FIFA 19 Stats Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-12T16:11:07.541740Z",
     "start_time": "2020-08-12T16:11:05.848744Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-12T16:11:08.105741Z",
     "start_time": "2020-08-12T16:11:07.543741Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>...</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Marking</th>\n",
       "      <th>StandingTackle</th>\n",
       "      <th>SlidingTackle</th>\n",
       "      <th>GKDiving</th>\n",
       "      <th>GKHandling</th>\n",
       "      <th>GKKicking</th>\n",
       "      <th>GKPositioning</th>\n",
       "      <th>GKReflexes</th>\n",
       "      <th>Release Clause</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>96.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€226.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>33</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>95.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€127.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>...</td>\n",
       "      <td>94.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€228.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>...</td>\n",
       "      <td>68.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>€138.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€196.4M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 89 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0      ID               Name  Age  \\\n",
       "0           0  158023           L. Messi   31   \n",
       "1           1   20801  Cristiano Ronaldo   33   \n",
       "2           2  190871          Neymar Jr   26   \n",
       "3           3  193080             De Gea   27   \n",
       "4           4  192985       K. De Bruyne   27   \n",
       "\n",
       "                                            Photo Nationality  \\\n",
       "0  https://cdn.sofifa.org/players/4/19/158023.png   Argentina   \n",
       "1   https://cdn.sofifa.org/players/4/19/20801.png    Portugal   \n",
       "2  https://cdn.sofifa.org/players/4/19/190871.png      Brazil   \n",
       "3  https://cdn.sofifa.org/players/4/19/193080.png       Spain   \n",
       "4  https://cdn.sofifa.org/players/4/19/192985.png     Belgium   \n",
       "\n",
       "                                  Flag  Overall  Potential  \\\n",
       "0  https://cdn.sofifa.org/flags/52.png       94         94   \n",
       "1  https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "2  https://cdn.sofifa.org/flags/54.png       92         93   \n",
       "3  https://cdn.sofifa.org/flags/45.png       91         93   \n",
       "4   https://cdn.sofifa.org/flags/7.png       91         92   \n",
       "\n",
       "                  Club  ... Composure Marking StandingTackle  SlidingTackle  \\\n",
       "0         FC Barcelona  ...      96.0    33.0           28.0           26.0   \n",
       "1             Juventus  ...      95.0    28.0           31.0           23.0   \n",
       "2  Paris Saint-Germain  ...      94.0    27.0           24.0           33.0   \n",
       "3    Manchester United  ...      68.0    15.0           21.0           13.0   \n",
       "4      Manchester City  ...      88.0    68.0           58.0           51.0   \n",
       "\n",
       "  GKDiving  GKHandling  GKKicking  GKPositioning GKReflexes Release Clause  \n",
       "0      6.0        11.0       15.0           14.0        8.0        €226.5M  \n",
       "1      7.0        11.0       15.0           14.0       11.0        €127.1M  \n",
       "2      9.0         9.0       15.0           15.0       11.0        €228.1M  \n",
       "3     90.0        85.0       87.0           88.0       94.0        €138.6M  \n",
       "4     15.0        13.0        5.0           10.0       13.0        €196.4M  \n",
       "\n",
       "[5 rows x 89 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file = 'FIFA 19 Stats.csv'\n",
    "df= pd.read_csv(file)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-12T16:11:08.890378Z",
     "start_time": "2020-08-12T16:11:08.876386Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize']=30,15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:24:50.166970Z",
     "start_time": "2020-08-13T05:24:48.813578Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ST     2152\n",
       "GK     2025\n",
       "CB     1778\n",
       "CM     1394\n",
       "LB     1322\n",
       "RB     1291\n",
       "RM     1124\n",
       "LM     1095\n",
       "CAM     958\n",
       "CDM     948\n",
       "Name: Position, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = df['Position']\n",
    "av = df['Position'].value_counts()\n",
    "a_dict = list(dict.fromkeys(a))\n",
    "plt.plot(av,c ='Red' , ls='', marker = 'o', ms=25)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25,rotation = 65)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Position\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players sold based on position\",fontsize = 40)\n",
    "av.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:25:08.086383Z",
     "start_time": "2020-08-13T05:25:06.787560Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66    1163\n",
       "67    1118\n",
       "64    1091\n",
       "65    1045\n",
       "68    1035\n",
       "Name: Overall, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = df['Overall']\n",
    "bv = df['Overall'].value_counts()\n",
    "b_dict = list(dict.fromkeys(b))\n",
    "plt.plot(bv,c ='Blue' , ls='', marker = 'o', ms=20)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Overall Rating\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on overall rating\",fontsize = 40)\n",
    "bv.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:25:59.550131Z",
     "start_time": "2020-08-13T05:25:58.379322Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of players based on age')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c = df['Age']\n",
    "cv = df['Age'].value_counts()\n",
    "c_dict = list(dict.fromkeys(c))\n",
    "plt.plot(cv,c ='Black' , ls='', marker = 'o', ms=20)\n",
    "cv.head(10)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Age\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on age\",fontsize = 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:26:13.254075Z",
     "start_time": "2020-08-13T05:26:12.185306Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of players based on potential')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1CbBjj3b0rUaeE7uk342pD0esA57bo17PZOqDPuvo/nDAMY367DrgcfjvRv7X9pHnoUwNQK/skvbgNsf5um7vqcr3T4087+6Rvt7OLhuiPdT3dVKPtB0fcOmQ/rWN8l/RI/3yRvqDx9n2XVxcXFxcNsbFOfokSdLG5OOUnj0tL46IB8xWZcbgzZn5k04vZuYdwEdrmxZSetN9MDO/2SXfH1k/zGnLQQPW7eTMXNEtQWaeSOnN1bINHYZIi4gdKTedW84A/jYzs8c+fkvpudGyE/CX3fI0fCQzvzZA+kE9Fai3wfMpwy12lJm/YsNhZ1895nqN0+sy88IeaV4J/Ka2fnA1XOXIMvPyqk33m/7zwBdqm57fJe31TG3DT+xnnjdKW67/L/bv7RJNSLuvzxP5XznAEHyZ+YcB6jSMiyi9LrvV4adsOFRmx2GdM/P2zLy23wpk5tWUm+AtO1GCT+0059z84gD7Wdulnb+MqfPxvTozz+ijzI8z9Vz464jYopmuGrqx3t7WAodl5m1dyr6FMkfltA7ZyIbXxmMz88xuGTLzw5ShF1u2ZOp52Mv59DhPM/Mqpn4/L6IM6TjdXlbtu63MXAu8hNKzt+UFXeaXPIqpU8KckD2G+szMLzP1vW9CCa6OXUQ8lDI/bMsnM/N9vfJV14X6nLGPiIhHdUrfxiv7+N57F2Uo3pZB/86aNpn5m96ppqR/H1D/e7Tj96YkSZoeBvokSdJGo7oBfVxt06aUISQn0a3ACX2k+25jPdkwiNdPvoe2TdXZO/pMd1xj/UUd0r2UqXMnvaVXsKMlM7/K1ADv0/usWwI9bwiOqPl+35aZd/XKVN1IPa+2aY+IaM4/NRf8hjIUbFeZeTtlyLy6Tm1hJny59vsuVcCtk4/Vft+E0lY7iohNKL0ZWn5D6UHTzqS1+x2GzDdd3l0FLno5njLcXMszI2LLMdbjG5QeWy0H9JlvXMfzqNrvl1KGHe3Xv9Z+35Yy/2vT4ylz3LWsyMyLehWcmRcAnxugLgOpPsNn1TbdQOkR24+jG+uDzNP3/j4D3s1g+qDfs4M6I/uYbzczr2TqwwebUXo6t1O/Tq9jw+/0To5lapD3RRERnRKP4KjG+lsGyPv/KD1AW/q9hl4GdH3QCSAzbwLqQee9p+kYzJT69+b+EbGgY0pJkjR2BvokSdLG5lSg/pT18yNiz9mqzAj+NzNv7SPdJY31i/p5UrvqhVJ/on+QG84/qXqd9ZSZP2Pq57FfRCxqk/Txtd+vo8wjNIjTa78/ps88qzLzsgH3M6j6TfPbga8MkPdTXcqaKz7Xb2AK+ExjfZDeEwOLiE0iYpuI2Dkidq0vlBvWdQ/uVE5mnk4ZsrLl8CqY18mTKUNrtnyiS0+sSWj3v6z9/ryIeMQAeafTH5na27KjKrhe77m2CNhv0B1GxBYRsWNE7NJoTztRgkwtndrTLxvrx0XE5oPWo1GnnYAH1jZ9aZAerpR5weoBmXbtqHmu9gxy1DTP+3F6OFN7m30xM9d0SlxX9ej6RW3TXhGxdZ/7/Uaf6Zo9vqY7UD7K57LB9bhq2/UA7/erIGFPVa/Yb9c2bUuZu3Dc6tfQczNzdceUDVWP4x/XNvV7Df32AOdYvQ1sRhlmd86KiAURsW1E3LfN92b93NqSMmy2JEmaIZv2TiJJkjR/ZOa6iDgG+HS1aRPKE+jPmbVKDafXkFAtNzfWmzeSe+Vt3di82wD5ftw7yQbpWze+FwN7AOe2XqyecK/fZLwEuN+AD77fUft9l4jYpI8bcef1eH0kEXEPylxtLT8dcCjDsxrrAwcmZkDfbSEzr4qI37I+CDbW9xMRiyk9Mp4L7EsJfvTb42C7Hq+fwPqesrsAT6BzL70jar//kQ69qyao3X+acjyhzF93RkR8ihKI/n6/gZVpcHFm3jhA+h9T5nFt2Q/4QbcM1bCAL6QMxbkX66+XvXRqT6sowaXWsLWPBX4ZEScAn696wA2qGZy4sropP4ibgO2r35e0ef1hjfVBvgMG/b4YRPMasnLA/Gex/rPYBNiHqcHzdm7OzCv6LP+mxvog37PDGORYn0eZR691z6jd9Xgcx7c+rOZ+TA2ujiQi7kmZ07bl0iHafv2Bp3Ztv51BztN2beCWdglnQ0RsBTyb0jP2oZRj0O+X0HbAr6epapIkqcFAnyRJ2hitoMy90hom69kRsV9mnjOLdRpU8+ZQW5l5VyMw0Fe+Sn0IyYUD5Gv2Iuyl2fvvno317ShPh7c8gjL83LCiKvO6HumuGWEf/Wj23rh4wPzNoO1cGzYRhmsLrUDf3SJi8TgCRRHxdODDwK5DFtHrBvzJwDspPTKgBPM2CPRVN56fUdv0rWo+vXYmpd1/CFjG+pv+CylzfL0E+ENErKQMT/d9ytCBt7ctZfzGfR36k4jYmfK+n9UpTQ9t21NmZkS8HPgOpVchlPPhbcDbIuL3lHkaTwdOq3pE99LsVfPuahlWu7na6kPb3p6Zv++3sMy8IiLuAEbqudjBbFxj+/6Ozcw7G9/Pg3zPDqPvcyIz11QPXuxWbWp3Psz177Bm238Ooz3U1WmewqZB/s5qDvE63W2gbxGxnHKtGPZzme7AtSRJqnHoTkmStNGphhJsztPy9tmoywgGGXptHPkG0exF2Evzpti2jfV+b64Nop/hsfoZGnUUzfc56nHr1etsNoy7LQwsIl4KfJXhg3zQ4/+mzLyBqXONPTMitm+T9CVMvZH7/7oUOxHtPjPvoAyP90nK/H51mwEHAf8AfBO4JiL+MyL2H2QfQ5qWtlf1CDqD4YN80KU9ZeYZwMG077V9L+AvKfPm/TQiLo2IYyOi27k/7nbUrg3Vj9Wgxx0GC4wMYjausTPxHTusUd5/u/Nhrn+HzUTbb2cut4G+RMSxwImMFnz1fqMkSTPIL15JkrRRysyvAD+qbXpKRPQ7/4q663dOtpZew0BNxxPuA41/OEMGPW6TYNxtYbDCIh4AfLRR7s8pgac/owzrdjdgcWZGawEOGWJ3H6v9vgg4rE2al9V+v5oSgOxkYtp9Zt6cmYcCewPvo/PQwlsALwB+HBH/FhHT2XtlutreJ5g65O7NlDb2PMr7357yPjdptKm+h7DLzB8Ce1KGmf0ccH2HpLtSHlq5JCKe0SHNuI9xr+M0zHVspq7Hs3o9mkCDvv+5dnznTO+4SRIRB7Hhw3BnAa8FHkfp5bk1sKhxjTt8ZmsqSZLqHLpTkiRtzI5m6vB676D0pJgRETFfH7raZsD0zeGdmvNqNW9yn5yZywfcx1zUfJ+DHrdm+htGqMt0GXdbGNQbWT8EIsB7gDdUvXq76XeutT/JzDMioj6/2stYP28fEfFY4EG1LCdnZnPYtrqJa/eZeT7wOuB1EbEj8GjKjeEnUAJXda+gPHh6JNNj7G0vIg5kahD4fOBJmXllH+UP1KYycx3wBeAL1XyNe1KO50HAk5naW2k74PMR8WeZ2ZxDrtmODsnM0wapSx/qx2rQ4w7TN8TfqNfYZr3m4jV2EHdjsKF56++/3bV4rh/fZts/NjOPGfM+5qM3N9b/JjM/1Ee+gb83JUnS+MzXm0uSJEk9Zea3gR/UNh0UEU8Yoqj6XHaDPEg18rCEc9TuA6a/f2P96sb6dcC62voDBq7R3NS84do8Dr08sEd5c8EobeHmMczP9/Ta7xcBb+wjyAdliMRhnFD7fY+IeGRt/WWNtP/eo6yJbveZeVVmfjEz/zYz9wIeTBkKru6vI+IhbbKPw7ivQzC1PQEc2U+QLyI2Y4TrfRarMvNjmflCynxpz6T0Tm1ZSAlkN13VWJ+OdlTfxxYR0ff5ExH3YXrm54ON4xo7iL7PiYhYzPr5UqH9+TDXj+9MtP15JSK2ojyc0fI/fQb5YPjvTUmSNAYG+iRJ0sbuHxvrw8zVV5+XZpAn2qfrBvdse/gI6dcw9eY1mXkXcHZt0/4RMV09QGZMZl7H1OH8HlrdXO3XIxvr54xeq7Hruy1UwYH6jeWR3k9EbMHUG4/fzsx+505qHtt+/Qfwh9r6EVVd7kYZ2rHlB5l5UbeC5lu7z8xfZuZLmRrgDODPp2mXD4iIQYJrzbbarv3VAxm3ZuaZA5Q9tv+9M3NdNfz0IUA90PiIqidl3VmN9T8bVz1qftJYH+Q7YNDvi0E0P8MDBsxfvw78EThvtOrMukGO9T5MfXCp3fkwzuPbaR8w5LDWmXkZ8PvapkOq3rGTaiaG996FqUOefnOAvMN+b0qSpDEw0CdJkjZqmXkGU29kHBARg954rj+FvlVE7NxnvicPuJ9J8bCI6OvJ/ojYm9LTp+WczFzbJun/1H5fBLxwhPrNJf9b+31LBgt6NI/BD0evztj95QA3Vpc11kd9P80gz81tUzVUAcJnDbPDzLwB+Gxt0/OrHhIvpMzb1tKrN1/LfGz3JzfWd52m/WxCmeOup4jYtJH2TtoHHeoPctwyQF1eNEDavmXmNcDXGpt3aaS5ELi8tunpEbH9mKvSPFeb53I3zx9nRRp+zNQe98+OiEWdEtdFxF7AHrVN52fmIJ/5XDTK57LB9bgKpNUDzQe3CTS3FRH3AJ5U23QjcEGH5M2e3X19hpXv1H6/N5P9d1f9OAxyDAbRfFit3+/NnZnaE1CSJM0wA32SJEllrr66t1F6mvTrp431p/TKEBHbAS8fYB+TptlTspO3NNY/2SHdx5l6w/Yt03CzejZ8qrH+j/3M3RgRzwL2rW36eWaeO9aajcf9gBf3ShQRm1Pmdqvr1Bb61Zw/qjlMXCd/x9T5zwb1sdrvW1FumB/RqNfn+ixrPrb75o3jdoH9cXlDRCzsnYwjgR1q61/KzNvapKu3qXv202MwIh5EH+fACPo5ns02+c4x1+G7TA34LIuInsMkRsSDgb8cc13+pPoMv1zbdHfglX1mf1tj/dSxVGp2HRgRB/dKFBH3Zuo16w/A5zskr3+HLQD+oc+6vJmpPcc+1WVY5Zsa64MMEXl8Y/1d1ffNJKofh+0jYsE07GPY783jGGzoekmSNGYG+iRJ0kYvM89m6s3AfSgBin59r7H+hmpOpraqHgUnM/XG8nzzkoh4XrcEEbGcqb1obqLDzdTMvBQ4qbbp3sBXBg16RMTjIqLfG1cz4WvAJbX1fYF/7pYhIpYAH21s7ncOndnw3irY0c2/MfWcOy0zfzHKTjPzdmB1bdOf9wo+VL153zzifs9k6vCzbwX2q61/MjPv6LOsOd3uI2L7iHjZgEPONnu3/XKcdWp4IPD+bgmqXsXvaGz+SIfkq2q/LwD+pkfZO1B6ePYVWIiIJzfmdeyVvtn79E6mtvmWD1LmfGw5IiL6Dcj8aV8R0bZHaTXMbH1+ykXAqRGxZZfytqJc7/sJxI7ig431t0VE1yEsI+IVlDkQW26jBN3ng49363VXBcZPBraubf50Zl7fIcu/MXUu0VdGxDO6VaB6/VW1TX8EPtwlS/MacUi38uuqURvqPaP3Bv6zW9tsiuLPI+Ke/eaZJvXjsBA4cBr2cQlwe239xVXvy44i4kjg8GmoiyRJGoCBPkmSpOLNDD8PzAVMnQfpAcBXI2KnZtqIeBil98Mz2PDJ6fniRkqPyE9GxD80n56PiC0j4hg2HL7wjZnZbZio1wEX1tYfBfw0Io7scUP5gRHx+og4B/g+sGSA9zKtqjnjXs7Utvf6iDi5eTO2utn4TOB0pvZo+CH9DwU5024E7gF8PyKe2+ytGBE7RcTngOW1zXfSI4AygHrPucXAtyJig5ujEbFNRLwN+CKlV8K1I+63HvS4b+O1QT+rudzut6K8n19HxAci4sBOPeiqY/wOSo/Jlm49hUbVur6+MiI+Wc0BWa/PJhHxAsr1uD734acz8/sdyvwCU8/Vt0bEG5qBzqrsv6B8L+xFeZ+39lHnRwE/jIizIuI1EbFbp4RVgPKbQD3NV9tdQ6tth1ICKi3viIhvVUHgtj3YI2JxRDw+Ij4E/AZ4X5e6v5upQcZHUM77fZsJI2J/4AeUAPidlEDatMjMHwCn1DZtCXy7ClBPaasRcbeIeDcbBp1e3yXQNUlupFwHzoiIDYJl1QMZ3wae2Mjz950KzMzVwD/VNi0APhsRb2zz3b9ZRLyeEvyu90Z7T73pgPwAACAASURBVPV3VCc/BuoPR7wxIv4xIh4ZEbtHxK61pV0v28OBq2rrzwR+EhEv7PSQQnUO7x0Rb6Vcf7/KaD29x+EHjfWTq3a8T0Ts1jgOHR826yYz1wD/Vdu0A+V82bOZNiJ2jIiPsv7Bo1G/NyVJ0gjsWi9JkgRk5qqI+AzwgiGL+DtKAKZ1w/QJwKURcRZlfqQtgIdQgoBQbrguB740bJ3nsHcCr6H0PnoH8KaI+CGlR8kOlJvZzQDFl5gaHNlAZt5c3Tz/NuvnoboP5SbThyLiPMqxvpXSG2F7YE82nHNmTsnM70TEcZSeXy0vBl4UESspN9i3pPT2a87/eAVwaGauY276W0ogaEdK0O13EXEu5TPaBTiADR8+fGNmrmI83gO8jBJshDIf3OkRcSFwPqUnyk5VPVo3/a+lnM8njbDf/6D0zGz25DonM88bpKAJafc7Aq+uljURcT6lbd5ECbDuQmm/zSDgmzLz6mmq01cox+kJlLkNn19dj39LCVDuR7lG1f2KLkHmzPx5RJwKHFZt2gR4F+UadxZwPbBdVXY9UP93wOur/fbjgGp5f0RcS2mr11GCHdtQvkt2b+S5EXhtl7p/IyJeRen92wqyPLFarq/a0bWUc2JbSoD6wUy9Z1APljTLvz0iXkxpp612vx8loHI+pTdSVGU+pJb1OMowkX33sBrCq4CHUnpzQTmG/04ZxvFHlGN3L8p3UzNA8unMbPagnlR/Q7k23R/4bkRcQumleielPT2skf6PwBGZ+fse5R5HOXZPqNYXU65/R1ff/ddSrsGPYmpPQSjBq669qDPzlog4mTLELpT29fZqaToWOKaR//Iow13/N+uDdQ+kDA/98eo76UrK+XU3yrm7B9PbJofxHeAXrD9/dqHzgyOHAKcNuZ9jgb9g/bmwL7Cqukb8knLd2wXYn/Xf37+iBMg/MOQ+JUnSiAz0SZIkrfdW4HlMfdK8L5l5ZkS8hnKToxXsWwg8tk3yOyk3z77coSPFpLsaeBrwLUpgb2vgSV3SfwV4fpf5ef4kMy+ueoOcCjy59tKmlJtO+/co4i7661kzozLzmIi4hXJztPU3+gLg0dXSzi+Ap2fmZdNfw6GdRgm0fZzyfnaqlnYS+MfM7DrU4iAy85qIeDalh0K919aDq6XpKuDpbHgzetD93hgRn2XDudmG6nk5Ye1+MSXAs1+XNHcB/5CZ/zqN9UhgGfANSu+yBcBjuqS/GHhCZl7To9wjKb2i6mVtBzy1Q/o3Z+ZHqp5Mw9geOLhHmt8Af5GZv+6WKDM/GhEXU9pRPRB5d+DxfdTlhh7ln1kFVD7H1HNoz2ppOoHyMMgRbV4bmypYfhClR2a9J9s96Py5QRnCdVy9i2ddZp4SEfdjfYBsdzYMGLesBf5PZvbscZuZd0UZ9vhkypykLVsxtXdg0xeAF2VmP/N0vp4S4HpcH2nb1fGs6hr6WaZemzajBCB7+UO1zJrMzIh4PiVgOcjw8oPu5xdV0P5UyjC8LftUS9NFlLmpD5quOkmSpN4culOSJKmSmRdRnnYfNv8HKUGCn3dI8kfKnGwHZObQ+5kEVa+lfYATmTrfS92vKQHPZ/Z5o69V9rWZ+RTgzyg38df0yLKGEnD6O+C+1Zw9c05mvpcyzN/n6H5D8VJKj8l95niQD4DMPJkSFPkWU4cOrPsR8NjMfOc07P90SiDsv+g8PO/1lJv6e2XmOWPa9cca67cDnxq2sDna7n9LCeJ/GLiA3sMf30bpRfPQzPyXaajPFJl5A+Xm8zGUHjvt3AT8S1Wn3/RR5u2UYNFxVd521lF6th2Sme16HXXyYUrQ64v0NwzeauBoYGlm/rSfHWTm/1ACla9l6pCwnVxF+cyezfoecd3K/xYlqPd5SkC3nZ9ReiK/vJ8HPMYhM2+knDsvrPbfyTpKz6nHZOarquGV543MfAcluPm/nZJQ5rR72CB/p2Tmmsx8ASXg8790vhYk5Xr/jMx8bmb2FTzLzFsp591zKNfRX1DOv05trF0ZlwIPp8wNfHofeW8Dvg68Arj3XPi+zczzKX8nvJLynXYZ5SGOsZ5HmflZyhyAp3dJdgVl2Nb9qmMrSZJmUczQ39WSJEkblYjYg9KL5J6UG+6/Bc7KzN/NasVmQURsTXkK/76Uni9XU4KhK8dxk7eai+aRlGEZ70F5Qv/Waj8XAhf0ezNxroiILSi9Qe9H6dFzB+X9nNtjLqNZFWXuxfoQpLvVb45GxM6UIQl3pvT8upJyXlw8Q/W7D+W47kzpDfd7Sm+oMwcJNve5rz0oQy62nJSZh4+x/DnX7iPi7pQh75ZQ2u0WlADn9ZRA4E8z847OJUxr3RZQblwvofRmu5kSKPteNS/VMGVuTulxu5QyHOT1lJvfK/sY7rCf8u8PPIhyHdiG0ivxlmofPx3HeVOdEwdQvqvuTgnG30w5Ly4ALh32Oh0R21OCM63z7XfAz/sNSk6nqmfbIyltYWvWf3anVwHiiRcRJwEvaa1nZjRefwDrh4QOyvv/wTj+TomIe1LOt3tRhoK9iXK9PXMc58Y4VH+bPJrSy/welFEYbqHU8wLgl5l55+zVcG6IiFYP5tY8p1dSrp1nzbdAuCRJk8xAnyRJkqSx6BXo25hExHuA19U2HZiZZ85WfSRtXHoF+iRJkjR/OHSnJEmSJI1RRCxi6vx8FxjkkyRJkiRNBwN9kiRJkjRehwI71NY/OlsVkSRJkiTNbwb6JEmSJGlMImJb4NjappuA/5il6kiSJEmS5rlNZ7sCkiRJkjSpImJnyv9VmwN7AW8Bdq4l+UBm3jQbdZMkSZIkzX8G+iRJkiRpeGcAu3R4bTXw7hmsiyRJkiRpI+PQnZIkSZI0ftcBz8nM22e7IpIkSZKk+Ssyc7broD5sv/32ueuuu852NSRJkqSOrrjiCq688so/re+5554sXrx4Fms0/VatWsXatWsBiAgWLVrENttsw73udS8WLlw4y7WTtLG67LLLuO666/60vt9++81ibSRJkjQO55xzzrWZuUNzu0N3Tohdd92Vs88+e7arIUmSJEmSJEmSpBkWEb9ut92hOyVJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRJkiRJkqQJZKBPkiRJkiRJkiRJmkAG+iRJkiRp3lkFHAUsBRYDUf1cWm1fNXtVkyRJkiSNzaazXQFJkiRJ0risBg4DzgPWAOtqr60FLgQuBk4G9gFOAZbMcB0lSZIkSeNijz5JkiRJmhdWAHsBK4HbmRrkq1tXvb6ySr9iRmonSZIkSRo/e/RJkiRJ0sRbASwH7hggTyvgt7xaXzbeKkmSJEmSpt2c7dEXEVtExFMj4uiI+EJE/DoislqO6ZF3p4g4KiI+GxG/iog7quXSiPjPiHh8n3XYPSI+VuX7Q0RcHRHfjIjn9pn/YRFxakRcHhFrIuLKiPhiv/uXJEmSpN5WA4czWJCv7o4q/6Vjq5EkSZIkaWbM5R59jwC+NmimiLgv8GvKbPMtt1fru1bLCyLiE8BfZ2bb8Wwi4mnAZ4Etqk03A/cAngQ8KSJOBF6Wmdkh/xHAR1l/jG8CdgSeBTwrIo7NzGMGfX+SJEmSNNVhlPn4RrEGOBQ4c/TqSJIkSZJmzJzt0Ve5AfgO8C/AXwG/7yPPAkpQ7zvAS4CdMnNLYCtgD+DLVbqXAse0KyAidqOMfbMF5T/dB2XmNsA2wHFVssOB13fI/yjgeEqQ70vAfTNzW2AH4GNVsrdGhGPjSJIkSRrBz4Dz6DwfX7/WAecCq0aukSRJkiRp5szlQN/pmXn3zHxCZr4hMz9Nf4+p3gDsV+X7j8y8AiAz/5iZvwCeDXyjSvuaiNisTRnHAVtSAot/npkXVWXcmplvBU6o0v1jRGzXJv+7KQHHVcCyzLy8yn9dZh4JfLOVLiIW9PGeJEmSJKmN4xm9N1/L2qo8SZIkSdKkmLOBvk5DavaR76bM/EmX1xP4RLW6FbC0/npEbAm05uD7aGbe2KaYd1Y/70YZirOefwlwYLX6nsy8s0v+XYDHdaqrJEmSJHX3PUbvzdeyripPkiRJkjQp5mygb5r9ofZ7s0fdgcDm1e9fb5c5My8DLqhWn9R4+Ym1379Be2cAt3TIL0mSJEl9Wj3m8i4Zc3mSJEmSpOm0sQb6Dq5+rgUuary2Z+33n3cp4/zq5x4d8l+dmVe3y1j1VrywQ35JkiRJ6tPaMZfXbkASSZIkSdJctdEF+iJiN+DIavUzmXlzI8l9qp83ZObtXYr6XSN9M//v6K5T/npd/zoizo6Is6+55poexUmSJEna+Cwac3kLx1yeJEmSJGk6bVSBvojYHPgssAVwHfD3bZJtXf3sFuSrv751Y/uo+f8kM0/IzP0zc/8ddtihR3GSJEmSNj5Lxlze7mMuT5IkSZI0nTaaQF9EbAp8CtiPMh7NCzOzV687SZIkSZrDDmHDaceHtaAqT5IkSZI0KTaKQF9ELABOBZ4F3EUJ8n2rQ/Jbqp9b9Ci29fotje2j5pckSZKkPh0JLB5TWYtYP8uBJEmSJGkSzPtAXy3I93xgHXBoZn6uS5Yrqp/bRUS3YN1OjfTN/DvRXaf8kiRJktSnvYF9GL1X3wJgX2CvkWskSZIkSZo58zrQVwX5Pgm8gPVBvs/0yHZ+7fc9uqTbs/r58w757xkRbSfWq+r14A75JUmSJGkApzB6r77FlOcjJUmSJEmTZN4G+mpBvnpPvk/3kfUM4I7q96d0KHsXYGm12hwC9Nu139vmBx4DbN0hvyRJkqSJtwo4ivJvw2Igqp9Lq+2rxrivJcCJwOZD5t+8yr/b2GokSZIkSZoZ8zLQVwX5PkUJ8t0FvKjPIB+ZeRvw+Wr1FRGxTZtkb6x+3gJ8qZF/NSVYCPC6iFjYJv+bqp+/Bn7QT70kSZIkTYLVlOf6HgmcAFwIrK1eW1utn1C9/pgq/TgsA06iTAXe7zCeC6r0J1X5JUmSJEmTZk4H+iJiu4jYvrWwvr5b1LdHxFa1PAsoY9csowT5XtjHcJ1NbwFuA+4NfDUiHlCVvWVEvIX1M9S/PTNvaJP/DZRehA8FPh0RO1X57x4R/wY8tZUuM9cNWDdJkiRJc9IKyhx3K4HbKf8StLOuen1llX7FmPa/jNJT8ABKL71OAb8F1esHUGYeMMgnSZIkSZMqMnO269BRRFwG7NJH0pMzc3mV53HA96vtdwLX98j76naBwIh4GvBZyiOuADcBW7H+v+WTgJdmhwMYEUcAHwU2rTbdCGxDGbMH4NjMPKZH3f5k//33z7PPPrvf5JIkSZJm1ApgOetnARjE5oy/V90q4Hjge8AllH+NFgK7A4dQnl3ca4z7kyRJkiRNp4g4JzP3b27ftF3iCVfvpbgQ2LFH+rYTWWTm1yJib8ownU8E7kMJ1v0E+Fhmfr5dvlr+f4+InwCvAw4CdgCuBn4IfCgzv9vHe5EkSZI0560GDme4IB9VvsOBhzO+efL2Aj4yprIkSZIkSXPVnA70ZeauQ+Q5jfW95kbd/yXAX4+Q/yfAi8ZRF0mSJElz1WHAmhHLWAMcCpw5enUkSZIkSRuNOT1HnyRJkiTNbT8DzqPzfHz9WgecSxlyU5IkSZKk/hjokyRJkqShHc/ovfla1lblSZIkSZLUHwN9kiRJkjS07zF6b76WdVV5kiRJkiT1x0CfJEmSJA1t9ZjLu2TM5UmSJEmS5jMDfZIkSZI0tLVjLu/OMZcnSZIkSZrPDPRJkiRJ0tAWjbm8hWMuT5IkSZI0nxnokyRJkqShLRlzebuPuTxJkiRJ0nxmoE+SJEmShnYIsGBMZS2oypMkSZIkqT8G+iRJkiRpaEcCi8dU1qKqPEmSJEmS+mOgT5IkSZKGtjewD6P36lsA7AvsNXKNJEmSJEkbDwN9kiRJkjSSUxi9V99i4NQx1EWSJEmStDEx0CdJkiRJI1kCnAhsPmT+zav8u42tRpIkSZKkjcOms10BSZIkSZp8y6qfhwNrgHV95FlA6cl3Yi2/JEmSJEn9s0efJEmSJI3FMmAVcACll16nefsWVK8fAJyPQT5JkiRJ0rAM9EmSJEnS2CwBzgRWAi8HlgKLgKh+Lq22r6zSOVynJEmSJGl4Dt0pSZIkSWO3F/CR2a7ELFsFfBT4HrAaWEsJdi4BDgFeQTlOkiRJkqRhGeiTJEmSJI3RauAw4Dw2nK9wLXAhcDFwMrAPcAol+CdJkiRJGpRDd0qSJEmSxmQFpZfeSuB2pgb56tZVr6+s0q+YkdpJkiRJ0nxjoE+SJEnSPLMKOIoyH95iyvx4i6v1o6rXNX4rgOV0D/A1tQJ+yzHYJ0mSJEmDc+hOSZIkSfOEQ0bOntXA4cAdQ+a/o8r/cGC3cVVKkiRJkuY9e/RJkiRJmgccMnJ2HUYJro5iDXDoGOoiSZIkSRsPA32SJEmSJpxDRs6un1F6UfZ77DtZB5yLQ6tKkiRJUv8M9EmSJEmaYOMaMvLSsdVo43M8o/fma1lblSdJkiRJ6oeBPkmSJEkTzCEjZ9/3GL03X8u6qjxJkiRJUj8M9EmSJEmaUA4ZOTesHnN5l4y5PEmSJEmavwz0SZIkSZpQDhk5N6wdc3l3jrk8SZIkSZq/DPRJkiRJmlAOGTk3LBpzeQvHVM4q4ChgKbAYiOrn0mq7PTglSZIkTb5NZ7sCkiRJkjQch4ycG5YAF46xvN1HzL+aMnfjeZQen/Vg8FpKXS8GTgb2AU6hvAdJkiRJmjz26JMkSZI0oRwycm44BFgwprIWVOUNawWwF7ASuJ3OPT7XVa+vrNKvGGGfkiRJkjR7DPRJkiRJmlBzdcjIjc2RlCExx2FRVd4wVgDL6R7ga2oF/JZjsE+SJEnSJDLQJ0mSJGlCjXu4xVGHjNxY7U0ZAnPUXn0LgH0pPewGtRo4HLhjyH3fUeW/dMj8kiRJkjQ7DPRJkiRJmlBzacjIjd0pjN6rbzFw6pB5D6PMxzeKNcChI5YhSZIkSTPLQJ8kSZKkCTVXhoxU6V15IrD5kPk3r/LvNkTenwHn0f9wnZ2sA84FVo1YjiRJkiTNHAN9kiRJkibUXBgyUustA04CtqD/z2RBlf6kKv8wjmf03nwta6vyJEmSJGkyGOiTJEmSNMFme8hITbWM0iPuAEovvU4BvwXV6wcA5zN8kA/ge4zem69lXVWeJEmSJE0GA32SJEmSJthsDhmp9pYAZwIrgZcDSylDo0b1c2m1fWWVbtRjv3rE/E2XjLk8SZIkSZo+m852BSRJkiRpNK3eYIdThnDsp3fXAkpPvhMZrTeZOtsL+MgM7GftmMu7c8zlSZIkSdL0sUefJEmSpHlgNoaM1NywaMzlLRxzeZIkSZI0fQz0SZIkSZonZnrISM0NS8Zc3u5jLk+SJEmSpo9Dd0qSJEmaZ2ZqyEjNDYcAF9PfkK29LKjKkyRJkqTJYI8+SZIkSdIEO5Iy3+I4LKrKkyRJkqTJYKBPkiRJkjTB9gb2ofO8jP1aAOxL6REqSZIkSZPBQJ8kSZIkacKdwui9+hYDp46hLpIkSZI0cwz0SZIkSZIm3BLgRGDzIfNvXuXfbWw1kiRJkqSZsOlsV0CSJEmSpNEtq34eDqwB1vWRZwGlJ9+JtfySJEmSNDns0SdJkiRJmieWAauAAyi99DrN27egev0A4HwM8kmSJEmaVAb6JEmSJEnzyBLgTGAl8HJgKbAIiOrn0mr7yiqdw3VKkiRJmlwO3SlJkiRJmof2Aj4y25WQJEmSpGlljz5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJkiRJkiRpAhnokyRJkiRJkiRJkiaQgT5JkiRJksZuFXAUsBRYDET1c2m1fdXsVU2SJEnSvLHpbFdAkiRJkqT5YzVwGHAesAZYV3ttLXAhcDFwMrAPcAqwZIbrKEmSJGm+sEefJEmSJEljsQLYC1gJ3M7UIF/duur1lVX6FTNSO0mSJEnzjz36JEmSJEka2QpgOXDHAHlaAb/l1fqy8VZJkiRJ0rxnjz5JkiRJkkayGjicwYJ8dXdU+S8dW40kSZIkbRwM9EmSJEmSNJLDKPPxjWINcOgY6iJJkiRpY2KgT5IkSZKkof0MOI/O8/H1ax1wLrBq5BpJkiRJ2ngY6JMkSZIkaWjHM3pvvpa1VXmSJEmS1B8DfZIkSZIkDe17jN6br2VdVZ4kSZIk9cdAnyRJkiRJQ1s95vIuGXN5kiRJkuYzA32SJEmSJA1t7ZjLu3PM5UmSJEmazwz0SZIkSZI0tEVjLm/hmMuTJEmSNJ8Z6JMkSZIkaWhLxlze7mMuT5IkSdJ8ZqBPkiRJkqShHQIsGFNZC6ryJEmSJKk/BvokSZIkSRrakcDiMZW1qCpPkiRJkvpjoE+SJEmSpKHtDezD6L36FgD7AnuNXCNJkiRJGw8DfZIkSZIkjeQURu/Vtxg4dQx1kSRJkrQxMdAnSZIkSdJIlgAnApsPmX/zKv9uY6uRJEmSpI3DprNdAUmSJEmSJt+y6ufhwBpgXR95FlB68p1Yyy9JkiRJ/bNHnyRJkiRJY7EMWAUcQOml12nevgXV6wcA52OQT5IkSdKwDPRJkiRJkjQ2S4AzgZXAy4GlwCIgqp9Lq+0rq3QO1ylJkiRpeA7dKUmSJEnS2O0FfGS2KyFJkiRpnrNHnyRJkiRJ89Iq4ChKL8LFlF6Fi6v1o6rXJUmSJE0ye/RJkiRJkjSvrAYOA84D1gDraq+tBS4ELgZOBvYBTqEMOSpJkiRp0tijT5IkSZKkeWMFZdjQlcDtTA3y1a2rXl9ZpV8xI7WTJEmSNF726JMkSZIkaV5YASwH7hggTyvgt7xaXzbeKkmSJEmaVvbokyRJkiRp4q0GDmewIF/dHVX+S8dWI0mSJEnTz0CfJEmSJEkT7zDKfHyjWAMcOoa6SJIkSZopBvokSZIkSZpoPwPOo/N8fP1aB5wLrBq5RpIkSZJmhoE+SZIkSZIm2vGM3puvZW1VniRJkqRJYKBPkiRJkqSJ9j1G783Xsq4qT5IkSdIkMNAnSZIkSdJEWz3m8i4Zc3mSJEmSpouBPkmSJEmSJtraMZd355jLkyRJkjRdDPRJkiRJkjTRFo25vIVjLk+SJEnSdJmzgb6I2CIinhoRR0fEFyLi1xGR1XJMn2XsGBHvjYhfRsQdEXF9RJweEUdERPSRf/eI+FhEXBoRf4iIqyPimxHx3D73/7CIODUiLo+INRFxZUR8MSIe309+SZIkaTirgKOApcBiIKqfS6vtq2avapKmwZIxl7f7mMuTJEmSNF02ne0KdPEI4GvDZo6I/YBvAveoNt0KbA0cWC3Pi4i/yMw1HfI/DfgssEW16eaqrCcBT4qIE4GXZWZ2yH8E8FHWH+ObgB2BZwHPiohjM/OYYd+fJEmStKHVwGHAecAaYF3ttbXAhcDFwMnAPsApjD9AIGnmHUI5t9f1StiHBVV5kiRJkibBnO3RV7kB+A7wL8BfAb/vJ1NEbAP8FyUwdyHw8MzcGtgSeBVlwoEnAe/vkH83YAUlyHcm8KDM3AbYBjiuSnb4/2fv3qMsO+s64X9/VKeb7tyMGC4JgaSjYoCOibQGSRTihQFEZLi0zkAw4RIScNYoIsgLQwRU5hUBX52YENQAQcFGHBwIEEAzAplla2MiCZoQ0mEIYCDKJZ2k6Q6d5/1j76IPRVV1nTqnuutUfT5r1dr77P38nvMrWKtX5XzP8+wkvzZH/Y8muThdyPeeJMe11r4rydFJ3tQPu6Cqtizk9wEAgP3bmmRTkm1J7srcH/jv7e9v68dvPSDdAUvpvHSrdsdhbT8fAAAwCZZz0Pex1tp3t9Z+qrX2ktbaO9N9LXkhXpzk/kl2JXlCa217krTW9rTWLkxyQT/u3Kr6/lnqX50uFLw1yRNba5/u6+9orV2Q5JJ+3Mur6qhZ6n8n3dcgr02ypbX2+b7+31tr56VbaZgkv1NVUwv8nQAAYA5bk5yd+QO+maYDv7Mz/rDP1qFwYJ2cbpXuqP95OZXk1HRfAgAAACbBsg36Wmuj7DnyrP74ztbazbPc/4N0W3lOJXnG4I2qOjTJ9DP4LmqtfW2W+tf2xyPSbcU5WL8x3dagSfK7rbW756l/cJIfn+f3AACA/diRbrOJXYus39XXz/Zn82J6OT3JI9N9N+76dFuGJvu2Dr2kv396Px4Yj8sy+qq+dUnePoZeAACAA2XZBn2LVVUPSfKg/uUHZhvTWrsjc/p49QAAIABJREFUycf6l4+dcfuMJOv3U//ZJP8yR/1PD5x/cI42P55k5xz1AAAwhLOy8I0v5rI7yTNHnMPWoXBwbUxyafb95+yw1vf1J4ytIwAAYOmtuKAvycMHzq+bZ9z0vYfOU/+pBdQ/bI76L7fWvjxbYb9a8fo56gEAYIE+meSaLHy7zrnsTXJ1Fr+l5nLbOhRWqy1J3pLucfML3cZzqh//lr4eAACYJCsx6Dtm4PwL84ybvndEVR02S/1XW2t3LaD+mBnXj5lxf9h6AABYoIsz+mq+aXv6+Ya1nLYOBbqw7tokp6VbpTdX4DfV3z8t3fdYhXwAADCJVmLQd/jA+XxB3eC9w2c5n6928P7hM66PWv8tVXVuVW2vqu233XbbfqYDAGD1uTKjr+abtrefb1jLZetQYJ+NSa5Kt0Xu85OclGRtkuqPJ/XXt/XjbNcJAACTas3BboC5tdYuSXJJkmzevLkd5HYAAFh2dox5vpuGHL8UW4duGnEuYJ9NSS482E0AAABLaCWu6Ns5cL5hnnGD93bOcj5f7eD9nTOuj1oPAAALtGfM89095PjlsHUoAAAArF4rMej74sD5sfOMm753e2vtjlnqj6qq+cK66fovzrj+xRn3h60HAIAFWjvm+Q4Zcvxy2DoUAAAAVq+VGPRdN3D+8HnGTd/753nqH7aA+k/NUX/fqjp6tsKqmkryA3PUAwDAAm0c83wnDjn+YG8dCgAAAKvbigv6Wms3JPlc//Jxs42pqkOT/Fj/8kMzbn88ya791D843dPLZ6v/8MD5rPVJTk9y+Bz1AACwQGcmmRrTXFP9fMM42FuHAgAAwOq24oK+3tv64y9U1fGz3H9hksPS7Q/0p4M3Wmt3Jnl3//L8qjpylvqX9sedSd4zo35HurAwSX61qmbb/+jX++P/TfLROX8LAACY13lJ1o1prrX9fMPWjNOwW4cCAADA6rasg76qOqqqvmf6J/v63TB4vaoOm1H6u0luTbIhyeVV9Yh+vrVVdX6S1/TjLmmtfXqWt35lkjuTPCDJe6vq+/r6Q6vqldn3Cchvtta+Okv9S9KFiD+Y5J1VdWxf/91V9YdJHj89rrU2roeaAACw6pyc5JSMvqpvKsmpSTYNWXewtw4FAACA1a1aawe7hzlV1WeTPHgBQ9/aWjt7Ru0jklyR5D79pZ1J7p19XxP+UJIntdZ2z/HeT0jyrnRhYZJ8Pd0qwOlPUd6S5Nltjv8Bq+q5SS5Ksqa/9LUkRyap/vWrWmu/sYDfLUmyefPmtn379oUOBwBg1diRLqC7a4Q5NqR71PQJQ9a9IMkl6b7jNqqpJM9PcuEY5gIAAICVpao+0VrbPPP6sl7RN4rW2ieSPCzJG5PcmC7guzPdtprPS/L4uUK+vv796b4i/eYkn02yPl1Y9+EkT2utnTNXyNfX/1GS05L8WZIvpPv05Mvptvr8yWFCPgAAmNvGJJem+3N1Mdb39cOGfMnB3zoUAAAAVrdlvaKPfazoAwBgfluTnJNkdxa2wm4qXUh3aZItI7zv6Um2LfA95+vltCRXjTAHAAAArFyrbkUfAACsLluSXJsuMFufuZ/bN9XfPy3ddp2jhHxJcllGX9W3LsnbR5wDAAAAVh9BHwAArBgb062K25bueXcnpdsSs/rjSf31bf24xWzXOdt7HqytQwEAAGB1W3OwGwAAAMZtU5ILD+D7Ta8KPBhbhwIAAMDqZUUfAAAwBgdr61AAAABYvQR9AADAmByMrUMBAABg9bJ1JwAAMGYHeutQAAAAWJ2s6AMAAAAAAIAJJOgDAAAAAACACSToAwAAAAAAgAkk6AMAAACWwLVJXpDkpCTrklR/PKm/fu3Baw0AAFaINQe7AQAAAGAl2ZHkrCTXJNmdZO/AvT1Jrk9yY5K3JjklyWVJNh7gHgEAYGWwog8AAAAYk61JNiXZluSufHvIN2hvf39bP37rAekOAABWGiv6AAAAgDHYmuTsJLuGqJkO/M7uX28Zb0sAALDCWdEHAAAAjGhHknMyXMg3aFdff/PYOgIAgNVA0AcAAACM6Kx0z+Mbxe4kzxxDLwAAsHoI+gAAAIARfDLJNZn7eXwLtTfJ1UmuHbkjAABYLQR9AAAAwAguzuir+abt6ecDAAAWQtAHAAAAjODKjL6ab9refj4AAGAhBH0AAADACHaMeb6bxjwfAACsXII+AAAAYAR7xjzf3WOeDwAAVi5BHwAAADCCtWOe75AxzwcAACuXoA8AAAAYwcYxz3fimOcDAICVS9AHAAAAjODMJFNjmmuqnw8AAFgIQR8AAAAwgvOSrBvTXGv7+QAAgIUQ9AEAAAAjODnJKRl9Vd9UklOTbBq5IwAAWC0EfQAAAMCILsvoq/rWJXn7GHoBAIDVQ9AHAAAAjGhjkkuTrF9k/fq+/oSxdQQAAKvBmoPdAAAAALASbOmP5yTZnWTvAmqm0q3ku3SgHgAAWCgr+gAAAIAx2ZLk2iSnpVulN9dz+6b6+6cluS5CPgAAWBxBHwAAADBGG5NclWRbkucnOSnJ2iTVH0/qr2/rx9muEwAAFsvWnQAAAMAS2JTkwoPdBAAArGhW9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAAAwAQS9AEAAAAAAMAEEvQBAAAAAADABBL0AQAAAAA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99AIAAD6fAsC0EfQBAAxtPsmFJAeGnH+gnX+wt44AAJhmPp8CwLTZN+oGAADG28n28UySW0lWtzFnJs2d0hfWzQcAgD74fAoA08SKPgCAzk4mWUpyPM1d0JudizLTXj+e5Jn4IwoAADtjL30+XUpyLsnhNGFiaR8Pt68v7cB7AsD0sKIPAKAX80kup/lDxWNJLiW5luR2kv1JDiU5keRskiMj6hEAgOkx6s+ny0lOJbmar1xZuJLk2STPJXkiydE05wvO70AfADDZBH0AAL06kuTRUTcBAACtUXw+Xcj2tg5dTXIjyWKaPm0dCgCDEvQBAAAAAD1ZSHI6yc0B5qwFfqfb58I+ANguZ/QBAAAAAD1YTrOSb5CQb72b7fzrvXUEAJNO0AcAAAAA9OBUmu06u7iV5OEeegGA6SDoAwAAAAA6ejrJ1Wx9Jt92rCZ5KslS544AYBoI+gAAAACAjh5L99V8a1baegDA3Qj6AAAAAICOLqX7ar41q209AOBuBH0AAAAAQEfLPde71nM9AJhMgj4AAAAAoKOVnuvd7rkeAEwmQR8AAAAA0NFsz/X291wPACaToA8AAAAA6Gi+53qHeq4HAJNJ0AcAAAAAdHQiyUxPtWbaegDA3Uxs0FdKeXkp5Uwp5clSyu+VUr5USrlVSvnDUspvlFL++23U+OpSys+VUj5eSrlZSvkvpZSPlFK+v5RStjH/UCnll0op10spf1pK+XQp5UOllO/s518JAAAAAHvB2SRzPdWabesBAHdTaq2j7mFHlFJuJ9m37qU/TbKa5CXrXvvNJN9Va71xh/nfnORDSV7evvTFJC9eV/PDSb6j1nprk/d/Y5IPJrmnfekLSe7NC+HqhSTfV7f5P+DYsWP1ypUr2xkKAAAAACPwUJLFNH+CG9ZMkuNJLvfSEQBMilLKR2utxza+PrEr+tIEcv8xybkkh2qtB2qt9yY5mORX2jHfnuSXNk4spdyf5N+kCfmeTfK6Wut9aULCH0xyO8kbkvz8nd64lHIwyUKakO9yktfUWu9Pcn+S97TDziT50e7/TAAAAADYCy6m+6q+uSRP9tALAEyHSQ76/nqt9Xit9f211uW1F2utn6y1fn9eCPgeLqV83Ya5P5Lka5LcTPLGWuuVdu5KrfXRJO9qx72llPKX7/De70kTCv5xkjfVWj/Rzv9irfVdSc634368lPKy7v9UAAAAABi1+TSbWB0Ycv6Bdv7B3joCgEk3sUFfrfXSXYb8yrrfNy51fHP7+C9rrdfvMPcX02zlOZPk766/UEp5SZK1M/jeX2v93B3mv7d9fGmSv3WXPgEAAABgTJxM8niaja5mtjlnph3/eDsfANiuiQ36tuFP1/3+Xz91lFJek+TV7dPfvNPEWusXk3ykffqGDZe/JS/ctrTZ/E8m+c+bzAcAAACAMXYyyVKas/YOZPPAb6a9fjzJMxHyAcDgpjno+9Z1vy+t+/2b1v3+zBbz165944bX18//2Dbmv3aLMQAAAAAwhuaTXE6ymOSRJIeTzCYp7ePh9vXFdpztOgFgGPtG3cAolFL+QpJ3tE8/Umv9+LrLX7vu909tUWbt2ktLKfe2q/zWz/9srfXGNuZ/7RZjAAAAAGCMHUny6KibAICJNXUr+kopL0pyMckrk9xK8vc3DLlv3e9bBXXrr913h9+3mrv++n2bDSilvKWUcqWUcuUzn/nMXcoBAAAAAAAwTaYu6Evyz5O8qf39XK31P42yma3UWs/XWo/VWo+94hWvGHU7AAAAAAAA7CFTFfSVUt6X5Afbpz9Ua/0Xdxj2/Lrf79mi3Pprz9/h963mrr/+/JajAAAAAIAhLSU5l+ZMwLk0ZwTOtc/PtdcBYHxNzRl9pZR/kuSH26c/Wmv9Z5sM/aN1v78qyRc2Gfeq9vEL687nWz//ZaWUe7Y4p+9VG8YDAAAAAL1YTnIqydU0p/esrru2kuTZJM8leSLJ0TQn/czvco8A0N1UrOgrpfxskh9tn/7DWuv7thj+zLrfv2mLcWvXfm+L+a/dxvyPbTEGAAAAABjIQpIjSRaT3MiXh3zrrbbXF9vxC7vSHQD0aeKDvna7zh9pn/7DWuvPbjW+1vrxJH/QPv22TWq+JMlfaZ9+eMPl301y8y7z/1Ka/QHuNB8AAAAAGMpCktPZOuDbaC3wOx1hHwDjZqKDvjbkW9uu80fuFvKt84H28btLKV9/h+t/L8m9aT4F/Or6C7XWLyX5V+3Tt5ZS7r/D/Le3j88n+Y1t9gQAAAAAbGo5yZm8cA/+oG6286/31hEA7LSJDfpKKT+TF0K+t9Vaf26A6e9L8sdJ7knyb0sp39zWnC2lvDXJT7bjztdaP3GH+e9M8qUkr0zyr0sp39DOf0kp5Z1JzrbjfqrW+tlB/l0AAAAAwJ2cSnMeXxe3kjzcQy8AsDtKrXXUPfSulPLqJL/fPv3zJJ+5y5T3bTy3rw33PpTk5e1Lzyd5cZL97fMPJ/mOWusdPz2UUt6Y5INpwsIk+XyaVYAz7fPHk3xv3eb/gGPHjtUrV65sZygAAAAATJmnk/y3abbg7OpAXji3DwD2hlLKR2utxza+Pqkr+l604fevvsvPvRsL1Fo/muS1SX4+yXNpAr4vpTmD7weSfPtmIV87/98leSDJLyf5ZJpPCJ9L8h+SfFet9cx2Qz4AAAAAYCuPpftqvjUrbT0A2Pv2jbqBnVBr/WSS0kOdP0nytvZnmPnXkrylax8AAAAAwFYuJVntqdZqWw8A9r5JXdEHAAAAAEyN5Z7rXeu5HgDsDEEfADBBlpKcS3I4yVyaBf5z7fNz7XUAAGDyrPRc73bP9QBgZ0zk1p0AwLRZTnIqydU053Ks37JnJcmzaY7cfSLJ0SQXk8zvco8AAMDOmU2/Yd/+HmsBwM6xog8AGHMLSY4kWUxyI5ufy7HaXl9sxy/sSncAAMBu6PtGvkM91wOAnSHoAwDG2EKS09k64NtoLfA7HWEfAABMihNJZnqqNdPWA4C9T9AHAIyp5SRnktwccv7Ndv713joCAABG5Wya87n7MNvWA4C9T9AHAIypU2nO4+viVpKHe+gFAAAYrQfSnMfddVXfTJIH02z3DwB7n6APABhDTye5mu1v17mZ1SRPJVnq3BEAADBqF9N9Vd9ckid76AUAdoegDwAYQ4+l+2q+NSttPQAAYLzNJ7mQ5MCQ8w+08w/21hEA7LR9o24AAGBwl9J9Nd+a1bYeAAAw/k62j2fS3By4ne8NM2lW8l1YNx8AxoMVfQDAGFruud61nusBAACjczLN9vzH06zS2+zcvpn2+vEkz0TIB8A4EvQBAGNoped6t3uuBwAAjNZ8kstJFpM8kuRwktkkpX083L6+2I6zXScA48nWnQDAGJpNv2Hf/h5rAQAAe8eRJI+OugkA2DFW9AEAY2i+53qHeq4HAAAAADtP0AcAjKET2fycjUHNtPUAAAAAYLwI+gCAMXQ2yVxPtWbbegAAAAAwXgR9AMAYeiDJ0XRf1TeT5ME053YAAAAAwHgR9AEAY+piuq/qm0vyZA+9AAAAbGYpybkkh9N8Bynt4+H29aXRtQbA2BP0AQBjaj7JhSQHhpx/oJ1/sLeOAAAAXrCc5KEkr09yPsmzSVbaayvt8/Pt9Yfa8QAwGEEfADDGTiZ5PMk92f42njPt+Mfb+QAAAH1bSHNEwGKSG0lWNxm32l5fbMcv7Ep3AEwOQR8AMOZOptnq5niaVXqbBX4z7fXjSZ6JkA8AANgZC0lOZ+uAb6O1wO90hH0ADELQBwBMgPkkl9PcBftImrMuZtOcfTHbPn+kvX45tusEAAB2xnKSM0luDjn/Zjv/em8dATDZ9o26AQCA/hxJ8uiomwAAAKbWqSS3Ota4leThNDcpAsDWrOgDAAAAAOjs6SRXs/3tOjezmuSpNEcUAMDWBH0AAAAAAJ09lu6r+dastPUAYGuCPgCgR0tJzqU5E28uzRl5c+3zc3FHKgAAMLkupftqvjWrbT0A2Joz+gCAHiynOYviapo7WNd/uV1J8myS55I8keRokotJ5ne5RwAAgJ203HO9az3XA2ASWdEHAHS0kORIksUkN7L5Hayr7fXFdvzCrnQHAACwO1Z6rne753oATCJBHwDQwUKS09k64NtoLfA7HWEfAAAwOWZ7rre/53oATCJBHwAwpOUkZ5LcHHL+zXb+9d46AgAAGJ2+jyc41HM9ACaRoA8AGNKpNOfxdXErycM99AIAADBqJ5LM9FRrpq0HAFsT9AEAQ3g6ydVsf7vOzawmeSrJUueOAAAARutskrmeas229QBga4I+AGAIj6X7ar41K209AACAcfZAkqPpvqpvJsmDSY507giAySfoAwCGcCndV/OtWW3rAQAAjLuL6b6qby7Jkz30AsA0EPQBAENY7rnetZ7rAQAAjMJ8kgtJDgw5/0A7/2BvHQEw2faNugEAYByt9Fzvds/1AAAARuVk+3gmzZEH29kNZSbNSr4L6+YDwN1Z0QcADGG253r7e64HAAAwSieTLCU5nmaV3mbn9s20148neSZCPgAGJegDAIYw33O9Qz3XAwAAGLX5JJeTLCZ5JMnhNDdNlvbxcPv6YjvOdp0ADM7WnQDAEE4keS7b24LmbmbaegAAAJPoSJJHR90EABPKij4AYAhn05wf0YfZth4AAAAAMAhBHwAwhAeSHM3m50xs10ySB9Pc4QoAAAAADELQBwAM6WK6r+qbS/JkD70AAAAAwPQR9AEAQ5pPciHJgSHnH2jnO3AeAAAAAIaxb9QNAADj7GT7eCbJrSSr25gzk2Yl34V18wEAAACAQVnRBwB0dDLJUpLjaVbpbXZu30x7/XiSZyLkAwAAAIBuBH0AQA/mk1xOspjkkSSHk8wmKe3j4fb1xXac7ToBAAAAoCtbdwIAPTqS5NFRNwEAAAAAU8GKPgAAAAAAABhDgj4AAAAAAAAYQ4I+AJgoS0nOpTkTby7NGXlz7fNz7XUAAAAAYBI4ow8AJsJyklNJria5lWR13bWVJM8meS7JE0mOJrmYZH6XewQAAAAA+mRFHwCMvYUkR5IsJrmRLw/51lttry+24xd2pTsAAAAAYGcI+gBgrC0kOZ2tA76N1gK/0xH2AQAATDpHPABMMlt3AsDYWk5yJsnNIeffbOe/LsnBvpoCAABgT3DEA8A0sKIPAMbWqTRf1rq4leThHnoBAABg73DEA8C0EPQBwFh6Os1dmdvdrnMzq0meiq1aAAAAJoUjHgCmiaAPAMbSY+m+mm/NSlsPAACA8dbXEQ/Xe+sIgJ0l6AOAsXQp3VfzrVlt6wEAADDeHPEAMG0EfQAwlpZ7rnet53oAAADsLkc8AEwjQR8AjKWVnuvd7rkeAAAAu8sRDwDTSNAHAGNptud6+3uuBwAAwO5yxAPANBL0AcBYmu+53qGe6wEAALC7HPEAMI0EfQAwlk4kmemp1kxbDwAAgPHliAeAaSToA4CxdDbJXE+1Ztt6AAAAjC9HPABMI0EfAIylB5IcTfdVfTNJHkxypHNHAAAAjJIjHgCmkaAPAMbWxXRf1TeX5MkeegEAAGC09vIRD0tJziU5nOZ7aGkfD7evL/X4XgDTRdAHAGNrPsmFJAeGnH+gnX+wt44AAAAYlb14xMNykoeSvD7J+STP5oWzBFfa5+fb6w+14wEYhKAPAMbaySSPJ7kn279zc6Yd/3g7HwAAgPG31454WGhrLCa5kWR1k3Gr7fXFdvxCx/cFmC6CPgAYeyfTbHNyPM0qvc2+1M20148neSZCPgAAgEmzV454WEhyOlsHfButBX6nI+wD2D5BHwBMhPkkl9PcAflImnMOZtOcezDbPn+kvX45tusEAACYRHvhiIflJGeS3Bxy/s12/vUOPQBMj32jbgAA6NORJI+OugkAAABGZm33ljNJbmV7K+pm0qzku5Duu7+cat+3i1tJHk5zoyoAW7GiDwAAAABgoozqiIenk1zN9rfr3MxqkqfS/BsA2IqgDwAAAABg4oziiIfH0n0135qVth4AW7F1JwD0ZinJ+5NcSnMmwUqaL0/zSU4keWuarTUBAABgt+zmEQ+X0n0135rVtl4ffF8HJpegDwA6W05zBsHVfOX5BytJnk3yXJInkhxNcjHNlwkAAACYJMs917vWcb7v68Dks3UnAHSykOauv8UkN7L5nYur7fXFdvzCrnQHAAAAu2el53q3O8z1fR2YDlb0AcDQFpKcTnJzgDlrXyBOt8+7HnQOAAAAe8Vs+g379g85z/d1YHpY0QcAQ1lOciaDfWlY72Y7/3pvHQEAAMBo9b3t5aEh5vi+DkwXQR8ADOVUmv39u7iV5OEeegEAAIC94ESSmZ5qzbT1BuX7OjBdBH0AMLCn0xzkvdn+/tu1muSpJEudOwIAAIDRO5tkrqdas229Qfi+DkwfQR8ADOyxdL87cM1KWw8AAADG3QNJjqb7qr6ZJA8mOTLgPN/Xgekj6AOAgV1K97sD16y29QAAAGASXEz3VX1zSZ4cYp7v68D0EfQBwMCWe653red6AAAAMCrzSS4kOTDk/APt/INDzN2r39eXkpxLcjhNiFnax8Pt67YIBYa3b9QNAMD4Wem53u2e6wEAAMAonWwfz6TZSnM7q+xm0oRfF9bNH9Re+76+nORUmnMDN/53WEnybJLnkjyRZsvTi2mCUoDts6IPAAY223O9/T3XAwAAgFE7mWal2vE0q/Q2O7dvpr1+PMkzGT7kS/bW9/WFNGcMLia5kc3DztX2+mI7fqHDewLTSNAHAAPr++66Qz3XAwAAgL1gPsnlNCHWI2m2qpxNs3XlbPv8kfb65Qy3XefG9+vTsN/XF5KcztYB30Zrgd/pCPuAQdi6EwAGdiLN1hp9HPA909YDAACASXUkyaO78D574fv6cpotS28O+b432/mvS/fgE5gGVvQBwMDOpjk3oA+zbT0AAACgm73wff1UmvP4uriV5OGONYBpIegDYIIsJTmXZuuPuTRbgcy1z8+11/vwQJpDsjc7X2C7ZpI8mObORgAAAKCbUX9ffzrJ1XRfUbia5Kn093cMYJIJ+gCYAMtJHkry+iTnkzybZKW9ttI+P99ef6gd39XFdL9LcC7Jkz30AgAAADRG+X39sXRfzbdmpa3Xl926ORrYbYI+AMbcQpo77Baz9SHXa4daL7bjux5sPZ/kQpIDQ84/0M633z4AAAD0Z5Tf1y+ln/MB09a51EOdUdwcDewmQR8APRnFnWELSU5n64Bvo7XA73S6h30nkzye5J5sf1uQmXb84+18AAAAoF+j+r7ed0h2reP8Ud0cDewmQR8AHY3qzrDlJGeS3Bxy/s12/vWOfZxME2IeT3PX32ZfIGba68eTPBMhHwAAAOykUXxfX7n7kIHc7jB31DdHA7tF0AdAB6O8M+xUuu97fyvJwz30Mp/kcpp/3yNpVjHOplnVONs+f6S9fjm26wQAAIDdsNvf12c7zt9o/5Dz9srN0cBu2DfqBgAYV2t3hg3yoXH9nWHJ8HfJPZ3karrve7+a5Kk0d/gd6VgrbY1He6gDAAAA9Ge3vq/Pp9nZqC+HhpzX583RlzvWAXaaFX0ADGHUd4Y9lu4fWNestPUAAAAAujiR7Z8JeDczbb1B7cTN0X1YSnIuzSrKuTSrKufa5+d6fB+YPoI+YEL4sLC7Rr1t5qV0/8C6ZrWtBwAAANDF2TR/j+rDbFtvUHvt5ujlJA8leX2S82lWPK6dZbjSPj/fXn+oHQ8MQtAHjDkfFnbfXrgzrO//j9d6rgcAAABMnweSHE33VX0zSR7McMeM7KWboxfS/BsW0xzlsllfa0e9LLbjFzq852YsEmByCfqAMbaXPizsBbv1gWUv3Bm2cvchA7ndcz0AAABgOl1M91V9c0meHHLuXrk5eiHJ6Wz9N7uN1v6Gdzr9/f3OIgEmn6APGFN75cPCeqO6M2i3P7DshTvDZnt6/zX7e64HAAAATKf5JBeSHBhy/oF2/sEh5++Fm6OXk5xJcnPI97zZzr8+5Pw1FgkwHQR9wBjaKx8W1vczqjuDRvGBZS/cGTbfcw+Heq4HAAAATK+TSR5Pck+2v43nTDv+8Xb+sPbCzdGn/v/27jxazqpM1PjzZiRgkBkEaQK2CMikRiO6wAYEFbWvgAwO17mBFq8gams3euW2c4twxfYKtgoKOCBqIy2OgLYDIEFUMOIAgiBTMIwCCUne+8feRcrjySEnp8756qt6fmvV+qq+cVOLvGfXfvfAxGeDWgq8fALXO0hAw8NEnwaEQbL572Aqn98PlYWOJnsGNVVh6YeeYXsz8fnuO6bX+0mSJEmSJPXKoZT2sAWUUXqra8eYXo8vAK5mYkk+aL5z9C+AnzHx2aBWAFeydm2KDhIYXdPtx5oskZlNl0FrYP78+blw4cKmi9GHrqMkfX5GSdyM9gdkOiVg7U6ZI7vXf+ya1vR3MNXP/wWwByVZNVFzWJV4WxudRNvaVBrmMLEeWtdRyj2R72FdSgVyvFNBzKa3yb5ZjD9x20//H0iSJEmSJI3lKuBUyvIl11I6Pc+kJNH2Bo6id+0Sr6ckjXqx7Mp04EjgYy16PpRk2WUTLMN0SvL1RxO4B5T2w1ez+nbT0Z47mzJ960STvh1Ntx93uwr4OOXfwnWUNsZZ9Xl7A/+IbXSrFxFXZOb8kfsd0acWc47l5r+DJp5/KhMfzdexrN5vbTTdM6jJUY1N9wwD2JVS8ZjoqL7pwJOwAiFJkiRJkibPLpRk1SJKe8zKul1U9/eyXeIoSsKmF2bV+43HxfQmyUe9z8XjvKYfRhR29MP0oU23H3f0y6jGwWSiTy3VD0GyaU1/B009v+nKQkeTibamKyz9Mm3mmUy84jobOGuC95AkSZIkSeoXTXeO7nWC5tpxnu8ggVWabj/uLkc/JBsHl4m+SRQRcyPihIi4KiLui4i7I+LyiHhzRPR6VdQh0g9BsmlNfwdNPr/pygI0n2hrusLSdM+wju0o0xjMWcvr59Trxzt1qSRJkiRJUj9rsnN0L5d7gTLN6Xg4SKBouv24o1+SjYPNRN8kiYhtKNmAdwE7s2ply/nAicClEbFhcyVss6aDZD9o+jto8vlNVxag+URb0xWWpnuGdTuUstbhuuMoz/R6/hn0bq5zSZIkSZKkftFk5+hej2+ZOc7zHSRQNN1+DP2TbBx8JvomQURMB84H5gG3APtl5nqUluXDgXsprdtnN1XG9uqHINm0pr+Dpp/fdGUBmk+09UOFpZ+mzTyU8v/RAkpFdHUJv+n1+ALgakzySZIkSZKkwdVU5+jt1vK61XncOM93kEDz7bcd/ZBsHA4m+ibHq1g1ROXgzPwuQGauzMwvAkfWY8+LiH0bKF+LNR0k+0HT30HTz2+6sgDNJ9r6ocLSb9Nmbgf8iDKH95HAjpSkcNTtjnX/ZfU8p+uUJEmSJEmDronO0XuP8Zzxml7vNx4OEmi+/Rb6J9k4HEz0TY5X1u3FmXnJKMe/wKrxpq+YmiINiqaDZD9o+jto+vlNVxag+URbP1RYoD+nzdwF+BiwiFKhWVm3i+r+iUwTKkmSJEmS1DZT3Tn6KCY+C1THrHq/8XCQQPPtt9AfycbhYaKvxyJiXeCZ9eM3RjsnMxP4Zv24/1SUa3A0HST7QdPfQdPPb7qy0Lmul8abaOuHCkuH02ZKkiRJkiT1v6nqHL0rsDsT76g/nbL61XjL5SCB5ttvoT+SjcPDRF/v7ciq7/XqMc7rHNsiIjaa3CINkqaDZD9o+jto+vlNVxag+URbP1RYujltpiRJkiRJkjrOZOId9WcDZ63FdQ4SaL79Fvoj2Tg8TPT13pZd7/84xnndx7Yc7YSIOCIiFkbEwsWLF/ekcO3XdJDsB01/B00/H5qtLEDz4gBR6QAAGztJREFUibZ+qLCMxmkzJUmSJEmStB1wOmV2p7Uxp16/Np3FHSTQH+23/ZBsHB4m+npvbtf7+8c4r/vY3NFOyMxPZOb8zJy/6aab9qRw7dd0kOwHTX8HTT+/U4amKgvQfKKtHyoskiRJkiRJ0uocCpwBrMuat2FNr+efwcSWfRn2QQL90H7bD8nG4WGiTy3TdJDsB01/B00/v6PJykI/JNqarrBIkiRJkiRJYzkUuApYQOl4v7q2tOn1+ALKilcTabcDBwn0Q/ttPyQbh4eJvt67t+v9umOc133s3tWepRGaDpL9oOnvoOnnd2uqsgDNJ9qarrBIkiRJkiRJj2Q74EfAZcCRwI6UNsGo2x3r/svqeb1qqxrmQQL90H7bD8nG4WGir/du7nq/1RjndR+7ebVnaYSmg2Q/aPo7aPr5IzVVWeiHRFuTFRZJkiRJkiRpTe0CfAxYBCwFVtbtorp/Mtpph3WQQD+03/ZDsnF4mOjrvV9RohTAzmOc1zl2a2YumdwiDZqmR1L1g6a/g6afP5qmKgtn0GyirckKiyRJkiRJktTPhnWQQNPtt/2QbBweJvp6LDPvp0QEgOeOdk5EBPCc+vHbU1GuwdJ0kOwHTX8HTT+/n/RDoq2pCoskSZIkSZLUBsM2SKAf2m+bTjYODxN9k+Mzdbt3RCwY5fghrFqN8rNTU6RB0w8jqZrW9HfQ9PP7Sb8k2pqosEiSJEmSJEkaXZODBJpuv+2HZONwiMxsugwDJyJmAD+ltKr/EXhlZl4YEdOAg4FPAusD38jMA9bknvPnz8+FCxdOVpFb7DrgfwJXAsuAFaOcM52SbHkSJfs/aIGh6e+g6edLkiRJkiRJUr+7CjgVuBi4FngImAk8Dtibsg7dZHTUb7r99hzg1ZQBCaM9e7SyzKYk+QZpsMjERcQVmTn/r/ab6JscETGP8i92Xt11P2UE5Tr185XAvpl555rcz0TfI2kqSPaTpr+Dpp8vSZIkSZIkSRpdk+23TScbB4OJvgZExFzgLcBBlP8rVwK/AT4PfDQzl63pvUz0SZIkSZIkSZKk9nKwyESsLtE3o4nCDIvMvBd4V31JkiRJkiRJkiQNqV2AjzVdiIEzrekCSJIkSZIkSZIkSRo/E32SJEmSJEmSJElSC5nokyRJkiRJkiRJklrIRJ8kSZIkSZIkSZLUQib6JEmSJEmSJEmSpBYy0SdJkiRJkiRJkiS1kIk+SZIkSZIkSZIkqYVM9EmSJEmSJEmSJEktZKJPkiRJkiRJkiRJaiETfZIkSZIkSZIkSVILmeiTJEmSJEmSJEmSWshEnyRJkiRJkiRJktRCJvokSZIkSZIkSZKkFjLRJ0mSJEmSJEmSJLWQiT5JkiRJkiRJkiSphUz0SZIkSZIkSZIkSS1kok+SJEmSJEmSJElqIRN9kiRJkiRJkiRJUguZ6JMkSZIkSZIkSZJayESfJEmSJEmSJEmS1EIm+iRJkiRJkiRJkqQWMtEnSZIkSZIkSZIktZCJPkmSJEmSJEmSJKmFTPRJkiRJkiRJkiRJLWSiT5IkSZIkSZIkSWqhyMymy6A1EBGLgRuaLodaZRPgjqYLIUkNMxZKUmE8lKTCeChJhfFQap9tMnPTkTtN9EkDKiIWZub8psshSU0yFkpSYTyUpMJ4KEmF8VAaHE7dKUmSJEmSJEmSJLWQiT5JkiRJkiRJkiSphUz0SYPrE00XQJL6gLFQkgrjoSQVxkNJKoyH0oBwjT5JkiRJkiRJkiSphRzRJ0mSJEmSJEmSJLWQiT5JkiRJkiRJkiSphUz0SZIkSZIkSZIkSS1kok+SJEmSJEmSJElqIRN9kiRJkiRJkiRJUguZ6JMkSZIkSZIkSZJayESfNAAiYtR/yxExLSJiqssjSU0xHkpSYTyUJGOhJHUYD6XBFpnZdBkk9UD9g/0UYDGwMXB9Zv6p2VJJ0tQzHkpSYTyUJGOhJHUYD6XBZaJParmI2AR4E7A/sBNlpO61wEzgh8AnMvOyrvOnZebKJsoqSZPJeChJhfFQkoyFktRhPJQGn4k+qcUiYlvgZODv6647gE1GOfX7wEcy8z+7ro00AEgaEMZDSSqMh5JkLJSkDuOhNBxM9EktFhGnAkcAlwDnAT8AEtgLeDywA7AAmFEvuQR4Z2ZeNPWllaTJYzyUpMJ4KEnGQknqMB5Kw8FEn9RSETEPuA5YCjw+M28acfzRwPaUP9bPAf4OWA+4E/ggpZfO0qkrsSRNDuOhJBXGQ0kyFkpSh/FQGh4zHvkUSX3qpXX78cy8KSJmZeayzjzamXk3cHlE/Jwy/P75wGHAbsDrgT8CZzdScknqLeOhJBXGQ0kyFkpSh/FQGhIm+qQWiohpwBb14y/rdgXAyMVyM3MZcFVE/BpYROmR8wTgoxFxTWZeMTWllqTeMx5KUmE8lCRjoSR1GA+l4TKt6QJIGp+6EO5KYEnd9XyAzFzxCNcsy8yvUYbhfw/YAHhN5/hkllmSJoPxUJIK46EkGQslqcN4KA0fE31Sy+SqhTX/m9IT57kR8aqImPlI10TEzMy8DfhaPbTriHtKUmsYDyWpMB5KkrFQkjqMh9LwMdEntddC4BJgHeDNwIs7f7AjYnodov8XMvOh+vYblIV1Z0bEY6eovJI0WYyHklQYDyXJWChJHcZDaUiY6JNaKjPvofyRvhZ4InAq8IGI2CwzV2Tmyu4/2BExLSI663JuBmwILMvMm6a67JLUS8ZDSSqMh5JkLJSkDuOhNDxM9EktlpmXA68DrgTmAm8CboyIEyNi6+7FdTNzZWYurx/fVrefm9ICS9IkqGsJGA8lDa3uBhrjoaRhFxHTjIWSVBgPpeEQTq8rtV9E/A1wFHAQsH3XoS8DFwB3AbcAGwGvBg4GrgN26PoDLkmtZzyUpMJ4KGmY1I5ff9XAFRHbAEdiLJQ0RDoxsXZ8WFn3zQOOwHgoDSQTfVJLRMSmwLS6IO7qju8FPAfYgzIkv+M2YHPgz8B6wE+BD2bmlya10JI0CWrj9YHA9cCFmXnfiOPGQ0lDISL2BnYHTsvM+0c2dBsPJQ2LuubUJsCWwP2Z+auuY8ZCSQIiYgvgmcBzKfFwp67DxkOpxUz0SS0RET8A7gVem5m3jHHeY4DdgF2AZ1B+zCzvel0EvB24YbQej5LU7yLiw5TpRq4EXpmZV9f9Ixu4t6b8cNmN8mNmP4yHkgZIRFwBbAccMVYjTG3U2Q3YFeuHkgZMRGwJvBN4ESWm3QWcD5ySmbd2nfcYSueInSl1w/0xFkoaMBGxG/Ck+roVmANcnpnnd52zBSUe2nYoDQgTfVILRMTfUf7I3pCZ2444FpR/yytH7J8DrADWBeYDvwUeysybO9f5x1pS20TEHsCPgMWUXog/G2VKkumZuaLrms60JRtgPJQ0ICJiH+C79eNySgeI/wAeAqhxb2QHiFnASuBRGA8lDYCI2An4N+CArt0rgLuB4zPztIiYmZkPdV2zDiVWzsVYKGlARMRmwKHA+yltgVEPrQCmU5J+nwHO7uosux4lHtp2KLWciT6pBSLiu8A+lNF8p0fEjJHzY9ep7O4ENgRuzcxlDRRVkiZVRFxASfC9JTNP6k7qRcRc4BWU6ZjmA1cAP6RMOXJdZi5tqNiS1HMRcSGwN2Ua43nA74BjM/OCUc59uJHGBhtJgyQiPgu8nDLTwxmU0XwHAIcBdwCPzcxlEbEhZWTzNcDtlPawFaPeVJJaKCJOBP4XJcF3OSXeLQA2prQVzqqn/hk4HXhPZt7eQFElTQITfVKfi4jdKY3Uv6csgPvQiIbtF1AWyH0WpQfOFZSGnm8DF2XmAzboSBoEEfEE4FfAn4AtazycWbd7AscB/2PEZUkZEX1aZp47tSWWpMnRVT+8HngL8GFgG0rDzRuAsym9txmtDmjdUNIgiIhdgZ9RRu/tkpk3dR37GmVq4+OB7Sn1xA0oDd1fAT6Vmd+c8kJL0iSIiF2AnwP3UdoIF2bmnXUWsAOBY4A9R1z2J+Cfgc9S6o0rrR9K7TWt6QJIekT/Urcfr43ZszJzRUTMjoijKQ05r6T05N4MeB5wBPB/6v5RG3gkqYX2qdvP13g4u27nAh+hJPkWA5cBXwIuofRm3Bc4JyLeXWNnjHZzSWqRTv3wo5n5FeAoYBGwHqUhZ0FWo11s3VDSgDimbk/MzJsiYlZETK/7LgS2AD5AiZmbUxKCQWkEvyAiToqIudYNJQ2AN9ft+zPzOzXJN7NWB7+Smc8CPlXPOZ+SFNy4XrdnZq6wfii1m4k+qY9FxLbAiylTjpwx4vArgPdR1hW4lNLI/XrgO8Bs4MnA/4uIN9Z7+e9dUts9SFlb6r76ufND5I2UhcQvBl6QmXtQOjy8CDgE+H497zXAE/0BI6nNRtQPPwOQmd8C/hVYQomH50bEQRExzTqgpEFU16Lar37sNF4vZ9WaVMuBjYBNKbPd7Af8A3A08IN6zmuBZ3TWNJ2KcktSr9V4uG/9+B9137TO2qQRMbMeO6frsncDPwGeAJwVETtPUXElTRJ/9En97W11+38z8446mm9Z/SP9LkqS7x3ACzPzTZl5amY+B9iLMp0TwGsi4lGZuXLqiy9JPTcN2BagxsMZlJEsAMdl5uX12N2ZuRj4KuVHzK3AY6gjnSWpxd5et6dl5pLO6JXMPAd4NWUK980pU3ruZB1Q0oDakpLM+wOwTk3URdda9kfU7Tspa91fmJnnA58GTqAsjTEXeGNdGsOOYJLaamNgKWVK9xk1yfdw/a+T8KO0E/4GmFFnhPhHyvI/mwMvmdISS+o5E31Sn4qITVj142THiHh8Zi6rn19L+WHzzcx8H3BnvWYGQGb+EHg/ZdTLrsALp7LskjRJfkwZxbdvROxU9z2VksD7fmb+fOTIlcxcmZkXAR+qu3aZstJKUo/V+uE/AA8Ap9bdD49EqY3YHwbuB54O/FdE7F+v9befpEFyK2XNvccAT67T03XWsT+MUuf7LfCJzLyvK04uzcyLWTUKcMNyiSP6JLXW7ZR4uBXw1JGdvLrqgDOBvwXmRsQGmXklpd4IcLBTGUvt5o89qX89Efg1pVfOy4CrI+JzEfEM4IB6zgfqtvOjpdN7kcz8MqVHtyQNiusoI/Q2AU6pyb7fAX+mNOTAquk8gb/4UXMJpeF7ZURsNDXFlaSeO7ZuT8/MP3Z6bHePRMnM0ygjnW8G/gY4LiIe58g+SQNmGfArSsP1xyLiHRGxZ0S8n1UdvE6v69tP68TJrrrhLyi/tR8CNnFEn6QWW0qZhnMm8N6I2L37YFcd8GhKLuCnmXlXPfYFSizdHtjaWCi1l4k+qX9dDryUsjDuNynTkhxOWU/gBcA1mfnfAJ2eix0RMaOO7vsd5Q/+3CkstyRNijrlyOnAvcA+lGmXnknpwbhPRGxV11iZ3nVZ5/3mwLrAA5m5ZOpKLUm9Uadu/5f68d87u0ec0+n8dRZwUt29P/DViHhmPcffgJJar9bnTgT+SKnn/TNlXea3UdbmuwN4dOf0rks7MfBRlLXt787MW6eizJI0GTLzPuA0SvvfzsDJEXF4RGwTEVtGxKMi4njgTZR17z8FEBGzI2IdylTGSyixU1JL+SNP6lOZeX8dRv9J4DjgDcCXgbvqKRfC6I01mbm8ju7bnvLj5bopKbQkTbLM/DqlAece4MWUZN9SYDvKdHYPd37oXoAcOKZuPz+V5ZWkXqnx7LHAEZl5TUTEyM5eI0b2nURZe+V2SqPPcRGxsSP7JA2Qb1GmnfstZYaHZZQ1qA4DvkfpEPZwbKydITox8A11e/bUFVeSJs13KMk+gGcBnwPOAy4AFlHWrX8QODkzr6r1yKWZ+SCwDaXzw4q/vq2ktghH5ErtUEeobAM8jdIz+xrgQyOH1deFxFfUXts/AH6TmTtMeYElaZLUXodHAe+hjNLr9nXgM8B5mflQROwIvAh4L7AoM3ee0sJK0iSpDTSj/pjrHIuIWcDxwDvroUuB12fmz6aqnJI02SJifcrv5NuAGzPzroj4HrAX8E+UuuGdmbm8jo4+BDgLuCEzt22o2JLUcxHxEuDlwL7ArK5D91Li4Zcyc0lEzM7MpV1th1dl5m5TX2JJvWKiT2qhiNia0jHxptU18kTE+cDzgWMz85QpL6QkTbKIeBxlxPNLWTU104OU0X4PAL8EngxsAfwBeFNmfrWBokpSoyLirZRp7dYDvgIc7TTGkgZZRLwO+ARwK2WN519QZrXaC3gOsAHw2sw8vbFCSlKP1ZHLWwBPAhZQZoO4FPh5Zv5klPO/DTwbeGNm/vvI45Law0SfNCDqFHUr6x/1g4FzKGv07VSn8ZSkgVNHq+wGHAi8DNiasqbpjHrKA8CvgbcAF7u4uKRh0lU/nEMZ2XxsPTTL+qGkQRYR21FG7T297noAmNP1/nTgmJFTIEvSIOuaBWwD4FDgVOBq4MnWDaV2M9EnDZiIOAZ4PTCP0lv7k82WSJKmRp3ieB9gPmVqkg2Bi4FrMvOOJssmSf0gIk4Fbs7Mf226LJI02eo0nccBrwB2BO6jzPxwEnCGI5slDYPRZgKLiAMonSGmUdZ/PqeRwknqGRN90gCJiI2ALwF7A6cAb68L60qSJGlIdY3s2xi4JzMfarpMkjQVakewdYFdKFO9X5qZdzZbKklqVl3bdAFlHb9vWzeU2s9EnzRgImI25UfMbZl5Y9PlkSRJkiSpX3Smrmu6HJIkSb1iok+SJEmSJEmSJElqoWlNF0CSJEmSJEmSJEnS+JnokyRJkiRJkiRJklrIRJ8kSZIkSZIkSZLUQib6JEmSJEmSJEmSpBYy0SdJkiRJkiRJkiS1kIk+SZIkSZIkSZIkqYVM9EmSJEmS1CUiXhURGRHX9/i+8+p9MyLm9fLekiRJkoaTiT5JkiRJGjARcUJXQqn79WBE3BQRX4uIQyMievjM3etzj+3VPXutJtpOiIgTmi6LJEmSJPWCiT5JkiRJGmy3db0S2Ap4IfBF4OsRMbtHz9kdeBfQt4k+YB6ljO96hPPuBn4NXDvZBZIkSZKkiTDRJ0mSJEkDLDO36LyA9YCdge/Uw88D3tNY4fpUZn41M3fIzH2bLoskSZIkjcVEnyRJkiQNicxcmZm/BP4e+F3dfWREzGiwWJIkSZKktWSiT5IkSZKGTGY+CHypfpwL7NB9PCKeFBGfjYgb6rp+d0bEjyPi2NGm+oyIBE6vH7cZZW3AE0a55tERcXxEXFbvvzQiboyIz0fE00crd11jr3PPeRGxeUR8JCJ+X8t5W0R8ISJ2GOXa64GLu8s84nVG17FX1X3Xj3KfmRGxX0ScEhELI+KWiFgWEbdHxLci4iW9XPtQkiRJksZir01JkiRJGk43db1fv/MmIo4FTgI6yaq7KVN+7lFfr46I52bmLV3X3wbMqfdZCSwe8az7uj9ExALgPGDzumsFcD/wWOBw4LCIOD4z3z9G+Z8IfBrYrF5LfX8Y8LyI2Cszf951/uJavg27ytzt7jGe1e2ZwLe7Pi+tr02B/evrwIg4PDNXruE9JUmSJGmtOKJPkiRJkobTvK73SwAi4gXAyZQk33nAdpm5AfAo4BXAvcCuwLkRMb1zcV3/75j68cbudQHr68TOuRExD/gmJcl3LvAUYJ3MXL/uezcl8fe+iHjRGOU/E/gt8NTMXK+WcT/gFkpC76PdJ2fmU4GDuss84nUMa+YB4HPA84EtgDmZORfYuH4H9wCHAG9Yw/tJkiRJ0loz0SdJkiRJQyYi1gdeVj8uAX5T33+wbn8IHJyZvwfIzGWZeWbXNc8ADlzLx38I2AA4MzMPycyfZuby+pzbM/N/A/9Uzz1hjPvcBuyXmQvrtcsz87vAkfX4nhHx2LUs42pl5mWZ+bLMvCAzb8vMrPuXZOYpwGvrqW/s9bMlSZIkaSQTfZIkSZI0JCJig4jYF7gI2LLu/khmroyIXYGd6r53Z+aKkddn5vnAT+rHl6zF8zdi1ai6D4xx6mfrdreI2Hw153w4Mx8YZf83gGX1/S7jLWMPfL1uHxcRj2ng+ZIkSZKGiGv0SZIkSdIAi4gc4/BZwHvr+/l1uxz4/hjXfAd4Wtf547EHqzqcXhQRY53bsQ1/vZ4ewGWjnZyZyyNiMbAVsNFalPERRcRc4CjgBcCOlBGKM0c5dSvKVKKSJEmSNClM9EmSJEnSYOtOki0F7gCuBM7OzIu7jm1Wt3dk5tIx7nfTiPPHY8uu96sbqTfSuqvZf+8Y1yyv29GSbxMSEdsDFwLd04LeD9wFrKyfO/9t6/X6+ZIkSZLUzUSfJEmSJA2wzNxivJf0+Lxu0+v2gcxcXQKv351OSfJdD7wVuCgzl3QORsR0ViUa12jIoiRJkiStLdfokyRJkiQB3F63m0bE7DHO64xkW7wWz7i1budExN+uxfWNioitgWfUjy/JzHO7k3zVeBOrkiRJkrTWTPRJkiRJkgAW1u0M4FljnPfsur18xP7OtJVjjWL7MatGAh4+rtL1RqeMxBouEDjC1l3vr1zNOc9ezX5JkiRJ6jkTfZIkSZIkMvMXwKL68R11Csq/EBEHAAvqx8+POHxP3W4wxjNuB86rH99a17tbrYjY6JHKPU73dL1fbTnHcHfX+91GHoyIucA71uK+kiRJkrRWTPRJkiRJkjreVrd7AudGxLYAETEzIl7GquTej4H/HHHt1XW7fkQcOsYz3gz8CVgf+GFEvCYiHt05GBGbRMRBEfEV/jqZOFG/AZbV969bi1F9i4A/1PefjoindA5ExB7A94ANJ1pISZIkSVpTJvokSZIkSQBk5n8Bx1Gm13wRcF1E3AncB5xFSc5dBRySmStGXPs74ML68YsRcU9EXF9fx3addx2wH3A9sCnwKeDOiFgSEfdS1v77MnAgPf7Nmpn3A2fWj/8G3BcRN9QynrgG1ydwNLAceCKwMCL+HBF/piQ/dwAO62WZJUmSJGksJvokSZIkSQ/LzJOB+ZTE3o3AusADwKWUJODTMvPm1Vz+YuBkysi5mcA29fUX02Rm5pXATsAbgO8CdwBzKb9Rfwt8jrKG30E9/E/rOBo4gVUjEP+mlnGTNbm4JkP3Ar4O3EVZ0/AO4HTgyZl54RiXS5IkSVJPRemQKEmSJEmSJEmSJKlNHNEnSZIkSZIkSZIktZCJPkmSJEmSJEmSJKmFTPRJkiRJkiRJkiRJLWSiT5IkSZIkSZIkSWohE32SJEmSJEmSJElSC5nokyRJkiRJkiRJklrIRJ8kSZIkSZIkSZLUQib6JEmSJEmSJEmSpBYy0SdJkiRJkiRJkiS1kIk+SZIkSZIkSZIkqYX+P/uRd7+/pBKVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = df['Potential']\n",
    "dv = df['Potential'].value_counts()\n",
    "d_dict = list(dict.fromkeys(d))\n",
    "plt.plot(dv,c ='Yellow' , ls='', marker = 'o', ms=20)\n",
    "dv.head(10)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25,rotation = 65)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Potential\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on potential\",fontsize = 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:22:29.496688Z",
     "start_time": "2020-08-13T05:22:29.318996Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "England                1662\n",
       "Germany                1198\n",
       "Spain                  1072\n",
       "Argentina               937\n",
       "France                  914\n",
       "Brazil                  827\n",
       "Italy                   702\n",
       "Colombia                618\n",
       "Japan                   478\n",
       "Netherlands             453\n",
       "Sweden                  397\n",
       "China PR                392\n",
       "Chile                   391\n",
       "Republic of Ireland     368\n",
       "Mexico                  366\n",
       "United States           353\n",
       "Poland                  350\n",
       "Norway                  341\n",
       "Saudi Arabia            340\n",
       "Denmark                 336\n",
       "Name: Nationality, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e = df['Nationality']\n",
    "ev = df['Nationality'].value_counts()\n",
    "ev.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:26:31.525484Z",
     "start_time": "2020-08-13T05:26:30.194718Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of players based on jersey number')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = df['Jersey Number']\n",
    "gv = g.value_counts()\n",
    "gv.head()\n",
    "plt.plot(gv,c ='Orange' , ls='', marker = 'o', ms=15)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Jersey number\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on jersey number\",fontsize = 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:28:06.442145Z",
     "start_time": "2020-08-13T05:28:05.282156Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, 3, 5, 10, 18, 21, 30, 93, 145, 246, 316, 749, 905, 946, 990, 1908, 2015, 2159, 2238, 2479, 2881]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of players based on height')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = df['Height']\n",
    "hv = h.value_counts()\n",
    "hv = sorted(hv)\n",
    "plt.plot(hv,c ='Green' , ls='', marker = 'o', ms=15)\n",
    "plt.show\n",
    "print(hv)\n",
    "plt.xticks(fontsize = 25)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Height\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on height\",fontsize = 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:27:07.072060Z",
     "start_time": "2020-08-13T05:27:04.218415Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of players based on weight')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = df['Weight']\n",
    "iv = i.value_counts()\n",
    "plt.plot(iv,c ='Magenta' , ls='', marker = 'o', ms=15)\n",
    "plt.show\n",
    "iv.head(10)\n",
    "plt.xticks(fontsize = 25,rotation = 65)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Weight\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on weight\",fontsize = 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:27:19.126120Z",
     "start_time": "2020-08-13T05:27:18.203888Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Right    13948\n",
       "Left      4211\n",
       "Name: Preferred Foot, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "j = df['Preferred Foot'].value_counts()\n",
    "plt.plot(j,c ='Silver' , ls='', marker = 'o', ms=15)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 15,rotation = 65)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Release Clause\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on Release Clause\",fontsize = 40)\n",
    "j.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:27:30.798140Z",
     "start_time": "2020-08-13T05:27:29.634154Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Medium/ Medium    9810\n",
       "High/ Medium      3173\n",
       "Medium/ High      1690\n",
       "High/ High        1015\n",
       "Medium/ Low        850\n",
       "High/ Low          699\n",
       "Low/ Medium        449\n",
       "Low/ High          439\n",
       "Low/ Low            34\n",
       "Name: Work Rate, dtype: int64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "j = df['Work Rate'].value_counts()\n",
    "plt.plot(j,c ='Gold' , ls='', marker = 'o', ms=25)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25,rotation = 65)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Work Rate\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on Work Rate\",fontsize = 40)\n",
    "j.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:27:36.630514Z",
     "start_time": "2020-08-13T05:27:35.546235Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0    8565\n",
       "3.0    6600\n",
       "1.0    2026\n",
       "4.0     917\n",
       "5.0      51\n",
       "Name: Skill Moves, dtype: int64"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "j = df['Skill Moves'].value_counts()\n",
    "plt.plot(j,c ='c' , ls='', marker = 'o', ms=25)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25,rotation = 65)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Skill Moves\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on Skill Moves\",fontsize = 40)\n",
    "j.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-13T05:27:43.707488Z",
     "start_time": "2020-08-13T05:27:42.263954Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0    11349\n",
       "2.0     3761\n",
       "4.0     2662\n",
       "5.0      229\n",
       "1.0      158\n",
       "Name: Weak Foot, dtype: int64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "j = df['Weak Foot'].value_counts()\n",
    "plt.plot(j,c ='Black' , ls='', marker = 'o', ms=25)\n",
    "plt.show\n",
    "plt.xticks(fontsize = 25,rotation = 65)\n",
    "plt.yticks(fontsize = 25)\n",
    "plt.xlabel(\"Weak Foot\",fontsize = 25)\n",
    "plt.ylabel(\"Number of players\",fontsize = 25)\n",
    "plt.title(\"Number of players based on Weak Foot\",fontsize = 40)\n",
    "j.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}