DataAnalysis (2).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "92f4d9e2-456b-4df2-8c0b-bd019033d4d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import string\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "62adf0b2-8ae2-40fb-9256-06716c8eec34",
   "metadata": {},
   "outputs": [],
   "source": [
    "text=open('read.txt',encoding='utf-8').read()\n",
    "lower_case=text.lower()\n",
    "\n",
    "cleaned_text=lower_case.translate(str.maketrans('','',string.punctuation))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9cb7ccf1-13d4-4b67-bca0-4ce4f3e65325",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'western', 'andrew', 'mclaglen', 'directed', 'im', 'thinking', 'may', 'project', 'originally', 'intended', 'sam', 'peckinpaugh', 'sure', 'shows', 'lot', 'influence', 'liberal', 'use', 'slow', 'motion', 'accentuate', 'violence', 'lot', 'little', 'peckinpaugh', 'lite', 'last', 'hard', 'men', 'film', '1']\n"
     ]
    }
   ],
   "source": [
    "tokenized_words=cleaned_text.split()\n",
    "stop_words=[\"i\", \"me\", \"my\", \"myself\", \"we\", \"our\", \"ours\", \"ourselves\", \"you\", \"your\", \"yours\", \"yourself\",\n",
    "              \"yourselves\", \"he\", \"him\", \"his\", \"himself\", \"she\", \"her\", \"hers\", \"herself\", \"it\", \"its\", \"itself\",\n",
    "              \"they\", \"them\", \"their\", \"theirs\", \"themselves\", \"what\", \"which\", \"who\", \"whom\", \"this\", \"that\", \"these\",\n",
    "              \"those\", \"am\", \"is\", \"are\", \"was\", \"were\", \"be\", \"been\", \"being\", \"have\", \"has\", \"had\", \"having\", \"do\",\n",
    "              \"does\", \"did\", \"doing\", \"a\", \"an\", \"the\", \"and\", \"but\", \"if\", \"or\", \"because\", \"as\", \"until\", \"while\",\n",
    "              \"of\", \"at\", \"by\", \"for\", \"with\", \"about\", \"against\", \"between\", \"into\", \"through\", \"during\", \"before\",\n",
    "              \"after\", \"above\", \"below\", \"to\", \"from\", \"up\", \"down\", \"in\", \"out\", \"on\", \"off\", \"over\", \"under\", \"again\",\n",
    "              \"further\", \"then\", \"once\", \"here\", \"there\", \"when\", \"where\", \"why\", \"how\", \"all\", \"any\", \"both\", \"each\",\n",
    "              \"few\", \"more\", \"most\", \"other\", \"some\", \"such\", \"no\", \"nor\", \"not\", \"only\", \"own\", \"same\", \"so\", \"than\",\n",
    "              \"too\", \"very\", \"s\", \"t\", \"can\", \"will\", \"just\", \"don\", \"should\", \"now\"]\n",
    "\n",
    "final_words=[]\n",
    "for word in tokenized_words:\n",
    "    if word not in stop_words:\n",
    "        final_words.append(word)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a0247c8b-ee0f-4873-9fb8-c244d899f7eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "emotion_list=[]\n",
    "with open('emotions.txt','r') as file:\n",
    "    for line in file:\n",
    "        clear_line=line.replace('\\n','').replace(',','').replace(\"'\",'').strip()\n",
    "        word,emotion=clear_line.split(':')\n",
    "\n",
    "        if word in final_words:\n",
    "            emotion_list.append(emotion)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "87556041-0035-43a7-88a6-9ec4760b0402",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({' sad': 16, ' happy': 12, ' fearful': 7, ' attracted': 6, ' angry': 6, ' attached': 6, ' adequate': 5, ' fearless': 3, ' entitled': 3, ' alone': 3, ' singled out': 3, ' average': 2, ' surprise': 2, ' powerless': 2, ' free': 2, ' esteemed': 2, ' anxious': 2, ' loved': 2, ' bored': 1, ' focused': 1, ' demoralized': 1, ' ecstatic': 1, ' cheated': 1, ' lost': 1, ' independent': 1, ' codependent': 1, ' derailed': 1, ' hated': 1})\n"
     ]
    }
   ],
   "source": [
    "w=Counter(emotion_list)\n",
    "print(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d027d547-4006-47ba-ae53-476fa02a334c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HERERaRTDBxEREWkUwwcRERFpFMMHERERaRTDBxEREWnUBwkfYWFhMDY2RunSpfHFF1+gXr168PHx+RCTIiIiogJGJ78/MDo6Gr///jv09PRw4sQJlClTBg8ePECJEiXye1JERERUAOV7+LC1tUWlSpWwfft25bUqVark92SIiIiogMr3yy5HjhxBo0aN0KdPH5QpUwb169fH5s2b83syREREVEDle/gICgrChg0bUL16dbi4uGDEiBEYN24c/vzzz1zfr1KpEBsbm+WHiIiI/r3y/bJLeno6GjVqhEWLFgEA6tevj9u3b2PDhg0wNTXN8X4bGxvMnTs3v6vxWlUsj+e5zMPFnT+Z8kRERAVdvrd8lCtXDj///HOW12rWrInHjx/n+n4rKyvExMQoPyEhIfldJSIiIvqE5HvLx++//4579+5leS0gIADfffddru/X1dWFrq5ufleDiIiIPlH53vIxceJEXL58GYsWLcL9+/exZ88e2NvbY/To0fk9KSIiIiqA8j18NG7cGIcPH4ajoyNq166N+fPnY9WqVRgwYEB+T4qIiIgKoHy/7AIAXbp0QZcuXT7ERxMREVEBx2e7EBERkUYxfBAREZFGMXwQERGRRjF8EBERkUYxfBAREZFGMXwQERGRRjF8EBERkUYxfBAREZFGMXwQERGRRjF8EBERkUYxfBAREZFGMXwQERGRRjF8EBERkUZ9kKfaEr1JFcvjeS7zcHHnD1ATIiL6GNjyQURERBrF8EFEREQaxfBBREREGsXwQURERBrF8EFEREQaxfBBREREGsXwQURERBrF8EFEREQaxfBBREREGsXwQURERBrF8EFEREQaxfBBREREGsXwQURERBrF8EFEREQa9cHDh42NDbS0tDBhwoQPPSkiIiIqAD5o+PDy8oK9vT1++eWXDzkZIiIiKkA+WPiIj4/HgAEDsHnzZpQsWfJDTYaIiIgKmA8WPkaPHo3OnTtDX1//Q02CiIiICiCdD/Ghe/fuha+vL7y8vP7xvSqVCiqVSvk9Njb2Q1SJiIiIPhH53vIREhKC8ePHY9euXShcuPA/vt/GxgbFixdXfipVqpTfVSIiIqJPSL6HDx8fH0RGRqJhw4bQ0dGBjo4OPDw8sGbNGujo6CAtLS3L+62srBATE6P8hISE5HeViIiI6BOS75dd2rRpg5s3b2Z5bfDgwfjpp58wbdo0FCpUKMvfdHV1oaurm9/VICIiok9UvoePokWLonbt2lle+/LLL1G6dOkcrxMREdF/D0c4JSIiIo36IHe7ZOfu7q6JyRAREVEBwJYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiNPNWWPi1VLI/nuczDxZ0/QE3ov4zr4cefBx97+vTfxZYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiGDyIiItIohg8iIiLSKIYPIiIi0iiGDyIiItKofA8fNjY2aNy4MYoWLYoyZcqge/fuuHfvXn5PhoiIiAqofA8fHh4eGD16NC5fvgxXV1ekpqaiXbt2SEhIyO9JERERUQGkk98fePLkySy/b9++HWXKlIGPjw9atGiR35MjIiKiAuaD9/mIiYkBAJQqVepDT4qIiIgKgHxv+chMRDBp0iQ0b94ctWvXzvU9KpUKKpVK+T02NvZDVomIiIg+sg8aPsaMGYMbN27gwoULr32PjY0N5s6d+yGrQf9CVSyP57nMw8Wd8608fXyfwjL8FOrwsXFbfH//xXnwwS67jB07FkeOHIGbmxsqVqz42vdZWVkhJiZG+QkJCflQVSIiIqJPQL63fIgIxo4di8OHD8Pd3R1Vq1Z94/t1dXWhq6ub39UgIiKiT1S+h4/Ro0djz549+Ouvv1C0aFFEREQAAIoXL44iRYrk9+SIiIiogMn3yy4bNmxATEwMWrVqhXLlyik/Tk5O+T0pIiIiKoA+yGUXIiIiotfhs12IiIhIoxg+iIiISKMYPoiIiEijGD6IiIhIoxg+iIiISKMYPoiIiEijGD6IiIhIoxg+iIiISKMYPoiIiEijGD6IiIhIoxg+iIiISKMYPoiIiEijGD6IiIhIo/L9qbb04VWxPJ7nMg8Xd/4ANaF39b7L8FNYBz6FOryvgv4dCnr988OnsC3l9TO4LbLlg4iIiDSM4YOIiIg0iuGDiIiINIrhg4iIiDSK4YOIiIg0iuGDiIiINIrhg4iIiDSK4YOIiIg0iuGDiIiINIrhg4iIiDSK4YOIiIg0iuGDiIiINIrhg4iIiDSK4YOIiIg06oOFDzs7O1StWhWFCxdGw4YNcf78+Q81KSIiIipAPkj4cHJywoQJEzBjxgz4+fnhjz/+QMeOHfH48eMPMTkiIiIqQD5I+FixYgXMzMwwdOhQ1KxZE6tWrUKlSpWwYcOGDzE5IiIiKkB08vsDk5OT4ePjA0tLyyyvt2vXDp6enjner1KpoFKplN9jYmIAALGxsfldNQBAuupVnstkrsvHLv8p1OFjl/8U6lDQy38KdfjY5T+FOhT08p9CHT52+Xf5jE9tHuYX9WeKyD+/WfJZWFiYAJCLFy9meX3hwoXy448/5nj/7NmzBQB/+MMf/vCHP/z5F/yEhIT8Y1bI95YPNS0trSy/i0iO1wDAysoKkyZNUn5PT09HVFQUSpcunev7P5TY2FhUqlQJISEhKFasGMu/g49dh4Je/lOow8cu/ynUoaCX/xTq8LHLfwp1KOjl34WIIC4uDuXLl//H9+Z7+Pj6669RqFAhREREZHk9MjISZcuWzfF+XV1d6OrqZnmtRIkS+V2tt1asWLH3WlD/9fKfQh0KevlPoQ4fu/ynUIeCXv5TqMPHLv8p1KGgl8+r4sWLv9X78r3D6eeff46GDRvC1dU1y+uurq5o1qxZfk+OiIiICpgPctll0qRJMDExQaNGjfDbb7/B3t4ejx8/xogRIz7E5IiIiKgA+SDho2/fvnjx4gXmzZuHJ0+eoHbt2vj777/x3XfffYjJ5QtdXV3Mnj07xyUgli84dSjo5T+FOnzs8p9CHQp6+U+hDh+7/KdQh4Je/kPTEnmbe2KIiIiI8gef7UJEREQaxfBBREREGsXwQfSR8IonEf1X/SfDR1BQ0Eeb9v3793Hv3r33/py4uLh8qM27+68fOG/duvVe5dPS0hAcHAwgY2A9TUtKSsLff/+dYzweTRIRJCQkvFf59/Ux5n1++69vi++7DNPS0gC833yMiYlRPuddXL9+/Z3LqqWkpLz3Z2jSfyp8iAiuXr0KCwuL9z54h4eHv1O5vXv3wtXVFVFRUe9UPjY2Fhs2bMCRI0fyXDY9PT3fdlRaWlp49epVnlf499lA80N+TD8lJQXm5uZwd3d/5884ffo0jIyMAADa2nnbDFUqFWbPno2bN2++8/Tv37+PK1eu4MKFC+9U/n3XpRcvXmDt2rU4ceLEO09fPQLyu27Lf//9N+zs7N55+u+7Lb3vQfPixYuIiYmBlpYWkpKS3mn6/v7+71WHTZs2Yd++fcrnvUsd3seLFy/g5ub2zuWDg4Nx+fLl96rDkydPsGbNGhw6dOidyqtUKvTv3x++vr7vVP7Zs2ewsbGBn5/fO5X/WP4z4UO9s2rSpAnq1q2LvXv3vvPn7N279513mj169MD9+/ffaaNPT09HsWLFULFiRTx9+hR3797NU3ltbW1oaWnBw8MDu3fvfq+dZ1hYGNasWZPnM+dChQoByNjxv+tGn5qaioULF+LgwYMICQnJ8/RTUlLg7OyMO3fu5Kmsen599tlnmDhxIrZu3Zqn8pk/o3379qhYsSIcHR0BvP1OODU1Fbq6uihTpgwOHjyI5OTkPNcBAGrXro169erhwYMH79QSp16XLly4gNOnT+eprIigdOnSKFeuHEJDQ5UWoLctq55+QkICxo0bh7Vr1+Lly5dv/Rnqed2oUSOcP38eAQEBeaq/evpaWlp48eKFEsDzuj1pa2sjNjY21wduvok6QIeHh2PcuHFYvnw5du/enafPUE9//fr1uHLlCry9vfHs2bM816Fx48ZYv3698nnvUgcAuHv3Lh49evTW5dTzWktLC9euXcOIESNgZWX1TuUPHjyIoUOHYteuXXmo+f8+o1y5cmjQoAHu3LmDFy9e5Lm8rq4uJk6ciHXr1uVp+kDGuvzNN99AV1cX169fx/Pnz/P8GR/LfyZ8aGtrIy0tDStWrMDz58/h5uaGhw8fvnX5sLAwPHr0CNra2ggLC8MXX3wB4M07nOx/c3JywpQpUxAYGAhHR0c8ffo0z98hMTERXl5e8PPzw9WrV/+x5SHzmX56ejoWLFiARYsWoUKFCm/17BwRyfI91Om6WLFiOH/+PAoXLvzG8i9evEBYWJjyWS9evICenh5cXFywadMmODs756k1Ijw8HAYGBihUqBBUKhVsbGzeuMFlP6hfv34dTZo0gZ+fH+bPn5+nsw31/Nq+fTuuXbuGR48eKWd9efmMFy9eYMKECShUqBAsLCwQHx//1jtuHZ2MoXmKFCkCNzc3eHh4/GOZyMhI5f8igvDwcDg7O6NevXooXLgwLl68+FbTXrduHW7fvg0go/Vn+vTpmDVrVp7PurW0tPDy5Ut4e3vDz88PXl5e/xi+1H9XL4P09HRYWlqiQoUKmDJlSp4eyaCe19HR0UhMTMSWLVvyVH8g4/uPHTsW/fr1g7W1Ne7fvw8tLa087Q82bdqELl26YNeuXdi+ffs/7g/U5dUBvnnz5rhy5QouXrwIMzOzPH8HAPj+++/RokUL7Nu3D0WLFn3rcuo6FClSBCqVCra2tgDeLkRnfk9cXByMjY0xb968t16PMrd6FS1aFL6+vjh37hx+++23f6yDen+mLq+jo4OLFy/ixo0b6NSp01tNX039GT4+PnBxccHDhw9zjOz9NuXXrVuHmzdv4sqVK3nen2hrayM5ORnPnj3D6dOn37slS5P+teEjtxVw9uzZuH37NszNzVG9evW3OnN99eoV5s2bhylTpmDXrl3Yt28fevfurawkrzuAZ95A1Ly8vDB//nzs27cPIgIfH583Hnizf4eUlBT07NkTRYoUQcOGDXHz5k14e3u/sf7qncShQ4egra2NixcvwtLSErq6ujhw4MAbzzrV30FLS0u5TLRkyRKsWbMGMTExWebD60RERGD27NmIjIyEl5cXAgMDYWJigtWrVyMkJARnz55FYmLiGz8DAB48eIC4uDhoaWlBX18fHTp0UHaYn332WY73Zz5DBv7Xz+fBgwdYuXIlrK2t4evri8uXL782wIlIjmXg6uoKR0dHmJubY8yYMdi8eTNUKtVr653beuji4oLPPvsM+/fvR+fOnTF37tzXvjd7835qaioGDhyImzdvQk9PD8uXL3/tZYf09HRMnz4dM2bMAJCxLmtpaUFbWxv29vZ49eoVatWqhadPn+LKlSuv/Q7qcNe9e3fUqlULQMZ6//z5c+zcuRNdunR5bVkg56Wu+Ph4dO/eHRUrVsRPP/2E69ev49q1a2/8DPVydHFxwfDhw5GamoqAgADUrl0b48ePx5IlS7Bp06a3rsOxY8cwcOBAGBsb4/jx4zh79uxry+a2XNzd3fH111/j1KlTCAoKwvz58wHkvj9QL8Psf1MfMFq1aoX169f/45m/urybmxv69++PO3fuwMbG5q0Hkcq8HsXGxmLnzp0oW7Ys2rVrh19//RWFCxd+44E78zwUEWzYsAEWFhYwNzfH0qVLER4eDm1t7X9sAVIvy8TERJw7dw4VK1bE7t278cUXX7zVmbu2tjaioqIwb948PHz4EBYWFhg3bpzScvOmIK/en/n5+WHOnDkoXrw4bGxs0L17d+Uy5tvOAwDw9/fHqFGj0LZtW9SpUwfXrl17bYt0bvuTixcv4tSpU1i6dCkWLlyIVatWvfG757YttWvXDmXKlEH58uVx9OjRPLcGfyz/2vChXgF9fX3h5eUFICPlt27dGrVr14apqSkeP378xmveN2/eRK9evVCyZEn8+eefGD58ODZt2oTz58/jhx9+wKtXr167oWlrayM0NBQ2NjY4duwYAOD27dsoUqQIvvzySzRt2hTbtm3DgwcP/vE73Lt3D8+ePUNycjJq164NKysrjBw5Et988w28vb2zNDlnX7nPnDmDFi1a4MaNGwCAqVOn4sKFC7h69eo/JnVtbW28evUKM2fOhKGhIfbu3YvZs2ejVq1aGDZsGF69eoWKFSvmmG7mDaRWrVrw9fVFrVq1oKOjg8TERMycORNt27bFqFGjsHLlyixn5tk9efIE1tbW6NGjBzZu3IinT5/C09MT48aNg6WlJebOnQs/Pz/lAJycnIy///5badV69uwZRo4ciZkzZyI5ORmhoaEwNTVF//79sW3bNpiamr62yV59oA4NDVUus5UtWxaVK1dGuXLlYGhoiGrVqmHFihVvnIdARquXq6sr4uPjISLKjnLt2rVwcHDAjRs3ct1pqpv3nz9/jtTUVCQmJiI+Ph4rV67EnDlzUK5cOezZsyfXacfHx0NHRwczZsxAWFgYevToAQ8PD3z77bfo3bs3HB0dUadOHZQqVQru7u65hpgnT55g2bJlADLOEkeOHIlNmzbhxYsXKFq0KFJTU7NML7u0tDQlAPv7++Ply5dISkrCr7/+irFjx2LkyJEoUqQIfHx8cnQ+zb6jXbp0KdasWYNhw4bh888/x9atW1G6dGmMGzcOtWvXRlRU1GsPHOo6qL/jnTt3MHnyZBgaGmLGjBnYtGnTa0Owerm4ubnh1KlTSExMRJEiRXD27FmYmpqiXLlyWLRokXIJLPs+Qb0MAwICMGfOHJw4cQKpqalwc3PDkCFD8Ndff2HXrl1KsHvTPHBzc8OkSZMwdepUtGnTBj169EDRokWxY8cOxMXF5dpxMfMlhtTUVCQlJSEqKgqBgYH49ttvYW9vj6VLlyp1fV0YL1SokFIfLS0t+Pr6wtraGoMHD8a4ceMwefLkXMvlZvbs2di7dy9evXqFIkWKwMzMDLt374apqWmOEJZ9mR45cgQTJkzAkydPsHDhQqSnp6NevXoIDAzEjRs3EBgY+NryCQkJsLe3h62trbJ/rlChAmrVqoUzZ87g8ePHr+3Pl56erqxH586dU8JEt27d0LVrVxgbG6No0aI4c+ZMruXV+xN/f384OjoiISEB5cuXR3JyMnR0dNC9e3eUK1cO8+bNe+18U08/JCQECQkJiImJwU8//YSJEydizpw5iI+Ph5eXV4HofPqvCR/JyclZdn4qlQqjRo3CnDlzcOzYMezYsQMxMTGIiYlRVi6VSpXrwVe9UdWqVQsqlQpVq1aFjo4OvvnmGyxZsgQBAQHYsWMHPv/88yxnM5l3Oo8ePYKJiQmqVq2KPXv2wMHBAYaGhpg7dy5evXqF6OhoJCUl5VhJMm8oz58/R8eOHTF37lzY2NjgxYsXCAgIwMWLF6Grq4uvvvoK58+fV/oupKenKztK9Y781q1b6NatGyZPngxfX180btwYM2fORI8ePeDu7o7o6Ohcpw1ktNT07dsX5cqVw44dO3D9+nVcuXIFbdq0gZGREQ4fPqxca8584FRvIAEBAUhKSsKQIUNQuXJlNGjQAHp6evj999/Rpk0bfPPNN+jQocNr+9+kpaVh/vz5KFeuHNatW4dTp06hRIkSaNSoEXr06KHU5cGDB0qTsY6ODqpVq4aqVasiNTUVO3fuhLa2tlLPcePGoWLFihg0aBBCQkKgr6+Pc+fOZZlmZrNmzYKJiQkcHR2xY8cOREdHo3bt2jhw4AAA4JtvvoGrqytiY2OVdSDzfExMTMTUqVNx+PBhxMTEoGfPnmjfvj3i4uJw6dIlqFQqfPfddzh+/LhSJvMBPTk5GaNHj4axsTGmT58OAChZsiTWrFkDAOjSpQvWrl2bZYepnn6xYsXg7++PVq1awdPTE/369VNaB4YMGQJ3d3dcunQJdevWxQ8//KBc0sn8GeXKlcO9e/dQsWJFODs7o2/fvjhy5Ai+/PJLfPnll9i/fz/27duHnj17YsOGDQAy1r3Zs2cjLi4OhQoVQlBQENq0aYPFixdj8eLFiI2Nxa1bt3D9+nWUKFEC2tra8PDwyNH3Qt0/R32pp3Tp0qhZsyYiIyMxc+ZMPH36FDVq1MDp06dhaWmJWrVqKeth9iB15MgR1KtXDzY2Nti3bx/09PSUzqb9+/eHt7e3skyzS0lJwYwZM7BixQo8efIEw4YNwxdffIGiRYuiWrVqWLNmDTZt2qQsEy0tLWU9Sk9PR3p6OubPn48FCxbg66+/xpIlS3Dt2jUMHDgQkZGR2Lp1K06fPo2ePXvm6EOlPuA7OjoiOjoaKpUKAwcOhJubGyZOnIg1a9Zg8eLFOHv2LAwNDbP028h+qSohIQErV67EkSNHUKVKFejp6eH06dMoVaoUWrduDQMDA1hZWSn9FrKHqD179uDXX3+Fra0tzp07hy5duiiXrKZPn46DBw/i8uXLyvQybwsigtDQUPz5558AgF69euHChQto1KgRZs+ejbVr18LExATFixfPsk/NvE9LT09HZGQk7OzsUK9ePWzYsAHNmjWDl5cXihYtisaNG8PIyAgODg5IS0vL0foJAFevXsXevXthbm6OLVu2QEdHB/7+/vjxxx/x5Zdfok2bNllaAUNDQ5VLWtra2nB1dcUff/yBnTt3YuPGjbh37x4iIyNx69YtlClTBlFRUfDx8cH9+/dzXZc2btyIsWPHIjY2FhMnTsTdu3fRoUMHpd/M999/Dzc3N6U1NTExMcs+6cmTJ2jbti1mzJgBa2trfP3117h58yauX7+O4sWL4+uvv8b+/fsRGhqa6/Q/KfIvcenSJVm/fr3y/6ioKFm8eLGIiEyYMEEGDRok7u7usnnzZunRo4e0bNlSDh48mOUzwsPDZdCgQWJpaSkNGjQQNzc3+fvvv8XExCTH9AYNGiTOzs4SEBAgmzdvVl5/+fKliIicOXNGZs2aJeHh4dK0aVNZunSpiIisXr1ajIyMZOjQofLs2bNcv0tiYqKcP39e3N3dxdHRUUREateuLVu2bJHdu3fLuHHjZMCAAdKpUyc5ePCghISEZJm++vuePHlStm/fLmvWrJEhQ4aItbW19OnTR6KioqR58+bi4OCglEtPT88yL6OioiQpKUn09PTE2dlZRETOnTsnEyZMkPT0dElJSZEHDx7IgAEDJDIyMkv58+fPi4GBgXTq1Em2bdsmIiLz5s2TyZMni4hIYGCgHDp0SIYPHy5+fn45vv/Vq1clMTFRkpOTpU2bNvLixQsREbGyspKJEydKdHS03L59WxYtWiRPnjzJUX8/Pz+xt7eX48ePy9atW2Xp0qViYmIiZmZmsnbtWnn69Kns3LlTRo0apZTP7vHjx6JSqWTPnj3KcmvVqpXs379fLl++LMbGxtKsWTNZs2aNxMXF5SgfGxsrjx49klevXsmYMWMkIiJCVq5cKc2bN5eYmBg5fvy49OvXT5o2bSrHjh0TEZHU1NQcn3P27FmZO3euiIh06dJFJk+eLMHBwdK4cWNZsGCBGBgYyPLly3OUDQgIkE2bNomtra3o6+sr61qfPn1k586d8uTJE+nUqZPMnDlTVCqVUi4tLU35f0JCgrLsfvjhB2XdnjBhgqxevVri4uLkxIkT0r9/f9mzZ4+kpaUpnzVhwgRlnT906JAcPXpURES+//572b9/v9jb28ukSZOkb9++YmBgIG5ubuLn5yeHDh2SmJgYERE5efKk1K9fX2bOnCmDBg2S0NBQcXR0lCNHjsiuXbtkypQp8ujRI5k3b55ERUUp9X7y5Ik4OTlJSkqKqFQqiY2NlTFjxkhsbKx4enpKyZIlJT09XXr27CnTp0+X/v37y7Bhw+Tu3buyfPly8fX1VeaFnZ2dREdHi5WVlYSFhYmdnZ20bt1a7ty5I5cvX5ZJkyaJnp6erFixQpl+5nVRvVyaN28uFhYWIiJy/Phx6dWrl4iIbN68WczMzGTq1KkSFxcnjx8/lunTp0toaKiIiHh6eoq+vr4YGhrKggULZM6cOfL48WNlftatW1fCw8Pl+fPnua6HIhnb45YtWyQuLk52794tK1askODgYImNjZUJEyaIg4ODJCcny5o1a+T+/fs51gMRkevXr4uZmZkkJSWJk5OTNGjQQKKioqRt27Yyd+5cMTMzk5EjR8qjR49yTD8+Pl7S0tIkMjJS6tWrJ4GBgSIismjRIhk/frwkJyfLypUrpWXLlrJ161aJiIiQ8+fPK+Vv3Lghffv2lblz50poaKjs379fpk2bJqmpqRIRESETJkyQv/76S0REgoKCxNfXVx4+fKiU37t3r/Tt21dWrlwp6enpMmPGDGW/dPHiRZkwYYJcu3ZNkpOT5enTpyIi8uzZMzl9+rSISJZjxbp16+TevXvi7+8vNWvWlNOnT8v69evFyspK2rRpI+bm5nL//v0s64CIyN9//y0JCQmyatUquXz5spw8eVKaN28uJ06ckODgYDE0NJTff/9dVq1aJYmJicoyOH78uLi6uopIxj5l7969sn//fhERqVixohw6dEi2b98uAwYMkBEjRkjXrl2VdeNTV6DDR3p6epaNpH79+lKjRg3ZuHGjuLi4SO/evaVTp05ibW0tSUlJ8vz5cxER8fLyUlayzLZv3y5mZmYiIuLi4iLt27cXERFDQ0PZvXt3lumOGDFC/Pz85OLFizJ27Fg5dOiQ9OrVSwYMGCD79++XqKgoKV++vHTp0kWePXsmQUFBcurUKRHJ2BjV1PVXr6xHjx4VAwMD+euvv2T27Nmip6cnPXv2FFtbW+W96h1AfHy8bN++Xbp166Z83qhRo8TOzk5u3bolpqamykYpIuLo6CgDBgyQxMTEHDsXEZFHjx6JhYWFtGrVSvr27StHjhwRFxcXMTQ0lISEBLl9+7YYGBhIdHS0iIhcu3ZNhg0bppRXbzQzZ84UT09PuXTpknTr1k327t0rr169kmbNmsngwYNl165dWTbO9PR0SU9Pl3v37knv3r2lQ4cOMmHCBPH395f169fL4MGDRSQj0DVp0kQ5OKjLqb/L7du3xdLSUhYuXCgLFiyQzZs3S0BAgDx58kSSk5PF29tbOnfuLK9evcryvTPPi2vXrkmLFi3E1tZWEhISJDk5WaZOnSqDBg2SWbNmyZQpU+TBgwfy7NkzZSeafUezYsUK+e233+TMmTMSGxsr5ubm8v3338uff/4pqamp4uXlpRwUU1NT5datW1nKX7p0SWrWrCnr168XNzc30dPTkwEDBsj48eOVoBkcHCxbtmyRO3fu5AgePj4+0rJlS9myZYuIiNja2ipB/ObNmzJ9+nSpX7++7Nq1SymjDhpqa9askZYtW8rRo0dFpVLJxo0bZciQISIi8vz5c6lbt67cvn1b+f6pqaly4cIF5bUHDx6IkZGRhISEyIIFC6Rt27bSvXt3WbNmjTKN+Ph42bt3rxJYXFxcxNLSUnx8fERExNLSUm7cuCGRkZFSvXp1ZSd88+ZNMTIykhEjRmSZ98nJySKSsZNesGCBNGnSRExMTCQmJkbatGkjw4YNk169eilhOj4+XlxdXZX58Oeff0q/fv0kNTVVLl26JFOmTJGRI0dKaGiojBs3TurWrSuLFy+WlJQUuXfvnrx69Uri4uIkPj5eOeipXbx4UfT09GTq1Kly4sQJefjwodStW1fZ9g0MDJTAkn19HDFihLK/2b9/v8yYMUNEMtZvExMTCQkJkfv370ufPn1k4MCByvaoXg8yz5Np06aJvr6+jBgxQmxsbMTJyUk2bNgg9vb28ujRI+nXr5/Mnj1b2XZTU1OV8mFhYbJlyxZJSUmRx48fS9++fWXUqFHSs2dPcXNzE5GMoLd9+3blgHjlyhVxd3dXpr9q1SqpX7++mJmZyaVLl2Tv3r0yfPhwERF58eKFVKhQQa5duyYXL16UlJQUSU1NFTc3N+ndu7fExsZKSkqKDBkyRDw9PWXXrl3SrFkzCQ8Pl2HDhsnJkydFROTIkSNy9epVERFRqVSyZs0amTBhgoiI+Pv7i7Gxsbx48UKMjIxkxowZcuXKFTE3N1e23x07dihhTyRjf3Djxg0JCgpSvlPz5s1FRGTAgAFiZGQkBgYGyv48KSlJoqKi5MSJE5Kdel5aW1vLX3/9JUuXLpXGjRvLiBEj5OXLl/L48WOJjo6WmJgYCQ8PV6avdvv2balTp47Uq1dPHjx4IFZWVtK2bVvp2bOnsi6ql8O2bdteG0A/RQU6fKhduXJFDh48KHZ2dspKIiIyePBgWbhwody5c0eGDBkiEydOlKSkpCxlt27dKgsWLJCkpCQ5d+6cTJkyRWJjY0UkI3Ts2rVLrl27JuvWrVPKBAUFydKlS0WlUsnz589lz5490qpVKzl48KAEBATI8OHDxdPTU9avXy/m5uayZMkSadOmjezbty/LtDOvZOqNf8aMGdKiRQvlte+++05cXFzk4cOHYmBgoLSyZD7gGBgYKGl32bJlsmnTJunevbtMnz5doqOj5dGjRzJ+/Hjp3r27PH78OEd5tVGjRkmHDh1EROTOnTvSsmVLSUtLE1NTUzExMZGBAwcqrSWpqani7OysHOAePXokCxYskEuXLolIRtJv2bKlmJuby+jRoyUoKEiuXr2qnHFkngcvX76UCxcuyMaNG8XDw0MSExPF2NhYTE1Nle9nZGQkXbp0kXHjxsngwYNzhDYRkX79+omenp6IZLRiWVtby4kTJ+TZs2eyfPly+eWXX3KcFWReBi9fvpT+/fuLh4eHiIjExMRIfHy8LF68WNzd3cXW1lb5LtmnLZJxEHn48KEYGhqKSqWSyMhIiYmJkcOHD4upqakcOXJEunXrJlOmTJG4uDiJjIwUEZG1a9dKVFSUJCYmyvTp06VTp07So0cPOXnypISGhkqLFi1k0aJFIpLR+rNy5cocy04k4ww3ISFBHj9+LP369ZOtW7eKSEYrzqBBg+TcuXMiknGQVh/w09LS5ObNm8qZZnp6uqxatUrGjh0rV69eldGjR8vWrVslPT1dWrRoIcuWLRNXV1dxcnKSyMhIefr0qcybN0/S0tLk6NGjYmJiIk2bNpULFy6InZ2dzJ49W+Li4qRcuXLi5eUld+7ckfbt24uTk1OO+j9//lzmzZsn27dvl6dPn4qNjY00b95cevbsKRcvXpSkpCQJDQ0VS0vLLMFJHUIzGzFihLRs2VI8PT1FJKP1pn79+iIicvjwYRk4cGCOExBnZ2exsrKSZcuWyYoVK8TAwEAuX74sIiJbtmyRMWPGyKlTp2TgwIEyatQopUVOJGO7W7p0qYSHh0tUVJR069ZNXFxcJDAwUNq0aSP3798XW1tbGTt2rIhk7EPUy0NNvS56eXmJmZmZBAQEyL59+2TNmjVKy86sWbPkzp07sm3bNuWALyLi7u4ue/fuzTFPZs6cKRERESIiYmdnJzt37hRPT08ZOXKkNGjQQJmP2benhw8fSs+ePcXAwEBsbGzk6NGjYmFhIV26dBERkd27d8uMGTOyhNbk5GQJCAgQlUolqampEh4eLv369ZPk5GQ5f/68tG3bVtLS0sTIyEisrKykW7duMmnSJCU8Zf4cCwsL2b59u8TFxYm+vr4cPnxYOnfurITow4cPy7Bhw3IEN5GM4Dto0CDx9fUVDw8PGTBggPz555/SsmVLJbDMmDFDVq1alaVc5uAlktFCq97WRowYIVu3bhU/Pz+pU6eOPH/+XA4fPizNmzcXb29vpXzm77B79245fvy4iIhMmTJF7t27J+7u7jJ8+HBxdnaW6dOnS8+ePZUQlHk5qJfFpUuXpH379spJcVBQkFSqVEk8PDwkJCREDA0Nc92WCoICFz7UK0daWpqkpaXJ/PnzpVWrVsrliYEDByoHRB8fHzl69Kj06NEjy85KROTevXsyadIkGTZsmIwbN07s7OzE2dlZVqxYIZs2bRJvb28ZP368tG3b9rVN8xs3bpRt27bJjRs3pFevXsqKduTIERkzZoyIiPj6+sqmTZuUs7LsQkNDxczMTIYPHy7Hjx+Xx48fS7du3ZSdpqOjoyxdulRat26tNM+rBQQEyMaNG8XGxkYMDAwkMTFRrK2tpWXLlnLmzBmJj4+X1atXy6VLl7I0Q2bm4OAgmzdvVs7If/vtN+UsYMSIEXL69Gnx9vYWfX19iYuLy7Gjv3Hjhty7d09UKpWsW7dONm3aJK9evRJbW1s5fvy4XLp0SUxNTXMc9NWf4ebmJvr6+nLgwAFJTk4Wf39/0dPTk+XLl0vPnj2VZak+o3ZwcJBFixYpiX/VqlUyd+5cefz4sYSEhEiVKlWUHfXu3btlzpw54u7uLi4uLq9dBpn1799fFi5cKL169ZLFixfL/PnzZceOHfLbb78pO77cODs7S9++feXVq1fStWtXWbRokQwcOFBmzZol+/btk5s3b8r8+fOVs/f09HSxsLCQZcuWiYjIwYMHJTExUS5evCgiIosXL5azZ8+KSMZZ9MSJE6VVq1ayatWqHMvAy8tLmjdvLr169ZIpU6ZIWFiYnDx5UrlUIJLRkrFly5YsOzf1ztLHx0fGjBkjf/zxh9jZ2UlKSopER0fLuHHjpFmzZjJs2DDx9/eXK1euyKBBg+TKlSsSHx+vLAP1NE6fPi0//PCDTJ8+XUREoqKipH///nL37l05fvy4LFy4UPT19eXMmTM5Wt7Wr18vkyZNkk2bNom1tbWcPn1aDh48KO3bt5dr167J3r17xdDQMEvrgkjWnbWzs7MMGjRIXF1d5enTp3Lo0CGZN2+eiIikpKQol2+MjIyybA/qeblv3z4pXbq0zJ49W0QyzlbVAS4mJkauXr0qEyZMUA76mQ82QUFBMnPmTPn7778lOjpaBg8eLHfu3BGRjHV24cKFEh8fL82aNVNaYN9k7ty5Ym9vLxcuXJD58+eLra2trFixQlq0aKFc/sr8/f/66y+xtbWVGzduKH9TqVTSu3dvJUA5OzvLrFmzREQkLi5OOcnK/DknTpyQJk2ayODBg+XPP/8UkYxLQytWrBAfHx+ZO3eu9OrVSwYPHpxr63FiYqK4uLjI6tWrJTo6Wn755RflhK9fv37i5OQk0dHRsn//fjl16pQy79X/Xrx4UQYMGCCjRo2Svn37yosXL2T48OHy888/i0jG/ka9fkVGRir1Vv+7fft2MTY2loEDB4qFhYXEx8dLnTp1lBbaQ4cOyZYtW0SlUmW53Jh5e/L395e4uDjx9/eXmTNnipubmzx79kyaNm0qCQkJsnfvXpk+fbqYmpoqJyJqqampsnfvXnnx4oUcPXpUhg0bJm5ubrJ161axtrZWPt/KykrpJpBdUFCQDB8+XCwtLSUwMFCeP38uAwcOVFoEHRwcZObMmdKiRYscx4SCpMCEj+xnNmojRowQf39/5XcvLy9p3769rFy5UmxtbXOUVa9wGzZskF69ekloaKhERUXJqlWrxMnJSfz9/WXIkCFiYGAgV69elfnz58udO3ey7PCTk5Nl9OjRYmRkpDSVHTp0SGbMmCExMTGSlJQko0ePVg4eatlbG5KTk8XQ0FBWrlypXD92cHAQFxcXpYlbXf/cmtZbtWqlHJyHDh0q27dvl4CAALG1tZUpU6ZImzZtZMOGDcpnZN7Qnz59Ku3atZMxY8aIhYWFrFy5UiIiImTx4sVibGwsd+7ckdatWyuXBIyNjZWDb3p6ugQHB4uIyJw5c2TdunWSmJgot27dkjlz5sjRo0dl79690rBhQ+nZs2eOywrq6YtknDH26NEjy85j8uTJ8uzZM7GwsBBra2tJT0+XiIgImTRpknTt2lXCwsLk0aNHMnz4cBk3bpzs3r1bDA0N5d69e7J27Vrl7PLFixfi6OiY5ewstxYfkf/tvOLj45Wd2pIlS2Tt2rXK69nLp6enK38XEdHX11d29M+fP5fExEQZPny40hqUeToiGYGqb9++8vLlSxkyZIgsWbJERDIugUybNk1EMq5XBwcHS1JSkiQkJOR6meHo0aPi4+Mj8fHxUqNGDeW69LJly5QWk+zzP7PAwECpW7eu9O/fX2mB27Jli8ydO1devXolI0eOFBsbmyxlDh8+rAR69WWeqKgoOX36tKxcuVI5CB48eFAMDAyyTDv79P38/ERbW1sePHggIhnbpp2dndy+fVs8PDxkzJgxYm5unuUkIPty3LFjh3Tp0kXOnj0rHTp0kFOnTomfn5/MmjVLVq9eLUeOHJHU1NTXnkiIZDSf79ixQ+zs7OTZs2fi7+8vgwYNkuvXr792/yMiSpBxdnaWRYsWiaenp9jb2yvLc8GCBcrJUfaW1+zU0wkJCREzMzPx9fWV4OBgsbGxkYkTJ2a5PJCZm5ubjBkzRrZu3aosQxGRXbt2ydChQ8Xe3l569uwpCxcuVE7c0tLSslyq2bRpkzRv3lx8fX1l27ZtMn78eImNjZXr16+LtbW1uLq6SnJysrLtZ3f48GE5cOCAuLu7y/jx4yUoKEiWLVum9PUaM2ZMlksyuV36HTp0qGzZskViYmLE1tZWFi5cKBEREdKjRw+ZPHmy6Ovry/Hjx5X1KPNyiYqKkvbt28utW7fk7t27Mm7cODl+/LicPHlShg0bJr179xZTU1O5d++eUibzehQWFibt27cXAwMDMTExkcTERDlw4IAsWrRIXr16JYsXL5Z+/fqJSMa296b+OTNmzJA9e/bIgwcPxMTERFasWCHjx49Xlr/6u2dfj0NCQqRNmzZy+PBhWbJkiVhYWMiDBw/EyclJBg4cKDt27JCAgIAcl0kLok8+fGTf6A8ePCiWlpbi6uoq8fHxMmHChCwrk0jGSrBkyZIsHTFTU1Nl4sSJMmzYMHFyclKu5f/9998iktFaYW1tLQ8fPpTk5GRJS0uTTZs2SdOmTZXOeuqOcM+fP5fOnTtnmWZISIjMnTtXSbPq94qIspKqz1hOnToloaGhkpaWJnPmzFGuV7q7u4ulpaVERESIsbGxknQzy960rg4fAQEB0qZNG+Us1N3dXRISEiQuLi7LAfjZs2fKiq8+QBgZGckff/whR44ckZCQENHT05NevXopHa7U3+/ChQsSHR0ttra2UrFiRVm5cqU8ffpUpk+frrTUjBo1SiwtLSUyMlICAgJyLMt79+6JiYmJGBsbi4eHh5w/f14WLlyotIyEh4dL8+bNpV27dlm+f0JCggQHByvN7hs3bpSuXbsqZ8KHDx+W8ePHS0pKivzwww/KWee7ePz4sRgZGUnHjh1znGmrHThwQEREOnToIHZ2diKScampSZMmIpLRqVBfX1/Gjh2b5RKHmvq15cuXy4IFCyQmJkZat24tjx8/lrS0NGnZsqW0bt1aDAwMJDAwMEtHyNTUVLGxsZFJkybJ/fv3JT4+Xi5duiTNmzeXmTNnSp8+feTcuXPi6empXJvP3j9KJCNg1K9fX4KCgsTT01PWrVunLAcnJycxMDCQli1byrp160SlUklaWpqyPb58+VLKlSsnv/zyi9y/f18sLCxkwYIF8urVK1mxYoXY29vLrl27JDAwUI4dOyYpKSlZtmUfHx8ZPny4cjDq37+/0uIQHBwsU6dOVS5T5naGLvK/jtkiIhEREZKSkiL29vZSpUoVMTMzE39/f6XVbseOHf+w1DO8ePFCZs2apbRuLFq0SOkjkt3169fl999/F2NjY+UAO3v2bDl48KD4+PiIpaWldOrUSTp16pSlaf2fqOeTnZ2djBkzRmlhym0eiGScALRt21YsLCxk6NChcuHChSx/v3btmsyZMyfX5vno6GhlH3jq1Cnp2LGjPH/+XCIiImT58uVKaNq/f79cu3Yt1+n/9ddfkpCQIGPHjpUTJ05Ienq62Nvby7JlyyQpKUkGDRokHTp0kOHDh2dpbRDJaJFavny5HDlyREQy+kupz+avXbsmvXr1kuvXr0tKSopcuXIlR/0fPnwos2bNkoCAAImMjFQuS4mI7Ny5UwYMGCAJCQny4sUL5fJI5nkskrEeHTx4UFxcXJR5UbNmTbG1tZWHDx/KkiVLlMvFhw4dylL+Tf1zjI2N5fnz5/LgwQMxNTWVnj17KvNOfUxQHydcXFyUfXd8fLxcvXpVmjdvLq1bt5bt27dLQkKCWFhYyMSJE/8VwUNEROef74f5eDKPEfDy5UscPXoUjo6OGD9+PCwsLODs7IzSpUvj8OHDqFq1Kg4fPowff/wRc+fOVUa7AzJuu1u9ejW+/vprWFpaokGDBmjSpAn09fVx5coV/PTTT2jRogUKFy6McuXKQUdHBytWrEB4eDiOHTuGL774AtOmTYOfnx+MjY0xYMAAlC9fHjt27MCgQYOQlJSE8PBwtG7dWrlNrFixYsr0K1WqhBcvXsDR0RF3796Fv78/atasifr16+OLL76Av78/GjZsiJCQEJQoUQJly5bF+vXrs4w46O3tjYkTJ6Js2bKoVq0aJkyYgIEDB8LDwwPh4eGoXr06GjZsCGdnZ4waNQotW7YEkHF73YEDB1CqVCncu3cPDg4OaN++PSZOnIjq1avDwMAARkZGiIqKwpkzZ1C9enWMGTMGp06dgp6eHoCMW9wqVqyIUqVKYeLEiahVqxYcHBwwYsQImJubo2bNmjhx4gSOHTuGsLAwtGrVCt988w2++eYbZTkCGbcNOjo6on///ihRogSsra0xZcoUVK1aFbdv30aNGjVQvXp17N+/H99++22W9eCLL77A1atXYW9vj8mTJ6Np06aIi4uDp6cn6tevj0qVKinL7q+//kLNmjWV8pLLAE9v8u2336JPnz7o2bNnjtsNAwICMHnyZJQoUQJdu3bF0qVLYW5ujpEjR6Jjx44YO3Ystm3bBj09Paxbtw41atRQbjdUj467ePFiiAgmTZqEfv36YcqUKYiIiEC/fv2wdOlSzJo1C4UKFcK0adPQrl077Ny5Ez4+Phg/fjwAYMKECahQoQKaNm2K2bNnY9KkSbhz5w6mTJmCChUqKLfw/v7778pthiKi/D8pKQk+Pj7YtWsXrly5gtTUVFStWhWBgYEICgrCwYMHUbZsWVhaWqJYsWL4+eefs9zyGBcXh+fPn6NFixaIi4vD999/j9mzZ6NHjx7o06cPevToATs7OwQHB6NNmzbo3Llzlnno6uqKVatWYezYsfD09IS7uzvWrVuHrl27wtzcHFWqVEGzZs1QpUoVABmjWKalpSnjJAAZt31u2LABtWrVwu3bt9GtWzecPXsWgYGB8Pf3R+/evXH58mUMGjQIJ0+eVPYj/6RUqVJo1KgR3N3d8euvv2Lq1Km5lo2NjcW5c+ewbNkyNG7cGN988w06deqE3r17Y8+ePfjuu++wcOFC3L59G3Xq1HmraWc3dOhQXLlyRbkFWr0eq+dBfHw8vvrqK4gI7Ozs8MMPP2D9+vXw9fVFzZo1UapUKYgI6tati7p16yrrsnq/6uDgAAcHB9SpUwcPHz5EjRo10LNnTzg6OmLMmDH46aefcO7cOeV7qeuQeT0qXLgwvLy8cObMGXh6esLMzAxaWlpo3bo1Vq1ahUuXLmH79u2IiopSbqtWc3Nzg5OTE7S1tXHlyhWULFkSurq6uHfvHqpUqYI7d+6gSJEi8Pf3xy+//IJGjRop9dfS0oKTkxOOHDmCEiVKYPXq1TA2NkaRIkXg7u6OEiVK4OHDh9DW1kZgYCDq1q2LUqVK5bj9+MCBA9i3bx86deqEtm3bIjQ0FK1bt0bnzp2xf/9+dOrUCbVq1VLe36NHjyzLwszMDBs3bkTjxo0hIihbtiyio6Px888/47vvvsOrV69QrVo17NixI8s+SH1M2LVrF/z9/XHr1i1Uq1YNVlZWqFChAtatW4ft27fjwoULuHDhAlq1aoXFixe/9XpcEHxy43yICF69egUg42CVlJSEjRs3YtmyZfj111/h7OyM0NBQhIeHY8WKFTAzM8Ovv/6Ko0ePom3btspokZkVLVoUw4YNg6mpKaysrFCsWDGMHj0abdu2xcuXL/HgwQMUL14cbdu2hba2Nvz8/FC9enUsX74cRYsWxZw5c1ChQgWsXbsWHh4e2Lp1KywsLLBy5UosX74cLVq0wKNHj9CsWTP8/vvvWaatXtlHjBgBNzc3lCxZEi4uLujRowdevnyJkiVLIioqCl27dsX27dtRr149iAiKFSsGLS0tZRyQiIgIrF69Gg4ODjhy5IgSuEqXLg0HBwcAwOLFizFq1Kgs0/7yyy8xePBgbN26FSEhIfj777+hUqlw+vRpBAQEoEGDBnj69CkuX76MmjVrolq1amjTpg0SEhKUocevX78OlUqFwoUL4+7du+jVq5eygY4ZMwbGxsbQ19dHVFQU1qxZgz59+mSZB0+ePIGtrS0CAwNx//59hIWFYf78+ejUqRPat2+PBg0aQESUwb7UwUMdWnx9feHo6IgGDRrg/v370NPTQ8mSJVGvXj14eXlh8uTJmDBhgjLk/c8//5xl+nkJHiKCzz77TAke6rLqugQFBaFx48bYuXMnPv/8c9SuXRt169bFyJEjMXr0aDRv3hw//vgjqlatih9//BHA/8YZiI2NxdChQ/H777+jRo0aWLduHeLi4mBkZISVK1di6NChCAgIgJaWFs6cOYN27doByAiy3333HebNm4eLFy+iaNGi6N69O44dOwZdXV3Url0burq6OHToEKZPn46VK1dCX18/y45eHXyMjY1hY2ODGjVqQFtbG8uXL8eQIUOwefNmlC5dGl999RXWrVsHHR0dNG3aVJmX2traiIiIwJAhQ2BmZoagoCDs3bsXaWlpcHNzw1dffYWuXbvCysoKVapUwfz583OESE9PT3h6eqJo0aLQ19dHQkICTp06hWrVqqFkyZLQ09NTxjIxMDBA3bp1lacHFypUKMvomaGhoThy5Ah69+4NOzs7BAYGKkP/DxgwANWrV0f79u2VsnnRqVMnmJqaolKlSq8tW6xYMQwbNgxJSUlo3bo1evfurQx29s033yhh7V2Ch3qd++yzz9C8eXN4enoiLCxMeX3nzp3o06cPVqxYgZcvXyIoKEgZVK927dpwdXVVhszPPBx99s9//vw5tm7dik6dOmHnzp1ISUlRnlFy5coVZTyJzCdSWlpaiIiIwNChQzF06FDcu3cP8+fPx6pVq6CtrY1FixZh4cKFePToEXr27IkyZcoAyBibRr0+pqSkQKVSwc7ODsWLF4ednR2MjIzg6+uLunXronr16pg0aRKOHz+O+fPno2/fvgD+tx0VKlQIAQEB2Lx5Mzp37owNGzagUqVKePz4MZo1a6Zsv8nJydi4cSPq1q2rzANtbW3luUAAEBgYiFu3bmHQoEEoWrQovLy8MHLkSFhbW+OLL77AjRs30K5dO3Ts2DHLMlLXpVGjRqhcuTLc3d1Rvnx5xMTEYPPmzVi5ciUuXLig7JMyy3xMcHd3x7fffgs3NzfUrFkTbm5u8Pb2RuXKlTF58mScPHkSAwcORJUqVf5VwQPApzXOR0pKivj4+CgdN1UqlRgYGIihoaHynp07d8qCBQskLi5OfvnlF3FxcRGR3K8fZpaeni62trZKM/TXX38tPj4+Sk/r2NhYpVf4gwcPxNDQUGrUqCEnT56UuLg4CQ0NlV69ekn37t2lX79+EhwcLA8fPpTt27dn6eT1JkuWLJEZM2ZIYmKipKeni5WVldIce/bs2XxpWn+dKVOmyMKFC0Uko1PXvHnzxMPDQ06ePCmmpqbi4+MjCQkJ4uTkJB4eHsrdGKamptKlSxeZOnWqnDp1Svbs2SMjR44UkYzLWxUrVsxxiUN9LTbzfNHX15fw8HCxsbGRevXqydOnT+Xu3btibm4ujx8/VjqzZqa+bHb9+nUxNDSUmJgYmTp1qtI8//LlS9m4caOMGjXqtZdH8io1NTXHcliyZInMnz9fnjx5IsuWLRN7e/scZQ4fPqxcfsn+Pby8vKRz585y5coViY2NlRs3boienp60aNFC7O3tJTw8XMzMzOTGjRu5doLbt2+ffP3118r37tOnj9SrV08uXbokCQkJsn37dnnx4kWWS33ZryWrVCoxNDTMMh5FcHCwREREyNOnT6V3795ZxmjIXv7ChQtiYGAgGzZsEA8PD7GyspLr16+Lq6urtGnTRnbs2CFXr15VLkdlpr6rY8uWLfLXX3/J0aNHRU9PT4yMjEQko3ldvQ6r+1Cp/fbbb3LixAl59eqVWFtbK83zHTp0kAEDBkifPn2U5vSwsDBxdnbOcnv5h5SamipTp06Vu3fvSmRkpFSpUkUuXLjwj/uivFq4cKFy62hwcLAMHjxYYmJixNTUVObMmSM7d+6UQYMGybZt22Tw4MFKp+Psbt68KdbW1rJnzx6Jj4+XwYMHS58+fZT+UomJiRIaGirHjh1TxvvIvh6ox6ext7eXbdu2yaJFi5SxegYPHiwPHjyQLVu25OjvJpJxO6ipqalMnz5drl+/LpcuXZKRI0dKdHS0JCYmiqWlpXJ5LHv909PTlVtwFy1aJHFxcbJu3TqlH5q6j0fmW4BFMi4reXt7K30tQkNDZcCAAWJubq5cLmnatKlS3507d0r//v2ladOmcubMmTcul3ftn5OZra2tzJw5U0QyLp1bWlrK6dOnJTAw8K0vFRZUn0TLR1xcHJ4+fQodHR2UKFECDg4O+Omnn+Dt7Y2ePXtmeeqmp6cnUlJSMG7cOLRs2VI5s/inB3Opn35ob2+PTp06YeHChWjQoIHyQCo/Pz94enri2rVrcHJyQlJSEurVq4f27dvjq6++goODA9q2bas8g2Dfvn347rvvMGjQoH88u5H/P1vr378/wsPDsWfPHpw8eRLu7u7KyJihoaHw8fHBL7/8AiCjaR2A0rR+7949pWndwMBAGe3w119/RatWrZTvmJ06ZRsaGiI4OBgPHz5Es2bNkJaWhkePHqFNmzZwcHBAgwYNAGQ8hMzf3x86Ojq4ceMGfvjhBxw9ehQvX77E9u3b0bNnTwQGBmLQoEGwsbGBkZERrK2ts0wvJSUFWlpamDFjBtauXYuoqCiYm5vj+PHjGDVqFJo1a4ZVq1Zh3Lhx6NChAypVqoQvvvhCqb9KpUJAQAAWLVqkzBN9fX3Y2dlh9uzZcHZ2VlqrGjVqhAoVKigjfIrk7cmi2e3Zs0eZZnp6OoYPH648UHD9+vUoX748Tp48iTNnzuDPP/9Ely5dEBAQgO7du2PkyJE5nulz7NgxmJubY8SIEWjSpAkKFy6MFStWYM2aNRg1ahSuXLmCyMhIrF69GnXq1MHnn3+ulFV/Trdu3bBs2TKUKVMG0dHRmDZtGmrUqIEbN26ga9euePz4MUqVKpXlDFV9luTp6Ynnz58jLS0NP/30k9JsDABVqlSBt7c3+vTpg/LlyytnqdnLJyQkKCP8VqlSBS1atECjRo1w+PBh6Ovro23btrh37x5q1aqFXr16KZ+hHqVRX18fa9euRUhICCIjI9G2bVu0b98ederUwcSJEzFlyhQUL14cQMaIqikpKcp6u3jxYlhbW2P48OEoVaoUNmzYgFOnTmH06NEIDg5WRt5t1aoVkpOTYWBggG7dur3XOvC2ChUqhM8//xzjxo3D4MGDcejQoSyXut5H5paKIUOGIDo6GleuXEFoaCi0tLTg6OiojNBrbGyMadOm4dGjR2jVqhWWLFmCmJgY5VklqampCAoKwpgxY/D777/jyJEjcHZ2RqNGjaClpYUFCxbA1dUVXbt2hUqlQufOnfH9998r3xGAMuS5eijwVq1aoW/fvihatCiuX7+O0NBQ6OjoQFdXF2ZmZsplX7Xk5GQsX74c3bp1g4GBAXr06IGqVatCV1cXx48fR+HChdG5c2dUqFABQMZjDDLPh8jISGzZsgU2NjZITk7G0KFD0aFDBwQGBuLq1auoUaMGfvvtN6Xct99+CxHBmTNnsG/fPuV5J4sWLUKXLl2wYMECbNq0CZcvX8bcuXOxaNEiAICxsbFyuah169ZvXEbqBwlWrFgRDRs2xLZt21CxYkVYWlpixYoVynfJjXo/NWDAAISFhcHLywvVq1dHlSpVkJCQgO+//x4DBw584/QLvI8aff7fuXPn5NChQ+Ln5yeLFi2Sbt26ZWnt6N27t9Kx0t/fXzZv3iyHDx9+689Xn4m8ePFCjh07ppxRZ071Dx48kAYNGkjdunVl165dEhQUJAsWLFCm4+TkJI0aNZLWrVu/tgPam6hT8o4dO6Rdu3ZZOmmK/G+MgVmzZsmFCxfEyspK/P39xdTUVIYMGSIqlUp27dolAwcOlHbt2snNmzfzXIf58+crZ8+ZR4QU+d88Wrt2rYwbN07OnTsn3t7eoqenJ82bNxc7OzuJi4uTlJQUSUhIEA8PD6XjU7t27eT69etKp14zMzNxdnYWlUolu3fvFmNjY7Gzs1PmZWpqqnJnQ2apqakyZcoUWbFihTx69Eg5sxIRZQCygIAA2bZtm9IxMiUlRRwdHZW7TN6XejnMnj1b3N3dxdzcXPmbuqPzhQsXZOnSpbne+imS0SF52bJlyhl/5oGt7t27J5aWltKjRw/p3bu3cuvtP3nx4oXMnDlT6Qj58uVLpYNwbu7fvy/t2rUTY2NjmTt3rpw9e1ZGjx6tTE99G/q1a9dy7cinLj9gwACZN2+eXLx4URwcHJQxJ0JCQsTKykrOnz+fa2fW69evi62trXh4eMjmzZtl3bp1MnToUPntt9+U8U1OnjyZY+ybzFxdXSU9PV2GDBmijHNw6dIl6dixo4hk3Bk1ZswYGTt27FvdvpqfMt/y/7q7P/KDp6en3Lp1S44cOSIjR46U9PR0qVGjhowbN05EMm4nz3wnkno5BAUFKXfDHTlyRJycnMTOzk6uX78udevWlb1790pSUpL89ddfMm7cOLGyssp1gKrcOtXOmTNH9u/fL2lpaeLh4aHczq5ertlvA09OTpbk5GTp0KGDODk5Sb9+/ZSWHC8vLzE0NFTKZnft2jWlo3qnTp1k//790rp1a6UD6IYNG2TatGk51r/MdRg/frzs3r1b4uLiZPny5WJtba2MGaLeh6lH2c2rzHdAZh6VNS9lN2zYIKNHj1Y6df9XfLTw8TYHfvWQttevX5eqVavmOqDMu8q8kNU7j3nz5sm0adOUwYMOHTokU6ZMka1bt0pwcLCcP38+y8BCeaFe0VJSUpSxHDK//i5N63md9uPHj2X9+vWSnJyc41a1ly9fSqdOnWTEiBFiYmIiNjY24urqquyYQkNDxcTERFavXp1jA0lISJDY2FiZP3++LFy4UJ4+fSoVK1ZUxuZYs2aN/Pjjj9KmTZscdVOvB3FxcTJ69GiZN2+espzv3bsnU6dOlWPHjsmhQ4eUcQKyy48N9nXLoXPnzsp6uGPHDuX17PVXe/jwobRs2VJmzpwphoaGsmHDBrl48aIynLb6Pdu2bXurcUcyO3LkiFhYWMjdu3f/8b0uLi7KJYoGDRrItm3bxMnJSebNmycGBgaip6f3xgCfuXzDhg3Fzs5OLl26JAsXLlSGnFdfpsxsy5YtYmdnJ1euXJHLly+LkZGRckfaoUOH5Mcff5Tt27fnKJd9zIxOnTrJoEGDJCEhQe7fvy+1atVSmtJNTU2VMRMy31b6b3Ls2DExNjaWdu3aiZ2dnURERMjo0aPF3d1d/v77b5k8ebIYGBjI0KFDlbEmMt+NlJCQIH/88Yd89913IpJxyaVEiRIyePBgefnypVy/fl25syP7HShqMTExsnbtWrl06ZKkpqZKyZIl5cyZM3Lr1i2ZOnWqeHt7S2pqqnKJJrP79+/LsGHDpFWrVjJs2DC5cuWKrFixQr755huJjo6W0NBQmTJliiQlJUl4eHiOS5VnzpyRDh06SN++fcXU1FSio6Ola9eu0rp1axER8fDwUELX6/aJd+7cke7du0uvXr2kU6dOcvXqVVm6dKm0bNlSLl++LE+fPhVra2sJDAx87Tz4kN4nuPwbfPSWj3868G/atEkZMOjVq1dv7NeQV5lTvfq5C4sWLVLOLiMiIsTe3l46dOiQYzCZ/KYeY2D9+vUSFRUl3t7e0rdvX9m0aZO0bt1aeb7Hu8o+nLmaSqWS9PR0efHihUyaNElEMq49Llq0SA4ePCgPHjyQxYsXi6Gh4T+2NkVEREhISIgMGTJEfv75Z2nVqpXyNxcXl1yf45JZmzZtlFupV69eLY6OjuLr6yt//PGHGBkZ5djJ5ee6oJZ5OcTExIinp6fyTJXGjRsrO+zsgUc9bombm5vyLKCwsDBp2LChxMfHS//+/V87qNDbSk1NVW53/CdWVlbSo0cP6dSpk9JqqA51uV2Pf1N59UBbCQkJsn//fjl37lyW1o7U1FRJSkoSc3NzMTU1lVWrVsmoUaPEx8dHTpw4IT/99JOMGjVKREQ5kL7J8ePHlefCqC1cuFAZZj8yMlIZ2vrfIPu6lJSUJJ06dRIPDw85cOCAzJo1S86fPy9Xr16VHj16SEJCgqSkpGTpU6XeFh48eKDc7nvx4sUsQwWMHTtWFixYIFOmTJG2bdsqo32+SVJSkri5uUmLFi1k2LBhUqtWLRHJuCVWPURA9gD+9OlTMTU1ldGjR4tIxm3/bdu2lYSEBOndu7fMmjVLmjVrpoyWnP37qwfNU++H582bJ1OmTJGAgAAxMjKSYcOGiYGBQZaW49z2BXv27FFGKFX3Jzl37pxs2bJFRo4cKa1bt35jyxt9WB8tfHzsA39uqf7s2bPi5+cnM2bMkN69e+fYAX5oeW1af1fqQcsmTpwo5ubmsmvXLomOjpZu3bopY5FYW1vL8OHD5eHDhznGGXjdQT97p94yZcrk6LSVW1n1zuvu3bty+vRp8fX1lV27dik7juzf/0OEjsyyL4eIiAjZv3+/MjR95p1lVFSU9OzZU7p06SIrVqyQV69eSceOHZVOuGPHjhU/Pz8JCAjIddyW/KaeN8HBwVKnTh25evWqeHt7S9u2bZUxG96lfJs2bcTZ2VlSU1OzfP9nz54pZSZPnqxcDlSHSJGMTnVmZmY5htF+HUtLyxxDyKenp0vz5s1zfXBZQZRb6+GBAwfk7t278vz5cxkxYoSIZLSUzp49WxYvXixhYWGyZMmSHMN5Zx63p0mTJrJr1y7ltZUrVyqhLTAwUO7cuZNjtOc3yUunWnt7ezlw4IA8ffpUHB0dxdjYWBmcb8iQIXL37l2JiYkRX19f5RKP+nOioqKUzqvBwcEyZ86cLK2MhoaGkpKSIk+fPlVCzz+ZNGmSsh7dv39f9PT0lLGLMo/5QR+Hlsh79tB7B7Gxsfjzzz/RqFEj5R75gwcPomTJkjhw4ADu3buHX3/9FRYWFh+0HiqVCpcuXcLs2bPx448/4tKlS7h16xYCAwNx5coVGBsbf9Dp5+bo0aM4d+4chg4diho1anyQacTGxmLNmjXQ1taGmZkZGjZsCC8vL+zcuROxsbEoU6YMzp49i65du8LExETpBJl5rIfX6d+/P4CMcVm6d++O4cOH56luKpUKO3bsgL29PSwsLNCvXz/lb28z/fxy9OhReHh4YPjw4cots5klJiZizZo1+Pbbb6GtrQ1DQ0OMHDkSbdu2hY6ODjZv3oyGDRvi/Pnz2Lt3LypWrKiRegP/m09OTk549uwZXFxcYGlpmeM28PcpL/8/tsSuXbvQvn17NG3aFHfu3EG1atXQvXt3eHh4wMvLCxYWFoiLi8syZo28ZtwV9euBgYEwNjbGjh074O/vj8OHD2PRokUoU6YMdHV1338GfWTh4eH466+/YGJigq+++gqHDh2Cs7MzdHR0EBgYiPPnz2PAgAHo06cPunfvjrlz5yIsLAyDBg1Cs2bNcnyep6cnateuDXd3d9y8eRPNmjXD2bNnUaFCBYwYMQLdunVDTEwMJk6ciO7du+e5vjNnzsTVq1fx2WefYf78+ahfvz5GjhyJJk2aYPDgwXj27BnMzMzw888/o2zZskhMTETLli1x8uRJfPXVV2jRogVmz56Nffv2oUSJEkhISEDHjh2xfft2fP/997h69SomTZqE7t27IzU1FV999RUaNGiATZs2YcCAAQgKCoKPjw82b96cpV6Zx4HKTL3+BgQEwNjYGE5OTnj8+DFmzZqFCRMmZOl0TR/Rx0o9mZvzhg4dqjTnBQQEyM6dOzVSh+ypvlq1allG9fwY8tK0/j4yXyL56aefpGvXriKS0aHvXW5dfV2nXpG8tVSEhYXJ2LFj3+o2tQ8p83LI/tCt/fv3S79+/cTCwkI6d+4s48ePFxGRq1evSteuXZVruHZ2dllG59SU920Z+qfyYWFhYmZmJpMmTZJnz57Jrl27ZPny5bJ8+XKZN2+ejB8/Xv74448sT7AVebu+Oer3ODk5yaJFi6R9+/ZZhqcvyNTzNS4uTpKSkuTly5cSHx8vZcuWVW5RNjc3ly1btsj9+/fFyspKmjRpIlOnTpUxY8YoD45Tt0Rm7hS8ePFicXV1lRMnTsiGDRskIiJCBgwYIP7+/vLw4cMcow3npb6ZO9Wq+ynduXNH2rRpI+np6RIVFSVr1qyRp0+fSq9evWTMmDESHh4uLi4u0q5dO+nXr5/ysEZ1+dWrV2e5LOPs7Cw3btyQxo0bi729vTx//lzWrFkjenp6MnHixDy3eKnXo507d8q0adOkTZs2bO34xHzUDqefwoHf2tpa2rVrJ507d/7HPgn/JtkvkXzzzTc5+gLk9hyOvMhrR9Ds08rcge5jyfwd1E3FCxculF9++UVEMsJWx44dlfFaxowZk6dm7YJq/PjxykPbnj9/LgsXLhQ/Pz/lTp93DdAfe3l/KJnXo6SkJHnw4IEMHTpUwsPDZenSpcoTnMPCwqRBgwZKeFcfdIcMGZKjz1D2TsHLli2T9PR0iYyMFCsrK2ndunWuD397X/Hx8WJnZye1a9eWOXPmyLNnz0RPT0/09PTkr7/+kvT0dPHx8ZGgoCBZt26drF69Okv5+/fvy8yZM+W7776TCxcuyPHjx+W3336T3r17i7+/v7x48UJu3bolN2/elJkzZyqXbrNf/n2TzOvR657nRB/XRxvnI/s98gcPHkSbNm00Nn35/6tNc+fOxaZNm3Ds2DHUq1dPY9P/2LKPe7JgwQJlOHUAyngVeRkdNLu8XiLJPC35/2Gc32f67+rly5fw8/ODSqXKMjKohYUFdu/ejenTp+PLL7/EmTNnUKpUKejr62PatGkAgGXLlmHAgAEar7OmqMddMDExQXBwMM6dOwcAyr+lS5fG5MmTleG8JY9XdT/G8tYEbW1tpKWlYerUqbCzs1NGkN29ezcsLCwQFhaGixcvonz58ujXr58yRoe2tjb09fVRvXr1LKMXA4C7uzu2b9+Ozp07Y/To0Zg8eTISExOxfft2fPPNNzhz5kyWsVveRebxRoCMy6KzZs1SRkfdunUrChUqhPbt26Ndu3ZISEhA69at4erqisqVK+OXX37BgwcPlHFCIiMjMX78ePz666+YNGkSrK2t0alTJ1SrVg19+/bF33//jY4dOyIsLAzVq1fHzz//jLNnzyIpKUkZZv5tZF6P/nUjg/5bfIzEo6l75Cl3+XWJ5N/q4MGDMnXqVKU1Y9SoUeLo6CjPnj2TFi1ayKVLl8TFxUX09fWVMrmN7Plvt2TJEjEyMpJBgwbJsmXLsvyN61FWud1KfvfuXbG2thZfX19xdnaWFi1a5CiXnp6eY4iB13UKbt26tRw9ejTPt3C/DT8/P6XzaMeOHZU7bebNmyd9+/YVERFfX1+xtLTMMuJxfHy8vHz5Unx8fCQ5OVmePn0qjRs3Vv7etm1b5bbzEydOyNy5c5XpiGR0RP0Q34c+vo/S4ZQ+PZrszPmpkkwdISdMmIAmTZqgW7dusLe3R3R0NPz8/PDHH39g7Nix+OKLL9C9e3eMHz8+S4vRf4F6Pj19+hSWlpYwNTVV5oG8pjMpZYz0OmrUKHh5eaFcuXIoWbIkihcvjpMnT8LOzg5BQUGoVq2a0lr0pvmYW6fgadOmoXnz5u9Vx/j4eJw9exZt27ZFkSJFEBkZiWXLluHUqVPQ19dHz5498ezZMxw+fBg7duxAYGAgateujcuXL6N+/fpK3dXrwYMHDzB8+HAUL14cn3/+OebPnw8nJycUKVJEeT7WqlWrcP/+fXz22WdKPV7XmZT+PRg+iDLx9/fH9OnTUahQISQmJmLOnDnw8PDAsWPHYGtri6pVq2Lt2rUYOHAgKleunGU49P8S9cFlw4YNCAgIwOzZs5VHFVBW6gPpvXv3EBoailKlSuHOnTuIiYlRHpVQu3ZtAG8f3j5UyEtKSoK/vz/q16+PqKgoLF68GEFBQThw4ADOnTuHP//8E8uXL8ewYcNQuHBhREZGYsCAATAxMVHqJCKIiopC6dKlsXnzZkRGRmLGjBnYuXMnnJ2dsXnzZnTr1g0VK1bE559/jsGDB0NPTy9LeQbYf7//9qkuUTbXrl1Dy5YtceDAAfzyyy+4c+cOfv31V5iYmMDBwQH9+vXDL7/8gh9++OE/GzwyGzp0KHr16sXg8QbqM/gaNWqgefPmuHr1KpYvX46vv/4aFSpUUIIH8PZ9Xj7Uwblw4cKoUKEC5syZg9jYWLRu3Rra2tp4+vQpWrRogcqVK2P37t3Yt28fzM3NsWfPHpiYmCh1Sk9Px7x58zB06FA8fPgQX3/9NR4/fgwgo59QWloa0tLS4OjoiJEjR+LPP/9UWs3U34nB47+B4YMoE29vb+X/Q4cOhYODA5KTk2FmZgYzMzOcOXMGffr0+Yg1/DRkf+w7vZ0XL17g9u3bOHr0KAwNDT92dXJVpkwZPHnyBF5eXqhduzZatmyJgwcPAgB69OiBqKgoJCcn4/fff0epUqWydEp1dXVFUFAQtm3bhipVqqBevXr47LPPsHnzZhw6dAiff/45ihYtikqVKikPn8veqZX+Gxg+iPC/HaD6bC44OBihoaFIS0tTnjzcsGHDj1lFKuBEBOXLl8eaNWtQoUIFpKenv/dTmPObejsYOnQoTp8+jcTERDRs2BB+fn64ffs26tSpA2tr6yytfpn7il25cgVdunRByZIlAQBVq1bF+PHjcePGDRw8eBAWFhYoXLhwlmn+1/ua/VexzwfR/1N34tu1axdu3boFb29v2NraMnRQvisI/Rrmz58PXV1dGBsbIzIyMstQBNk7qKu/z4kTJ7BixQq4uroiMjIS27Ztg7GxMcqWLat0KC0I350+PIYPov+XeafI3vb0X6XeDh4/foxjx45h+PDheRpjw9LSEiICFxcXDB48GOPHj1f+xrvqSI3hg4iIsniX1gl1sBARxMfHIzEx8b0HOaN/L4YPIiJ6rfe5TJIfIyXTvxPDBxEREWkUL74RERGRRjF8EBERkUYxfBAREZFGMXwQERGRRjF8EBERkUYxfBAREZFGMXwQERGRRjF8EBERkUYxfBAREZFGMXwQERGRRjF8EBERkUb9Hy2S+zOWeuicAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1=plt.subplots()\n",
    "ax1.bar(w.keys(),w.values())\n",
    "fig.autofmt_xdate()\n",
    "plt.xticks(fontsize=6)\n",
    "plt.savefig('graph.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "332023df-c390-4428-9456-a58e3211e739",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c226b8b6-c256-4c21-abdc-7c2eeb80cd0e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}