgbvXZ2RkPPS1EEKIfwoZWSj+vUJDobgMfQZD7va73Lx5E0tLSypWrMjly5fZunXrPatp3749ixcv1uYGZU2cSMyQITxTpQq2tra8/PLLrF+/HhcXF+rWras97cz/VLx+/fq88847bNmyhZkzZ6LX69m7dy+3b9/mxIkTlC9fnvbt25OZmcn27dupWbNmoSfZZmZm2rQLb29vNm7ciFKKtLQ0NmzYQO3ate+cuoELFy5o07BNTU2LDCper149HB0dMTY21kZ1GRkZ4ejoqD2dL+0oBCj6qe+ePXvo2bMnlpaWWFlZ0atXL3bv3s3u3bvp2bMnFhYW2NjY4Ofnd8/3QTyd9ty4wXP79jHq5ElmnT+PKl+eM4sWsSgiQhsJA7m/R46OjgwdOpRly5ZpxxsbG2v7vPbaa+zZs+eeowL8/f1LFezdy8uLMWPGsGDBAm7cuIGpqSmtW7cmMTGRpKQk1qxZw0svvYSpqSmenp5Mnz6dTz/9lLNnz2rT3/Lbvn0727dvx9nZmWbNmnHs2DESExOB0v0+CSFEcUpzSzN69Gi2bdvGpUuXOHDgAB07dqRfv35kZ2fj7e3NiBEjmDNnDidOnODcuXMFOq0CAwOpU6cOCxcu1OLU/frrr6VuX4sWLfj2228BCAkJwdvbW9u2c+dOAMzNzenYsSPvvPMOb7zxhrbd2tpaiz/o4eHBzz//zMmTJ4HcB0YnTpygcePG2nkBpKSk3FfnX1HyZmzkjYLMP622bt26xMbGYjAYOH/+vDYCvLj2lUbeQ+C7r2+rVq20BCbx8fFaqJn7qSslJYUaNWqQlZVV5PRgGxsb6tWrx7p164Dczr+ipl7nb8vWrVv5888/gdzRm2FhYVy5cgWA69evFzui8m7JycnUqFEDY2NjVq9ercU6rFOnDgkJCdy6dYsbN25oPyepqakkJyfTpUsX5s6dq7UzOTmZ5557DoCVK1eWqu6ilPZaCCHEP510Fop/r8REKC7WTloa3Ln5yk+v1+Ps7EyTJk149dVX8fLyumc1H374IX8eP45DpUro33qL8AULMBkzBvOkJN5r3Zq33nqLd999F39/f86fP6/FXsmvTp06+Pr6cuzYMbKysrC0tOTtt98mMTGRnj17Urt2bcLCwrQ2GRsbF7pJHjx4MDqdjszMTJo1a0ZgYCAZGRm4u7szaNCgIkcPliT/01hjY2Ptdf66856S502zOXfuHE2bNr1neff7hF/8PaVkZ9Pl8GFScnJIy/uWqxQpOTl0OXyY1Hw/AwaDgaNHj2JhYaF9OSmKkZFRgVEBecvRo0e1ffKPtijJhAkTWLZsGRkZGXh5eWlTmfv168c333xDcHAwAwYMAODVV1/l+++/p0KFCnTp0kUbxZifUor3339fa9PJkycZOHAgULrfJyGEKE7RtzQZgBNpaU588IETp0+fJioqitDQUIYPH87u3bvZsGEDmZmZDBkyhCtXrrB48WICAgJYsWJFgc8lyB35l5WVhU6nw97enkmTJpW6fQsXLiQ4OBidTsfq1auZP38+SimUUgU+L/v27YuxsTEdOnTQ1g0ePJhOnTrRtm1bqlatyooVK+jTpw86nQ5PT0+OHTtGuXLltPPS6/XaA9SHFRwczNChQ3FyciqQzMPLy4t69ephZ2fHiBEjtOQsxbWvNCZNmlTk9X3nnXdITU2ladOmTJ48WZtJcT91ffzxx7i7u+Pl5UWTJk2K3CckJITly5ej1+uxt7cvMoHNlClTiIyMxN7enu+++0570GxnZ8e0adPo0KEDOp2O9u3bFzt1t2vXrtSqVYtatWrh7+/PkCFDWLlyJXq9nmPHjml/o59//nl69+6Ng4MDvXv3xtnZGcjt+OzWrRs6nY6WLVtqcRqDgoLw9/fHxcUFW1vbUl3z4pTmWgghxD9e3h/qp21xcXFRQjxSX32llKWlUlB4sbRUatmysqnn5k2lrK21so+BOpFXj7W1mjhunBo6dKi6deuWqlevnoqKirpz2E2VlZWlwsPDVdeuXZVSSr3//vtq6NChymAwKKWUOnjwoFJKqeDgYDV06FCtyq5du6rw8HCllFKVKlVSt2/f1rZZWloW+f8pU6aozz77TCmllLu7u9qwYYNSSqnMzEyVlpZW4JROnz6t7O3ttdf9+/dX69atK7StuPaGhYWpfv36FVm3UkrZ29ur06dPq5iYGOXo6KjS0tJUamqqsre3VwcPHtTWp6enq5s3b6oGDRoUOF78PXx14YKy/OknRXj4X4u5uSI8XFn+9JNadvGitu/s2bPVm2++qSIjI5WLi4v2Mw2oNWvWKKWU+vjjj9WwYcOUUkp5enqqtWvXKqWUMhgMKjY2VilV8Gc1r9zJkycX2b6TJ09q/3/ppZe034k//vhD1a5dWzVv3lzbfurUKe3n/N1331Vz585VV69eVbVr19b22bZtm2revLlKSUlRSin1+++/q8uXL5f690kIIYpTmluaCxcuqFq1aimllIqLi1P9+vVT7du3V9evX1eZmZmqYsWKaurUqcrV1VXZ29urN998U/tcy/+5VKdOHTVhwgSl1+uVi4uLiomJUR06dFAvvPCC+s9//qOUUiolJUX5+PgoZ2dn5eDgoDZu3KiUyv1Ma9SokXr99deVnZ2dCgwMVMbGxkqv16tXX31VffbZZ+rDDz98Alfw3v4On8dFtfHue6yiHDhwQA0fPvxRNk15enoqpXLbGBISct/H79+/X3l7e6tGjRopJycnNXDgwEL3p/nlvzcuzTV4WHXq1FFJSUllWubd9yxClCUgWj0F/T6yPL2LjCwU/14BAWBczK+AsXHu9rJw19ygVKA/YAfoUlNJ2LGDoKCgUj0VL+6pc0nyRhT27du31E1evXo1CxYsQKfT0aJFC/74449SH1ua9rZt25aEhIQCCU6KkjcCsnnz5toIyLwpnAEBAej1ejp37qwFNBd/L4kZGX+NKMxz+zYMGkTagAF84OvLhAkTOH78OMuWLePzzz/H29ubVq1aMW3aNCB3lGBUVBQODg7s2rWLyZMnA6UfFfDiiy+yYcOGIhOczJs3DwcHB3Q6HWZmZnTu3BmA6tWr07Rp0wLT5NauXYuDgwNOTk7Ex8fTr18/nnnmGby8vHBwcGDcuHF06NCBV199FU9PTxwdHXn55Ze1qXVCCPEwSrqlycmB+HjYsqUmJiamnDt3jr179+Lp6Ym7uzv79u0jOjoaR0dHhg0bxoEDB4iPjycjI4PNmzcXWWbt2rWJjY3F29ubwMBAwsLC+OWXX7TETebm5mzYsIGDBw8SHh7Ou+++i1K5I/MSExMZMmQIR44cITg4mAoVKhAbG0t6ejqrVq1i5MiRj+QaieK5uroWSC73oEoaCb93714gN6lX3lTm0rp8+TL+/v58+umnHD9+nF9//ZVOnTrJ31AhhHiUnnRvZXGLjCwUj8Xu3bmj/vIex1ta5r7evbvs6hg/XhX5qD9vmTCh7OoqA+fPn1d+fn6qQYMG6oUXXlAjRoxQt27deuT1btq0Sc2YMeOhy2ndurU6cODAAx174cIF9dJLLz10G56E/KNElSo82rQ0yuqpeGZmpvL19VV6vV59++23xe5X5MjCO0v+kYUljQi4+7wfh7S0NPXCCy+oGzduPPa6hRCiOHff0pibF/zX0lIpU9NX1ZQpa1S/fv1UbGys+uGHH9TEiRPVrFmz1HvvvafCwsJU8+bNlYODg6pZs6b2d/nukYW///67Ukqp5cuXq0GDBmlteP7559Wff/6pbt++rYYOHaocHR2VXq9X5ubm6tKlS+r06dOqbt26Bdr9JD7H/6nuNbKwdevWavz48crNzU01bNhQRUZGKqWUNoslJydH1alTR/3555/a8Q0aNFB//PGHunLliurVq5dydXVVrq6uas+ePVr5r732mmrRooV65ZVXVHx8vHJzc1N6vV45OjqqEydOKKX+ep/d3d2VjY2N0uv1as6cOcrb21v9+uuvWn1eXl7abIA8kyZNUpMmTSrynK9du6a6d++uHB0dlbu7uzp06JBSqviRhSdPnlQdO3ZUzZo1Uy1btlRHjx7V1ru7uysHBwc1ceLEAj+Xs2bNUq6ursrR0bHY2QhF3UOdPn1atW3bVjk6OiofHx919uxZpVTu79Pw4cOVp6enqlevnva7ZTAY1NChQ1WjRo2Ur6+v6ty5s7Ztx44dysnJSTk4OKg33nhDZWZmavVOnjxZG8Wbdz5C3AsyslCWeywyslD8u7VsmZsicP58mDAh99+LF3PXl5WGDaG4GGmWltCgQdnV9ZCUUvTq1YsePXqQmJjIiRMnSE1NZeLEiYX2Les4an5+fkyYMKFMy7wf2dnZ1KxZk7CwsCfWhn+KvKDs+ROUFCWgWjUt6/HdjI2MCKha9ZG072Hs2LGDpk2bMnz4cCpWrPikmyOEEJr8tzRjxuQ+kQTIm6SQlgbZ2V5Mn76XQ4cO4+DggIeHB/v27WPv3r20aNGCIUOGEBYWxuHDh3nzzTeLjfuXP67q3TFXs7OzCQkJISkpiZiYGGJjY6levbpWVmnjxorSu5NDj5kz4c8/C2fFzi87O5uoqCjmzZvH1KlTC2wzNjame/fubNiwAYD9+/dTp04dqlevzsiRIxk9ejQHDhxg/fr1DBo0SDsuISGBHTt2sGbNGpYuXcrIkSOJjY0lOjqaWrVqFahj5syZeHt7Exsby+jRoxk4cCArVqwA4MSJE2RmZqLX6wscEx8fr8VqvNuUKVNwdnYmLi6O6dOn069fvxKv1eDBg1m4cCExMTHMnj2bIUOGADBy5EhGjhzJ4cOHC7R5+/btJCYmEhUVRWxsLDExMURGRpZYR57hw4fTv39/4uLi6Nu3LyNGjNC2Xbp0iT179rB582bt/nfDhg0cP36chIQEVq1apY3GzMzMJDAwkNDQUA4fPkx2djb/+c9/tLJsbW05ePAg77zzDrNnzy5V24QQ4l6ks1AIKysYOBBmzMj918qqbMt/XNOdy8CuXbswNzfXpleamJgwd+5cvv76a9LT01mxYgV+fn74+Pjg6+tLeno6vXv3xs7Ojp49e+Lu7k50dDSQG5Db1dUVe3t7bVoS5GYQnDJlCs2aNcPR0VELxr1ixQqGDRsGgJOTk7ZUqFCBn376ibS0NAYMGEDz5s1xdnbWppVmZGTwyiuv0LRpU3r27ElGRkaR53bgwAFatGiBXq+nefPmpKSkFDqfM2fO4ODgoLWnR48etG/fnrp167Jo0SLmzJmDs7MzHh4eXL9+HYBTp07RqVMnXFxc8Pb2LnUg88cpKSmJl156CTc3N9zc3Pj5558BuHbtGh06dMDe3p5Bgwah8r5ZkhsMvXHjxrRs2ZI+ffpoN5/3Ot8rV67w2muvceDAAZycnDh16hR169bl6tWrAERHR9OmTRsAPp82De8vvsBk9GiMXn0V1q/H0tgYaxMTXtm2jWZ2drRs2ZLjx48Xe26pqalleanuqV27dpw9e5ZRo0Y91nqFEKI08m5pmjYFU9Oi9mhBdvZmbt+ugomJCVWqVOHGjRvs27ePFi1aALkdD6mpqQ/18Cw5OZlq1aphZmZGeHh4iZlxzczMyMrKeuC6/u327IHnnoNRo+CLL4y4dCn39Z0kzkBu8q88vXr1AsDFxYUzZ84UKi8gIEALEfPtt99qD/127NjBsGHDcHJyws/Pj5s3b2p/g/38/KhQoQIAnp6eTJ8+nU8//ZSzZ89q64vj7+/P5s2bycrK4uuvvyYwMPA+z38Pr7/+OgA+Pj5cu3aNmzdvFrlvamoqe/fuxd/fHycnJ9566y0tEcu+ffvw9/cHcpOW5dm+fTvbt2/XwuAcO3aMxMTEUrVt3759Wlmvv/66llkboEePHhgbG2NnZ8fly5cBiIyMpE+fPpiYmFCzZk18fHwAOH78OPXq1aNRo0YA9O/fv0CH5b3eUyGEeBBF3kYIIcqQtTVs2QJduuTGLkxLyx1RaGycu76sOycfREoKhIZy5NtvcSlfPve1tTUANjY21K5dm5N3skMfPHiQuLg4qlSpwuzZs6lcuTIJCQnEx8fj5OSkFfnJJ59QpUoVcnJy8PX1JS4uDp1OB/z1BHTJkiXMnj2bZcuWFWhObGwsAP/73/+YNWsWLVq0YMqUKfj4+PD1119z48YNmjdvTrt27fjiiy+wsLDg6NGjxMXFaRkJ87t9+7Z28+vm5sbNmze1m9f853P3DVZ8fDy//vormZmZNGjQgE8//ZRff/2V0aNHs2rVKkaNGsXgwYNZunQpDRs2ZP/+/QwZMqTITLiPQkp2NqFXrpCYkUF6RgY6vV4bqXf9+nX8/PwAtNEALVu25Ny5c3Ts2JGjR48ydepUWrZsyeTJk/nhhx9Yvnw5gDZq4NChQ2RlZdGsWTPtif69zrdatWosW7aM2bNnFxvrKr8/f/uNy3v2sPr0ad739ubzceOwu3SJIZs2ERsbS3Z2doH6hRBC3FvR2ZEBHFHqKpUr/9UZ4ujoSGpqKra2trz55ps4ODjw7LPPPlQ84L59+/Liiy/i6OiIq6trsRl44a/Yys2aNSMkJOSB6/w3SknJvb38ayThMyj1p7b+4sXc+4F69eppx+SNBDUxMSlyloinpycnT54kKSmJjRs38uGHHwJgMBj45ZdfMDc3L3RM/tGir776Ku7u7vzwww906dKFL774Quv0KoqFhQXt27dn06ZNrF27lpiYmEL72NvbExMTQ/fu3UtzWYplMBioVKmSdp9ZGkop3n//fd56662Hqvtu+Ufk5n9Y+zBlFfeeCiHEg5CRhUI8Do9juvODyv9IeudOiIgo/Eg6n/bt21OlSpU7h+7hlVdeAdASQeRZu3YtzZo1w9nZmSNHjpCQkKBtK80T0MTERMaNG8fatWsxMzNj+/btzJw5EycnJ9q0aUNmZibnzp0jMjKS1157DQCdTlegDXmOHz9OjRo1tC8+NjY2mN4ZcpH/fO7Wtm1brK2tqVq1KhUrVuTFF18Ecr9YnTlzpsQn1I/anhs3eG7fPkadPMms8+dR5ctzZtEiFkVEEBsby0cffaTtW9xogPzXrmvXrlSuXBmAn3/+me7du2Nubo61tbV23o/ifLt27cozlpaMcnCg7rPP0tXYmJh9++jZsycWFhbY2NhonZ5Po08++QR7e3t0Oh1OTk7s37//ibVl3rx5pKenP7Lyb9y4wZIlSx5Z+Q+jTZs22qjm/KKjowtM+xLi36L4CCgmWFreZMCAadqaFStWaCO4r4fxRgAAIABJREFUp02bxqlTp/j5558JDg4mKChI2+fll18GchNU2NraAhAYGMiiRYu0svK22drasm/fPg4fPkxwcDBHjx6lbt261K1bl/j4+AIt+vTTTzl69Kh0FD6Au3LoAVZADWAXBgMsX36d//u//6PlfdxvGhkZ0bNnT8aMGUPTpk155plnAOjQoQMLFy7U9iuuw+23337jhRdeYMSIEXTv3p24uLgC262trQslJhk0aBAjRozAzc1NuxfJb9iwYaxcubLA39jvvvuOy5cv4+3trf3sREREYGtri42NTZFts7GxoV69eqxbtw7I7aQ7dOgQAB4eHqxfvx7IHVGZp2PHjnz99dfaKMoLFy5w5cqVIsu/W4sWLbSyQkJC8Pb2LnH/Vq1aERoaSk5ODpcuXSI8PByAxo0bc+bMGe3B/erVq2ndunWp2iCEEA9KRhYK8bjkzQ16mtz1SNoOCMvOJv8j6ZsGA+fOnaNBgwYcPHiwVLGGTp8+zezZszlw4ACVK1cmMDCwQNyjez0BTU1NpXfv3nz11VfUqFEDyL2hW79+PY0bNy6DE/9LSedzdxym/DGasrOzH+gJdVlIyc6my+HDpOTk/LVSKVJycuhy+DAXPT0L7F/SaID78aDna2pqiuHOt5m741/lv8Z/tyfi+/btY/PmzRw8eJDy5ctz9epVbt++/UTakpOTw7x583jttdewsLB4JHXkdRbmxXcqjezsbK1j/klwdXXF1dX1idUvxJMSEJAbt7AoT1kEFPEQih5BugoYSlraGKZPhzlzplC/fv37KjcgIAA3NzctliDAggULGDp0KDqdjuzsbFq1asXSpUsLHbt27VpWr16NmZkZzz77LB988EGB7TqdDhMTE/R6PYGBgYwePRoXFxdsbGy0MDh3q169Ot9++y1jx47lypUrGBsb06pVKzp16kRQUBADBgxAp9NhYWHBypUrSzy3kJAQ3nnnHaZNm0ZWVhavvPIKer1e+xv6ySef0KlTJy0ucYcOHTh69Cied+6trKys+Oabb6hWrVqhsnU6HcZ3Qg/17t2bhQsX8sYbb/DZZ59RtWpVgoODS2xbz5492bVrF3Z2dtSuXVur09zcnODgYPz9/cnOzsbNzY233367xLKEEOKhPekMK8Utkg1ZiMfgq6/+SpsIygDKBdTKO2kTs7/8Ug0aNEiNGTNGKVU4w+6sWbPU22+/rZRS6siRI8rU1FQdOHBAxcbGKp1Op3JyctQff/yhqlWrpoKDg5VSBbPFHThwQLVu3bpQ2f7+/mr+/PkFmvr++++roUOHKoPBoJRS6uDBg0oppT7//HM1cOBApZRShw8fViYmJoWyId+6dUvVq1dPRUVFKaWUunnzpsrKyip0PvmzCN69LX+782/z9PRUa9euVUrlZrG7O4Pfo1BkFmFz8wJZhPO3sU+fPmrWrFna8XlZB4cPH64+/vhjpZRSW7ZsUYBKSkpSUVFRytnZWWVkZKiUlBTVsGFDLYtgac43L6tiHl9fX7VlyxallFKjRo3S3vO7sxzb29ur06dPq5iYGOXo6KjS09PVzZs3VYMGDYrNhvwkrV+/XnXr1q3IbcX9nOdljfTw8FANGjRQX375pVIq95p5e3urLl26qEaNGqm33npL5eTkKKWU+u9//6scHByUvb29Gj9+vFaHpaWlGjNmjNLpdGrq1KnKzMxMOTg4qDZt2hRoy40bN1Tt2rW18lJTU1WtWrXU7du3i80K+ccff6gePXoonU6ndDqd+vnnn1VAQIAyNzdXer1ejR07VhkMBjV27Fhlb2+vHBwctMzX4eHhqmXLlurFF19UDRs2LHRtLC0t1dixY5WdnZ3y9fVV+/fvV61bt1b16tVTmzZtUkrl/i62bNlSOTs7K2dnZ/Xzzz9rx8+cOVM5ODgonU6n3nvvPaXUvTN85l37N954Q6sr/2fM6tWrteydgwcPVtnZ2SW/+UL8DdydHdnSMvf17t1PumWirNx1G1dgsbRUatmyJ93C0rlw4YJq2LCh9nfqSUhLS9PuMdesWaP8/PyeWFuEeByQbMiy3GORachC/Jvd9UjaCNgArAMapqXRaPx4zM3NmT59epGHDxkyhKSkJOzs7Pjwww+xt7enYsWK6PV6nJ2dadKkCa+++ipeXl6lbtLZs2cJCwvj66+/1pKcREdHM2nSJLKystDpdNjb2zNp0iQgN5FKamoqTZs2ZfLkyUXGtitXrhyhoaEMHz4cvV5P+/bti83weL9CQkJYvnw5er0ee3t7LfHKo5SYkUFawXlHmjSDgZN3TUVdsGAB0dHR6HQ67OzstJEAU6ZMITIyEnt7e7777jtq164NgJubG35+fuh0Ojp37oyjo6P2hP1BznfKlCmMHDkSV1dXTExM7rl/s2bNCAgIQK/X07lz54eKm/UopGRns+ziRXY3aEDsb7/RoFEjhgwZwk8//VSq4+Pi4ti1axf79u3jo48+4uLFiwBERUWxcOFCEhISOHXqFN999x0XL17kvffeY9euXcTGxnLgwAE2btwIQFpaGu7u7hw6dIjJkydTs2ZNwsPDtWlLeSpWrIiTk5PWvs2bN9OxY0fMzMyKzQo5YsQIWrduzaFDhzh48CD29vbMnDmT+vXrExsby2effcZ3331HbGwshw4dYseOHYwbN06bln7w4EHmz5/PiRMnCp1/WloaPj4+HDlyBGtraz788EN+/PFHNmzYwOTJk4Hc2Jc//vgjBw8eJDQ0VJtKvHXrVjZt2sT+/fs5dOgQ48eP18otKcNnnmPHjrFt2zaioqKYOnUqWVlZHD16lNDQUH7++WdiY2MxMTGR6ZDiH+FpjoAiysbfKIdesVatWoW7uzuffPKJNirvSYiJicHJyQmdTseSJUv4/PPPn1hbhBDiaWCk1MMFVH1UXF1dVVHxh4QQZWjZstxYhUVFQbe0zP1mUcLU6ZycHLKysjA3N+fUqVO0a9eO48ePU65cuUfYaLHs4kVGnTxZZIehpbEx8xs2ZOCd6dsPKjU1FSsrK9LT02nVqhVffvllkclj/m323LhBl8OHMShFmsGAhVKow4cJuHCBrStXMnPmTAIDA6lbty7R0dHY2toSHR3N2LFjiYiIICgoCIPBoMWU7NevH7169aJSpUpMnjxZy2749ddfExcXR9u2bVm/fj2rVq0CYPny5Rw5coQ5c+ZgamrKrVu3tA7Y/HXe7b///S+RkZEsXbqUnj17MmTIEDw9PalatWqBqf23bt3i6NGjGBkZ4ejoiMFgoGnTpqxcuZIrV67QrVs3Ld7Y6NGj+d///qfFUHr99dfx9/fHxsaGqVOnFuq0zFO+fHkyMzMxMjJi8uTJlC9fnokTJ2IwGLTMrMnJyQwbNkzrvDtx4gTp6em8++67NGnShDfffLNAmW3atOGTTz7By8uLy5cv4+XlxcmTJ4mIiNCS7QQFBWFmZsbEiRMBaNq0KT/++CMbN25k+vTp2pSyjIwM+vTpo8VqE0KIp9mePcXn0JOOYSFEcYyMjGKUUhKrRRRLYhYK8W/2kEGN0tPTadu2LVlZWSilWLJkiXQUPgYB1aox5tSpIrcZGxkRULXqQ9cxePBgEhISyMzMpH///tJRSNGxItONjECnY72zM0uaNSP0m28IDAwsMU6j0Z2M1Xe/Lm59cczNzYsdqblhwwZtdN2yZcvw8/Pjgw8+4Pr168TExODj40NaWlqJMSgPHDhA+fLl6du3L0uXLtUSEwFabMm7Y1HlKSkWqJmZmXZuRcUCBZg7dy7Vq1fn0KFDGAyGUsXbLE02yKJiZCql6N+/PzNmzLhnHUII8bTJG0EaGgonT0KDBrm3b1ZWT7plQggh/s5kGrIQ/2bW1rmPnq2t/0qbaGn51/p73GlaW1sTHR3NoUOHiIuLo3Pnzo+h0cLa1JQtjo5Ym5hgeWfKjqWxMdYmJmxxdMSqDBJK/Pe//yU2NpZjx47x/vvvP3R5/wShV65gyD8a/9w5+P13AAxK8e2+fdSpUwfIHeUXExMDoGVXzLNp0yYyMzO5du0aERER2jTrqKgoTp8+jcFgIDQ0lJYtW9K8eXN++uknrl69Sk5ODmvWrCk2A2L+DJM9e/YkNjaW2NhYXF1dsbKyws3NjZEjR9KtWzdMTExKzAppYmLCf/7zHwC8vLw4cuQIhw4d4uTJk/j5+WFnZ4e3tzeDBw8mJyeHHj16sG3bNpo3bw7AoUOHCAsL48yZM3h7e9OsWTOaNWvG3r17tfZ++umnLFmyhDlz5jBhwgROnTpFRkYGAMnJyZiamuLq6srq1avJudNB2759e4KDg7Wsz9evX7/v9/Fuvr6+hIWFadktr1+/ztmzZx+6XCGEeFzycujNmJH7r3QUCiGEeFgyslCIfzt5JP231LJSJS56ehKalMTJ9HQaWFgQULVqmXQUiqIVihWZkQELF0JqKmkmJiQ2aMCKO7HupkyZwsCBA5k0aRJt2rQpUI5Op6Nt27ZcvXqVSZMmUbNmTU6cOIGbmxvDhg3j5MmTtG3blp49e2JsbMzMmTNp27YtSim6du1K9+7di2zf4MGD6dSpkxa78G4BAQH4+/sTERGhrcufFfJWVhaNu3aliZUVJuXK8eOuXSxbtozz588zePBgKlasSHZ2NsePH6d79+5a+/R6PSkpKTRp0oRnn32Ww4cPc/XqVbp27YpSih9//BFzc3MSExPp06cP8FfswTfffJPKlSszYMAAqlSpAkBsbCxDhgzBy8sLMzMzjh07po1U7NSpk9YBWq5cObp06VJsTNXSsrOzY9q0aXTo0AGDwYCZmRmLFy/WOn6FEEIIIYT4t5GYhUIIIUQplEWsyKCgIKysrBg7dmyB9flj6z0Jd8dixNcX4xde4AVzczq1acPnn3/O3r17C8UitLKyIjU1lczMTBo1akRiYiL/93//x9q1awkJCbnv2IMhISFERUUxZ84cGjVqRFRUFM8888zjvhxCCCGEEP9oErNQ3IsMQRFCCCFK4XHEinwSiorFSLlyGL76issmJszw9KTcnRGrxcUiNDc3p02bNmzbto3Q0FBeeeUV4P5jD7700ktMnToVHx8fXFxcpKNQCCGEEEKIJ0BiFgohhBClUBaxIoOCggqNKoTcbL5PalRhoViM+RiUIjQpqVTlBAQEEBwczO7du+nUqROQG3uwRo0aGBsblyr2oLm5OR07duSdd97hjTfeeNhTE0I8AKtShCHZvXs39vb2ODk5abFGH7WIiIgCcU+XLl2qZYp/GAaDgREjRuDg4ICjoyNubm6cPn262P2///57Zs6c+dD1lpXSvF9F2bhxIwkJCdrryZMns2PHDgDmzZunfT7fTxlCCCH+OaSzUAghhCilvFiR8xs2ZMLzzzO/YUMuenrSslKlJ920B1YoFmM+aQYDJ0vxhRGgQ4cO/PTTT7Rr107Lij5kyBBWrlyJXq8vFHvQz88PV1dXnJycmD17tlZO3759MTY2pkOHDg95ZkKIRyUkJIT333+f2NhYKlSocM/9i8tQfj/u7ix8++236dev30OXGxoaysWLF4mLi+Pw4cNs2LCBSiV8pvv5+TFhwoSHrvdJu7uj76OPPqJdu3aAdBYKIYSQmIVCCCHEv1pZxGIsS7NnzyY5OZmPP/74sdUphPhLXizSiIgIgoKCsLW1JT4+HhcXF7755huWL1/O+PHjqVixIi1atOCbb75h/PjxbN26FSMjIz788EMCAgKIiIhg0qRJVK5cmWPHjvHll18yZcoUKlWqxOHDh+nduzeOjo7Mnz+fjIwMNm7cSP369fnf//7HtGnTuH37Ns888wwhISFkZGTg4eGBiYkJVatWZeHChezcuVOLARsbG8vbb79Neno69evX5+uvv6Zy5cq0adMGd3d3wsPDuXHjBsuXL8fb27vA+c6ZM4fTp0+zcOHCQtfi//7v//jggw/IycnB1taWnTt3smLFCqKjo1m0aBFJSUm8/fbbnDt3DsjtZPPy8iIoKIhz587x22+/ce7cOUaNGsWIESMAWLVqFbNnz8bIyAidTsfq1auLLeenn35i5MiRABgZGREZGYm1tfV9vV9GRkZMmDCB77//HlNTUzp06ECvXr3o1q0bFStWpGLFiqxfv56PP/6Ybt26cfHiRcaOHUvjxo2xtbUlPDxcqwMgLCyMzZs3M3jw4EJlAAwdOpSkpCQsLCz46quvaNKkSRn+dAohyorELBT3pJR6KhcXFxclhBBCiEfrZlaWso6MVISHF1qsIyNVSlbWY2tLjx49lKOjo0pKSnpsdQohlLp5U6mvvlJq/Hilype3VDdvKhUeHq5sbGzU+fPnVU5OjvLw8FC7d+9WSinVv39/tW7dOqWUUmFhYapdu3YqOztb/fHHH+r5559XFy9eVOHh4crCwkL99ttvSqnc8ipWrKguXryoMjMzVc2aNdXkyZOVUkrNmzdPjRw5Uiml1PXr15XBYFBKKfXVV1+pMWPGKKWUmjJlivrss8+0Nud/7ejoqCIiIpRSSk2aNEkrq3Xr1trxP/zwg/L19S107ufPn1d16tRRer1ejRkzRh08eFAppdSVK1dUrVq1tPZfu3ZNKaVUcHCwGjp0qFJKqT59+mjX5OzZs6pJkyZa2zw9PVVmZqZKSkpSVapUUbdv31bx8fGqYcOG2mdcXpnFldOtWze1Z88epZRSKSkpKquIz2NLS0vt+hb1fl29elU1atRIu6Z//vlnoffw7td16tQp8DmcV4dSSq1bt07179+/yDJ8fHzUiRMnlFJK/fLLL6pt27aF2iuEeDoA0eop6PeR5eldJMGJEEII8S+WF4sxfzZkS2NjjI2MSh2Lsaxs2LDhsdUlhMi1Zw906QIGA6Sl5a577jn45BNo3rw5tWrVAsDJyYkzZ87QsmXLu47fQ58+fTAxMaF69eq0bt2aAwcOYGNjQ/PmzalXr562r5ubGzXujFSuX7++Fm7A0dFRy7T++++/ExAQwKVLl7h9+3aB44uSnJzMjRs3aN26NQD9+/fH399f296rVy8AXFxcOHPmTKHja9WqxfHjx9m1axe7du3C19eXdevWkZ6eTqtWrbT6q1SpUujYHTt2FJiGe/PmTW0EXteuXSlfvjzly5enWrVqXL58mV27duHv74+trW2BMosrx8vLizFjxtC3b1969eqlvRfFKer98vDwwNzcnIEDB9KtWze6detWYhkPKjU1lb179xa49rdu3XokdQkhhHj0pLNQCCGE+JfLi8UYmpTEyfR0GlhYEFC16mPtKBRCPH4pKbkdhSkphde/9x60alVeW2diYnLfsQfvzqBevvxf5RkbG2uvjY2NtbKHDx/OmDFj8PPz06bWPoy8Okpqf/ny5encuTOdO3emevXqbNy4sVRxUw0GA7/88kuRmd7zn+u9rl1x5UyYMIGuXbuyZcsWvLy82LZtW4nTeouq09TUlKioKHbu3ElYWBiLFi1i165d9zy3/IyMjLT/Z2ZmFnsOlSpVIjY29r7KFkII8XSSBCdCiDJjZGTEa6+9pr3Ozs6matWqj+wp9r3UrVuXq1evPtI6AgMDCQsLu69jyiqDoxBlycrUlIE1ajCjfn0G1qghHYVC/AuEhuaOKCyKUnDp0r3L8Pb2JjQ0lJycHJKSkoiMjKR58+YP3Kbk5GSee+45AFauXKmtt7a2JuXuXk2gYsWKVK5cmd27dwOwevVqbZRhaRw8eJCLFy8CuR1ecXFx1KlTBw8PDyIjI7XMyHlZ2/Pr0KFDgViH9+oo8/HxYd26dVy7dq1AmcWVc+rUKRwdHXnvvfdwc3Pj2LFjpT6vPKmpqSQnJ9OlSxfmzp3LoUOHgOKvZ1HbqlevztGjRzEYDAVGgOffz8bGhnr16rFu3TogN9RVXl1CCCH+fqSzUAhRZiwtLYmPjycjIwOAH3/8UbvhF7mys7PLLIOjEEII8TASE/+aeny3zMzit+XXs2dPdDoder0eHx8fZs2axbPPPvvAbQoKCsLf3x8XFxdtui7Aiy++yIYNG3ByctI6BvOsXLmScePGodPpiI2NZfLkyaWu78qVK7z44os4ODig0+kwNTVl2LBhVK1alS+//JJevXqh1+sJCAgodOyCBQuIjo5Gp9NhZ2fH0qVLS6zL3t6eiRMn0rp1a/R6PWPGjCmxnHnz5mntMjMzo3PnzqU+rzwpKSl069YNnU5Hy5YtmTNnDgCvvPIKn332Gc7Ozpw6darAMYMHD6ZTp060bdsWgJkzZ9KtWzdatGihTSMvqoyQkBCWL1+OXq/H3t6eTZs23Xd7hRBCPB0kG7IQosxYWVkxYsQImjVrxssvv0y/fv2wt7dn9+7dbN68mevXrzNgwAB+++03LCws+PLLL9HpdCVmDfzmm29YsGABt2/fxt3dnSVLlrBy5Uri4uKYN28eAF999RUJCQnMnTu3QHvq1q1LdHQ0tra29OjRg/Pnz5OZmcnIkSMZPHiw1ua7M/ytWLGCwMBAbGxsiI6O5o8//mDWrFm8/PLLKKUYPnw4P/74I88//zzlypVjwIABvPzyy8TExDBmzBhSU1OxtbVlxYoV1KhRgzZt2uDk5KTFdUpJSdEyOBaXqTE9PZ3AwEDi4+Np3LgxFy9eZPHixbi6StIyIYQQZWPZMhg1quhOQUtLmD8fBg58/O0SQgjxaEk2ZHEvMrJQCPFwUlJyv2289x5kZ/PKiy/y7bffkpmZSVxcHO7u7tquU6ZMwdnZmbi4OKZPn15gdN2xY8fYtm0bUVFRTJ06laysLI4ePUpoaCg///wzsbGxmJiYEBISQu/evfnf//5HVlYWAMHBwQwYMKDEZn799dfExMQQHR3NggULtClAJbl06RJ79uxh8+bNTJgwAchNwHD8+HESEhJYtWoVe/fuBSArK4vhw4cTFhZGTEwMAwYMYOLEiVpZt2/fJjo6mnfffbdQPdnZ2URFRTFv3jymTp0KwJIlS6hcuTIJCQl8/PHHxMTE3LO9QgghxP0ICADjYr4NGBvnbhdCCCHEv48EJBJCPLgiUijqOnbkTM2arFmzhi5duty1+x7Wr18P5MbtuXbtGjdv3gSKzhq4c+dOYmJicHNzAyAjI4Nq1aphZWWFj48PmzdvpmnTpmRlZeHo6FhiUxcsWKDF2Tl//jyJiYk888wzJR7To0cPjI2NsbOz4/LlywBERkZqWR9r1qyJj48PAMePHyc+Pp727dsDkJOTU2CqTlHTl/IUlalxz549jBw5EkCbgiSEEEKUJWtr2LKl4J9yS8vcjsItW8DK6km3UAghhBBPgnQWCiEeTAkpFP1On2bsu+8S8dNPpRrBB0Vn8FNK0b9/f2bMmFFo/0GDBjF9+nSaNGnCG2+8UWLZERER7Nixg3379mFhYUGbNm20bH4lZfjL36Z7hWxQSmFvb8++ffuK3H53Rsii6nmQTJNCCCHEw2jZEi5ezE12cvIkNGiQO6JQOgqFEEKIfy+ZhiyEeDAlpFAcYGLClI4dC4328/b2JiQkBMjtwLO1tcXGxqbYKnx9fQkLC+PKlStAbtbAs2fPAuDu7s758+f573//S58+fUpsanJyMpUrV8bCwoJjx47xyy+/aNuKy/BXnFatWmlZHy9dukR4eDgAjRs3JikpSesszMrK4siRI/csrzheXl6sXbsWgISEBA4fPvzAZQkhhBAlsbLKjU04Y0buv9JRKIQQQvy7ychCIcSDKSGFYq2MDEbUrVtofVBQEAMGDECn02FhYcHKlStLrMLOzo5p06bRoUMHDAYDZmZmLF68mDp16gDQu3dvYmNjqVy5conldOrUiaVLl9K0aVMaN26Mh4eHti0vw1/VqlVxdXXVkp0Up2fPnuzatQs7Oztq166Np6cnAOXKlSMsLIwRI0aQnJxMdnY2o0aNwt7evsTyijNkyBD69++PnZ0dTZo0wd7enooVKz5QWUIIIYQQQgghRGlJNmQhxIN5ClIoduvWjdGjR+Pr6/tI63kScnJyyMrKwtzcnFOnTtGuXTuOHz9OuXLlnnTThBBCCCGEEH9jkg1Z3ItMQxZCPJgnmELxxo0bNGrUiAoVKvwjOwoB0tPTadmyJXq9np49e7JkyRLpKBRCCCGEEEII8cjJNGQhxIN5gikUK1WqxIkTJx5Z+U8Da2trZHS1EEIIIYQQQojHTToLhRAPTlIoCiGEEEIIIYQQ/yjSWSiEeDh5KRSFEEIIIYQQQgjxtycxC4UQQgghhBBCCCGEEIB0FgohhBBCCCGEEEIIIe6QzkIhhBBCCCGEEEIIIQQgnYVCCCGEEEIIIYQQQog7pLNQCCGEEEIIIYQQQggBSGehEEIIIYQQQgghhBDiDuksFEIIIYQQQgghhBBCANJZKIR4DExMTHBycsLBwYEXX3yRGzduPOkmadq0aUN0dPSTboYQQgghhBBCCPFUkM5CIcQjV6FCBWJjY4mPj6dKlSosXrz4sdavlMJgMDzWOoUQQgghhBBCiL8j6SwUQjxWnp6eXLhwAYBTp07RqVMnXFxc8Pb25tixYwCsW7cOBwcH9Ho9rVq1AiAnJ4dx48bh5uaGTqfjiy++ACA1NRVfX1+aNWuGo6MjmzZtAuDMmTM0btyYfv364eDgwPnz5/n0009xdHREr9czYcIErU3r1q2jefPmNGrUiN27dz/OyyGEEEIIIYQQQjxVTJ90A4QQ/1ApKRAaComJkJ0NKSnkWFiwc+dOBg4cCMDgwYNZunQpDRs2ZP/+/QwZMoRdu3bx0UcfsW3bNp577jltyvLy5cupWLEiBw4c4NatW3h5edGhQweef/55NmzYgI2NDVevXsXDwwM/Pz8AEhMTWblyJR4eHmzdupVNmzaxf/9+LCwsuH79utbU7OxsoqKi2LJlC1OnTmXHjh2P/3oJIYQQQgghhBBPAeksFEKUvT17oEsXMBggLY0MwKlSJS5YW9NUp6N9+/akpqayd+9e/P2mxPLOAAAdp0lEQVT9tcNu3boFgJeXF4GBgfTu3ZtevXoBsH37duLi4ggLCwMgOTmZxMREatWqxQcffEBkZCTGxsZcuHCBy5cvA1CnTh08PDwA2LFjB2+88QYWFhYAVKlSRas3rw4XFxfOnDnzSC+NEEIIIYQQQgjxNJPOQiFE2UpJye0oTEnRVlUAYg0G0nNy6JidzeLFiwkMDKRSpUrExsYWKmLp0qXs37+fH374ARcXF2JiYlBKsXDhQjp27Fhg3xUrVpCUlERMTAxmZmbUrVuXzMxMACwtLUvV5PLlywO5iViys7Mf8MSFEEIIIYQQQoi/P4lZKIQoW6GhuSMKi2ChFAvat+fzzz/HwsKCevXqsW7dOiA3CcmhQ4eA3FiG7u7ufPTRR1StWpXz58/TsWNH/vOf/5CVlQXAiRMnSEtLIzk5mWrVqmFmZkZ4eDhnz54tsu727dsTHBxMeno6QIFpyEIIIYQQfye///473bt3p2HDhtSvX5+RI0dy+/btMik7KCiI2bNn39cxW7duxdXVFTs7O5ydnXn33XfLpC1lYfr06QVet2jR4gm1RAgh/j6ks1AIUbYSEyEtrehtaWk4376NTqdjzZo1hISEsHz5cvR6Pfb29lpyknHjxuHo6IiDgwMtWrRAr9czaNAg7OzsaNasGQ4ODrz11ltkZ2fTt29foqOjcXR0ZNWqVTRp0qTIqjt16oSfnx+urq44OTnd902wEEIIIcTTQClFr1696NGjB4mJiZw4cYLU1FQmTpxYaN/HMWMiPj6eYcOG8c0335CQkEB0dDQNGjQo9fEP28Z7HX93Z+HevXsfqj4hhPg3MFJKPek2FMnV1VVFR0c/6WYIIe7XsmUwalTRHYaWljB/PtxJcCKEEEIIIe7Pzp07mTp1KpGRkdq6mzdvUq9ePc6fP8/atWv57rvvSE1NJScnhx9++IHu3bvz559/kpWVxbRp0+jevTsAq1atYvbs2RgZGaHT6Vi9ejVBQUFYWVkxduxYTp06xdChQ0lKSsLCwoKvvvqq0IPZfv360aZNGwYMGFCorWfOnGHAgAFcvXqVqlWrEhwcTO3atQkMDMTc3Jxff/0VLy8vbGxsOHXqFCdPnuTq1auMHz+eN998E6UU48ePZ+vWrRgZGfHhhx8SEBBAREQEkyZNonLlyhw7dowTJ07Qo0cPzp8/T2ZmJiNHjmTw4MFMmDCBzz77DEdHR+zt7QkJCcHKyorU1NQSyw4KCsLW1pb4+HhcXFz45ptvMDIyerRvrBCPkZGRUYxSyvVJt0M8xZRST+Xi4uKihBB/QzdvKmVtrRQUXqytlUpJedItFOJv49y5c6pNmzaqadOmys7OTs2bN08ppdS1a9dUu3btVIMGDVS7du3U9evXlVJKHT16VHl4eKhy5cqpzz77rEBZW7duVY0aNVL169dXM2bMeOznIoQQomzMnz9fjRo1qtB6JycndejQIRUcHKyee+45de3aNaWUUllZWSo5OVkppVRSUpKqX7++MhgMKj4+XjVs2FAlJSUppZS2/5QpU7S/IT4+PurEiRNKKaV++eUX1bZt20L1Ojs7q9jY2CLb2q1bN7VixQqllFLLly9X3bt3V0op1b9/f9W1a1eVnZ2t1anT6VR6erpKSkpStWrVUhcuXFBhYWGqXbt2Kjs7W/3xxx/q+eefVxcvXlTh4eHKwsJC/fbbb1pdee1PT09X9vb26urVq0oppSwtLQu0Ke91SWXb2Nio8+fPq5ycHOXh4aF2795dwjsixN8PEK2egn4fWZ7eRaYhCyHKlrU1bNmS+29eghFLy7/WW1k92fYJ8TdiamrK559/TkJCAr/88guLFy8mISGBmTNn4uvrS2JiIr6+vsycORPIzfK9YMECxo4dW6CcnJwchg4dytatW0lISGDNmjUkJCQ8iVMSQgjxgFJScidwfP89xMcXyCVXSPv27alSpQqQOzjkgw8+QKfT0a5dOy5cuMDly5fZtWsX/v7+2NraAmj750lNTWXv3r34+/vj5OTEW2+9xaVLl+6rzfv27ePVV18F4PXXX2fPnj3aNn9/f0xMTLTX3bt3p0KFCtja2tK2bVuioqLYs2cPffr0wcTEhOrVq9O6dWsOHDgAQPPmzalXr552/IIFC9Dr9Xh4eHD+/HkSExNLbNu9yq5VqxbGxsY4OTlx5syZ+zpvIYT4u5NsyEKIsteyJVy8mJvs5ORJaNAAAgKko1CI+1SjRg1q1KgBgLW1NU2bNuXChQts2rSJiIgIAPr370+bNm349NNPqVatGtWqVeOHH34oUE5UVBQNGjTghRdeAOCVV15h06ZN2NnZMWHCBL7//ntMTU3p0KGDxPMUQoin0J490KVLbg65tDQ7jI3DeO653OewLVvmTkM+d+4cDRo04ODBg1jmPbAFQkJCSEpKIiYmBjMzM+rWrUtmZuY96zQYDFSqVInY2NgS97O3tycmJga9Xn9f55S/jUChab73mvab//iIiAh27NjBvn37sLCwoE2bNqU6x+KUL19e+7+Jicljif0ohBBPExlZKIR4NKyscmMTzpiR+690FArxUM6cOcOvv/6Ku7s7ly9f1joRn332WS5fvlzisRcuXOD555/XXteqVYsLFy5w7do1NmzYwJEjR4iLi+PDDz98pOcghBDi/qWk5HYUpqTkhYT2xWBIJyVlFV26QHJyDu+++y6BgYFYWFgUOj45OZlq1aphZmZGeHg4Z8+eBcDHx4d169Zx7do1AK5fv17gOBsbG+rVq8e6deuA3BGKhw4dKlT+uHHjmD59OidOnAByOxmXLl0K5GYe/vbbb4HcTktvb+9iz3PTpk1kZmZy7do1IiIicHNzw9vbm9DQUHJyckhKSiIyMpLmzZsXeY6VK1fGwsKCY8eO8csvv2jbzMzMyMrKKnRMacsWQoh/I+ksFEIIIZ4iKdnZLLt4kfdOnWLZxYukZGeTmprKSy+9xLx587CxsSmwv5GR0QMHXa9YsSLm5uYMHDiQ7777rsgvmUIIIZ6s0NDcEYV/MQI2AOtITW1Iw4aNMDc3L5T1N0/fvn2Jjo7G0dGRVatWaQlK7O3tmThxIq1bt0av1zNmzJhCx4aEhLB8+XL0ej329vZs2rSp0D46nY558+bRp08fmjZtioODA7/99hsACxcuJDg4WEueMn/+/GLPU6fT0bZtWzw8PJg0aRI1a9akZ8+e6HQ69Ho9Pj4+zJo1i2effbbQsZ06dSI7O5umTZsyYcIEPDw8tG2DBw9Gp9PRt2/fAseUtmwhhPg3kmzIQgghxFNiz40bdDl8GINSpBkMWBobY5STQ9Np03ila1fti1zjxo35//buPzir6s7j+PskMVSTWIVCpba1qEArgcAmpKIIVBp01YFaGaNtt7DgqJ2plDq2QJkidDvFLcwqdbadWu2ItobYTLWMZUcEmhaqbUw0iFAwoUaqiUJrxQT8QZKzf+RpDCGEQCBPIO/XTIbn3nvuud8nM2ce8nnOvae0tJTBgwdTV1fHpEmT2LFjR2s/bVeyhJZnRi1evJgnn3wSgKVLlwKwYMEC3nvvPdavX09JSQk1NTVs2LChh9+1JKkz8+bBD394+OPz57fcyHEya/+5JenEcjVkHYkzCyVJ6gXqGxu5assW6pua2JeYQrKvqYmGpUup7N+fm+fMaW07depUVq5cCcDKlSuZNm1ap32PHTuWqqoqXn75Zd5//31WrVrF1KlTaWhoYO/evVx11VXcfffdHd5eJklKrqFDP1gzrr2MjJZHQ0uSdDw5s1CSpF7g/tpa5lZXtwaFAGzZAnPmEM4/n49/6EP0P+00fvCDH/DZz36W66+/nl27dnHeeefx6KOP0r9/f15//XXy8vJ4++23SUlJITMzk23btnHmmWeyZs0a5s6dS1NTE7NmzWLhwoXU1dUxbdo03n33XWKM3HHHHcyYMSN5vwRJ0iHq6+Hcczte/Tgrq2VNOR8NLeloOLNQR2JYKElSLzBv505++Le/Hfb4/E98gqUXXNCDFUmSeouDV0NumVGYkvLBasiSdDQMC3UkackuQJIkwdDTTycjJeXgmYUJGSkpXOjiI5LUZ40f3zKDsLgYqqtbbj0uLHRGoSTpxDAslCSpFygcNIjbd+7s8FhKCBQOHNjDFUmSepPMTJg9O9lVSJL6Ahc4kSSpF8hKS2PNyJFkpaaSkdLy8ZyRkkJWaiprRo4kM83v9yRJkiSdeP7lIUlSLzH+rLOoHTeO4j17qN6/nwvPOIPCgQMNCiVJkiT1GP/6kCSpF8lMS2P24MHJLkOSJElSH+VtyJIkSZIkSZIAw0JJkiRJkiRJCYaFkiRJUh/x+OOPE0Jg+/bth23z1ltv8eMf/7h1u7a2lunTp7du33jjjYwaNYq7776bRYsWsW7dusP2VV5ezpw5czqtqbS0lGuuueaYzm1fa2cyMzMBqKmpITs7u8vXkCSprwkxxmTX0KG8vLxYXl6e7DIkSZKkU0ZhYSG1tbVcfvnlLFmy5JDjjY2NvPrqq1xzzTW8+OKLhxx//fXXGT9+PNXV1cetptLSUpYvX84TTzxx1OfW1NQcttb2MjMzaWhoOKpzJOlUFEKoiDHmJbsO9V7OLJQkSZL6gIaGBjZt2sQDDzzAqlWrWveXlpZy2WWXMXXqVC666CLmz5/Pzp07GT16NN/61rcOmok3ZcoUXnvtNUaPHs3GjRuZOXMmJSUlADz77LNccskl5OTkkJ+fT319/UGzBsvKyhg3bhxjxozhkksuYceOHZ3W2/bcxYsXM2vWLCZNmsT555/Pj370I4BDagVYtmwZY8eOZdSoUdx5551dvsaePXsoKChgxIgR3HTTTZx33nn8/e9/B+AXv/gF+fn5jB49mltuuYWmpiagJYBcuHAhOTk5XHzxxbzxxhsAvPHGG1x77bXk5OSQk5PD008/3Wk/kiT1JoaFkiRJ0imqvh7uvx/mzYO5c3/D5MlXMmzYMAYMGEBFRUVru+eee44VK1bw0ksvcdddd3HBBRdQWVnJsmXLDupv9erVrccuu+yy1v3vv/8+hYWFrFixgs2bN7Nu3TpOP/30g8799Kc/zcaNG3n++ef53ve+x3e+852jei/bt2/nySefpKysjCVLlnDgwIFDal27di1VVVWUlZVRWVlJRUUFf/jDH7rU/5IlS7j88svZunUr06dPZ9euXQD85S9/obi4mD/+8Y9UVlaSmprKL3/5SwD27dvHxRdfzObNm5kwYQI/+9nPAJgzZw4TJ05k8+bNPPfcc4wYMaLTfiRJ6k3Skl2AJEmSpONv0ya46ipoboZ9+yA1tYj09G9w881www03UFRURG5uLgD5+fkMGTLkmK+1Y8cOBg8ezNixYwE488wzD2mzd+9eZsyYQVVVFSEEDhw4cFTXuPrqq+nXrx/9+vVj0KBBrbP42lq7di1r165lzJgxQMtsyqqqKiZMmHDE/jdt2sRjjz0GwJVXXsnZZ58NwPr166moqGh9b++88w6DBg0CID09vXVmYm5uLk899RQAGzZs4KGHHgIgNTWVD3/4wzz88MOH7UeSpN7EsFCSJEk6xdTXtwSF9fX/2vMmTU0beOedLUyYEPjYx5pISQmtMwczMjJOeE3f/e53+dznPsdjjz1GTU0NkyZNOqrz+/Xr1/o6NTWVxsbGQ9rEGFmwYAG33HJLd8s9qM8ZM2awdOnSQ46ddtpphBA6rakr/UiS1Jt4G7IkSZJ0iikubplR+IES4D+AVzjjjBqWLPkbQ4YMYePGjYecm5WVRf0HKWOXDB8+nLq6Op599lkA6uvrDwnO9u7dy7nnngvAgw8+eFT9H077Wq+44gp+/vOf09DQAMBrr73G7t27u9TXpZdeyqOPPgq0zFD85z//CcDkyZMpKSlp7efNN9/klVde6bSvyZMn85Of/ASApqYm9u7de0z9SJKUDIaFkiRJ0immqqrl1uMPFAHXAi37q6vhuuuuo6io6JBzBwwYwKWXXkp2dnbroiFHkp6eTnFxMbfddhs5OTkUFBTw7rvvHtTm29/+NgsWLGDMmDGdzsA7Gu1rnTJlCl/60pcYN24cI0eOZPr06V0OPu+8807Wrl1LdnY2v/rVrzjnnHPIysrioosu4vvf/z5Tpkxh1KhRFBQUUFdX12lfK1as4He/+x0jR44kNzeXbdu2HVM/kiQlQ4gxJruGDuXl5cXy8vJklyFJkiSddO6/H+bObR8YtsjIgBUrYPbsnq+rN3vvvfdITU0lLS2NZ555hq997WtUVlYmuyxJOu5CCBUxxrxk16Hey2cWSpIkSaeYwkK4/faOj6WktBzXwXbt2sX1119Pc3Mz6enprSsbS5LU1xgWSpIkSaeYrCxYs+bg1ZAzMlqCwjVrIDMz2RX2PkOHDuX5559PdhmSJCWdYaEkSZJ0Cho/HmprWxY7qa6GCy9smVFoUChJkjpjWChJkiSdojIzfTahJEk6Oq6GLEmSJEmSJAkwLJQkSZIkSZKUYFgoSZIkSZIkCTAslCRJkiRJkpRgWChJkiRJkiQJMCyUJEmSJEmSlGBYKEmSJEmSJAkwLJQkSZIkSZKUYFgoSZIkSZIkCTAslCRJkiRJkpTQrbAwhNA/hPBUCKEq8e/ZHbQZHUJ4JoSwNYTwQgihsDvXlCRJkiRJknRidHdm4XxgfYxxKLA+sd3efuCrMcYRwJXAPSGEs7p5XUmSJEmSJEnHWXfDwmnAysTrlcAX2jeIMb4UY6xKvK4FdgMDu3ldSZJOWY8//jghBLZv396tfmbOnElJSUmX2y9evJjly5d365qSJEmSTm7dDQs/GmOsS7x+HfhoZ41DCPlAOrDzMMdvDiGUhxDK9+zZ083SJEk6ORUVFTF+/HiKioqSXYokSZKkPuaIYWEIYV0I4cUOfqa1bRdjjEDspJ/BwMPAf8YYmztqE2O8L8aYF2PMGzjQyYeSpL6noaGBTZs28cADD7Bq1arW/aWlpUyYMIGrr76a4cOHc+utt9Lc3PJxmpmZyTe/+U1GjBjB5MmT6egLt4qKCiZOnEhubi5XXHEFdXV1h7Rpa9KkScybN4/8/HyGDRvGxo0bAWhqauKOO+4gOzubUaNGce+99x7Hdy9JkiQp2Y4YFsYYPx9jzO7g5zfAG4kQ8F9h4O6O+gghnAn8FlgYY/zT8XwDkiSd7OobG7m/tpZ5O3cy98EHmTxlCsOGDWPAgAFUVFS0tisrK+Pee+9l27Zt7Ny5k1//+tcA7Nu3j7y8PLZu3crEiRNZsmTJQf0fOHCA2267jZKSEioqKpg1axYLFy48Yl2NjY2UlZVxzz33tPZ53333UVNTQ2VlJS+88AJf/vKXj+NvQpIkSVKypXXz/NXADOCuxL+/ad8ghJAOPAY8FGPs+oOTJEnqAza99RZXbdlCc4zsa24m9ZFHSJ8+nZvfeosbbriBoqIicnNzAcjPz+f8888H4MYbb2TTpk1Mnz6dlJQUCgsLAfjKV77CF7/4xYOusWPHDl588UUKCgqAltmBgwcPPmJt/+onNzeXmpoaANatW8ett95KWlrLfyH69+/f/V+CJEmSpF6ju2HhXcCjIYTZwCvA9QAhhDzg1hjjTYl9E4ABIYSZifNmxhgru3ltSZJOavWNjVy1ZQv1TU0tO95+m6bnnuOdv/6VCcuW8bG0NFJCYNmyZQCEEA46v/324fbHGBkxYgTPPPPMUdXXr18/AFJTU2lsbDyqcyVJkiSdnLq1wEmM8R8xxskxxqGJ25XfTOwvTwSFxBh/EWM8LcY4us2PQaEkqc8r3r2b5tjmcb+//z0UFMCqVZxRXMySsjKGDBnS+rzAsrIyXn75ZZqbmykuLmb8+PEANDc3t656/Mgjj7Tu/5fhw4ezZ8+e1rDwwIEDbN269ZhqLigo4Kc//WlrePjmm28eUz+SJEmSeqfuroYsSZKOUdU777Cvuc2aXxs2wGWXAbCvuZnq/fu57rrrWldFHjt2LF//+tf5zGc+w5AhQ7j22msByMjIoKysjOzsbDZs2MCiRYsOuk56ejolJSXMmzePnJwcRo8ezdNPP31MNd9000188pOfZNSoUeTk5PDII48AsGjRIlavXn1MfUqSJEnqPUKMh13AOKny8vJieXl5ssuQJOmEub+2lrnV1QcHhgkZKSmsGDqU2YlnC5aWlrJ8+XKeeOKJQ9pmZmbS0NBwwuuVJEnSyS+EUBFjzEt2Heq9nFkoSVKSFA4aRMphnjuYEgKFAwf2cEWSJEmS+jrDQkmSkiQrLY01I0eSlZpKRkrLR3JGSgpZqamsGTmSzLQP1iGbNGlSh7MKAWcVSpIkSTpuursasiRJ6obxZ51F7bhxFO/ZQ/X+/Vx4xhkUDhx4UFAoSZIkST3Fv0QkSUqyzLS01mcTSpIkSVIyeRuyJEmSJEmSJMCwUJIkSZIkSVKCYaEkSZIkSZIkwLBQkiRJkiRJUoJhoSRJkiRJkiTAsFCSJEmSJElSgmGhJEmSJEmSJMCwUJIkSZIkSVKCYaEkSZIkSZIkwLBQkiRJkiRJUoJhoSRJkiRJkiTAsFCSJEmSJElSgmGhJEmSJEmSJMCwUJIkSZIkSVKCYaEkSZIkSZIkwLBQkiRJkiRJUoJhoSRJkiRJkiTAsFCSJEmSJElSgmGhJEmSJEmSJMCwUJIkSZIkSVKCYaEkSZIkSZIkwLBQkiRJkiRJUoJhoSRJkiRJkiTAsFCSJEmSJElSgmGhJEmSJEmSJMCwUJIkSZIkSVKCYaEkSZIkSZIkwLBQkiRJkiRJUoJhoSRJkiRJkiTAsFCSJEmSJElSgmGhJEmSJEmSJABCjDHZNXQohLAHeCXZdUjiI8Dfk12EpE45TqXez3EqnRwcq+oLzosxDkx2Eeq9em1YKKl3CCGUxxjzkl2HpMNznEq9n+NUOjk4ViXJ25AlSZIkSZIkJRgWSpIkSZIkSQIMCyUd2X3JLkDSETlOpd7PcSqdHByrkvo8n1koSZIkSZIkCXBmoSRJkiRJkqQEw0JJkiRJkiRJgGGhpHZCCP1DCE+FEKoS/57dQZvRIYRnQghbQwgvhBAKk1Gr1NeEEK4MIewIIVSHEOZ3cLxfCKE4cfzPIYRP9XyVUt/WhXF6ewhhW+Lzc30I4bxk1Cn1ZUcap23aXRdCiCGEvJ6sT5KSzbBQUnvzgfUxxqHA+sR2e/uBr8YYRwBXAveEEM7qwRqlPieEkAr8L/DvwEXAjSGEi9o1mw38M8Z4IXA38N89W6XUt3VxnD4P5MUYRwElwA97tkqpb+viOCWEkAV8A/hzz1YoSclnWCipvWnAysTrlcAX2jeIMb4UY6xKvK4FdgMDe6xCqW/KB6pjjH+NMb4PrKJlvLbVdvyWAJNDCKEHa5T6uiOO0xjj72KM+xObfwI+3sM1Sn1dVz5PAf6Lli/d3u3J4iSpNzAslNTeR2OMdYnXrwMf7axxCCEfSAd2nujCpD7uXOBvbbZfTezrsE2MsRHYCwzokeokQdfGaVuzgf87oRVJau+I4zSE8G/AJ2KMv+3JwiSpt0hLdgGSel4IYR1wTgeHFrbdiDHGEELspJ/BwMPAjBhj8/GtUpKkU1cI4StAHjAx2bVI+kAIIQX4H2BmkkuRpKQxLJT6oBjj5w93LITwRghhcIyxLhEG7j5MuzOB3wILY4x/OkGlSvrAa8An2mx/PLGvozavhhDSgA8D/+iZ8iTRtXFKCOHztHxBNzHG+F4P1SapxZHGaRaQDZQmnuRxDrA6hDA1xljeY1VKUhJ5G7Kk9lYDMxKvZwC/ad8ghJAOPAY8FGMs6cHapL7sWWBoCGFIYgzeQMt4bavt+J0ObIgxHnZ2sKTj7ojjNIQwBvgpMDXG2OEXcpJOqE7HaYxxb4zxIzHGT8UYP0XLs0UNCiX1KYaFktq7CygIIVQBn09sE0LICyHcn2hzPTABmBlCqEz8jE5OuVLfkHgG4deBJ4G/AI/GGLeGEL4XQpiaaPYAMCCEUA3cTsermUs6Qbo4TpcBmcCvEp+f7UN/SSdQF8epJPVpwQkHkiRJkiRJksCZhZIkSZIkSZISDAslSZIkSZIkAYaFkiRJkiRJkhIMCyVJkiRJkiQBhoWSJEmSJEmSEgwLJUmSJEmSJAGGhZIkSZIkSZIS/h/zuC4ExCx5XAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def naive(x, k):\n",
        "    n = np.shape(x)[1]\n",
        "    m = np.shape(x)[0]\n",
        "    centroids = np.mat(np.zeros((k,n)))\n",
        "    compositeMat = np.mat(np.sum(x, axis=1))\n",
        "    x = np.append(compositeMat.T, x, axis=1)\n",
        "    x.sort(axis=0)\n",
        "    step = math.floor(m/k)\n",
        "    vfunc = np.vectorize(promedio)\n",
        "    for i in range(k):\n",
        "        if i == k-1:\n",
        "            centroids[i:] = vfunc(np.sum(x[i*step:,1:], axis=0), step)\n",
        "        else:\n",
        "            centroids[i:] = vfunc(np.sum(x[i*step:(i+1)*step,1:], axis=0), step)\n",
        "    return centroids\n",
        "\n",
        "def promedio(sums, step):\n",
        "    return sums/step\n",
        "\n",
        "def kmeansNaive(x, k, iter):\n",
        "    idx = np.random.choice(len(x), k, replace=False)\n",
        "    centroids = naive(x, k)\n",
        "    distances = eucdist(x, centroids)\n",
        "    points = np.array([np.argmin(i) for i in distances])\n",
        "    for _ in range(iter): \n",
        "        centroids = np.vstack(centroids)\n",
        "        distances = eucdist(x, centroids)\n",
        "        points = np.array([np.argmin(i) for i in distances])\n",
        "    return points, centroids"
      ],
      "metadata": {
        "id": "PekEdI0s2NzD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "label3, centers3 = kmeansNaive(df, 4, 100)\n",
        "u_labels3 = np.unique(label3)\n",
        "plt.figure(figsize=(20,15))\n",
        "for i in u_labels3:\n",
        "    plt.scatter(df[label3 == i , 0] , df[label3 == i , 1], c = color[i], s=50, label = \"Cluster \" + str(i))\n",
        "    plt.scatter(centers3[i , 0], centers3[i , 1], c=color[i], s=200, marker=\"^\", alpha=0.5);\n",
        "plt.title(\"Naive Sharding K-Means\")\n",
        "for i, txt in enumerate(names):\n",
        "    plt.annotate(txt, (df[i ,0], df[i, 1]))\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 968
        },
        "id": "7QCOWgsHS71W",
        "outputId": "0374fe73-31ef-48b0-8b04-cef9a2ed418b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:2: DeprecationWarning: subtract.outer() was passed a numpy matrix as second argument. Special handling of matrix is deprecated and will result in an error in most cases. Please convert the matrix to a NumPy array to retain the old behaviour. You can use `matrix.A` to achieve this.\n",
            "  \n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: DeprecationWarning: subtract.outer() was passed a numpy matrix as second argument. Special handling of matrix is deprecated and will result in an error in most cases. Please convert the matrix to a NumPy array to retain the old behaviour. You can use `matrix.A` to achieve this.\n",
            "  This is separate from the ipykernel package so we can avoid doing imports until\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}