{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9b6e9c59",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ecea74e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_csv('Archit.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "983934d3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4423007a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[['date', 'time']]=df.Date.str.split(expand = True)\n",
    "df.drop('Date',axis=1, inplace= True)\n",
    "df.date=pd.to_datetime(df.date)\n",
    "df.sort_values(by='date', inplace=True)\n",
    "df.index=df.pop('date')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae6dfb0a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ed4d22f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.Number= df.Number.astype('object')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e648c5a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns={'Used Usage': 'Duration'}, inplace = True)\n",
    "df.Duration= df.Duration/60\n",
    "df['per_talk']= df.Duration.div(df.Duration.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7b991628",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='date'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "p= df.Duration.cumsum()\n",
    "p.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c9e1e9b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 411 entries, 2021-03-03 to 2021-05-30\n",
      "Data columns (total 4 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   Number    411 non-null    object \n",
      " 1   Duration  411 non-null    float64\n",
      " 2   time      411 non-null    object \n",
      " 3   per_talk  411 non-null    float64\n",
      "dtypes: float64(2), object(2)\n",
      "memory usage: 16.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "406847d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Number'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tj/bz6m8B3p85LEsQKqVZwNWDeJf5KDl0URRFUQRDqirKJFtaPi7dclCavmPyioW2jwuh8FlH0rLZdTA+Lg3z5b1I+hRxorKr7fbVz6+AzfKqagwRfEy1fZDtcbbHEwHSbwcIWrC9me3xOeZo4Du2jxnoXYqiKIqi6J+h9nG5UlJT1+f49HE5gqjkPJzwbbkmJdErAddIGkn4vnwKenxcJgP3SzLwDPA26JFD70okvN6eSqAl8tlbidOaH+a47WzfS7jWvgg8nj4qJ9re2/ZUSXcAzfXONNs3S1oZOJkwrhtFuOCSa+wHHEZItK+Q9Hvb78xnBwGfJE5czmq9y4n5LiICmY3+3h+5KIqiKBYUhuzEJeXQM4GlgEWANSWtTuSyrEuojLZp+bhsTah6RgGvBw6QtFBKiHcg5MyjgZ8CHwHIEgGvsb08YWp3VmsL3wHea3ttQpLdqIROJk5bRuff3rnfJQiH3TVyD01ZgTnAl3KeNwILS1onn30Y2Nr2QkTuypU51zrE6UxTq2grRVVqgHcC7yCCoNtzb0VRFEVRDIKhPHHpkUMDSGrk0Ifn987+88ih00xuAnA9vRLixwgJcbf6QrsC38i51wGG274455vRpX8nXeXQjirSD+XnZyRNJU6HbiWs/C/P8RcTScBfB3Yk3HxnA39R1EPaWFEfaTFH9WoknUwY6PVUle7GTQ88xfgDJw/iFYpulHdMURTFPw//rHLoNYAnJZ0l6XpJR7ROPAAOlXSjpKPyaqoZ05ccullnPKEIurr1jjvk5w+03m8l4P7W0GnZthLzJig37UVRFEVRDIJ/Vjn0cGAzYH/iqmZVeusbHQSsle1LEX4rzZj55NDNApIWAc4EvtCUAgA+Aewj6VpgUcIhGLIkQedP0k/7fJSPS1EURVHMz5Cqimwfb3tD25sDjxPy5r76zsmclQ1s70gktc4jh06329PpzT9p6DSZmwZcb/uelFmfQ8iasf1QGufOBk6kN8dkGlGM8Vnb04kroPWhx3/lTOAU2z15NLZvs7217Tfn+ne35mqfLo0jToum0evU227v9nuUj0tRFEVRdDCkqqKm3k9LDr1pP33HELWTnm3LoSWtSEqIbT/K4OTQfyaufZoxWxInOUhawfZDqerZibjugZBDH5PJwAsTcuijst/xhDT6u32830LA14D/zkfnAr+Q9F3ilGh14E+2X5T0jKRNiOum3Ymk4n4pH5eiKIqiCIZaDn2mpKUJefM+KYeeSPxnvSwwWdKUVBYtR8ij5xIy4d2gR0L8TeBySS8Af6X32gciKffUPI0hx7woaX/gkgw8rgV+nI9PSR8VAVOApqLzVEkXEFdRc4GfpBz6X3IvN0maknP8m6Ni9K6K4pAQiqYTc65b0lzuVuJ6bJ/WNdZehDJqNJGU229iblEURVEUvQzpVREwiQgChhPW++Tnpwjvk+1bcugHybwWIqhZpTXPU/Tmx4wgc0UkbU4kx+4v6f0da1+Qa78ILGW7yT95iDhRgchJmd0a8+dsEzARwPYfiGCpyU+Zk0ELwM9az95MXG8haWMiWfcZYBYhfW64Md/zRUIavTNFURRFUQwKtQ4q/rETh4/LqUQOyfNEILEXEbjMBX4E7G+7ucLZB5hg++PpuHs+kUC7EKkmsj09bfSfs31wqnwWI5Jwz7U9qbX+DNuLdNnXdvSecvyCqFd0bPq4/BHY1vZ9zTVQjrk39za9Y67DgcdtHybpQGBJ21/Ja6/nbc9R1Eu6AVgxv38TGGb7a3nFtFTnvJ2MXGF1r7DH0V2fldS3KIqi+GdD0rW2J3R7NpQnLj0+Lpkg2/i4TLV9e5f+8/i4AE8SPi6i18dFRKDyYPa713ZztTMobJ+XybkG/kRvsmxXH5cB2BE4KT+fROTM0HpniNOWdnT4CeDfs9/cgYKWoiiKoih6+afwcemDUSknvkrSTp0PUym0G3ESBP37uBi4KNs/3WpfPg3qGqO65Vrzv0XSLbnvz+ZpyxL5+BBJ10k6Q9Ly3TZfcuiiKIqimJ9/Fh+Xbrw2j5k+DBwt6fUdz39IXBP9Pr/35+PyNtsbAu8mfFs2H2hx21fbbiz/D5I0KtcYB1yR810JHNnH+JJDF0VRFEUHQ6oqsn08eToi6TvM6xrb2XcOsF/zXdIf6fBxyfbTgQMHsXZznXSPpEuJwKeZ4xtEAvBnWkOmAdNtPws8K6nxcbmjNdcjks4m8nYuBx5uyatXoLceUnsfUyU9S9RnuhZ4Djg7H59BFGLsl5JDF0VRFEUwpKqiTLKl5ePyy376jpE0Nj/3+LgQ0uh1UsIMHT4ufcy1ZGPlL2kZopr0rfn9U8SJyq6227kxvwI2y6uqMYSPy1RJYyUtmmPHEsUgG++Xc4E98vMeOQeSVkk/mKYcwZrAvZlX82vg7Tlmq2ZfRVEURVEMzFDLoa+UNAu4A7gkfVyOSD+WLQjflguz70rAg9n/LOAH0HNyMhm4X9JM4pTkvwEkvVXSc4SR2y8l3ZFzrQ3Myv73A89mEATh5/Jm4HFJLyiKJkI4664DzACmA+fZvpnIy3k453oMmGW7yYtZDfiqpNlEgcd3Z/uXgWdyzFTgNfQmAT8KnCfpRSLH5ksv87ctiqIoigWOIQtcUg49k6gHtAiwpqTViVyWdQmV0TYtH5etCVXPKOD1wAGSFsqTix2AcbZHE+ZtH8kxGwAn216ICAKuB7D9RyJYGZ1/GzT7si3bI3Ouc0mFD/AXQnI9CngfEVgB3A4sl/0XJdRNm+RcE20vanskkTNzRrbv3axNnNzca3tKzncK4VEz0/ZWjYqpKIqiKIqBGcoclx45NICkRg59eH7v7D+PHFrSk4Qc+np65dCPEXLou3LMjsDB+XkSYdmvtotuX+T1z5bAx3PNP7YeX0WekORcM7J9RP7NM3/KtD+Y83WyK60rMttX5ZiBttjDTQ88xfgDJw+6/2ApD5iiKIri1carXQ69EnEV1CT3PgUsnc/6lUMTzriXuLfSc5tP0rLilzQs7f4fAS62fXVH/82Ah213KyL5IfrJ7SmKoiiKYvC82uXQ3Y4tmtOQgeTQ85yENEh6BxG4fKX1Li/mddM4YOO8BhvMXG8hXH5v7nw2EOXjUhRFURTzM6TJubaPt72h7c2Bxwl5c19959jez/YGtnck6v7MI4fOa5vTgbfmsGnkKU7mwiye68wjhwYuJQIfsu/ShKR5nvsXSW8EfgLsaPuxLnt8MufatjVmOKGYOq3La+3CyzxtKR+XoiiKopifIfVxaer9tOTQm/bTdwxRO+nZthxa0oqkHNr2o8wrh27kyFcC7wd+a9uSliROOma35NCHt5b7APAb27Na67+WUDPtZvuOVvuywAu2n5Q0miiM+B+tud4J3GZ7Ho+arEP0AWBAs7qBKB+XoiiKogiGNHABzszTjReAfVIOPRH4PmEAN1nSlFQWLUfIo+cS3i27QZycKAoTXp4y6r8CH8v5jwd+Juku4qRll2xfG/hRzrUQcFhLDk32O6xjr/+PyI/5YSbOzsmrphWAkyQNy7lOt/2bjrm6napsDkzLE58eFIUZPwyMkTQN+Intg/v+CYuiKIqiaBhqH5dJRAHE4cB62TacSKIdAWzfkkM/SOa1EEHNKtCj/vksMDvn2hT4eo75d2B1QvWzBHAd9CiEzgOGEXkwjSqIfP52YHtJ7fZfk4m+uYcv5OcniIKPI3KunoQTSUsRCcJfknRxnvQ0bAosI+l2Sdu02l8g8nCesz2ugpaiKIqiGDxDduKSCax7ErkkzwMXSJpMqI12Bn7UMWRPANvrpePu+ZI2sv0MmeeS815LXOlgu10i4F/JPBZJ2xOGchsAI4HLJJ3fKIgkTSACnTaXAOfmVdMbiVyatYgg5ku2r8sg6lpJF+cJzoGEMukwSQfm969IWoc4iXkDkVD8P5LWsP0iESAdQz/5Pp30J4cuSXNRFEWxIDGUJy49Pi4pVW58XKbavr1L/3l8XIhTjgntDmlgtxzw+87BzKvsWQe4LBN+nyUUTdvmHMOAI4AD2oNtz2j5v4wl1Um2H7LdnOQ8Q+TXrJT9dgROys8nATu12k+1Pdv2XwjfmY1zjqucFaWLoiiKonhpvOJ9XDr67Aqc1mkwl/WAVgF+25rr3Vn/aBngHa259iVOVuYLHiRNlHQboTb6RJfn44lTncbHZflmnvx3uWzv8ZdJptEb7AyKkkMXRVEUxfwM2VVRVkVufFxmMDgfl7UJH5e/0pvv0mYXMmm3S/ukvIrB9kWSNso5HiVUR3NSofQBeoscdu75bOBsSZsDhxCKIQAkLQKcCXyhD9O6Nv35ywwK28cBxwGMXGH1lzS2KIqiKP5ZGVJVke3jSZdbSd8hTh766jsHaOes/JFWHoik9YHhtq/tMnwXYJ+O+Q4FDs2xv8i53kQURrwrlUNjJN1le7WOsZdLer2kZWxPTxO8M4FTbJ/V6vqwpBVsPyRpBcJZF1r+Msk4Ivn4ZVFy6KIoiqIIhlRVlEm2jUfKzvRjxpbXOmPzc4+PS6tLX+60awJLEqcqTduwlGE3pnJvBC6yPdn2a2yPtz2eUPaslv1Wy5pDSNoQWBh4LNuOB6ba/m7H8o2PDPnvr1rtu0gamddeqwN/6uenKoqiKIpiEAy1HPpKSbOAOwj1zROSjkg/li0I35YLs+9KwIPZ/yzgB80kkhYG9gZ2l3SbpPdl+2uJcgKjgRskbZdD3gzcn3NdSVSQnpNjJOlQSXcQJy6fyzGfBZ5N75ezgA9lLs3biOupj0malX9fzDGHAR+X9DzwNWBUtv+NqCQ9k5Bo79NcY0m6J/uPlTQjPWqKoiiKohgEQxa4pBx6JrAUsAiwZqqCTgDWJVRG27R8XLYGzrI9Cng9cEC6zwJ8Ffie7VVIxVC2fw043PbyxHXRD7P9SWD9nGt1YD9JS+SzjxHXOGvZXgg4NdsPJ4KpfweOsf0HgPz3ZGD/nG+xfAeIk5z7gUVtLwJ8O9tnAbsTwdYptnsKNgIb2F6Y+O0vpNcFuCiKoiiKARjKHJceOTSApEYOfXh+7+w/jxxa0pOEHPpPhMJnrXw2F5ieY0wEEhB1ipr6RD2W/em8+whhavckUbDxwzlPI71u/n0kPWB6kLQY4YL7sez3POFLQ851mO3ZHXM9C/xB0jy5M/msSewdTlxHDZh4Wz4uRVEURRG84uXQrZOSQyRdJ+kMSctn28HAR9M6/zzgXzsnlbQxESDcnU2vBz6UUuPz8xSoP1YllEknSrpe0k+aXBxgDWAzSVdLuiyVTAOS12OPAM8Q7sJFURRFUQyCIQtcbE8lihFeTOShDEYOPY2QQx9Nrxx6OKHKucL2hkTOypE5Zlfgp7bHEYHRz1rXS6TS52fAx5sTFsJJd1bWIfoxvdc+fTGccOE91vabgGcJh9zm2ZLAJsCXgdPV5Sipk7weWyH3smW3PuXjUhRFURTzM6TJubaPt72h7c2JIoh92tyny+1+tjewvSNhyX8n8BjwHHB2dj2DCCQAPklY82P7SiI5dhnoueKZDHzN9lWtpaYR0mZyzjcO8BrTiGKJjencpNb604i8HNv+E1FLaZkB5mvedxahPtqxj+fH2Z5ge8KwMYsPZsqiKIqi+KdnSH1cJC2X+SqNHHrTfvqOAWT72U45tKRfE6ZxvwW2AhqZ9H35/aeS1iYCl0dThXQ2oSY6o2Opc4hTjhOIZNw76Afbf5N0v6Q1s1RBe/1mrkslrUFcSU3vPlOPid2i6fsynDgl6la+YB7Kx6UoiqIoAnW45/9jJ5d+DyxNVET+ou1LJE0Evk9vsuwU29uknf6FxKnFA8Anbf8153kdceWzBJFv8nHb9ymKGf6YUC0ZOCBdcz8KnAjc0trOx2xPyZyZU4DXEo6+n7V9g6TXENdUi+UeZgDr2H5a0gbAT4jA5J5c/4kMkE4gijk+TyiPfpt7vjfnWjjfc2vi9Og3xBXRMCIQ26+RavfFhAkTfM011wziFy+KoiiKVz+Srs2UjvkYah+XSUQQMBxYL9uGA08BI4DtW3LoB+nNa1mWqD3U8BBwG3GishKwEYDtW22/jbDnX5+4jsL2z4kk3EeIIKEJHiDyZ9YBXiT8X5qclCUIafNI4Nu2x2XQMoqw3h9BBBs32H4ix+xIuPGuA3y6FbSMB5YnToTuAn6Te32YCF6aaHEEL7EUQFEURVEsyAzZVVH6uOxJVEV+HrhA0mRCbbQz8KOOIXsC2F4vHXfPl7RRJtV+FXjE9hqZfLtUa51Fgc/RW/iw4WTgUNsX5xXN3NazL9vuVPM8nvPs1NE+G9jS9oy0/v+DpPMzb6avdwG42/YGXdo/mAGRiMDuA/R6yXSl5NBFURRFEQzliUuPj0tehTQ+LlMzV6STeXxciBOS5pjoE4QxHLbn2m7nkRxCmMfNahryCmm47YtzzIzGT6YvbD9i+8/EtVa73bZn5NcRtE5J+nmX/tZ5yT4uRVEURVEEr2ofF0lvAla2/ZuOudYAnpR0VnqvHCFpWOv5oZJulHSUpJEDvYii9tEU4urp4pbCqD9WybUvk7RZx3wD+riUHLooiqIo5udV6+OSV0ZHAV/qMtdwYDNgfyIfZlXS+RY4iHDh3Yi4cvrKIN7lxbz2GQdsnNdg/fEQ8Nr0ffki8IuUZzfzDejjUnLooiiKopifIZVD2z6eqKyMpO8QgUlffecA+zXfJf2Rvn1cPkkUMVyXkCIDvAY4V9IOuc71tu/Juc4hTOKOt/1QzjNb0olEcDPY93lS0qXAtsSJUl/9ZhO5Mdi+VtLdxCnQNa0+syQ1Pi4X97duyaGLoiiKIhhSVVEm2TZVnHcGftlP3zGNlX7bx8Wh1258XCB9VGw/ZXsZ2+NtjweuAnawfQ3wZ2BJScvmmC1J75V00yWTY3einwAk+y3bXFdJGg28k1A4DTRmWH5elSj0eI+kRVrrNz4u/c5VFEVRFEUvQ3riAlwpaaX8fHx6nxwBfCHXvlDSNXl1shJwTeacvAB8qjXPVwg7/7MJSfI6AJKOAt6RfdYAfkcYvL0o6Tbg/jyNuQf4TPa7TtLShBx6JrB9zrUH4QkzDLCkA4DViCud30lanLi6+k6TUyPpD4RqajhwtaRnbS9GJBMfnGsbOMr245mbc1v6v4g4Udrt7/h9i6IoimKBYshOXDIPZCaRR7IIsKaioOEJxBXPZcA2LR+XrQn7/FGEB8sBTd2hNKI7mrDwv9f2fdnelAjYgAhuzsi130rko4zNv6eAt+Y6FxLVoUfbXipLBUCUARhpexhh6f+47adt3whMJAKUu2x/q3lH2/9ie2HbC+X+mhpK3ycCqNH5LntKGp4+Litn+2jCtXfnl/8rF0VRFMWCxVCeuPTIoQEkNXLow/N7Z/955NCSniTk0H9KH5YvAp8maxN1YVfgG/nZhFldc7IxAni4v822JM8QwY5bzy5PU7mu5LXTB8lE2w7p9aiOuV6yHLp8XIqiKIoieMXLofPZIcB/Ekm685ElAVYhLPSbgou/I9Q9DwEXpsqpoascWtLEvGKaTFz3DJbNgIdt9xSRlPQWSbcANxFlBea0ng0ohy6KoiiKYn5e8XLorBO0mu2z+x7KLsAk2y8CSFqNOPEZR+TObClp8+zbpxza9tm21yKSdg8Z/NuyKx2Jx7avtv2GXOegLB3QPBtQDl0+LkVRFEUxP0OqKrJ9vO0NbW9OWOrf2U/fOa2clR2J2kF3EhWl35xFC/8ArJGS5Da7MG/gMJG4ppqRV0DnE3JobD+UbriziUKMG3fZy+XA6yUtM9A7pjpoZ+C0Pt5rKvAskdfTbp8FNHLobuPKx6UoiqIoOhhSVZGk5TJfpZFDb9pP3zFEtepn23JoQsZ8bPYZTxQsfHtr3JrAkoQxXcN9RELsvxM5LlsQpzhIWsH2Q51y6Dyludu2JW1I5J88NojXfCdwm+0ej5q86rrf9py8xloTuDdzdRbN9Rs59O8HWqB8XIqiKIoiGGo59JkpPX4B2Cfl0BMJ1c2ywGRJU/LqZDlCHj0XeIDBy4R3BU5Nv5eGScQVzE1E8usFtn+dz05JfxcBU4DPZvv7gN0lvUCooT7UzCnpl4SPzDKSpgHfSHM9mP+0B+BfgANzrrnA3ranpxz63MyrGUbk5Pz3IN+zKIqiKBZ4hvSqiAgg5hIB0nrZNpyQJ48Atm/JoR+k1+Z/WSLZtpPvtb9k3soOwP6S3t+0Z67LU7m2gOFqTFXsLW2vRyTv7tRSEx1HyJMXIoKKJ3ONRp79SD4/vglaJB1CSKc/K+kiSSvmXH8jij4OIwKnp3Pth4Hv5p5eJIzpluj/JyyKoiiKomHITlzSx2VPIofkeeACSZOJq5mdgR91DNkTwPZ66bh7vqSNbM/N+XYGZnSMuY+oQTSPbX/6uLwNeGM2/YG4Lro0n09g/oDh34AptidKWgv4AeHSOxvY0vYMSSOAP0g63/ZVwBG2v55zfg74f8QJznTgvbYfzN/hQmClvB76L2CdPIE5HNgXOLi/37I/OXQxtJTcvCiK4pXFUJ649Pi4pBS48XGZavv2Lv3n8XEhTjwmALR8XL7dHmD73jSIm9sxV9vHZSQtH5e04j8COKCf9W8DxktaPhN5m4BpRP45+z3dGj+21X697Qez/RZgVF4PKf/G5gnQYsRJU1EURVEUg+CfwselkwF8XPYFznVvscX2+jsDSNoYeB0hp0bSMElTiOuii21f3QySdKik+4GPECcunbyPKPg42/YLwF5E7s2DRLB0fJcxJYcuiqIoii78s/i4zENfPi6Zg/IBIjm4k8OIwoxTgH8Frm/2a/vFLCswDtg4r3+a9/yq7ZWBU4igqL2PN+Rv8Jn8PoIIXN4ErAjcSPjKzEfJoYuiKIpifoZUVZRJrE0i63eIwKSvvnOA/Zrvkv5I+LhsQa+Py3BgOUmXtiXRXejxccm5Gh+XRYnCiXdlru4YSXfZXi2vfT6e/QX8Jf/ae3wyPWS2Zf6q0r8gHHe/kXOMA84Gdrd9d/bZIOe5O/ucDhzYz3sAJYcuiqIoioYhVRVlki0tH5dO2XC77xhJY/Nzj4+L7WNtr2h7PCEzvmOAoAUiaXeLvHYaQQQ/U21Ptv0a2+Nzvudsr5ZrLqGo2gxRmfpy209LWlbSEtlnNOnbkt9Xb625Q6t9CSKIOcj2Fa0+DwDrpBwb4F1AuxRBURRFURT9MNRy6CslzSJkxJekj8sR6W+yBeHbcmH2XQl4MPufRah6AJB0gaQbgIuAFTPBFknvyf67AadK+msOmQQsQ6iQngFmNj4ukraSdF1eCY3OayWIAo7P5HyH0xtkvQ54QNJM4AkioPpNPjtW0nP57BDCiRfiymg14FuSXpT0QAZxzxDXT/fnmAOIpN6iKIqiKAbBkAUumQcyk6gHtAiwZp5QnEDY318GbNPycdkaOMt245tygKRmfx+0vT7hQPs7Ik8F4pRjP9vDCOlzY0K3LfBorrs08BpJi+WzY4GPZM7KvwJfy/YfAqNy/S2Ao7L9WmB526OJq6YxkjbJZ3OB9+WzDwNfBrD9bdtjiROYs4CjbD9i+xnbK9selWNuJq6YiqIoiqIYBEOZ49IjhwaQ1MihD8/vnf3nkUNLepKQQ/+pJTseTkicmwDFhKQYYHF6pcXrAJdl3sycPK3ZFji9rzEtyTPMK202vf4x88ih+1kfSTsB9xB1iuYjg7jlGITl/8v1cSkPkqIoiuKfjVeLHJq8UnqEuG6ZlM0HAx9NG/7ziBOUZq53Z97MMsA7WnN9Cjgvx+xGqImaNSZKuo3IT/lEq70vOfQXgCNSDn0kqRDKXJ2vAN/s5313BU7rKFVQFEVRFEU/vOLl0K35tgFWIAzltszmXYGf2h5HBEY/k7SQ7YuIQOaPRK7Kla259gO2yzEnEhb8zRpn216LKL54SKu9Lzn0XsRV1co5b+PJ8k3ieqjT6bdNtxpHPZSPS1EURVHMz5Am59o+3vaGtjcHHifkzX31nWN7P9sb2N6RsOS/s6PPLOBcYMds+iRx/dOYzo0iknKxfWjO9S7CrfbOVPOs3zoxOQ14a5e9XA68Pk9r2u1PEmUDts2mPYgcFoAziPIGAG8BDk8J9xeAf5PU4/EiaX1guO1r+/k9yselKIqiKDoYUh8XSctlvkojh960n75jANl+ti2HTrv/RW0/lLV+tqM3L+Q+op7QTyWtTQQuj6bqaAnbj0l6I5G4e1GOWVzSGrbvoCVHTnXR3bYtaUMil+axDHZeSA+XRg79HznXg/TWQNqSDLRsb9Z6r4OBGbaPab3urvRz2tJJ+bgURVEURTCkgQtwpqSlgReAfVIOPZFwrl0WmCxpSl4DLUfIo+cSfie75RxjgXMVtX6GAb8F/juffQn4saT9iETZj2XgMQL4fSYAPw18NBN1kbRn7msuIW9uclneB+yeUu2ZwIdyrhWAkzIYWgg4vSWH3hP4rwyoZhGS6sHwQSIAK4qiKIriJTDUPi6TCMnwcGC9bBsOPEWoc7ZvyaEfpDevZVlgFQDbDwOP0avkaat6NgbWaH1/bY6ZZXsdwi13ZSIht+E9uScRVZwfyfZpwIvEb2IiCRhHEcefZruIQKhhRyKwUu6/cchF0hslXUlIt/eQNErSopnk+zThOzNd0tH9/oJFURRFUfQwZCcumcC6JxFcPA9cIGkyoTbaGfhRx5A9AWyvl2Zt50vayPZcwsfl6bTin0QEA6fmuNNs70t3DiH8Ytrs18irJX2XMIs7jLD33yJPhd4NHAe8pa/3sH0nkXh8kO05kv6DUBV9JU9gfg7sZvuG5tQpc3Q2aP1G19KbI9MnL1cOPRAlly6KoihebQzliUuPj0te0zQ+LlNt396l/zw+LsCThI8L/fi49ImkNwPL05vbQnuuDIJG0+vX8kfbT2S3q8jK0H29R465qLmC6hizNXCj7Ruy32O2X+zY36B9XIqiKIqiCF7tPi4A75N0o6RJklbOvgsB/0k62XYi6UTgb8BadK8U/Ung/Jf4Hp9ojVkDsKQLs7zAAV369+vjUnLooiiKopifV7uPy6+B8bbfCPwPcFK27w2cZ/v+Pvb2cWBFQlH0ofYzSe8gApevDPY9JH01207JpuFEQciP5L8TJW3VsY1+fVxKDl0URVEU8zOkqiLbx5OmbJK+QwQmffWdQ5i4kf3/SBcfF0mNj8vFth9rPf4xvTLlTYHNJO1N1CtaWNIM2we25npR0mnEqcyJueYbgZ8A727P3d97SNqDSPjdqnV6Mo0oOTA9+5wHbEhehQ3Gx6VNyaGLoiiKIhhSVVEm2dLycenPKXZMWuXT6eOSkmRaPi635fcVWlPsQHqy2P6I7dfaHg/sD5xs+0AFq+VYAe9tzfVaIlF2t/R4GfA9JG1LnMzs0NRkSi4E3pjvNJzwerm19fwl+bgURVEURREMtRz6SkmzgDuAS1Kxc0R6pWxB+LZcmH1XAh7M/mcBP8j2ZYCp2T6DqBzd+LgcIWmmJBMKoo81C0t6raSLgO8AH5Y0npAtXyHpeeA5Ii/l7BzybUJOfYmkZyXd3OU9bidkzzOz/QxgNeA+Sc9Lmp7tM4jiio/n5xG2J+e+FiausnaXdJuk973UH7UoiqIoFlSGLHBJGfFMYCniumbNVNKcAKxLqHO2afm4bA2cZXsUEZwckEm2jxBqpFFEJeaZhOMtwNcIe/2fAQfbvq21hZOBI2yvSAQkj6S0+nzgw7ZH217K9hXZ/2HgUNujicTgh/M9ViJ+pyXz2XQiPwXbi9peONu/D3wv5/oA8EDueSngdRk4AXwV+J7tVcgq1i/n9y2KoiiKBZGhzHHpkREDSGrk0Ifn987+88ihJT0JTLD9J+B32f68pOtI2bHte3Ouue2JJK1D5JBcnP36K3bYXv/fs/9tksZLWj6fDQdG50nRGOLUpb2eCDfcJmnYwNi8JhpN+L80ku5PEGomMpCazgD05+NSXixFURTFgsSrRg4NIGkJIi/lkgHWXgN4UtJZkq7P66lhreeHpoT6KEUpgWb9nXOdjYHXAeNsPwAcSdRFegh4ylF9us1mwMNpSgch1342+98HHGn78dw/wCEpkz6jFRwVRVEURTEArxo5dJ5e/JK4ZrlngOWHE8HE/sBGwKr05r8cRJx4bERc43wl2w8DllRY8v8rcD0wR9KShIppFUJCPVbSRzvW60y23ZgoH7BijvuSpFVzX+OAK2xvCFxJBEXzUT4uRVEURTE/Q5qca/t42xva3pxIVL2zn75zbO9newPbOwJLdPQ/DrjT9tGDWHoacL3te1JmfQ4hR8b2Qw5mEzLojbP9adsft70BsDtRL+kvRDXov9h+1PYLROLwW5uFMqDaGTittf6HgQtsv5AuwFcQLsCPEUnBTULwGc2+uvwe5eNSFEVRFB0MqY+LpOUyX6WREW/aT98xgGw/25ZD57NvA4szb7HE/vgzcXqyrO1HidyTa3KuFWw/lHkpOxFXWs011HO2n891Ls/6SPcBm+T+ZgJbNXMl7wRus932qLkP2FLSz4mcmE2Ao21b0q+BtxNVrrdiXpl0V8rHpSiKoiiCIQ1cgDOVBQaBfVIOPZFQ4CwLTJY0JZVFyxHy6LnAA8BuAJLGEUqc24DrMqn3GNs/kbQRcXqxJPBeSd+0/YY0l9ufkDYLuJYwqAM4RdKyhDR6CvDZbF8bOFnSi0Qw8UkA21dLmgRcR1xdXU+c/jR0c8D9AXGac3Ouc6KjyjTE1dTPFFWhHwU+/pJ/1aIoiqJYQBlqH5dJwFwiQFov24YDTwEjgO1bcugH6c1rWZbIDSFPMr5DSKpXy6ukn+SY0YRceiTwGdtvaK19Qa79IrBUnqRAXPWMBt4AfKGlOFqOOFGZRcin3wCgqH+0OaEUEnBNXjMh6QjiNGVvSWe3km83JfJq5uacbYfcZYhAawxwC9C1LEFRFEVRFPOjPmr8/f0Th4/LqUQOyfNEILEXEbjMBX4E7G+7ucLZh5A/fzydas8HNrI9V9ImwF+JHJdFWmuMJ7xd9gfOtT2p9WxGu2+r/U3AE8CluV5jy78I8Gxe57wRON32WunOu4Lt6yQtSgQhO6Wr79bAb23PkfQfALa/kms8bPvB/B0utL1SrvMn4PNENenziGTj8+mHkSus7hX2OHoQv/q8lFS6KIqieDUi6VrbE7o9G8oTlx4fl0yQbXxcptq+vUv/eXxcgCeJhFZsX2X7oc4Btu/NK5i5nc/6wvb1jf9LR/sM90ZxY4kTliaZ97r8/AxRVmCl/H5RvhtEINL4y1xvu/F6uQUYJWlkBkGL2b4y1zqZyLMpiqIoimIQvKp8XF4io1JOfJWknQYzQNJESbcBkwmjuM7n44E3AVd3Gf4J4pSok/cRCqfZRMDTTuKdlm3d9lJy6KIoiqLoYMiSc21PzeuTi4l6PYPxcVmbUOz8lQ4fl5fBa/OqZlXgt5Jusn33AHs+Gzhb0uZE7aN3Ns/yKulMIi/m6fY4SV/NvZ7S0f4Gwstm66ap27J97OU4Mgl45AqrD819XlEURVG8yhhSVZHt44HjASR9h3lPGzr7zgH2a75L+iP9+L4MYu0H8997JF1KnJT0G7i0xl4u6fWSlrE9XdIIImg5xfZZ7b6S9gDeA2zVumpq1FBnA7u3AqZp5HVSMo6O8gHdKDl0URRFUQRDqirKJFtaPi6dsuF23zGSxubneXxcXsa6SzZW/pKWAd7GAH4pklZL6TSSNgQWBh7LtuOBqba/2zFmW0LevIOzJlO2L0FcNx3k3iKOZJ7OM5I2yXl3B371ct6xKIqiKBZEhloOfaWkWcAdwCXp43KEoljhFoRvy4XZdyXgwex/FuGFAoCkk3LMWEnPSDo42zeSNI3wUjlDUnOysTYwPT1Z7gEOa5nZHSPpeaIW0QOSTs8x78sxs4HfA1/PE5S3EZ4yn5E0U9JzkrbLMb8g6iLdl8/Oy/Z/Jypg/zzb/9IEccQpzKWE7Hod4E9/x+9bFEVRFAsUQxa4pAx4JlEPaBFgTUmrE7ks6xIqo21aPi5bA2fZHgW8HjhAUrO/tQkvlYWAP5DJsbb/nM/+lG0fyvY/EmqdnQgH3ONbW9saWN+2iKup5qTkppxnFOFo+5mc6w9Ezs3KtkfbHmO7CVC+BxyY7aNtNwHNl4CRtkcTfi5jgccV5QG+QBRvHEmUCdj3Jf60RVEURbHAMpQ5Lj1yaABJjRz68Pze2X8eObSkJ4EJku4nJcQ5rpEQNwqeQ4DDCS+XHmxfIuntXfZlwvsFooxAk2OyI3BynrJcJWkJZXmAl/ri7WsjIhBqcl+Uf2MlPZb7uGug+W564CnGHzj5pW6jfFyKoiiKfzpeDXLoPiXEafS2su3fvIR9fQo4L6+YdiOqQpNztl1s21JlAxdJulbSpzvm21fSjZJOUFSSJvf2Fkm3ECc5n3UUkXyBMOG7iQiY1iGTl4uiKIqiGJghC1xsTyWkwBcTrrmDkUNPI+TQR9Mrh+4qIc5rpKOIa5mXwn7AdrbHEfWEmoTb/qTKb7O9IfBuYJ+USwMcS1xrbQA8BPxnz0D76ixBsBFwkKRRqU7ai1A4rQjcCBzUbZPl41IURVEU8zOkybm2j7e9oe3NgcfpR96cJxL7ZS2iHYElsn9fEuJFiVyZSyXdS9QMOldSV4tgAEVxxfVtNwZypwFvzc/TmPdEqEeq3JJWP0Ik126c3x+2/aLtuUQRx427vNdU4Nnc6wbZdndeSZ3eWr9z3HG2J9ieMGzM4n29UlEURVEsUAypj4uk5TJfpZFDb9pP3zFE7aRnO+XQqSTahEjA3R34vu2niIKFzfhLadU+6oMngMUlrWH7DuBdhIU/wLnEtc+pwFuAp2w/lBLthWw/k5+3Br6Va7ZzYCYS12PkVdf9WcPodcCawL2ExHodScvafrRj/T4pH5eiKIqiCIY0cAHOlLQ08AKwT8qhJwLfJypAT5Y0JZVFyxHy6LnAA0T+ScNewE+Jqs7n091afx4k/R5YC1gk81k+aftCSXvmvuYSgUxj7X8ekYdzF6E0+ni2L0+46UL8Xr+wfUE+O1zSBsSV0r2kEgn4F+DAlHDPBfZ2bzHHbwKX57O/Ah8b6F2KoiiKogiG2sdlEvEf93BgvWwbDjwFjAC2b8mhH6Q3r2VZYJXWPG79zVdQUdL7CV+YNs/mGpfYHme78YuZQgQmY4CHycTfvLo5A3iG+F3+M9vvIdRHCxEB2MTWGn/LNQBeJOTfEEHQI8BqwB9tn9Ma80TOM4wwtXus832KoiiKoujOkJ24pI/LnkTex/PABZImE9cpOwM/6hiyJ4Dt9dKs7XxJG2X+yLHAp4kKzOcB25KnLpIWBT7H/IUPjyCCk890tP8HcJTtUyX9N/BJ4Nh0u/0hsK3t+1qGcQ3vaE5NWlxMuOPOUdRlOohw0p0FfJ3Ia1m39Zssnft6s+1H01hvK9uXdP8Vg/7k0CV5LoqiKBYkhvLEpcfHJesQNT4uU23f3qX/PD4uwJOEj8sKpI9Lnoo0Pi4NjY/LrPZkGQw8025Lm/0tiZMggJNac32YMMC7r7WHfrF9Ub4bRFA1LtufTeO6WR1DVgXuyPwWgP8hHHuLoiiKohgEC5qPy9LAk61go+3VsgawpKRL069l99a4/nxcGj7BwLk3dwFrSRqfLro70cdvUnLooiiKopifIbsqsj01r08uBmYwOB+XtQkfl78yeB+Xj72EbfXn1TKcCJa2IpKAr5R0VaqP3mb7wbw+uljSbbYv75lU+mru9ZT+Fs/k5L0IGfbcfMdV++h7HHAcwMgVVne3PkVRFEWxoDGkqqKsEXQ8gKTvMO/JSWffOYQ5HNn/j4SPyxMM7OMC8BrCx2WHfiTR04ElJA3P9Xq8WnJv020/Czwr6XJgfeJqp8fHRVLj43J57nMP4D3AVnmVNdBv8mvg1zn200RSb7+UHLooiqIogiFVFTUJri0fl1/203dM+qTQ9nFJn5RnJG2SOSq7A7+y/ZTtZWyPtz2eyDHpL2hplEO/A96fTXsAv8rPvwI2y6uqMYSXy1RJYzMBmJaPS+PXsi2RjLtDR32iwfwmSwJ7Az8ZzLiiKIqiKIZeDn2lpFnAHYQs+QlJR6SHyRaEb0sjU14ReDD7nwNc2ZrnLOBSYDbhq9KTSyLpg5JuJaz1v91qv59Ift0uDewa2fXNwE8lGViB3lpB7yF8X2YQLr/rEKcxKwMPS5oJPAbMavm4HJNz3C9ppqQpufa7JM0mgpK9JD0qaZ0c831JTxBS6mXplYkXRVEURTEAQxa4pBx6JrAUsAiwpqTViVyWdQmV0TYtH5eNgfNtjyL+Q/9QJrEuTRjQrWx7YaJA4Za5xuqEBPlttscSpzFIeitwHzCS8Fm5mQh6IBxy1yLyaD5pezaA7SNsr5TrfwC41PbjwO3AcrZHE9dTY9PFF0LCfS2weD7fOtunA6vYHk5cNz3fuAADtwE/sD2SCIoue/m/clEURVEsWAxljkuPHBpAUiOHPjy/d/Y3ERQMJ5JjnweeJooYdpMQX0IEDj+w/QTMI2E2MIqw2BcRvDycfa7vY/02u5LXWnm9NCPbR+Rfk8uyF3BYK/h5pL1GcgswStLI7PcJInAiPWo6vWHmoz8fl7+H8oApiqIoXm28kuTQkwi324eI05Ij88SjPwnxGsAakq6QdFXmnGD7SiKX5aH8uzCLHQ5I7nVb4MxW27C8BnoEuLhVpHENIi/makmXSdqoy5TvA663PTtN7gAOkXSdpDMkLT+YfRVFURRFMYSBSwYKjRz6AgaWQ29MKGxWJOz+vyRp1TxNaSTEvydqAjXzDAdWB95OnJL8RNISklYjTnzGET4tW0rafJBbfy9wRQZNzbu8aHuDnG/jvAZr1l+SqEz9ZeB0tY5yJL0hf4PPtPqPy/k3JPJ4juy2ifJxKYqiKIr5GdLkXNvH297Q9uZEwuud/XT/MHCB7RfyyuUKYELO82vbb7G9KZFz0swzjVAYvWD7L/lsdaKe0FW2Z9ieQSTzbsLg2IU+1E+2nySShLdtrX+Wgz8R3izLAEgaB5wN7G777uz/GFEn6ez8fgawYR9rHWd7gu0Jw8YsPsitF0VRFMU/N0Pq4yJpufQ+aeTQm/bT/T7iZOTnRI2hTYCjO+ZpJMQfzDHnECctP5W0DHF1cw9h6ranpH8ncly2aOYaYL+LZ9+PttqWBV6w/aSk0cA7iVOUZv0tCS+ZNYicmul5JTSZqGN0RTOXbUv6NXFC9FvC7K5J2u2T8nEpiqIoimCo5dBnplT518A+KYeeKGkaEcRMbsmhf0Coj24G/gycaPvGfPZfOc8VRDLsHdl+IfBYPvsd8OWstjwJuJtQIN0A3JDGb0j6XK4/DrhRUttHZSJwUZrQNawA/E7Sjbmvi1slBk4AVpV0M3AqsEcm8+5LVIb+uqQp+dcUbfwKcHDOtxvwpZfzwxZFURTFgshQBy6TiOuT4fT6lQwHniLUOdu35NCziWuUucQpSfs06Fwi/2UO8LE8XWkUP1dln4WAHbL9RcJOf3iuc0NrrpuJJNvbiPybzwJIWovIRZkoaf+ms+0bbb8JeBPwApGL03AocZ01l5BXX5ftV+f8w3LfX2wpnj5N5PCsanurpqhjURRFURQDo0G41L+8iSOB9VTiP/rniQTdvYhgYi7wI2D/xulW0ocJB9pdUtlzK3GlMo0wglvH9nRJhwPP2T44fVxOB7bM05zmSmkpoubRBEK6fC1Rh+gpIsDYyvYdkr4F/NX28Xki8jpCtfSE7XmSZiV9MedbzPZ7sm1r4Le25yjqMmH7K4rijw9nfaN1CVVTUxhyk9zDnbYXGcxvOXKF1b3CHkcP7od/CZQcuiiKonglIula2xO6PRvKE5ceH5esC9T4uEy1fXuX/n35uCj/xqZiZzF66wv15eOyDXGl83g+u5hIqF0amN26arqYkCtj+xHbfyZOVeYhE223p8Oe3/ZF7q00fRVZU8n29c76RrR8XPLZVY4yBkVRFEVRvERe8T4utl8gTmpuIk9e6LXp7+rjQkig72/NPS3bpgMjJDVR3PsH2FPD0cABxElRX3yCVimCFj0+LoNYp4eSQxdFURTF/LzifVwkjSAClzflsxsJm3/ow8eFOKHpsiWbkDsfJelPwDMD7AlJ7wEesX1tP32+mvOc0tHe6eMyaEoOXRRFURTzM6RyaNvHk6cjkr5DnHz0RY+PC/CIpMbHZemc6+6c53TgwBwzjbiOegH4i6TGx2UaEcw0jCP8VxpX3c1yrq2JU5v+eBuwg6TtiDICi0n6ue2P5hx7EAUat3IrYagPH5eXRcmhi6IoiiIYUlVRIwFu+bh0NXZLGh8XSRpL+LjcBjwArJN+KgDvAhr7/nOAd+QabR+XC4GtJS2Z3i9bZ1t7TyMJafJ/9/cOtg+yPc72eOK05retoGXbnGMHZ02mbF+CLj4uRVEURVH8fQzpiQtwpaSV8vPxqfw5AvhCrn2hpGtSEv0jYApRUVrAJY2Pi6TJwP2STFzvvC3nHA9sJ2kWcc30/2w/JukdhBT5b9lvIWBzItD5bZrFzSWcbB/PNV5D5NEsld8PBZa1/bSk/YBPEcZ4C0saZXsW4Xw7ErhP0jDgadvLAJ8jcnF+LumUXGODfLe7iDIBIyS9CPzZ9mBdfYuiKIpigWbITlxSBjyTCAQWAdZM+fIJwLqEymiblo/LdsS1zyjiP/Z11FtYcQdgnO3RwE+Bj+SYX9heNsfsSpzGYPt3tl9reyRhIPcMcFGOuQb4sO1RtleyPSXbZwGPAqvYHgasnEHLSkQgMsH2KoQJ3i65zqK2F859fR/4Xs51F3Bmti9FKKTG2H7G9vI5RkSgdsDf90sXRVEUxYLDUJ649MihASQ1cujD83tn/8HIoR8j5NB3Adh+ujV+bM7RyfuB89tXOX3wYaLu0H059yOtZ8OB0ZJeIE5dHmwPTJn2Bwn7//7epT1mdWA5onBkv9z0wFOMP3DyQN3mo3xaiqIoin82Xu1yaCTtI+lu4HDiZKSTbkUTD5V0o6SjGn8VIj9mSUmXSrpW0u4Ath8gKjjfl3t7yvZFHfNtRhjONcUfu75Lx5hdgdPaCb1FURRFUfTPq10Oje0f2H49kST7tfaEklYgSg1c2Go+CFgL2Ii4xvlKtg8n3HW3Jwzsvi5pjUzu3TH3tCJxkvJR5mVX5g2Our5Lx5g+q1Dn3svHpSiKoig6GFJVke3jbW9oe3MiQfXOfrr3yKHzmqaRQ2+Qc92dpxOnA2/tMv5Uwq6/zQeBs/PUptnTQw5mAyfSW3toWq7/rO3pwOXA+kQ16L/YfjTnOau9fl4H7QycNoh3acasDwzvzxumfFyKoiiKYn6GVFXUqh3UyKE37ad7I4f+OZFHsgnhWDudlEPbfpSWHFrS6q3rme2ZPzDaldbpTI5ZwfZDmZeyE3GlBfAr4JgMRBYG3gIcReTObJLXXTOBrYgE34Z3ArfZbnvU9PUu7X31Jw2fh/JxKYqiKIpgqOXQZ0pamqj/s0/KoScSCpxlgcmSpqSy6AfECcjNRDLuiS059DeByzM59q/Ax3L+fSW9M+d/AtijWVjSeCKn5rKOPZ2SnjCNquezEFdbki4grqLmAj+xfXPONYmo/DwHuB44rjVftyufPt8l+SCR81MURVEUxUtgSK+KiCTVuUSAtF62DSeqNI8Atm/JoWcDz2V/ZT8kLUoEF7Pz2abA13PMX7PvQvlsRo55B+HZ8ihwnaRZknbKMd+mt5Dii4QMmsxleSsRnDwH/E+2jwLenesLuKepOyTpA0SuzA9b9Y8gvF2WIapN/9b2Ec2D9IcZwbynNkVRFEVRDIIhO3FJH5c9iRyS54EL0kjuZuLa6EcdQz4AjLS9Xl7L3Crpl7bvJfNcct5riTwTiNOPCbafk7QXoSz6kO3fNWMkLUXIpy+StBBwEmHPf4ekbxGnNMcD/wZMsT1R0lrEqclWRMCype0ZmSj8B0nn276qn3eZRQRX6+Zfm18Dx9B/vs88vFw59N9DSamLoiiKVyJDeeLS4+Niew5xZTPR9lTbt3fp/5K9T9JorvFnuYqoSdRJ28dlaWC27Tvy2cVE9WYImfUlOe9twHhJy2ci74zsMyL/nP26vksm+P6BPM3peHaV7Ye67LMoiqIoigF4xfu4dPTpz/vkk8D5XdrbOSjTCav95lrn/a093UCcniBpY+KaZ1x+HyZpCvAIcLHtq/t5j38IJYcuiqIoivl5xfu4dPTp6n2SvioTgCM62ufxccmAZxfgKEl/IkoBNHs6jDCgmwL8K3ENNSfHvWh7AyKQ2TivwYaUkkMXRVEUxfwMqarI9vGky62k7xBeKX3R430CPCKp8T65J8d39T5JVdFXgS2apNkW3XxcriScbpG0NeGY25QP+Hi2C/hL/rXf50lJlwLb0iujHnJKDl0URVEUwZCqiiQtl/82Pi79eZc03ieSNJbwPrmt9Xw+7xNJbyISY3foqC3U35hmTyMJ19z/zu9LSFo4u30KuDyLLC4raYnsM5r0bRng1YuiKIqiGAKGWg59paRZwB3AJenjckT6sWwBXCipseP/EfAOwuTtceDelo/LwsDewO6SbpPUJNSeRuSi3CjpGUkXZ/93SLoV2JC4FmrLob8vaSaR+Lso4ZALceIzM/d7BL2nQysAD+eYx4FVbf8m15koaRrwL8CfJf22eXFJ9xKmc/tIelLSOtl+X77/WEnPS5rneqsoiqIoir4ZssAl80BmEvWAFgHWTFXQCYRE+DJgm5aPy3aECmkUsCThljs+n30V+J7tVQj1T2Mq9xlgMdujgQOIwKJRG61je2GiYvNz9Mqh3wqsb3skkXvTmNbdSqiPRtlewva/5Vw3EgnDK9sebXul5h1tn034ylxCnBh9sPVsfLZPAr5t+9Z8dA+wqW3ZXtj2l1/O71sURVEUCyJDmePSI4cGkNTIoQ/P7539+5NDf4IojIjtuYQ6iPRrabgK6Cx+CC05dDrmdsqhD6JVbfplcBQRNP2q3ZgnPPcQSqm/i/8LH5f/C8o7piiKohiIV7wcuskvAQ6RdJ2kMyQt32X83yuHBthU0g2Szpf0hla7iRObayV9ummUtAPwgO0b2gtmjs5XgG/28a4nSpoi6evqEsEVRVEURdGdITtxydo/jRx6Bi9NDr0k8HtJ/0OcuowDrrD9RUlfBI4EdmsGtuTQW7Qn7CaHltTIoUcCF7X2dB3wunTI3Y4oGbB6Pnub7QczsfdiSbcRlv1fBbbu8i7fBI7KuTqffcT2A4pSBmfme5zc2SkDpE8DDFts2b5/taIoiqJYgFB3L7chWCjl0LZ/mN8vBfa3fU1+/wFxtfSz/H4CkYNyBhH4LGp7rqSVCdn0G7LfO4mijVt0KoskfR54g+1P04WUQ3/K9ge7PLuXKCcwvaP94NzPhUQOS+PcOw54kAjAzqD3JGcJoo7S/7N9TMdcH8s19u36oyUTJkzwNddUaaOiKIpiwUDStbYndHv2ipdDp2ncr4G3Z7+tiETaf7Qc+jXNtY3COXch4DFJY/N0pLkC2hq42fZNtpezPT4TcacBG9r+m+3NWu1HA9+xfYyk4ZKWyblGAO/hf9EPpiiKoihe7QypAR1wpqSliWrM+6QceiJxQrIsMFnSlFQW/QA4kfiPXMCJjRyaCDB+JuloouLzx7P9CEKxdEbGHPfZ3gEgFUkr06tAaviypPcQgcmxthsJ8/uBvSTNIdRQu+TV0vLA2Tn/cOAXti94mb/HSEICPgIYRlSg/vHLnKsoiqIoFjiG2sdlEnFNMpzINSE/P0UUK9y+JYeeTVy7zCUCl3ZQdRKwfD5bmt7ihZ8gTl9MvMt/t8bsDTwJ3CLpe60k2AuIwGQm8H5Jq2X7z0iXXsLfZU0A2/fYXp/whHmekD8DkJ40t0m6kVaJAEkjJJ0k6SbgQ/mu2H6WKDMwkgjmtsj3KYqiKIpiEAzZiUv6uOxJ5Hw8D1wgaTJxorIzccXT5gPASNvrpQrpVkm/tH1vPv9Ikw/T4mvA6baPTYO384iqzm8F3ga8Mfv9gQgSLgWOBXbM5OG9c46PAfsAt9p+b8qmb5d0iu3nc47PA1OBxVrrXwwcZHtOJiIfRJwOvZx36ZOXK4cueXFRFEXxz8ZQnrj0+LjYnkNc2Uy0PdX27V369+fj0hemN5BYnEiObdpHAQsTpxsjgIcHMWbRPJlZhDCza05QxgHbAz+ZZ3H7onw3CB+ZcX/HuxRFURRFMQCveB+X1vNu3icHAx9N2/3ziKrOTSHF3+VcDwEXZrVqiDpE5+WY3Yiq0ADHEMHWg8BNwOfT7A4iwfYA4qqqLz5Br4/My3mXeZD0aUnXSLrmxeee6mfZoiiKolhwGLLAJQOFxsflAl6aj8sqwJckrZrPPmJ7PaKq82b0erjsCvzU9jgiMPqZpIUyb2Vt4gRkJUKttHmO2Q/YLsecCHw327cBpuT6GwDHSFosE3kf6axK3UbSV/PdTvk73mUebB9ne4LtCcPGLN7Pz1YURVEUCw5DqiqyfTxpp9/4uPTT/cOEP8sLwCOSriBM5e6x/UDO94ykXxCBwcmEW+62+exKSaOAZYCJxDXVjFz7fGATSVOJOkVX55qnEUEVhFLpsJRf3yXpL0SZgbcBO6Qp3ShgMUk/t/3RnHsPQta8lXtNcV7Ou/TJeistzjWVr1IURVEUr3wflwG8T+4jfF2QtDYRWDya7Vvk2BFEYu5U4AlgcUlr5Ph3ZXvnXMsTqqJ7bB9ke1x6suwC/LYVtGxLJOPu0NRk+jvepSiKoiiKARhqH5crJTXVlI9PH5cjgC/k2hdKuiYl0T8irmpmEnLoS2zfmP/xN94n44lE1w/lnDcCP5R0LHFVs1d6r0wnrntmZL/hwPdT/fM94IZMLXmKuK4BOCT3exCRXPtt29MVTr0nA68hAqN20cRfEIm+9+V8v7O9HeFJc1b2XYgImO4gEoXvlrRwvuMdxHVXURRFURSDYMhOXFIOPRNYilDprClpdeAEYF1CZbRNy8dlO+J6ZxRRq2gdSeNtP2v7zUQi7m+Av9l+McdcACxjezSRPPteANuX2F4m51qRUPRcJGkhQqK9fo45DmhyXzYgPGFGES697832OcCXbK9NyKsXTuk1wPeAA22Pzr/tsn0WEehsmntYF3ghfVxWzrVHA3cC73uZP3FRFEVRLHAM5YlLjxwaQFIjhz48v3f271NCLGkR4ItE0cHTewbYv2uNvwr4aJd9vB843/Zz6c8y2/Yd+exiwnvleGBH4OTMU7lK0hKSVrDdKJOavJSpRMLvrf28+9bAjc6q0bYfa+25kUUPJ+TaAxaLerk+Ln8P5QFTFEVRvBJ5tcihDwH+k96Cht34JL1y5Da70JtbMx0YIakp3PT+1p5WAu5vjZuWbT1kGYE3AVe3mveVdKOkEyQtmW1rAJZ0oaTrJB3QMc+FwCOEi+6kft6pKIqiKIoWr3g5tKQNgNVsn93XQEkfJVQ7R3S0r0CUGrgw92QikDlK0p+IwKHZUzc/lZ7TkDz1ORP4QuvU5Fjg9cQ100NEcAVxmvIvwEfy34mStuqZNK7HViByXrbs453Kx6UoiqIoOng1yKGXBt4s6d7c73KSLrX99pz3ncBXgS1sz+6Y84PA2Tlns6cryYRcSVsTpyPk3tonQuNIV91MDD4TOMX2Wa25GjdeJP2YyMFp5rrM9vR8dh5R6+iS1thZks4lrqgu7vwxbB9H5OAwYcIElxy6KIqiKF4Fcmjbx9peMeXI/wLc0Qpa3kSokXaw/UiXOXftXLO1p5GElLkpzHgusHuuvwnwlO2H0tn2eGCq7e92zLVC6+tEeqXNFwJvlDQmc3a2IOoVLdKMyfbtgNv6+U2KoiiKomgx1HLoMyUtTVRC3ifl0BOB7wPLApMlTcmrkx8QTrY3E9c2J9q+cYD5jyAUS2dksu99tneAnnyUlQn1UpsvpxvuQsCxtn+b7ecRgcRdRC7Nx7P9bYS77U2SpmTbv9k+Dzg8r7IM3At8BiDf87vAn/PZebYnpz/MuRk0DQN+y7wVrYuiKIqi6IchPXEhEk/nEgHSetk2nPBPGQFs35JDzyYChrlE4NITVEm6QNINwGTgD5KGAdh+J1GfaOGcr/FtgTjleI6o8rxHq/2v2XcN4Ocd/T9K5L28SAQxEIZ2N9Bbp2hVeq+X7ibk3nOB1xKJu6RPy1bZ/iIRFJH7GZHtLxAnQkd2/+mKoiiKouhkyE5c0sdlTyLp9nngAkmTiROVnYkrnjYfAEbaXi9VSLdK+qXte4EP2n46r20mZd9T0xfmIOBtecrRXAMtBXyDyJExcK2kc20/AVxB5KJc2mXbv7f9nnZDVrLeIOcdBjwAtBOFj7LdGXzsmWPXyz2dL2kj2880c+V81xJGdf3yfyGHLoqiKIrB8L9tnzGUJy49Pi625xBXNhNtT81goJM+fVz68T7ZE/hBBiS08ly2AS62/Xg+u5jemkbXZzD0ctgKuNv2Xwfotw6ZiJt7epIIonrIoGs54Pcvcy9FURRFscDxavFx6cv7ZA1gDUlXSLoqawfBIDxZ+mBTSTdIOl/SG7o8b3vCNHTzcbkB2FFRm2gV4M3M/+67Aqe1CjPOQ8mhi6IoimJ+XvE+Lq35unmfDAdWJyz6dwV+ImkJBvBk6YPrgNfZXp9IHj6n/TDzVnYAzmg19+XjcgIRLF0DHA38kfnfvVsQ1LtZ+zjbE2xPGDZm8QG2XhRFURQLBq8GH5d7WvN1ep9MI66jXgD+Iul2IpCZRgQzDePontPS3uvTrc/nSfqhpGUaLxbg3cB1be+Wvnxc8mpsv9azPxJ1iZrv6wPDbV/b354a1ltpccrHpSiKoiheBT4uA3ifnAO8I58tQ1wd3UP4qGwtacm8vtk62/rb62sy+RdJGxO/zWOtLt08Ybr6uKR/y9j8/C5gju12baP55iqKoiiKYmCGWg59paRZwB3AJan8OULSC4T8+MLMXYFQGb2DqCj9OHBv+rgsA0zNeWYQVzON98mFwNKSZhOnLH+1/VjmxhxCXNU8SiTUPg4g6RhJzwOvAx6Q1BRt/CjwtKSZxOnMz5r8E0knES68X+54vx9Lei7HfAM4KdvfBTyWez6Lluxa0qHA/vlXFEVRFMVLYMgCl5RDzyR8ThYB1kwlzQnAuoTKaJuWj8t2xLXPKGBJYJ00kXuEUCONAhbLOd+VY1Yjkm5fk893bta3fQJxdXM687rTbg2sb1vEdU5TuHFh4Ie2RxNBzV6Z1wJx3TWBXi8XWmPel2M+TDjxQlxjLZJ7WgP4dp4WAfyaSNQdsCp0URRFURTzMpQ5Lj1yaABJjRz68Pze2b+rHDrH/w7A9vOSriNyVqBvOTSS3gwsTyQGt6XIJgIggMXJekTZvmheFy1CnPrMyXkvzyCq257nm6t552QUrSDF9lV9vH+fvFwfl/9tbX1RFEVRDDVDGbjcDByalv8ziROVa/rpP4lIun0IGAPs15ZDA6Ri6L3Af2XTGtl+BWGhf7DtCyQtRCh8diO8V9p8Cjgvr3eeJnJpAI4h6hU9CCwKfMh25wlLJ18grruOJE6v3tra61uI06XXAbtlwm5RFEVRFH8Hrxo5dJ7E/BL4nu1GadSXHHpvoj5Q28ulYT9gO9vjiNpITeHEbYApuf4GwDGSFusyvs1eRIC1cs57fOv9r7b9BmAj4CBJowaYax7Kx6UoiqIo5mfAE5c8vbjR9rovdfJ/sBz6OOBO20e3xvQlh94U2EzS3sS1z8KSZhCnMOvbvjrHn0YEVRBFFQ/LhNy7JP0FWAv4Uz973gP4fH4+A/hJl99gqqRnibye/k6cOscdl+/MhAkTXHLooiiKohjEiUtel9yQkuaXxD9CDp3jv03kkHyhY8w5dJFD2/6I7dfaHk+od062fSDwBLC4pKZI4ruAqa31t8q5lgfWpOUh0wcPEuooCFO8O3P8Kk0yrqTX5Vz3DjBXURRFURQDMNgclxWAWyT9ibDlB8D2DgOMOzNzXF4A9kk59ETCmXZZYLKkKaks+gFxdXMz4Xx7ou0bJY0DvkoEMddlUusxtn9Cr1/LrcQ105dtP0Yf2J4jac/c11wikPlEPj4E+Kmkm3L9rzTmc5J+SVxHLSNpGvCNPE3aE/ivDFJmAZ/Ouf4FODBl33OBvVtzHU6cLo3JuX5i++ABfseiKIqiKBh8jss3gfcA3yKuW5q/gZhE/Mc9HFgv24YDTwEjgO1bcujZhDR5LhE4NEHV48B52TaCuE76CUBe61zVepd5AqnMUTm0Y087EtdHBpagVxW0BvAWIgCaA6zaGnMSkcj7VyJoanJZ3gm8JucaSaiYyHd4obWvsyRtkN83JoK/G4HpwA8piqIoimJQDOrExfZleeWxuu3/URRNHNbfmPRx2ZP4j/p54AJJk4kTlZ0Jw7k2HwBG2l4v5781TzoeIQou/i59VS6R9G7b56cvzEHA2/I0Z7mOOQ8h/GI6+bLtSV3af2/7PR3vMYw4DXoXkVPzZ0nntpxwj7J9ZHuM7VOAU3L8esCvbE9pdfmI7UHnu7xcOfT/FSXDLoqiKIaKQZ245PXKJHqDjZXoKELYhR4fl5QCNz4uU23f3qV/nz4utnt8XIhiiC/Fx+WiwbxjP2wM3GX7nlz/VOLUZrCUvX9RFEVR/IMY7FXRPsDbiOsSbN8JdJ5udHIzsLmkpfMEZTvCMbYvJhFXKA8RibJH9uPjckk2rQGsIekKSVdJ2jb7NT4unRb9DYdKulHSUZJGtto3lXSDpPMlvSHbVgLasupp2dawb851gqIuUicfYv7A5URJUyR9XX040ZUcuiiKoijmZ7CBy+w8bQB6PFX6tax/Bfu4HETInDciyhE0Nv3XAa+zvT6RPHxOs3S318t/jyVqJ21ABFzz5P2kCd1ztm9uNX/E9nrAZvm3W7cfw/ZxtifYnjBszOLduhRFURTFAsdgVUWXSfo3YLSi2vHeRM2dfnml+bjYPtD2Qzl2tqQTyWKHtp9u7fs8ST9MifU05j0pGkevtf/DTaOkHxO1kdrsQsdpi+0H8t9nJP2CCNhO7ud3Yb2VFqd8XIqiKIpi8CcuBxJVlm8CPkOofL420KBXoI8LklbIfwXsRFxpIek1zbWNpI2J3+Yx4M/A6unNsjARjJzbniuZ2MyVzxYiEo5PbbUNz30iaQSh1GqfxhRFURRF0Q+DVRXNlXQScDVxTXJ7SpEH4kpJTT7I8an8OYIIQIYTdX6uSUn0jwjL/ZnE9cwlHT4uc4AX0mel8XGZCrxD0qx8fkDj4yLpRSLQWoq4gto393FmSpOHEdc7b8r29xPXU428uXnHOZL2JTxjXgf8xfYtOebwnGtpwutm3Vz7XUTto6WAMyR92fZvCcn0XzJoMTCjta+iKIqiKAZgsKqi7YG7ge8R/yHfJendA4xZlwhCliKua9ZM+fIJxH/wlwHbtHxctiOufUYBSwLrSBpvexpx9fNaYKbtDRofF+BI4Os5Zofs19D0fa3tVVrt04BP2B5J5N7sku0/z/2uaXsMUbsIiKsj4L+BM4G7Wu275b5vIk6Mmquj6cA7cp49gJ9l/2eBa4F/sT3a9rK2/9bf71gURVEURS+DzXH5T+I/4rsAJL0emAyc38+YHjl0jmnk0Ifn987+XeXQALav6mPMOkRxQ4DfMYBEO6+CtiTyaSCM5Q4mkmw/DJxl+75csy2tHgdsT5jZfbFj2qOAA4Bf9byIfX3r+S3AKEkjbc/ub3998WrzcSn+7ygPnaIo/tkZbI7LI03QktxDGMP1xz9cDt2FG4D35eeJwKKKEgMQwcI1KZPeKduWBp5MXxmYV9q8BrCkpEslXStp99Y6RxPBydz24pJ2AB6wfUM/e3wfcH1H0DKgHLooiqIoivnp98RF0s758RZJ5wGnEycjHyCSVvskqyI3cugZvDQ59JLA7yX9T0v63I39gWMkfQy4HHigtcZrbT+YkurfZm7M013maHJ1hgNvJgotjibyc64iAppHbF8r6e3NoAzGvgps3dfm0gvmPzr6fMT2A5IWJa6edqOLqkjSp8naR8MWW7afn6AoiqIoFhwGuip6b+vzw/RWQn6UCC765R8sh+42/4OEWglJiwDvs/1U6xm275F0KZGEeyawhKTheerSI23OvU3PPJRnJV0OrA9sCOwgaTtgFLCYpJ8TAckqROVscq7rJG1s+295vXQ2sLvtu1t7HpQc2vZxhAScCRMmuOTQRVEURTFA4GL743/P5JKWs/1ISw69aT/dGzn0z4ExhBz66AHmXwZ43PZcwljuhGxfkjB+m5193gYcbtuSfkcoiE4lEmeb3JRfEac3w4GFiYKLR9k+I+cmT1z2t/3RHNPjHizpXmCC7elpgjcZOMj2Fa0+w4Elsk8jh/6f/t6xKIqiKIpeBqsqWkXSdyWdJenc5m8QQ8+UdCthVrdPyqEnSmqUQpMlXZh9f0Coj24mrqFOtH1jrn94jhkjaZqkg3PM24HbJd1B1CVqKkGvDVwj6QYiafewVlHErwBflHQXkfNyPPQ4/V5AVG3+E/CTDsfbl8K+wGrA1zOXZYrC02YkIQG/kZB+PwD8+GWuURRFURQLHINNzj0HuJewwv/P1t9ATCISWocD62XbcOApYASwfUsOPRt4LvuLeU+DXiByUZ6zPc72wQC2J9leHfg34JPNGrb/SKiAHs55viRpfD67x/bGhCLq3U3SrKTFgc1zLeUeyWfbKlx5fwL8odX+AUm3SJoLvN/29Hx0NWGeN4zI2/mi7UfyGmpT4Kp8/20IE7yiKIqiKAbBYOXQs2x/76VMnD4uexI5HM8DF0iaTJyo7ExvpemGDwAjba+Xia+3Svql7XuJE5tjgDu7rLMo8DkiWGhzMnCo7Ysz/2Vua8wEYImO/vsAt9p+r6RliZOcU4jA4wfAu4g8mD9LOjdPcPp6l+nAezM5eF3CvK5RL32VSPZdQ+Guu1SXn28eSg5dvJIpCXZRFP+bDDZw+S9J3wAuIk5GALB9XT9j/jd8XAAOAQ4naw5lv3WA4bYvzvEzWs+GAUcQycATO9ZfNOXJiwCPEwqltwB3NeomSacCOxJBztRu+xrAx+UTRJFHMjdnOkVRFEVRDIrBXhWtR5yeHEbvNdGRA4wZch8XSW8CVrbdWdxwDeDJzMm5XtIRGbBA5J+c2yq22HAMEWw9SDjhfj4Di5WAdpXptvfLYOjxccmkXYBDJF0n6QxJy/fxbp9OH5prXnzuqW5diqIoimKBY7AnLhOBVW0/P9iJh9rHJa9ZjgI+1uXxcGAzQgJ9H3Aa8DFJ5xNXUm/vMmYbImF2S+D1wMWSfk/ku8z3ev28R3uPnT4uwwnZ9BW2vyjpi0QAuNt8C7Tk0CNXWH1Q6xVFURTFPzuDDVxuIHJCBnLLnYch9nFZlKh5dGle1bwGODfdbKcRpxzN9c45hLz6b4Ta564cM0bSXbZXAz5OqI+cz/9CXOlMY96Torb3S5/04ePyGJGAfHZ+P4NIKu6X9VZanPJxKYqiKIrBBy7LA7dJ+jPz5rjs0N+gofRxSaO5ZVprXUp4rFyT10JLSlrW9qPEKco1ticTAU4zZkYGLc36WxEnPcsDaxJB05PA6pJWIeTLu9Bb66iv916CLj4u6SPza+LE57e53q3d5iiKoiiKYn4Gm+PyDeK66Du8NDn0lZJmAXcAl6SPyxGSXiBceC9s+bj8CHgHUaH5ceDelo/LlZLmEMm7PT4ukj4r6SZJU4hroVUAbL9IKHmmSZpNnLL8OMfsK+kuSZ3XL0cDe0uaCfwVmGx7ejrs3kUomp4BTrd9S851uqTnCRn1FRk8QeTRrA38QtIsSXenjwuE6/B5kl4kroi+NIjfsSiKoigKBhm42L6s219/Y1IGPJOQ+y4CrClpdcLddl3gMmCblo/LdoQKaRSR47JO471CVIBeGXi27eMC/ML2erY3IIKAT+baSxHuuCsQJywrAWNzzBXAO4ngpJkfIon2RNujc633S1o4n32byMG50/ahrTGfsr2w7YWALxPeLQBnAVOBxYgABuKaCOAUIsCaaXsrZzXqoiiKoigGZlBXRZKeoTchdWHCPO1Z24v1M2zI5dC220UTx7b2uA1wcaNKknQxsC3wy0aq3Mf63eTQ2L68FUQNZv0dgVNT/vyXdOndGLhyAGl3V/rzcSkPjaIoimJBYlCBi+1F298l7UT8R9wfNwOHSlqaOHnZDrimn/6TiP/wHyJyXPYbSA6de9kH+CIRUG2ZzS9HwnwMcC6ReLso8KGUQw+0/qHA7oTT7jta61/1EtcviqIoimIABpvjMg+2z6E3SOirz1RCCnwxUQPopcihVyFs+lcdxF5+YPv1RA2ir2Xzy5EwN3LoFYENiIKL/Z0oNet/1fbKxBXQvn/H+vNQPi5FURRFMT+DvSraufV1IUKmPOB/xEMsh+7kVODY/DyNeb1axgGXDjC+Lzn0nwa5/i8IJdE3eJkS6jZtH5cJEya45NBFURRFMfgTl/e2/rYh1DU7DjSoUdK05NC/7Kd7I4eWpLGEHPq2fvqTyb4N29Nby+hCYGtJS0pakjCAu7BzfJf1t8p523Lowa6/Q2u/5wK7SBqZMurVGXwAVBRFURRFHww2x+XjL3P+MzPH5QVgn5RDTySqTC8LTJY0JZVFPwBOJHJjRCh8Gjn04cSJzBhJ04CfpLJoX0nvzPmfAPbI/T4u6RDgz7mPb7USdT8HHECojW6UdJ7tTxE1j34q6aZc/ytNtWdJvyROcJbJ9b+Rp0mHSVqTKOD4V+Czuf4tkk4nPFrm5Lu/OMC7FEVRFEUxAP0GLpL+Xz+PbfuQAeafRNQ4Gk7UO7okPz9F5JJsb7tJ2J1NuMrOzT7tvZ0GvBuYBZwHfDM38HlJHwQOBpYjKi9/WNI7iIrRTXHFYyU9YfucrHL9PUnfBz6eQQtZyfk7hJ/LiNz3z3P8XsBPCBm36TWNm0Nv3s56xFXRBpI+QpQWeCafTZa0oe0pRJBl4Dnb4wb4/YqiKIqiaDHQicuzXdrGEn4pSxOnFF1JH5c9iaTb54ELJE0mTlR2Jgzn2nwAGGl7PUVRxlsl/dL2vUTuyqcJpc55hLT5/LyqOQh4W57mLAdg+3dEgm3j6XIXUdm62dsEooRBe79LAD8EtrV9X8swDuC/iPybxttlTK7zodb4/yQCMmyfQiTrImk94FcZtAD8mlAw3ckgKTl0URRFUQT9Bi62e9xxJS0KfJ5IYj2VgZ1z/yE+LpJWABazfWWOOxnYCTifCIx+YPuJ3G+3WkrvB85v7WMYcARxXTOx1e/DwFmNIVwzVyqLNieLOWahyXmKTab3ywfprrTalVZuz8vxcSmKoiiKIhgwOVfSUpK+DdxIBDob2v5KH0FCm5uBzSUtnSco2zGv0qaTScQJz0NEouyRmZeyEvOqkdqeKGsAa0i6QtJVkrbtMu8uzJsUvC9wru2HOvqtQdQ3ulTStZJ2z/ZVCZv+EyVdL+knmTzcZjPgYdvdTlE+RP9JyV0pOXRRFEVRzM9AOS5HENc6xwHr2Z7RX/82tqdKanxcZvDSfFyWJIod/g/9e6IMJxQ7byckx7+XtK7tJ3P/KxC5Jxfm9xWJK6m3d5lzOPBmQlk0mqizdFW2bwj8q+2rJf0XcCDw9dbYeU5VGiS9hchlubmf9+5KWw49coXVX5IHTFEURVH8szJQjsuXiKTZrwFfbV1viEjO7deg7R/k4/J7IihpaHuiTCOuo14grPVvJwKZRk30QeDsfA5RiHE1wqcFQtlzV1aIngZMt/0s8Kyky4H1c/1ptq/OOSYRgQv5XsOJ4O7NXd6p87TnZbHeSotTPi5FURRFMcBVke2FbI+2vajtxVp/iw4UtMA/xsclr3SekbRJ5pLsDvwqx5xD2uxLWoa47ml7r3Tml0y2/Rrb422PJ05DVsvHvwI2kzQ8r7beAky1/Tfg/pQ9Q5zI3Nq7BO/Mfc4TlElaiDjdObXfH6koiqIoikHzsiz/XwJXSpoF3AFcksqfIyS9AGwBXCipMYb7ERGEzCQKHN7b+LgQqp5LiaTYFYnEXIgroMck3U/koRxr+zEASS8SVzxHSTq32ZCkrSRdJ2kKMFpSE7jcBowkJNmPE6c/zRXPVcCUfJdPMW9i8sFE5etb0qMFSRvnOy8JnJ3eNc3650p6nkhEfkbSwS/tJy2KoiiKBZchC1xSDj0TWIqotrxmypdPIPxQLgO2SfM5iOTdq2yPIv7DX0e9FZk/RwQ1CxPXRNtC3FURFvt/Aa6mJXkGZtpe2PYGtndotR8LfMT2BsC/0lvf6N2E78pIIgdms3yPlQhl0lK5tz8266dfzAzgdbbfAByZc90MrGV7bPb9UZ7kLE3ItFeyLeAs4iqqKIqiKIpBMCjn3JfJ/4YcGsJL5nBg/0Huy0BzzbU4vfkyOwInZzB0laQlcm2I32l0nhSNaY3Zi6hvNBt6JdTNOyej6E0mXhW4w/aj+f1/gPcRxnx90p+PS3+Ux0tRFEXxz8ZQXhUNuRxa0puAlW3/pst8o1JOfJWknVrtnwLOS7v93YDDsn0l4P7OdWw/QJyk3Jd7e8p2c7KzBpEXc7WkyyRt1AyW9BZJtwA3AZ+1PYcwwltL0vgM0HYa4DcpiqIoiqLFkAUutqcCjRz6Al6aHHoV4EuSVqUPOXQmvx5FKJ+68VrbEwi10tGSXp/t+wHbpd3+icB3s72vdZYkTmNWyb2NlfTRfD6cuNbaBPgycHomEGP76rw+2gg4SNKoNMrbiyhh8Hvg3r5+k/JxKYqiKIr5GcqroqGWQy9K5MpcmrHCa4BzJe1g+xrbD+Ye7pF0KfAmSU8D67ekzacRQRW5t/bpR7POO4G/NNc7ks4C3krUMZpGuO0a+JOkucAyRKJw8xtMlfRs7vUa278mbP+R9GkiWOv22/X4uEyYMMElhy6KoiiKIVYVDaUc2vZTtpdpSZuvAnawfY2kJSWNzLWXAd5GSJifABaXtEau+S5gan4+F9g919+EuBJqrq02kTQm19+qNeYc0uY/51wYmC5plbwKQtLrgDWJ05X2b7IksDdRvLEoiqIoikEwpCcuwJmppHkB2Cfl0BOB7wPLElWTp6Sy6AfE1c3NxLXNiS059F7AT4mk3fPpTczti7UJJc9cIjg7zPatAJL2zH3NJQKZT+SY84g8nLsISfTHIa58JE0CriOuda4nT0IIhdQJkm4mkon3sG1J/wIcmMm8c4G9bU/PMf8laf38/C3bdwzqlyyKoiiKYsh9XCYR/3EPJ6z3yc9PASOA7Vty6B0J19sXiCDgPyRtkM9en/PMIkzjDHGSI+l3kq4nZNdNdeg/AtsDD+d6X2pJq79IXM+YSK79bo4xcAYhiV6Ieb1aVs75sb1boyIC1iGceOfk/mZkn58RV0mLENW0Z7bmWjLf0cDbFUUfi6IoiqIYBMoY4B8/cfi4nEok3T5P5JLsRQQScwnDuf1tX9Nl7HrEddCqeWJzPfBm249KOomQLV8i6TjgetvHSloHOC+vjci8lkNtXyxpEWBuh0wZSWfmOidLWoL0aLF9n6Tl3FshenMiKDnZ9rqt8RcBR9k+X9J2wAG23557+WW++4qE7HkN2y9KWsz203ntNAk4w3a/7rojV1jdK+xx9CB+9ZdGyaWLoiiKVyKSrk2BzXwM5YlLj49LSoEbH5eptm8fYGzbqr8v7xPow5MlA4fhti8GsD2jS9CyKJGfck42fZhItL0vx/RUv7Z9OeGm20l/njCn2p5t+y/E9dPGOdfT2Wc4kRNTBRSLoiiKYpC8knxc2nyI3sClP++Tg4GPpifLeYQTLsQV0JOSzpJ0vaLMQOeVzESiDMHTrTFLSrpU0rWSdh/EPr8AHKEoOXAkcFC2d/WEab4oyhw8QlxLTeo2ccmhi6IoimJ+Xkk+LkAYtxF5LDfnPP15n+wK/DQ9WbYDfpb+LsMJy/79CR+VVYGPdSw1TwHGHPNmIjdmG+DrLfVRX+wF7Gd7ZcIf5vjmNbr07TlZybyeFYjyAlt2m9j2cbYn2J4wbMziA2yjKIqiKBYMXkk+Lg270CGb7sf75JP01i26UtIowkdlGpH7ck+OOYeQVzd7WZq4upnYuwrTgOm2nwWelXQ5sD5RLLEv9gA+n5/PoFfa3JcnTPudZimKP+5IBHd9st5Ki1M+LkVRFEXxyvJxIU9LPkAk9Xabp9P75D7CVwVJaxN1gR4F/kxc+yyb/bYkfFwaPgD8xvasVtuvCPv+4Xm19RZ6/Vr64kGiynWzxp35+VxgF0kjJa1CqKX+JGkRZf2jvPbajqhKXRRFURTFIBhqOfSVkmYRpxaXpI/LEelvsgVwYeZ7IOkj2W9J4CxJc1ty6LNznofye5MoeyThizKT8Fn5gYMXiYDg/hz3FuDHuc6WwBHAFpJOaozi8mrrDkI99DgwqrmuknQtEZS8QdKTkj6Z63+RcOudTVR6bsoPbEBIs58mgp/xhBx8LPCH3O8M4hTojJf/8xZFURTFgsWQBS4ph55J+J8sAqwpaXXCtG1dQmW0TePjYvsU26vZHksUP7zX9pQMLFYHxtkeBVwE7JvLfAg40PZoIj9lz1z7rcT1zNj8ewp4a57onERIq8cDfyWue0g59BaEbHkUYevfvMdIQjU0ArgGuDzXfwfwHdsjgX8H3t16lxWyfaPmXYDHiFIFK+capxF5MkVRFEVRDIKhzHHpkUMDSGrk0Ifn9/7GthNnlX9jJT1GyI/vymd9yZFNXBstnGNHEGZ0SwOzW261FxNKoOPpWw7d9T2Aw4n8lLdnv5OAS4GvvMx36ZObHniK8QdO7vqsvFiKoiiKBYlXvBw6iy7uBdxEBCbr0KveOZgucmjbVwK/I66WHgIuzKug6cAISY2pzftbe+pLDt3feyyf9YzIf5f7O96lKIqiKIoBeMXLoSWNIP6zfxPhQnsjvX4pXeXQklYjTkrGEf4pW0raPG39dwGOkvQnwkel2VNXOfTLfY+X8S6dY8vHpSiKoig6eDXIoTfIue7OeU4HDsxnfcmhJxLXOzNyzPlEIuzleRqzWbZvTZy0QD9y6H7e42FJK9h+KNVCPW67L+Nd5sH2cWQxxwkTJrjk0EVRFEXx6pBDPwCs05I2v4temXJfcuj7CNXQ8Dzl2KIZ09rTSCIf5b9zrj7l0P28x7lkcm/++6u/412KoiiKohiAIT1xAc5Ms7cXgH1SDj0R+D6wLDBZ0pRWhejNgWmNcRyA7QclfRO4PGXUf6XXBfdLwI8l7Uck5H7MtiVNInxVbsr2C9LEDuDLkt5DBG3H2v5trjNV0gXE9c1c4CfNFU+398j2w4DTUx59HxGoNLzUdymKoiiKYgCG2sdlEhEEDCd8TMjPTxFKn+2boCV9XI4GRkma0uHj8hS9eSUj6LXUXwYYDbwB+LbtiwBsv2j7M8SpyeKEuqhhReK9XwDemCcySHo78DWikvUcetVKEB4tBoYBn8orKWw/ZnsrotL1ljnvQO+yS/abSyT5dtZQKoqiKIqiDxT5qkMwcfifnEpY6z9PJLbuRQQuc4n/7Pe3fU2XsesBv7K9avq4PAisY3u6pMOJhNeDJY0nAoz9gXNtT+qY57+Ik53Hbe+bbdsB52eXXxB5L8dm4LK/7fd0zLES8Idcf2bmpZxn+6f5fGXCyXctwh9mel/vkt8v7eu9+2LkCqt7hT2OHmz3fwglsy6Koij+r5B0re0J3Z4N5YlLj/+J7TmE4dxE21Nt3z7A2L68T0QEKg8C2L7XdnO1Mw+S3gwsTxjW9WD7vHTXNfAnQnk0EMOB0RlEjWHeukNHAQfQKqLYz7sURVEURfF38Gr3celKJsb+J/DlfvqMIBx6L2g1byrpBknnS3pDrv8AUVrgPsIT5qnmSkrSDsADtm8YzLu0ODGvkL6uPpz4Sg5dFEVRFPPzavdx6Yu9ieuc+/vp80Pimuj3+f064HW21yeSh8/J9ZckHHJXyfXHSvpoBmNfBf7fYN8l+Yjt9QhJ9mZE8DQfto+zPcH2hGFjFh/gdYuiKIpiweDV7uPSF5sS0ua9iTpJC0uaYfvAnOMbRO7LZ1p7fbr1+TxJP5S0DFGP6C+2H82xZxF1jG4ggpkb8tBkHHCdpI1t/62Pd2lOcLD9jKRfEDlAJ/f3MuuttDjl41IURVEUQxy4SFrO9iMt/5NNB+jfeJ9s3mru8T7J4GFA7xPbH2nN+TFgQito+RThjLuV7bmtfq8BHk459cbEadRjxBXRJnnCMpPwjbnG9k20LP4l3ZvrTO/rXTJHZolMMh4BvAf4n/7epSiKoiiKXoZaDn2lpFnAHcAl6eNyRHqYbAFcKOlC6JEQ3wEsCZzVkhA3tvz3S5pJJMKOzTGflvQ8Yf52oqRbsv0dmUMyBfgW8FlJO+We/ptI2r1P0ouSmquefQjH3LnAGcAumcN7NSHrvg54jghcjst1NpB0Va6zAnGdhaQmuFoKOEPSlrnGSOCm3PMsIij78d//MxdFURTFgsErXg7d5dm1wH62Lx9IDp39lyIqMI9rVXieAHyeUDktkm3LAa8DdgKesH1kxzxfBCYAizWSaUkXAUfZPj9l1gfYfrukNxGnNw/m73Ch7ZVyzCaE8dydzdoDMWHCBF9zzaDV00VRFEXxqqY/OfRQXhX1yKFzE40c+vD83t/YrhJiSasT1zO/h5BDZ/t8cugW7wfOb+1jGHAE8GGiphE51yPAI5LmSyaRNI4ovngo8MXWI9NrVLc4vTLt61t9biGM6Ebanm37qpyzny3Py00PPMX4AycPun9RFH1THkVF8epmKAOXm4FD0yp/JiGHHuyxwYcIJU8nuwKn+aUdE+0CfLf1fV/idOahlxA8HE1cUS3a0f4F4rrrSOLa7a1dxr4PuN727Jew56IoiqIouvCKl0N3MJ9KZ4C5ViBKDTR5NCsSCbPffwlzvAd4xPa1XR7vRVxbrQzsR4e/THrB/Act9dJLWLd8XIqiKIqig1eDHJocvz4wvI8Aoi8+CJydJnYQybOrAXflacsYSXfZXq2fOd4G7JA5LKOAxST93PZHiaTgz2e/Mwjr/2a/44Czgd0bKfdLwfZxZBLwhAkTXHLooiiKohhiVVEmvNKSQ/d7WtKSEJ/a5fHLsc6fZ4ztybZfY3u87fHEyU5/QQu2D7I9LvvvAvw2gxaInJYt8vOWwJ35HksAk4GDbF/xEvdcFEVRFEUfDLUc+kxJtwK/BvZJOfRESdMIT5fJjRw62RyYZvueLnN9kI7ARdJGOdcHgB81cuh8Np4oMXDZYDYq6TU51xeBr0maJmmxAYbtCfynpBuA7wCfzvZ9iZOdrzey7FYQd3iuMybXOHgw+yuKoiiKYugDl0mE9Hk4kWtCfn4KGAFsb3sb6PFxOZpQ4Exp+bggaWHCqO1cSbdJel/O9QhwO3A3Uctom9bacwlFzy2Sbs1ABgWHSrqD8Ib5XPafDfwZuJfwk9m2cdOVtF8GRccAz0galWOeIaTeC+Ve7sz2/8h3H0Z4t5yWqiWA04AngHuAs4BvvpQftCiKoigWZIYsxyX9S/ak5eMiaTKhNtqZ8HHpwfYpwCk5tvFxmZKPv0okyK6R10lLZfuRwMm2T0qTt3+nt/bPycChti+WtAi9FaQ/RpzErGV7bnMSAvwbMMX2RElrAT8AtpK0EvA5YB3bMxUlB3YBfkrktOxv+zJJnyCKOn6dOAEaaXs9hePurZJ+mfLtY4mTmauA84BtgfP7+y37k0OXtLMoiqJYkBjKE5ceHxfbc4grm4m2p9q+fYCxnfksnyCCEmzPbWz1iUrRl+Tn35ESaknrEIm8F+eYGY2PC6EE+lZj9986CemZy/ZtwHhJy+ez4cBohWX/GNKvBVgTuDw/X0xInyH8XcZm/9FE4PZ0qpwWs31lSrpPJgzviqIoiqIYBEMZuNwMbC5p6Tx12I446RgMHyIDl0x0BThE0nWSzmgFFDfQGyxMBBZN35g1gCclnSXpekWZgWHZ7/XAh1JqfH6a2jVz7Zxrbky46I7LoohHEjWLHgKesn1R6x13yM8faL3fJODZ7H8fcKTtx4GVmFdZNS3b5qPk0EVRFEUxP68GH5fhROXlK2xvCFxJBBIQVv9bSLqeUPc8kGsMBzbL5xsBqxJXRBA5J7PSSvjHwAnZfhiwpKLu0L8C1wNzJC1JnOSsAqxInKQ0qqJPAPsoyhAsSpysQFyPvZj9VwG+JGlVoJvjXVczPdvH2Z5ge8KwMYv3+5sVRVEUxYLCq8HH5TGiuOHZ+f0M4JM5/4P0npIsArzP9lOp2rm+USdJOgfYJPcyDTgz5zobODHnehr4ePYX8Jf82wb4S1amRtJZhEPuz/NKaetsX4MoCwBRTuCC9I95RNIVRJ2j3xNBWMM4eq+d+mS9lRanfFyKoiiK4lXg45K5IL8G3p5NWwG3Zv9lcgzAQfSenvyZOD1ZNr9v2YwBzsnvEKc0d+RcS6R6CeBTwOUZzNwHbCJpTAY0WxGVn9vvtxDwNaLyNDlmy1QwjSWCpttsP0SokjbJuXYHftXfb1IURVEURS9DLYe+UtIsIji4JH1cjpD0AhE0XNj4uKQc+g5gSeCsthyayDf5jaSZhF3/d7L9ncBTkp4nFEw/B7D9InAbIXeeBbyFuBaCyCk5Ouc6k7gWglD6PJP9DyeDLNtXE9dGTwCzCFn3cTlmV0mPZPu7gbWy/Tgi0JpJnBhdZvvGfHYWcCkhv16eARRFRVEURVH0MmSBS8qhZxLS5UWANTMR9gRgXUJltE3j42L7FNur2R5LSJrvbcmhZwOb2x5te9FW9eWlgFNsL0xIlg/Jtd9KXMOMzb+n6C2AuI/txWyPBk6i9yTnh8Ao26OIoOqonGsYYZa3NpHHMoxI8AW4Mf8Wtb0svbk3HwYuzbleC2wsaaFMHN4LWDn3fBO9pz9FURRFUQzAUOa49MihASQ1cujD83t/Ywdr778jcHB+ngQck1cwJuoKLUwkxI4AHoaeXJYmj2V09sX2jNa8Y+lNmt0YuKuVL3NqrnsrEYQc1lR+7kNa/YikJ4kcFwN3NPkyhKne++iVdHelPx+XIig/m6IoigWDV7wcusWJ6aj7dfVGPSsB9wOkV8xTwNK2ryR8XR7KvwtT5QSApBOBvxFXO99vtU+UdBtRZ+gTnWskbQnzGsBmkq6WdJmkjbL9BmBHScMlrQK8Od/9LmAtSePT42Wnl/CbFEVRFMUCz6tBDg3wEdvrERLnzeh1x+0qL5a0GnHiM44IMraUtHlrbx8npMpTiSCpaT/b9lpEQHFIf2vkv8OJnJxNCNfc0zOoOoEIcK4hyhj8EZhj+wnilOY0QmF0L338JuXjUhRFURTz82qQQ5MmcNh+RtIviOubk3O+lYFpeYKxOPA4cVpyVXP9I+l8Iri4vDXni5JOIwKOEzvWu1zS6yUt01qjoS1hngaclcqnP0maCyyTV0H7NQMk/ZGsY2T714RKCkmfJvxe5sP2cWQS8IQJE1xy6KIoiqJ4Fcih87plmfw8AngPcQ0FcC6wR35+P/DbDCLuI4zphueYLYCpKU9eLecS8F5CfYSk1ZorKEkbEvkxjxHS6tUlrZJy6V1yXWhJq9PHZWFgekqnx2b7u4jTlkbC3fwmSwJ7E/WOiqIoiqIYBEN64gKcmUqaFwg1zxOSJhJ5JcsCkyVNaZRFwObAtCYRNhlJyKZHEIqe/6FX2nw88DNJdxEnLbtk+yQioLiJuNa5wPavMzA6SdJixBXQDcTVDUSS7O4p1Z4JfCiDoDmS9gUuzPVPsH1LjjkBOEHSzYRr7h62ncHJhXkC8wC9V1sA/yVp/fz8Ldt3vNQftSiKoigWVIbax2USUZV5OOF/Qn5+ilD6bN8ELenjcjQwKpNw50rawPaztt9s+43A3cBW6dMCcWX0emA8cHgr4Nmc8G6ZTQQUe0vaKQsr/gtxYrIwsCG9pQCuptfVdjS9JykrE9dJLxJ+LT3qI9vP57gRRIC1bT5ajgh+ZhMB2oatMbvaXodI1P3/7Z13mF9Vtf4/LwmkUELXSJCAFKWjI6BeBUHpUuzYQFQuCF5RUUCuXhv3p6CCV7xoVJqiiBRBQxVBRIoQOgSQJgS4RERKCgkh7++Ptc7MyWRagDGTZH2eZ575fvc5e5+zt8As917vu/5zAdayKIqiKJZ4Bm3HJX1cPkEEF7OBCyVNJI553gn8qH2/7dOA07LvJsC5LR8XJL2TVtCQPEgEHod2G+syYPPstzIRJDSFEfclclZebXtuc3ST/Mn2bt2eMQf4nO0bJC0PTJJ0ie07JL2VkEZvantWa6zbgA7bcxQVoW+W9NtUPvU2l14ZLDl0SYiLoiiKRY3B3HHp9HHJP9iNj8tk23f103ceHxdFHaLPAt9o32T7gXSkndvHWO8GLmj8ZIijoa/l7kvbe6VHbD9q+4b8/AyhRGrk0D36uLTmDOEn01lIsbe5FEVRFEXRP4uKj8vXge8QxRYXlO4qpVcB70up8QXp5tvwBkk3Z/tG3QeSNB7Ygjgegt59XJC0laTbiTybA1qBzIDmUnLooiiKopifIe/joqhXtK7tc/rs2PNYY4ncmotazSOAZ213EEm+TWHGG4C1bG9GJA//pttYyxG1jQ5p3Hfp3ccF29fa3gh4PXCEpJELMhfbE2x32O4YNnrMgk69KIqiKBZLFgUflzcAr5P0APG+q0u63Pa2AxjrvcA5tp9rtU0hAhCAc0gPl1Ywgu3zJf2vpFVtP56KprOIukhndxtrPh8X4O+tsSZLmk7UZ3r9C5nLJmuMoXxciqIoimIR8HGxfYLtV9geTyiC7h5g0AI91zz6DV2FDbchKlIj6eUtH5ctibX5R7b9FJhs+7u9jdXNx2XtNMRD0lrABkTRyBczl6IoiqJY4hlsOfTVkp4lgoNL08flmPRK2YbwOrkIOuXQdxNHL2c3cui8dqGkmwll0CsUFZuR9FVJzxM+KadLerh5cLa/FjhWUmMYB1Gt+XhJM4maRMdk+0HA9Nw1+TXw/txJ2SvHP0DSTElTJO2SfdYEPpVjXQ98NvvsCczO9snALbYf72suRVEURVH0z6AFLimHngmsDCwHbJCJsCcSxyZ/BHZsfFxsn2Z7XdvLEoHCAy059Hsz92QDonjie7L9fuAE28NsD7fdqH0AZtpexvbmtndvtc8GPmJ7lO1lbZ+R7d8ngqn/B3zf9lXZfjXwOtsjCX+WGUSNIYBv2V7J9ijCk2X7bD8HuCOfMdp24+/S11yKoiiKouiHwcxx6ZRDA0hq5NBH5/e++s5zxNMtGXYZWvLil4qUMk+VtGu39qbCdFMrqZFD39HOiwGWHch7vZC5vFAfl/JpKYqiKBY3FhU5NHmkNBV4hnDkbXiXpFsknZkutw0jU058jaQ9u41/VPY5VtKIgU6oBzk0ko6S9BDwQeDLrdvXlnRjyqTfPMC5FEVRFEXRB0NeDt0ab0dgLCFnbpJrfwuMz3IAvwdOaXV5ZUqePwAcJ+lV2X4E8GpC4bMycNhA5tOLHBrbR9pek3D9PTibH83nb0GYzf1CUR+pr7l0f175uBRFURRFNxYFOXR7vGcz0XYP4BLb/2hd/jERKDX3PpK/75N0ObFTcm8e/QDMknQS3coF9EQfcug2vyCSff8rnXQbN91Jku4lzOqu720uPcx1AjABoKOjwyWHLoqiKIpFQA4tabk0kiMlxrsAd+b3sa3uuxMKHiSt1BwBSVoVeBNwR7tPypz3JI60+nqnXuXQmtd1d/fWe63WUj6tA6wH3NfXXIqiKIqi6J9B3XEBzpK0CvAccFDKofciFDyrARMl3dQoi4iqzlNaVZ4hkl7Py0BkGPAH4Id57T8k7U4cQT1BV6Xn1wA/SmnzUkQ9oTvy2mmSVgME3AQcAOHjQuyIrADMlXQIsCGwKaFyulXSTTnGF22fD3xT0gZEraS/NWPlPL4maQ5RVfoA209IelkfcymKoiiKoh8G28flTOKP+nDCep/8/BSwNLBrE7Skj8txRFLtTY2Pi+3HgH/Qpb5Zuvls+4i01f86sC0hu4bIHXk+73se+EErQfdjhKR5RI41O9tXBB7K9m/YHmf7adtX2hZx1GQisDo/+9xHV/A3B5ienycB6+T9SwG75vv2OpeiKIqiKPpH4Zc2CAOHj8vpwJZEcHAhUU15OBHM/Ag41Pb1PfTdBDjX9jr5fQXbT+exzZnAr22fnteWJ3JLlgEO7j6epJWBe4BxtmdIOoOw6T9d0g+Bm22fkMdaaxHHR/+0/e1u43wW6ABWsL1btu0A/MH2HEnfArB9WKqPfmd74x7m1utcemPE2PU8dp/jerxWkueiKIpicUPSpBTYzMdg7rh0+rg4KiM3Pi6Tbd/VT98F8XH5OnA08GwvY70buCCDFhEqnkaCfAoRqGB7qu3riGOteZA0jtg1+Um73fbF7qr6fA0wrp95/Us8aYqiKIpicWWR9nGRtAWwpu3f9TFWW6W0CvBkK9iYQpjJ9cdxwBeInaLe2A+4oPX9Rfm4lBy6KIqiKOZnkfVxSQXSscDn+hhrLJFbc1HT1NOr9vM+uwFTbU/q454jibmdlk0v2sfF9gTbHbY7ho0e09crFkVRFMUSw6Ls4/IXoubR5Vk+4OWEYmf3Vp7Le4FzbDfHP48DK0oanrsu44BH+nmfNwG7KworjgRWkPRz2x/Kee0D7AZsnwUWeSl8XNpsssYYyselKIqiKBZhHxfbT9le1fZ42+OJHJN20ALz58qYKGz47mzaBzi3r3dK5dK4fMb7iWTcJmjZiXDe3b2pyZTt5eNSFEVRFIPAYMuhr5b0LHA3cGn6uBwj6TmiEvNFme/RyKHvBlYCzm7k0ISPy+8lzSTkxq8mvU8kvVLSZZJuJBQ/b8z2t0q6A3gtcKykZ1tyaAGnSJpFBCLXZZ+vSZoNfAn4liRLWiuv7STpLuIoqCkdAOFs+yrgQUkzJJ2V7UcC0/KdbyOOhV6Zc7kr1+QZ4pjoLIqiKIqiGBCDFrikHHomUQ9oOWCDdJo9kTji+SOwY+PjYvs02+vaXpYwfHvA9k3pfTKd+CM/kjjaeXs+5j+BMzKXZEsinwTbl9ne0PYy2W8GcHH2mQZ80PYI2yumkgjbX7a9jO1hhNLoMtt/y52THwA7A2sDsyVtmGPdCexpexSxi7NKjnWI7VHZvlW3udwA/FteX61VgqAoiqIoin4YzByXTjk0gKRGDn10fu+rb+cRTx6trGD76vx+KhFYXEAk1jZJr2PoOV+lUw69AO/ePmLaErincfOVdDqRl3LHAJ8/z3HVC+HWh59i/OETe7xWPi5FURTFksSiIIdeg3mTetsS5q8AH5I0BTgf+FQPY/WU7HuUpFskHZv2+53ku+5E1xHOGoSjbk/PPwQ4RtJDwLeJytN9zaXhpHQH/pL6ieCKoiiKouhiUZBD9yVh3hs42fY4IjD6WSb4NmN1l0NDBBevBl5PHGMd1m3sdwB/tv3EAJ5/IPAZ22sCnyEVVH3MBeKYahPgzfnz4R7GLx+XoiiKouiBRUEOPYV5HWnbEuaPEbsj2L5a0khgVcLcDeaXQ9PKKZkl6STg0AE8v71T1H7+PsCn8/Ov6eas28NY2H44fz8j6RfEUdSp3fphewKR/EtHR4dLDl0URVEUi4AcOgONZyRtnccqH6FLwvwgsH32fQ2RvPv31pDz5Ze05MgicmVua10bQ6id2hLp64D1JK0taRkiGDkvrz2S90MkAf+1r7lIGi5p1fy8NOH/Mo/RXlEURVEUvTOoOy7AWZJWIer/HJRy6L2A7wOrARMl3dQoi4C3ENWX7+s2zoHAycAoIim3sdb/HPBjSZ8hjm/2bUzgFIUO1yTUS21Ok7QacQR0E3BA69pewMW2myrPZAHFg4njpmHAibZvz8ufAL6XnizPAvu3xuppLiMICfjSOdbvgR/3uHJFURRFUczHYPu4nEnU9xlO5JqQn58ClgZ2bYKW9HE5DhiZiauNjwtEUNL8tOsFrUoEMxsB37B9cevaJ4Engdsl/U8rCfZjhDx6RL7D7NbzPwtsKOkqSZu1xprbev7zTaPtK4mAaiQh+X5fjrUK8F/AxpKOb90/nfBvGUEEc9uQEuqiKIqiKPpn0HZc0sflE0QOx2zgQkkTiaORdwI/at9v+zSy1o+kTYBzbd+Ul08gdjOuIdRDOxG7Lg8C+9ItT0XSGwmr/k2z6UoiSLicSBg+1vbpkn5IBDInAPcD2+Su0M5EfslWLR+XtxP5LtdJOs/2HZLeSkijN7U9qzkaI3ZfvkT41Wzcw/J8sJvDb5+UHLooiqIogsHccen0ccm6QI2Py2Tbd/XTt0cflzwGanxcsP2A7VuYv2qziV2QZejaWXksd122o6si8ymtsa6y/c9sv4auhOBOHxfbs4mclT3y2oHAN7M2Eban5u/puRvzbP/LVBRFURTFQFnUfVx6JM3qLiOqND8KXJTy7FWAJzOQ6musj9GVR9OXj8v6wJslXSvpj5JeP4C5wQB8XEoOXRRFURTzM2hHRbYnS2p8XKYxOD4uvY2xLrHj0+yaXCLpLcDk/sbK45+PAf82gOcPJ2orbU34wpwhaZ0mQbgXPmj7YUnLEyZ3H6YfOfSIsev1Od+iKIqiWFJY1H1cemMv4phqWj77AiK4+BOwoqThuesyz1iSNiW8WHa2/Y/W83vzcZkCnJ2Byl8kzSUShtuS7HkYqI9Lm03WGEP5uBRFURTFou/j0hsPAtukb8rSRGLu5AwwLiPqF0EYyJ3besezgQ/bvrs1Vl8+Lr8hcmaQtD6RU/N4H/MrH5eiKIqieBEMthz6aknPAncDl6Zi5xhJjRT4IkltO/59iWKFv5V0q6SRmR8zi0junQWsTuafSNotx/8wcLqkv+U4ZwL3ArcT0ueVbf82rwk4RdIsIgi5Ltt/DYwHLpU0U5IlrZw7M8sSlaCfAVZp+bisB3w63+EvwCdtW9KWkmYTuzcHSnpcUVF6FeBBSTOBp4FdiSOtoiiKoigGwKAFLimHnknUA1oO2EDSesCJhET4j8COLR+X4UTRwn+zvRGwLeF1AvAl2yNynBmkzT+wO1EraBghfTaA7edt/ztRI+nXwJ9brzaNyDMZYXtF29dln61sD7c9iigVcFmrXtFMYI3s0z62uogIZEYS8u4mL+Y2YLTt4cTR0lzgbtuP2R5te1Q+5w66ijkWRVEURdEPg5nj0imHBpDUyKGPzu/d798BuMX2zQCtHJMZxPEOtmdLuoGunBcDK+TnMcybr/I64GVE8NKxgO8+X6mAnuhmeHcNeQTVzDkZSQ/JxBnErU7k3fRJXz4uRTHUKa+hoiheSoaSHHp9wJIuknSDpC90v0HSikT15kuz6SvAhyRNIYzpPpX3LQV8B/h8L886StItko6VNKLbM0YTOzrtnRADF0uaJKlt699mP7ok1EjaStLtwK3AAS0JdsPewK/6USAVRVEURdFi0AKX9E1p5NAX0r8cejhx1PLB/L2XpO2bi3mU9Evgf1r1f/YGTs7jm12An2XQ8kngfNtt/5WGI4BXE/LllYHDul1/B/Dn1jERwJtsvxbYGTgopdWdSDoy53Zaa/7X5pHX64EjFJWr28xXObrbmOXjUhRFURTdGEpy6CnAH20/nvefD7yWrt2VCcBfbR/X6vMxMt/F9tUZHKwKvIEwhvskkRezjKRptg9PlRLALEkn0a1cAD0EFLYfyd9TJZ1DSJivyPfch1AHbd/T7kn62Uwn8nquzz6bAcNtT+ptMdo+Lh0dHS45dFEURVEMLTn0RcCmkkbn7so2RPIqkr5B5LAc0q3Pg8D2ec9riHySv9v+oO1X2h5PBCan2j487xubv0XY/XfKkSWNyeee22pbNs3ikLQskYtzW37fidix2b2d15LS6eH5eS1gA+CB1nsPKIemKIqiKIp5GdQdF+AsRaXk54CDUg69F/B9YDVgoqSbbO+Y175LyJNNHPVMlDQOOJKQI9+QSb3H2/4J8Dngx5I+k332HUDOyGmSViNk0TcBB7Su7QVcnFWcG14GnJPPHQ78wvaFee14ohbSJXn9GtsHEEddh6fsey4hk277u7yXONoqiqIoimIBGGwflzOJP9zDgU2ybTjwFFH4cNdGDp3cQvibCNg5j36eIBJvlX0uzKAFQto8O5+xFK1ATNI+kv5KBD3X0cVRRCA1h/BteXnevxJRPHFDSX9JOTeZT7MN8FdgGJEM/IYc693Aw/l5DiH1xvbPgJ8Tx1TLEnLq5r2OynkMuDp0URRFURSBBkvUkn/4TyfyQWYTCboHEsHFXML35FDbTd7HcOAGwrn25typeZLY0djK9mXpXHsp8N+2L5A0AbjR9glp8Ha+7fGSViYCgw5iJ2YS8Lrc1bkb2CNzTz4JbGl7X0nHANNsf1XSq4Ef2G6OoU4B/mT7J/kOo20/Keli4Nh8l12AL9jeNt/llzn3VwC/B9a3/bykrYG/Efk6yw1kLUeMXc9j9znuhfzPUAwiJfMtiqIYHCRNst2jlclg7rh0+rikFLjxcZls+64e7p/PxyWN5GbY7vRxIYKb/nxcdgQusf2E7X8Syqad+umzIZkIbPtOYLykl0laAXgLmWRse7btJ/sZaw/gdNuzbN8P3EMEMdi+ppUgXBRFURTFAjCYOS63EX4pqxBHJbvQ9/FIp48Lkf9yemNW19DycfleNn2F8Ff5FHEk87ZsXwNoS6GnZBvAx4HzW7b7W2f7zUQC8ZWStgTWIgKk54miiSelGmgS8OnMgzmEKFvwbSIIfGPr+df08vwBkX4x+wMMW2G1BelaFEVRFIsti6uPy3y2vHS5134G2CX7nAR8N9u/Cawk6SbCyO7GfN/hhCz7BNtbANOBw7PPgUTJgTVz3J82r9vH8weE7Qm2O2x3DBs9ZkG6FkVRFMViy+Lq4zKFqHXUMA64PNVEm9m+Ntt/RQRV2H4a+Gg+W8D9+TMamNLqcyZdgcs+wKfz86+JoorNXNouweNolSNYUDZZYwzl41IURVEUi6mPS461g6SVUi20Q7b9Exgjaf3s/3ZgcvZfMRNvIY6TrrD9tO3/Ax6StEFe2755LyIY2SY/b0cojwDOA94vaYSktYkq0n/pa62KoiiKouifwfZxuVpSk9vx01T1HEMEIMOJ/JDrWz4uvwYeJwKqZ4BLJa1LSJpnA9MlPQ0cmZLobwNnSzohn/GN9HF5QtKlwGPZfmpj4S/pbODWDFKuAj6c93QAv8mgaTZRGqDhizmX0YSU+l3Z/k3gd5KGAc8SSbkQAcwcIofGwJdTUbQ8kai7ErC0pOeB62xvTVEURVEU/TJoOy4ph55J1ANaDthAURH5RML+/o/Ajo2PSwYMewNvsD2SqCf0HLGrsZ3tEcSuy910eae8Dzjc9ijgdcAncqyViR2QlxMGctvlzgvACYST7d8IWXSTL7MlIYEeCbwK+Hq3HZgv5LVV6No9OZjwohlFmOG9Pds/QSikRgCvBN4naSnbz9h+me1lbDcGePMVkyyKoiiKomcGc8elUw4NIKmRQx+d37vfP58cOttnAJ1yaEkLJIfOZzVy6F/avrGX5xtYPvNbliOM7+a05ND7Nu9A7MhABEBX5OdLiOOoLzGvtHqqpCeJHZ3O46IM4lYH/tTz8nVx68NPMf7wif3d9pJSHiVFURTFUGQwc1xuA94iaZU8YtmFeRNWu9Mph5Z0g6T5diJacugmYfcrhJPtFMJd91PZ3pccujeOJ4KtR4BbCcnzXGAduuTQN0r6SdYsaua4e35+T2t+NwN7SBqeOS6v62HuewO/GkCJgqIoiqIokiVRDt0bOxJHN68ANgeOz92WvuTQ+wEHSZoELE/XTsyJRLB0PXAckUvTfe7zVaFuI2l/SddLuv75GU/18+pFURRFsWSwRMmh+3ndjwLfzB2QeyTdT+TZPEgvcuh02N0h33d9YNdsn0P4upDXrqJLcUQa2Q23Pam3l7E9IedMR0eHSw5dFEVRFEueHLov2mO9jMhfua8vOXRrfksB/wn8ML+Pbo6TJL0dmGP7jtaz9u5nLYqiKIqi6IHBlkOflZb/zwEHpeR5L+D7hK3/REk3teTQ3yUqOZsomDhR0jhCDn0ncEMm1R6fcujPAT+W9Jnss29LDv11uqpCf62VqPsfhJLn5cAtks63/XHg68DJkm4ljpoOa3Z/iNyZ01JldB9pVAfsLemg/Hw24cQLkXR7kaS5hAKqkVw3vJc42iqKoiiKYgEY1B0X4lhlLhEgbZJtw4GngKUJKfGOrftvIbxPBOycRz9PEIm3yj4XZtACofZZgQhapjHvUdQGhLfKs4QyqeF2YCqRWHsf4cVCjrM8kSR8su2fA+Q7TMhnDwNuzsKN2P6e7fXz+mGEVBoiWLmGyGtZA/hA83BJlxOB3OmSbmp2bYqiKIqi6J9B23FJH5dPEP4os4ELJU0kAoZ3Aj/qdv9w4OfAh23f3NqpGQF82/ZlueNxqaSdbV8A/MJ2czyzO1F3aCdJuxL5MZtn/z9KuiBt/U8g/FsmS/okccSzLxEg/QewZ7epzCJ8ZKZJWpoowniB7WvyuWsS/i0Ptvq8Bxhhe5NUVN0h6Ze2H8jrH7TdV8HJeVgYcujBomTWRVEUxYthMHdcOn1cMlm18XGZbPuuHu6fz8fF9vPZv9PHBej0cclApGFZupRDGxKJvnOyivPNZBIvvXi/2J5q+zoiWOrEwbT8unT+tBVKxxJHT+02A8tmMDaKCNza71oURVEUxQtgUfdxQdJBku4FjiZ2TCAClZ0zSXZV4K2tZ38cOD+9Xz5M11FRr0gapqgaPZUwtrs223cHHm6CrRZnErLpR4mdmG83OTbJSXlM9CX14ISXY5ccuiiKoii6saj7uGD7B7ZfReSY/Ge2XUzkxVyVfa5uPfszwC7p/XIScbzU31yet705sdOzpaSNMxg7EvhyD122BJ4nPGHWBj4naZ289kHbmwBvzp/uibvNMyfY7rDdMWz0mP5esSiKoiiWCBZ1H5c2pxP5K82zjwKOyrF+AfxV0mrAZi1Pll8RQdVA5/NkJtfuRMir1wZuzk2TcYTqaUsiGfdC288BUyX9mbD8v8/2wznWM/leWwKn9vXcTdYYQ/m4FEVRFMUi7uOS9X4adiVN3vJoZ5X8vCmwKXAx8E9gTJrFQSTVTu5nDqvlERWSRgFvA+60favt1W2Ptz2eCLxem74vDxKFHZV+LlsDd2YJgFVzrKWB3YgjtaIoiqIoBsBgy6GvlvQsUdH50vRqOUbSc0RgcpGkxhhuKcJA7hngMeCG9HHZgDiS2RWYLmmOomgiwE8lPStpJnAKXVb8SwN/knQnYbt/WybqziGUTmdJ+juxi/N5AEkvz7yXQ4FjJP1DYfk/FrhM0i2E8mh127/LPu+RdHv6tTSVpCECrj2J6tiPA1fYvoVQON0qaTYh034Y+PGLXuWiKIqiWEIYtMAl5dAzgZWJassb5A7JicDGhMpox5aPy7PA/sBBRBXnLwDYvsu2bI+0PYrIlfl69vkvYOVsP5IISrD9rO0NiV2cM4nggbx2DmEgdyEws8mXyZ2StYgKzhcA/277adu3ZI2ik4FzaFn30yXtvgLYvWVYNwXYyPZI4PVEQjGpcNornzPT9qdtP/+CFrgoiqIolkAGM8elUw4NIKmRQx+d3+e5Of+oXylp3d4GzMBndeBP2eey1uVrgA+17n0d8DIiQOlotQ8DjiHyUPbq9ohPAWcRwUb7ueOIHZ+jgM+23nlyL3O5sfX1dmCkpBG2Z7X8X3qb5nwsTj4uxYunvHCKoliSGUpy6IGwN/CrtPXvzseInZKmdtB3yGOgbhwMnGf70XajpDWIQOaHPfQ5jvBqmfsC3vldwI22Z72AvkVRFEVRtBi0HZd0pm3k0NPoXw49EN5PD/JhSR8idlW2yaZPErWOHmrvbEh6BeFqu20PYx9H1Cd6vluf3YCptidJ6qlfr0jaiJCE77Ag/bLv/sTRGcNWWG1BuxdFURTFYslQkkP3iaTNgOG2J3VrfxuR37JNa1fjDcCb09J/OWAZSdOII6Z1gXsyOBkt6R7b6xKBz+nZviqwi6Q5wFbA7pJ2IZKHV5D0c9sfog/yeOkc4CO2713Q+dqeQCQP09HR4ZJDF0VRFMUgBy6SVrc9tSWHfsOLGG5vusmpJW1B1DzayfbUpt32B1v37At02G4URy9vXZuWQQu21261nwz8zvZvgN8AR2T7tsChAwhaVgQmAkfY/vOCTLIoiqIoit4ZbDn0WZLuAH4LHJRy6L1SdvwGYGJLDo2kBwgn230lTZG0YWus9zK/D8wxxI7Kr9NC/7zBnEx3+pjLwcTOzpfyvTqrQEs6OvuMzjl+5V/5zkVRFEWxKDPYgcuZRELrcGCTbBsOPEV4rezayKHTMO5+wg/lZNvjbN8haXlFnaCniaOcxyUdl2OdD/wj5/EPQhWEpLUkTcp+n6dl8ibpZEn357V7JG2e7StJOif9WjYE7mz12UnSXcBPgCtb83sjkb9zF1Fe4H3Zfj/zyqY3Jez/Idx6/wncB5wNfHVAK1kURVEUBepZoPMSDBw+LqcTlvazCVnygUTgMpc44jnU9vV5/7LAFoTHy8a2D+5l3EnAZ2xfIemtwLW2Z0g6ENjW9vskLZNzmyVpOSJweaPtR1rHQGd2G/cYYJrtr0p6NfAD29unfPpuwmV3CnAdsHcGVTsAf7A9JxORsX1Yt3E3Ac61vU5+/wvwaUK+fT5Re+mCvtZyxNj1PHaf4/q6ZUhRct2iKIrixSBpku2Onq4N5o5Lp49LOtY2Pi6Tbd/V/Wbb021fSRjR9UhPPi6NTwwRCIzL9tmtRN0RDGyeG5J1kWzfCYyX9DIi8LrH9n22ZxPB2B5538U5t3me343O3BxJY4EVbF+dku5TCYfdoiiKoigGwGLp4wIgac089nkI+JbtR1r3HiXpFknHShqRbTcTCcQoCiWuRQQia+QYDVOyrTv7tZ/f4n105easwbzKqt7GQtL+kq6XdP3zM57q6ZaiKIqiWOIYtMAlXWUbH5cLeel8XOYr1NjycTmm9fyHbG9KJMnuk7snEAqhVxPuuCsDzdHON4GVMvflU8CN+b49WdzOEzhJOjLvPa1b+1bADNtNjk2/Y7Xef4LtDtsdw0aP6emWoiiKoljiWFx9XNrv8Iik24E3A2e2HHNnSTqJKKqI7aeJGkYozFzuz5/RzLtTNA7o3L2RtA9R5Xn7HnaCugdaU5j3OGmesXpjkzXGUD4uRVEURTHIqqKWBLjxcZlvt2QB6MvHZfe2j4ukcZJG5eeVgDcRyp8mz6QJTvYkFUeSVsykXoCPExWdnyaScdeTtHZefz9wXvbZidix2b2Va9O8w1KES+/pTVsGTc9I2jqf/xHg3BexJkVRFEWxRDHYcuirJT1LqHIuTR+XYyQ9R9jzX9R4n2QuzEzgJGD/xsdF0mhJE4nihh+Q9M3W+N8mckRukzRd0iXZ/hpgRo73CFGJ+da8dpakGUQS8J7EcRbEUdMT+b7fAa4FyOTb3xPy6Gfy3sYJdwLwKuBBSU9JanaXxhOVsVcCzpbUrn90ICGrnkYk/vapKCqKoiiKootBC1xSDj2TyCNZDtggVUEnEpLnPwI7Nj4uRCDxduIP+4TGxyWvfdv2MsBGwJsk7ZztZxGeLyOI5NwnAGxfAky3PSp/Nmu92hRgv+xzIbGDAhFE/MD2SCIY+bqkZRTFF98OrJh97mr1eQzYwfYo4DPMe+zzV9vL2t7c9gFNY8q/v0zstDzaS6JxURRFURQ9MJg5Lp1yaABJjRz66Pw+z822pwNXSlq3W/sM4LL8PFvSDXTliewBfCU/nwkcL0m9BQN5PLMd8IFsOiX7n0AkyS6f9yxHBEFNMvFwYFTuFI2mK0DZALgiP18CXAR8qa9FSV+ZzxIFFM/o696GWx9+ivGHT+zxWnmmFEVRFEsSi5QcWlED6B2k3wotqXIe6TwFrJLXRqac+BpJe2bbKsCTLe+Vthz5eCLYegS4Ffi07bm2HyaOpB4EHgWesn1xa4675+f3dJvf2pJulPRHSW9utX+dOIqaJyemKIqiKIr+WWTk0JKGE8m5/2P7vqa5p0fn71em694HgOMkvaqf+3cEbiKs+Tcndm9WyOTePYC189qyKb+G8G45KN18lyccgiECnFfa3oLYXflFjrU5sK7tcwYw3/JxKYqiKIpuLDJyaCIR9q+2j2u1TSF2OaZkYDOGrjyXR/L3fZIuJ8oJnAWsKGl47rq05cgfBb6Zx0z3SLqf8HtZC7jf9t9zHmcTNYp+ng67O2T7+sCu+cxZwKz8PEnSvcD6hHfM6xTFJIcDq0u63Pa23Sdre0LOmY6ODpccuiiKoigWETm0pG8QQckh3S6dB+yTn99N1A2yomDiiOy7KiGHviODksvyXrJvI0d+ENg++7yMyF+5L9u3TnWT8p7J3ea3FPCfwA/z+2qKGkdIWgdYD7jP9gm2X2F7PPBvwN09BS1FURRFUfTMoO64ENLjVYDngINSDr0X8H1gNWCipJtaFaIfAFYAlsm8lB2IqtBHEnLkGzKp93jbPyF2c34m6R5ip6VR+7wG+JGkuURw9s2WQukwosr0Nwh33J9m+9eBkyXdShwpHWb7ceBxSWcCNxBHXTeSOyHA3pIOys9nE1JugLcAX5M0B3geOMD2Ey9mIYuiKIqiGHwflzOJStDDgU2ybTiRRLs0sGsraFmFcKpdhpA4N3LoJ4gqyso+F2bQApGfMrf7Z9tXEUUTTQQOe7Teya2fuXTluEwnjnfmtp7V8GSO07x/kytzOfCP7LcRkecCMAlYJ8deijxCajxpJN0JTAR+1+fqFUVRFEUxDxosG5H0cTmd8EeZTSToHkj84Z9LON4emr4mSFqWyEPZGNjY9sHZPhrYyvZl6Vx7KfDfti+Q9ElgU9sHSHo/Ibd+X/abZnu5Ht7rDOBs26enMdzNtk+Q9EVgjO3DJK1G+LW8nNgZuhLY0PbM7H++7ZMlXZdz+KOk/YC1bX8pDeh+Z3vjbs/udS59reWIset57D7HDXTpB0xJqYuiKIqhiKRJKbCZj8Hccen0cclE2MbHZbLtu7rfbHu67SsJI7p2+wzbnT4uxJFN28fllPx8JrC9uhvEtGj5uJyZTacQ7rkwMB+X4fTt4/Ku3pej37kURVEURdEP5ePyr/dx6W0u3a+XHLooiqIoulE+Lv9CH5d+5jLvS9kTbHfY7hg2ekxvy1IURVEUSxTl4/Kv9XG5vo+59Moma4yhfFyKoiiKonxc/qU+Lv3MpSiKoiiKfhhsOfTVkp4F7gYuTR+XYxTFCrcBLpJ0EYQcWtJMwgtlf0lTJG2oKLp4JLAbMF3SY5I+nuP/DNhV0mzgJ4Q/DMC2wJM53hTg6paPi4BTJM0ifF+uy/bbgM9ln/uJStGPE0dcKxI7OTOJY6TGx6W5fybwBrqSfrcj/F9m5rjH235C0ricy+7Ac5Juas2lKIqiKIp+GLTAJeXQM4GVCZXOBpLWA04kJM9/BHZsfFwINdHbCcn0hJaPyyPAdrZHEDsVdwMPZ58PARNtLwN8HDg42ycCK9oeBaxKJAm/Iq9NAz5oe4TtFW03gcuNRF7KKEId1Hi/zAI2sD2SyGN5ljh2gghQdsp3+3/A57N9VeA3OdZ44N2SlrI9hQhwXgnMtL15y5OmKIqiKIp+GMwcl045NICkRg59dH6f52bb04Erc4el3T6DON7B9mxJ3eXQX8nPZxIJtUqpccMIBhCgpWldwzXNM/J4aVq2L50/TUJvdzn0RcCXCPO7S7P/VElPAh3AX2xf09P8++LWh59i/OETe7xWXixFURTFksRiK4eWtKakW/L6t5pk3eQoSbdIOrbJhenGx4BOUzhJwyTdBEwFLrF9bWuOPcmhbwb2kDRc0trA63iRcy+KoiiKYjGWQ9t+yPamwLrAPplwC3AEoRZ6PXGMdVi357yVCFw6220/b3tzYhdmyzwGg97l0CcSuTXXA8cBV7GAcy8fl6IoiqKYn8VWDt16h0ck3Q68GTjT9qN5aZakk4BDm3slbUok+e5s+x89zOfJlFbvBNzWhxx6DvCZ1rhXAX9dkMnanpBzpqOjwyWHLoqiKIrFVw49TtKo7LsSIYe+K7+Pzd8i7P5va73j2cCHbd/devZqeURFjvk2olJ1X3Lo0YraS0h6OzCnpWoqiqIoiuIFMqg7LsBZiqrPzwEHpRx6L0K2vBowUdJNrQrRDwArAMukTf8OwNOEhPhO4IZMaj0+1Tg/BX4m6R5ip+X9+dzXAN+RZOI46du2b81rpymKKIpwyj0g279M5Mf8bz5jTjrvjiXk08OIQO8M201V570lHZSfzyak3ACrE1LvuYQC6sPNgkg6mnDzHS1pCvAT219Z4JUtiqIoiiWQQd1xsf1m2xva3sx2o7I5B7iYSKT9eyto2Rz4P8Lw7U7gnbbvSAnxFwk1zyjgsJaEeCMiXwVCCXR/ft6ECMoE/J1Q+zTsS1jyDwNeS0iXIRRCf8vPq5PHWrZvIY595uZ4jUndBoTb7oz8+STw6ez/LUIKPovIsTk3+6xC5NasCPxvSr6/MrDVLIqiKIpCofb9Fz9UegshMT7V9sbZdjFwrO0LJO0CfMH2tpI2JI6YtiRqBf0eWN/285L+QgQL1wDnE4m7F2SC7bW2Z0g6ENjW9vvyOZcDR9m+RNJywNxGst16v7OAc22fmsdEVxF+LQ9KWt321G73DyN2Vray/bdu175DFGb8Wh4fbUH42Gxs+2AGwIix63nsPsf1eK3k0EVRFMXihqRJeeoxH4PtnNsjtq+gWxItoQZqChGOoauG0B7A6bZn2b4fuIdQ9owFVrB9dXqtnErkrGD7slYw0unJkkHQcNuX5H3TeghalieM5X6TTR8Azrb9YPaZJ2hJtgfu7SFoEfBeMrfH9nTbVxImdkVRFEVRLCCDneOyIBxC5IV8mwio3pjtaxDBR8OUbHuOeVVKTXt32p4s6xOlAM4mqj3/Hjjc9vOt+/ciyhM83eqzdO7ULA98z/ap3Z7xfnpOPH4z8JjtBVIUQcihgf0Bhq2w2oJ2L4qiKIrFkoWy49ILBwKfsb0mkVPy02zvzaulVw+XBkkfIhxrj8mm4UQwcSiRa7IOkfPSZm/mDUKGEwZyuwI7Al9K6XPzjGUIE7pf9/A+3ccaMLYn2O6w3TFs9JgXMkRRFEVRLHYMpR2XfehKbv014acCXV4tDeOIY6QpdFn/t9sBkPQ2Qo20je1ZrbFubAzsJP0G2Jour5lViFyavVrjTgEez5IE0yVdAWxG1EwC2Bm4wfZj7cmkr8w7iaDnRbHJGmMoH5eiKIqiGFo7Lo8QFaMhckya45XzgPdLGpH2+esRNX8eBZ6RtHXmknyELvXOFsCPgN275aRcB6yUcujmOW1/lfcAv7PdzkE5F3hz2vePBrYCJreu97ar8jbgzlRFFUVRFEXxErBQdlwk3UtUTV4qvUz+i5AQ/y4VOs8T8mJs3y7p/wgVkoGvtnJSvgdcTkib76Arl+XHRAXmu9Mb5lbbu6cS6U7gofRquQ/493yntYGjiWDoV4QR3WxCMr1hPn8u4SFzm6Q1gZ8T5nabSVrB9vdyrGOI/JRnJJ0DfDRdd7cEriQCRkl6P/CWMqcriqIoioGxsHZcPkrkmNyeXiY/JdQ777E9ilDi7AedSqCXA8sRXiv7ZXAD8B/AW4FliB2bnbL93cQRzc+Az9vePcd6I3GktGz+PEVXEvC3gP1trwH8k0jqhfCG2dD2SOBddO0KzSFycoYTx0sH5btC1GdaxfY44kjpiGy/DRidfcYRgVCnS29RFEVRFH2zUHZcbF8haXz3ZvqRQwP3p0vulo3Lru2rASQ1cugLbD+QbXN7eMZIItARYWr3WB41bUcETwCnAF8BTrB9Vat/p7Q6j6oezc/PSJpMqJrusH1xtz7vzvva0uuRdEsm7o1bH36K8YdPHMit81AeL0VRFMXixlBKzj2EwZFDd2L7akmXEQGHiGOfyZJWBZ7M4oh9jdWWVneSQdgWwLU99NkP+FXr3q2I6tFrEcdRL7hidlEURVEsaQyl5NyXXA7dHUnrEnWMxhGByXbp4jsQafVbicDlsG7tywFnAYe0vF+aa0cSR0qndQ5qX2t7I+Ko7AhJI3t51/0lXS/p+udnPNXXtIqiKIpiiWEo7bi8pHLoXtgLuMb2NABJFxBy6D8BK0oanjsg3aXVm+b77Gz7H632pYmg5TTbZ7cfJGkfYDdge/dQVyF3eqYT9v/X93B9AjABoKOjwyWHLoqiKIqhtePyksmh++BBYJuUNi+dz5ucgcVlZC4KEUQ10upXEpWfP2y7M5E2n/nT7P/d9kMk7UTszOzezmuRtHb6uyBpLSLZ+IEBrU5RFEVRFAtNDv1LYFtg1ZYc+hPA9/IP+7Ok3X3Koc8g5M5zgINacugDgZOJqtEX5A+SXg+cA6wEvEPSV/N45kwiKLqVOAq60PZvc6zDgNMlfQO4ka6jqi8DqwD/mxLqOVn46U3Ah4FbJd2U937R9vnA8cAI4JLsc43tA4B/Aw6X9ByhKPqk7cdf3GoWRVEUxZLDwtpxmUl4r9zVkkNPIxJundeGte6fS1fOSVsp5NZPu30UMJUIHv49gxYy4LmKCNiWBm5u9Tky759Bl+IIYifmIWKtZtAlk/4b4SGzdP6clEELRNA0PfvcDxye7f9HBGXD8p3nyYkpiqIoiqJv1EP6xeA/NBJipwGn2t442y4GjrV9gaRdgC/Y3ja9UX5JeKW8giiMuH6ayf2FyIu5Bjgf+J/sP56QVh8KnGf7zHzGykQ+SQcROEwCXmf7n2kg93Te911gqu1vpvfL5LxnZ+ArtrfK6tRjbd+QFaUnAXvavkPSDsAfbM+R9C0A24elo+9jth+RtDFwUfrG9MmIset57D7H9XitJM9FURTF4oakSXm6MR8LZcfF9hXAE92b6cfHxfb9QOPjMpb0cckclcbHBdsP2L6FeXdhIIokXmL7Cdv/JIzidso+TdAiYsfG2X5V3gvdfFxs35CfnyHKAKyR3y9uyZzbfW603czrdmCkpBEDX7miKIqiWLIZSqqiQxhkH5e8/lBvfSSdBOxC5NN8rof+L9rHpcW7iIKPs3q4hqT9yTyfYSus1tMtRVEURbHEMZRURYPu49JfH9sfJY6jJgPvm6fjS+Tjku0bESUG/r23F7U9wXaH7Y5ho8f0M62iKIqiWDIYSjsu/woflymEmqnd5/L2DZk78yvg88BJ8NL6uEgaRyTvfsT2vf28LwCbrDGG8nEpiqIoiqG14/Kv8HG5CNhB0kqSVgJ2II6nlK66TY7LO4A78/tL6eOyIjAROML2nxdgbYqiKIqiYCEFLpLuBe4FNpI0RdLHiKOT30maSQQg34PwcSFkxNOAu4CftnxcvkfsmMwmjngaH5f9Jc0mdnFOknR7jvUEcCnwWP5cmm0C/pzPnklUp/5OPuPLxM7MZZJmSroj2xsfl4Oz/aZUQ0GooNYDHpT0pKQTs/3zhFPuGZL+nn1Wf9ELWhRFURRLCAtrx+WjRK2e21s+Lh8A3mN7FBE47AeQcuiXA8sRTrP7SWo8Xv4DeCtR7fkRUiEEXExInn8GfLTxcUk59HY53suIWkUr2Z4LrGd7lO2RhFHdPjnW2YSXy8h81jMAtq8kdoi2BO61vXnLx+V9wKicy4+Av2f7f2efg4BfZZ+pL24pi6IoimLJYaHkuNi+IpU48zTTjxwauF9SI4d+gJRDA0hq5NAX2H4g23qVQ+f1Rg79y97k0Pn8UzNP5RpJK0oam3LonuaB7YtbX68hSwnYng5c2RxLDZRbH36K8YdP7PFa+bgURVEUSxJDKTn3EIamHLq3Po/2N6GkNzl0URRFURQLyFBKzh2qcugX8pzo2IsceoB995d0vaTrn5/x1IJ2L4qiKIrFkqG04zJU5dC9Pb9PepNDDxTbE4AJAB0dHS45dFEURVEMrR2XISmHzud/JO/ZGngqn90rvcmhi6IoiqJ4cSyUHRdJvyR2PlaVNAX4L+ATwPckDScqKO8PIYeWdAaRdzIHOKglhz4QOJlIpr2ALjn06wmTt5WAd0j6qu2NbD8h6evAddn/a9m2FHCKpBWIo6Gbc2yI4o27EDWSZhCKqF7nkQqp44lK05dEHMQ1tg/IPg8QScjLSNoT2MF2I7EuiqIoiqIPFkp16MWJ9GjZjagm3VS6PobYtZlN+NV81PaTklYhpNavB062ffBAntHR0eHrr79+UN6/KIqiKIYafVWHrsDlRSLpLYQ53qmtwGUH4A+250j6FoDtwyQtSxRj3BjYeKCBy4ix63nsPse95O9eUuqiKIpiKNJX4DKUclwWSWxfATzRre1i23Py6zVkErHt6Wlc9+y/9i2LoiiKYvGgApfBZz8y92ZBKDl0URRFUcxPBS6DyIvxcbE9wXaH7Y5ho8e89C9XFEVRFIsgQ8nHZbHixfq4tNlkjTGUj0tRFEVRVOAyKLR8XLYpH5eiKIqieOkoVdGLpO3lAjxGeNIcQfi4/CNv69HHBXiSAfi4SHoGuOulf/vFilWBxxf2Swxxao0GRq1T/9Qa9U+t0cDobZ3Wsr1aTx0qcFkEkHR9b7KwIqg16p9ao4FR69Q/tUb9U2s0MF7IOlVyblEURVEUiwwVuBRFURRFschQgcuiwYSF/QKLALVG/VNrNDBqnfqn1qh/ao0GxgKvU+W4FEVRFEWxyFA7LkVRFEVRLDJU4DKEkbSTpLsk3SPp8IX9PkMFSSdKmirptlbbypIukfTX/L3SwnzHhY2kNSVdJmmypNslfTrba50SSSMl/UXSzblGX832WqNuSBom6UZJv8vvtUbdkPSApFsl3STp+myrdWohaUVJZ0q6M//b9IYXskYVuAxRJA0DfgDsDGwI7C1pw4X7VkOGk4GdurUdDlxqez3g0vy+JDMH+Jzt1wBbAwflPz+1Tl3MArazvRmwObCTpK2pNeqJTwOTW99rjXrmrbY3b8l7a53m5XvAhbZfDWxG/DO1wGtUgcvQZUvgHtv32Z4NnA7ssZDfaUjQU0VuYm1Oyc+nAHv+K99pqGH7Uds35OdniP9ArEGtUycOpuXXpfPH1BrNg6RxwK7AT1rNtUYDo9YpkbQC8BbgpwC2Z9t+khewRhW4DF3WAB5qfZ+SbUXPvMz2oxB/tIHVF/L7DBkkjQe2AK6l1mke8gjkJmAqcIntWqP5OQ74AjC31VZrND8GLpY0SdL+2Vbr1MU6wN+Bk/LY8SeSluUFrFEFLkMX9dBWErBigZC0HHAWcIjtpxf2+ww1bD9ve3NgHLClpI0X8isNKSTtBky1PWlhv8siwJtsv5Y43j9I0lsW9gsNMYYDrwVOsL0FMJ0XeHRWgcvQZQqwZuv7OOCRhfQuiwKPSRoLkL+nLuT3WehIWpoIWk6zfXY21zr1QG5ZX07kTtUadfEmYPessXY6sJ2kn1NrNB+2H8nfU4FziOP+WqcupgBTclcT4EwikFngNarAZehyHbCepLUlLQO8HzhvIb/TUOY8YJ/8vA9w7kJ8l4WOJBFnyZNtf7d1qdYpkbSapBXz8yjgbcCd1Bp1YvsI2+Nsjyf+G/QH2x+i1mgeJC0rafnmM7ADcBu1Tp3Y/j/gIUkbZNP2wB28gDUqA7ohjKRdiPPlYcCJto9auG80NOilIvdvgDOAVwIPAu+x3T2Bd4lB0r8BfwJupSs34YtEnkutEyBpUyIZcBjxf+LOsP01SatQazQfkrYFDrW9W63RvEhah9hlgTgS+YXto2qd5kXS5kSS9zLAfcBHyX/3WIA1qsClKIqiKIpFhjoqKoqiKIpikaECl6IoiqIoFhkqcCmKoiiKYpGhApeiKIqiKBYZKnApiqIoimKRoQKXoiiKoigWGSpwKYqiKIpikaECl6IoiqIoFhn+P0vDPegqAp77AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "df.groupby('Number').Duration.count().plot(kind='barh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "54ba8369",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Number'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "df.groupby('Number').Duration.sum().plot(kind='barh')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14915bd7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "44cb370b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "62faa841",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Number</th>\n",
       "      <th>Duration</th>\n",
       "      <th>time</th>\n",
       "      <th>per_talk</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-03</th>\n",
       "      <td>918360157597</td>\n",
       "      <td>0.816667</td>\n",
       "      <td>17:59:01</td>\n",
       "      <td>0.000515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-03</th>\n",
       "      <td>916284575237</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>18:24:52</td>\n",
       "      <td>0.000263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-04</th>\n",
       "      <td>919915845890</td>\n",
       "      <td>1.716667</td>\n",
       "      <td>15:24:47</td>\n",
       "      <td>0.001084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-04</th>\n",
       "      <td>919915845890</td>\n",
       "      <td>1.416667</td>\n",
       "      <td>14:08:46</td>\n",
       "      <td>0.000894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-04</th>\n",
       "      <td>919915845890</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10:40:43</td>\n",
       "      <td>0.000316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-30</th>\n",
       "      <td>918360157597</td>\n",
       "      <td>1.616667</td>\n",
       "      <td>19:37:22</td>\n",
       "      <td>0.001020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-30</th>\n",
       "      <td>919876562900</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>22:22:27</td>\n",
       "      <td>0.000400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-30</th>\n",
       "      <td>918360157597</td>\n",
       "      <td>29.650000</td>\n",
       "      <td>22:23:57</td>\n",
       "      <td>0.018716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-30</th>\n",
       "      <td>919876562900</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>22:54:07</td>\n",
       "      <td>0.000484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-30</th>\n",
       "      <td>919876562900</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>23:05:24</td>\n",
       "      <td>0.000158</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>411 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Number   Duration      time  per_talk\n",
       "date                                                   \n",
       "2021-03-03  918360157597   0.816667  17:59:01  0.000515\n",
       "2021-03-03  916284575237   0.416667  18:24:52  0.000263\n",
       "2021-03-04  919915845890   1.716667  15:24:47  0.001084\n",
       "2021-03-04  919915845890   1.416667  14:08:46  0.000894\n",
       "2021-03-04  919915845890   0.500000  10:40:43  0.000316\n",
       "...                  ...        ...       ...       ...\n",
       "2021-05-30  918360157597   1.616667  19:37:22  0.001020\n",
       "2021-05-30  919876562900   0.633333  22:22:27  0.000400\n",
       "2021-05-30  918360157597  29.650000  22:23:57  0.018716\n",
       "2021-05-30  919876562900   0.766667  22:54:07  0.000484\n",
       "2021-05-30  919876562900   0.250000  23:05:24  0.000158\n",
       "\n",
       "[411 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2bccbc5f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6eacc995",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.time= df1.time.str.slice(stop=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dcad7e4d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0f651f7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Duration')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=df1.groupby('time').Duration.sum().sort_values(ascending= False)\n",
    "plt.figure()\n",
    "a.plot(kind='bar')\n",
    "plt.ylabel('Duration')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "66826d35",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of calls')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=df1.groupby('time').Duration.count().sort_values(ascending= False)\n",
    "plt.figure(figsize=(7,7))\n",
    "a.plot(kind='bar')\n",
    "plt.ylabel('Number of calls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "412827f7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da638475",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fe467eff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='date'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "a=df1.groupby('date').Duration.sum()\n",
    "a.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ea1135c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.reset_index(level=0, inplace= True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "665c8919",
   "metadata": {},
   "outputs": [],
   "source": [
    "numbers= df1.Number.unique()\n",
    "duration= df1.groupby('Number').Duration.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8b7e280",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "627054f5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a83d07fb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "21b49c30",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
