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 "cells": [
  {
   "source": [
    "# Artist Investigations"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "538 scrobbles\n1 days spent listening since Nov. 2017\n1.52 minutes/day\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      acousticness  danceability    duration_ms    energy  instrumentalness  \\\n",
       "mean      0.175862      0.548939  201665.648752  0.672660          0.139468   \n",
       "std       0.185824      0.118423   68133.871857  0.136468          0.280774   \n",
       "min       0.001230      0.174000   33568.000000  0.330000          0.000000   \n",
       "25%       0.035800      0.475000  147430.000000  0.551000          0.000114   \n",
       "50%       0.093700      0.548000  203882.000000  0.683000          0.001660   \n",
       "75%       0.278000      0.599000  250200.000000  0.761000          0.089300   \n",
       "max       0.884000      0.825000  626166.000000  0.910000          0.914000   \n",
       "\n",
       "            key  liveness   loudness      mode  speechiness       tempo  \\\n",
       "mean   5.715931  0.261474  -5.605276  0.573896     0.151126  110.033599   \n",
       "std    3.886356  0.215839   2.190490  0.494984     0.141012   27.453952   \n",
       "min    0.000000  0.059200 -14.841000  0.000000     0.028200   51.466000   \n",
       "25%    2.000000  0.095200  -6.829000  0.000000     0.049600   86.711000   \n",
       "50%    6.000000  0.171000  -5.219000  1.000000     0.087700  109.862000   \n",
       "75%    9.000000  0.356000  -4.477000  1.000000     0.255000  133.687000   \n",
       "max   11.000000  0.783000  -0.507000  1.000000     0.518000  168.266000   \n",
       "\n",
       "      time_signature   valence  \n",
       "mean        3.990403  0.301708  \n",
       "std         0.394559  0.169343  \n",
       "min         1.000000  0.055700  \n",
       "25%         4.000000  0.188000  \n",
       "50%         4.000000  0.263000  \n",
       "75%         4.000000  0.431000  \n",
       "max         5.000000  0.718000  "
      ],
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     },
     "metadata": {},
     "execution_count": 51
    }
   ],
   "source": [
    "artist_name = \"Flume\".lower()\n",
    "artist_frame = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name] # FILTER SCROBBLES\n",
    "artist_frame = artist_frame.sort_index(ascending=False) # SORT\n",
    "# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
    "\n",
    "total_time = artist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
    "total_days = total_time / (60 * 24) # days\n",
    "print(f'{artist_frame.count()[0]:,d} scrobbles')\n",
    "print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
    "print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
    "\n",
    "artist_frame.describe()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
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flJvKvEVExmE1AByH1ZX5DgBjAD5krPdRe537ROSbsJz//x6WePtt2XtNCCF1gHYZhJBqU24q8+cAZsAas3QzgNcAuAPA5Uqpp/RKSqmNAK6HVej/JVji7VsAbix/lwkhpD5wJBMhpNqUa5fxVVhzMr2s+yCAZ5WzHUIICRIcYk4IqTZ+F/8TQkjTwlQmIaTaUJgRQohHYtmzMhPsyiSE+AuFGSGEeCQnYhZnxIwQ4i8UZoQQ4pEcYZakMCOE+AuFGSGEeCTXYJbCjBDiLxRmhBDikXhOjRmFGSHEXyjMCCHEI7ldmSz+J4T4C4UZIYR4hHYZhJBqQ2FGCCEeiSVzZ2Uqpeq0N4SQZoTCjBBCPJIdMZtIKSQmKMwIIf5BYUYIIR7JLv4HaJlBCPEXCjNCCPGIHmIeCYuzjCazhBA/oTAjhBCP6FTmlI6Is4yWGYQQP6EwI4QQDyilnFRmryHMaJlBCPETCjNCCPFAMqWgGzAZMSOEVAsKM0II8YDZkZkhzFhjRgjxEQozQgjxQD5hxq5MQoifUJgRQogHTKuMDGHGiBkhxEcozAghxAN5U5msMSOE+AiFGSGEeMAcx9TbTmFGCKkOFGaEEOKBWL4aM9plEEJ8hMKMEEI8YKYyM33MGDEjhPgHhRkhhHjAFGbdbS0I2VOZaJdBCPETCjNCCPGA2ZXZ2hJCRyQMgBEzQoi/UJgRQogHzIhZa0sI7bYwY/E/IcRPKMwIIcQDGcIsTGFGCKkOFGaEEOKBnFRmqyXMYuzKJIT4CIUZISQQPHNsGE8fHa73buTFtMtoM2rMGDEjhPgJhRkhpO4cHYzihV95AC/+6gM4PDBe791xJZ4lzNoj1umTXZmEED+hMCOE1J3dJ0YwkVKYSCk8cyyYUbNYnuJ/DjEnhPgJhRkhpO6Y0aixgEagsrsynVRmQPeXENKYUJgRQupOrNGEmdGVSR8zQoifUJgRQuqO2fE4Hk/WcU/yE5+wBFhIgJYwi/8JIdWBwowQUncSDRQxa22xTpvaLoNDzAkhfkJhRgipO2bELPDCLGydNtt0VyYjZoQQH6EwI4TUnczi/6CmMnXEzIqU6VRmPJnCRErVbb8IIc0FhRkhpO40QlemblBo06lMW5hZjwVznwkhjQeFGSGk7mQW/wdT5MSzhFm7IcyCus+EkMaDwowQUncaIWKWU/xvCjPWmRFCfILCjBBSdzKK/wMqctI1ZnbErDUtzNiZSQjxCwozQkjdMSNmQfUxiyUyuzLbW9KnT5rMEkL8gsKMEFJ3EkbEbDQWTJGTHTHraGUqkxDiPxRmhJC6kxExC6jIKVRjxogZIcQvKMwIIXWnIXzMsgxm2ZVJCKkGFGaEkLoTawTn/+zif3ZlEkKqAIUZIaTuJJKZPmZKBc9JP9+sTICpTEKIf1CYEULqjmmXkUypjN+DQiHnf9plEEL8gsKMEFJ3zBozIJg1W3F77FKbPSuzPZI+fTKVSQjxC9+EmYh8VESUiGx1eexqEXlQRMZE5KiIfFVEuv3aNiGksckWZkGsM8upMWth8T8hxH98EWYisgDARwCMujx2KYA/AugE8AEA/wvgHQBu9WPbhJDGJzt1GTRhppTK6coMhcRJa0Y5xJwQ4hMtPr3OFwA8CiAMYEbWY58FcAbAtUqpIQAQkX0A/kdE/kwp9Xuf9oEQ0qAEPZWZTCmk7H6EVsPxvz0SRiyZQjRg+0sIaVwqjpiJyHMB3Ajg/S6P9QJ4PoAfalFm830AIwBeXen2CSGNT3bEbDRgXmamcDSFmW4AYI0ZIcQvKhJmIhIG8J8A/lcptcVlleWwonKPmwuVUnEAmwBcVsn2CSHNQdAjZhnCLGwIM9syg12ZhBC/qDSV+S4ACwFcn+fxufb3fpfH+gE8p9CLi8gsADOzFi8GgPHxcQwNDeU+yQdGR0czvhPSLAT12I5lRZxODQ5jaKi9TnuTy6nhmPNzKhl3zj26MXN4PFa18xHxTlCPbzK5GR8fL2n9soWZiEwH8CkAn1ZKncizWof9PebyWNR4PB/vAfAJtwe2bNmCwcFBL7taNuvXr6/q6xNSL4J2bI9FwwDE+X3j5m2IHA2OyeypKKBPl7ufeRrrBncAAOJj1n4fOXYC69atq9v+kUyCdnyTyc2BAwdKWr+SiNlnAJyGlcrMh5aJbS6PtRuP5+Nm5HZvLgZw1/Lly7Fy5Uov+1kyo6OjWL9+PVavXo2urq6qbIOQehDUY1tteBhAOmp2zuIlWHv5vPrtUBZ7T44BT2wAAFxy8UVYu2wWAOBHRzZj38ggOnv6sHbtinruIkFwj28yudm4cWNJ65clzETkfFiWF+8HME/EudNtBxARkXMADCGdwpyLXOYCOFJoO0qp4wCOZ20bANDR0YHe3t5ydt8zXV1dVd8GIfUgaMd2Iqv4PxWOBGr/IiPpn/u60+9dT4d1z5lQCNT+TnaCdnyTyU1HR7HkYCblFv/Pt5/7VQB7ja8rASyxf/5nAFsBJAFcbj5ZRFoBXAqrAYAQMolJpRQSE5lpy7FYwLoyJ9y7MvUg86A1KxBCGpdyU5lbAfy5y/LPAOgB8D4Au5VSgyJyD4A3iMinlVLD9npvBNANmswSMulJpHI7GoNmMGt2ZbYZjv9amLErkxDiF2UJM6XUSQA/z14uIu+3Hzcf+yiAhwHcJyLfBLAAwN8D+L1S6rflbJ8Q0jxkW2UAwFjAfMHy+pi12s7/AdtfQkjjUvUh5kqpjbDsNMYBfAlWbdq3YJnSEkImOW7CLGipwZgxcikjldlCg1lCiL/4NZIJAKCUujbP8gcBPMvPbRFCmoNs138AGAuy87+Lwex4YgJKKRiNUIQQUhZVj5gRQkghEslcv7LA1ZgVKf5Xyl1gEkJIqVCYEULqSnwiV4QFTZjFMor/c4UZAETjFGaEkMqhMCOE1JWYW/F/wIRZsSHmAOvMCCH+QGFGCKkrpujpbbfKXscbpsYs/TM7MwkhfkBhRgipK6bo6etsBRDAiFm+GrMWRswIIf5CYUYIqSum639fZwRAAIVZnlRmeyuFGSHEXyjMCCF1xSz+n9KhhVkSSuV2a9YLLcxCArSE0pYYHRnF/xRmhJDKoTAjhNQVMxqlhVlKuTcF1AudymxtCWV4lWUIsySFGSGkcijMCCF1JZZRYxZxfg6S+78Wj2bhP5BplzFOuwxCiA9QmBFC6opZYzbVLv4HgjUvU49kajWK/QHaZRBC/IfCjBBSV9xSmUCwLDN0VM80lwWAdtplEEJ8hsKMEFJX4snc4n8AGI0FR+g4qcxsYWbWmFGYEUJ8gMKMEFJXTI+wPjOV2QA1ZhmpzADtLyGkcaEwI4TUFTcfMwAYTwQnlWl2ZZpEwiHHPoNdmYQQP6AwI4TUlVieGrNARsxack+ZOp3JrkxCiB9QmBFC6oqZJuw0nPQDKczCBYQZa8wIIT5AYUYIqStmNKqztcVZPhYLfioTSA8yZ/E/IcQPKMwIIXUlYYueSFgyI2YBEjrxPHYZQHqQOYUZIcQPKMwIIXXFjJi1tYSgJx4FqcuxUI1ZRytTmYQQ/6AwI4TUlew5lF12OjNINWYxT8X/wdlfQkjjQmFGCKkr2YX1OgIVRGHmmsq0hVk0QEPXCSGNC4UZaXq2Hh7EY3tO1Xs3SB606InYwqzTEWYBKv7XszJdujI7Inbxf4CEJCGkcaEwI03NyZEYbrj5Ybzmm49ix9Gheu8OcUEX/+tolHbTD1LErGBXJu0yCCE+QmFGmpoDp8eci+ru46N13hviRnZhvY6YBalmy0vxP7syCSF+QGFGmppYIl33E+PInECSHY3qdIr/g5HKTE6kkLKnRrWGwzmPt7UwYkYI8Q8KM9LUmGIsxuLsQBLPW2MWDKFjDllnxIwQUm0ozEhTY4qxGC+cgUTXmLVmCbOgRKDiySLCzK4xS0woJCco/gkhlUFhRpoaM4pBO4Ngkl2/1WGnMkdjwRNm7nYZ6WU8xgghlUJhRpqazIgZL5pBJNu8NV38H4was5jHiBkQrIYFQkhjQmFGmpoMYcbi/0ASz5PKHEtMQClVt/3SmDVmhQxmAdaZEUIqh8KMNDVmXVmUEbNAksjTlalUMBo2zEirm8EshRkhxE8ozEhTw4hZ8MkeyaQjZkAwOjOLdmWaqUwKM0JIhVCYkabGjJgFIfpCcskt/k8LndFY/evMinZltrLGjBDiHxRmpKkxu+SYZgoeqZRC0nZvzS7+B4IRgcoQZq6pTHZlEkL8g8KMNDX1iJh98fdP41n//n/YdHCgJttrZMw0YbbBLBCUVGZ6H9wiZu3syiSE+AiFGWlqMmvMaiPMvvPQPhweGMddmw7XZHuNjFvHY0ekxVkWhLFMXg1mAUZlCSGVQ2FGmpoMg9kaXDSVUhi1xQSjJ8VxEz1dbcGKQMWKGMyaNWYUZoSQSqEwI01NrSNmsWQK2norCPVRQcetfstMZY4GQJhl7mPuEPP2lmDVxBFCGhsKM9LU1HpWphnhCUK0J+iYokfXmOmRTEAw3P8z0q2RIl2ZFGaEkAqhMCNNTbTGxf/mhZkX6eIkXDzCOiMBK/4v0pVppjdpYkwIqRQKM9LU1DpiNsaIWUm4zaHsCFhXZrFZmSLiWGawxowQUikUZqSpMd3+axExizJiVhJurvptLSGEQwIgGOK2WFcmkO7MDML+EkIaGwoz0tSYcw6ZygwebmlCEXHSmaNBqDGz91EEaLEFYzaOMOP/nBBSIRRmpKmJJmtrl2Gm3qKMnhTFrcYMSKczgxCB0lG91nAIIu7CTJvMMpVJCKkUCjPS1JgRs2RKITlR3ahZRlcmL9JFyVdYry0zglBjlj3L0w0KM0KIX1CYkaYmO30Zr7YwSySNn3mRLka++i1tmREEYaaPITdzWY0T4eP/nBBSIRRmpKnJjmBU285gPG4OTU8hZQ/oJu64Ff8D6YiZKXTrhRMxc7HK0KS7MmmXQQipDAoz0rQopXIiZmaXZjXIjpjUaj5no9IQqcyJ4qlMdmUSQvyiLGEmIstE5FYR2SMiYyJyUkTuF5GXuay7VER+KyIjInJaRH4gIjMr33VCCuOWtoxVPWKWGeFhaqswxSJmY7H6v39xW8y3teSOY9KwxowQ4hctxVdxZSGAHgDfA3AEQCeAVwH4hYi8Uyn1TQAQkQUA7gcwCOAjALoB/AOA5SKyWikVr3D/CcmLW1opWuOIGYVZYfJHzOwasyClMj1EzCjMCCGVUpYwU0r9GsCvzWUi8l8ANgD4AIBv2os/AqALwCql1AF7vfUA/gDgLcZ6hPiOW9qy2hGz7NQbU1uFyV/8H5zUoJdUZjt9zAghPuFbjZlSagLAQQB9xuJXAbhbizJ7vXsA7ATwar+2TYgbbiKs2jVfuc0GvFAXwvQxi5gRs0hwasz0cVSo+J9dmYQQvyg3lQkAEJEuAB0ApgB4OYAXAbjFfmw+gFkAHnd56noAL65k24QUwy1iVm2hlB3h4YW6MGbELBJOm7d2tlmnpvHEBFIphVAex/1aUErELJpIQSmV14iWEEKKUZEwA/BFAO+0f04BuAPA39i/z7W/97s8rx/ANBFpU0rF8r24iMwCkN0osBgAxsfHMTQ0VO5+F2R0dDTjO2lMTg2M5Cw7MzSCoaG2qm1zaCzzcD41MIyhoUo/Zv4RtGN7eCwKAGgNC4aHh53loVQCAKAUcPz0gNMMUA/GY9a+hJDKe86RiYTz84nTA45QI7UlaMc3IYClV0qh0ivGlwHcBmAerNRkGECr/ViH/d1NeEWNdfIKMwDvAfAJtwe2bNmCwcHBEne3NNavX1/V1yfVZe8wkH2IP/HkFuBw9bzFjhwLwawQ+NMTTyK2P3heZkE5tvfss96vEFJYt26ds/zQUYF1OgHuufd+9ETqs38AMDgcBiAYOHUiYx9NDvYb+7vufnTVcX9JcI5vQgDgwIEDxVcyqEiYKaV2ANhh//p9Efk9gF+KyJUAtER0C0+029+LycibAdyatWwxgLuWL1+OlStXlrHXxRkdHcX69euxevVqdHV1VWUbpPp07RsAtm7JWHbehUuxdvnsqm3zuwefBAbTUZXzLrwIa5fNqtr2SiVox/ZDsV3A0X50tEawdu1zneVDm4/htr07AQArV1+FBX3t+V6i6vy/7euBaAzz587B2rUXuK5zetNR3LHvGQDA5Wuuxpze6kVlSX6CdnwTAgAbN24saX2/cyy3AfgGgCVIpzDnuqw3F8DpQmlMAFBKHQdw3Fymazc6OjrQ29tb6f4WpKurq+rbINUj3BrNWSYtrVX9n8azegskXN3tlUtgju2QFWVqi7Rk7M+03nQqKtzagd7enprvmkb3kHR3tOV9z6b2pNOwLW0d6O3trsWukTwE5vgmBJZeKQW/nf/11qcopQ4DOAHgcpf1VgPY5PO2CcmgHnYZ9DErjXweYWZN2Vi8vl5mpQwxB/g/J4RURrnO/zm5GRGJAHgTrPTkdnvx7QBeKiJnGetdByuilp2iJMRX3Kwxqm2Xwa7M0sjX8ZgpzOr7HnqZldlh7C8tUgghlVBuKvMbItILy9X/MIA5AF4P4EIAf6+U0u1wnwVwE4B1IvIVWM7/HwSwBcB3KtlxQorhdoGsul1Gto9ZAHy4gkw+0aOd/4EACDNbPLZFCkTMDGHJQeaEkEooV5jdAuBtAN4NYDqAYViu//+klPqFXkkpdVBErgHwHwD+HUAcwK9gibeC9WWEVAojZsEnPmF1rEayImYdAUllJidSmEhZ+9gazm+BYe5vEKYVEEIal3JHMv0UwE89rrsNwAvK2Q4hlWDWk4UESCn3ujO/mEipHOFHYVYYZ0B4TsQsGEIn35D1bDpYY0YI8Qm/i/8JCQxm2rK3I2Ivq17EzC1NOp7dpkky8Fb8X0dhlmeWZzZm8T9rzAghlUBhRpoWHb0KCdBl1yxVM2LmJiB4kS5M/uL/dDC/nhEoCjNCSK2hMCNNixZh7ZEw2u3C7WrWmLlGzHiRLkgiadeYhTNnS7a2hNBiz8ccjdWvxsw8XrLTrSYZNWb8nxNCKoDCjDQtOm3Z1hJCW4t14YxV8aLpdkFmIXhh0hGz3MJ6LXbqmsr0WGNmdmUyfU0IqQQKM9K06IhZW0vYsTqoZsTMTUAwelKYQh5hus6srsX/HlOZLeGQE/WLVjFdTghpfijMSNOiRVhbJIQ2+6JaTed/U0D0tls1Uqw3KkysgKu+rjMbC0qNWYFUJpCuM2OUlBBSCRRmpGnRoqi9JexcNKsZzRhPpGuhpne32ct4kS5EQqcys2rMgLQFxXgdfcy8pjKB9P5SjBNCKoHCjDQttY+YpV97aqdlz1Fv1/qgU2gOZVebJXRGY8GImLUVEWbtFGaEEB+gMCNNS8yt+L+qEbP0a0/rsiJmHMlUmHx2GQDQEbRUpseIGaOkhJBKoDAjTUut7TLMlNu0Litixot0fiZSquC4o84ApDJNIV9MmLXrZgXOyiSEVACFGWla3OwyqplmMkXY1K5WAEAypZw6KpJJokj9VmcA7DJipaQy7ceZyiSEVAKFGWlaMuwyWmoRMUu/9rTO1vRyXqhdMf8X2QazQNrHLDB2GQWGmAPp/aUwI4RUAoUZaVrM4n9dmF1VHzO7K7O1JYSutvRIIdaZuVOssF5HzEYbrCuTdhmEkEqgMCNNSzqVmY6YTVQxtagFWEck7FykAUbM8lFM9Ggfs2gihZRdi1ZrSin+r4UlCyGk+aEwI01LOpUZcpz/reXVEWa6FqqzNczZiR4oJno6A/AeliPMOJKJEFIJFGakadECzOrKTF/kqzUvU4uHjkiWMGNqyxUzchkpMJIJqF8DQCnO/zSYJYT4AYUZaUpSKeVcVK2uzPShHq1SxExfkDtamcr0QjHRo33MgPqJ2/hE4QYFk45W62/g/5sQUgkUZqQpMS+olvN/9SNmY3lqzBhBcSdWQipzLFGfBgBzMoFIYWHWbh9j1axjJIQ0PxRmpCkxRy+1G8X/QPVqzMbNiFlGKpMXaTdKqTGr11immBF1LQbrCgkhfkBhRpoSszPOtMsAqhfBGmdXZklkGMy61pgFJ5XpRZhlHGOsKySElAmFGWlKzIhZWx0iZu0UZkUpJWI2VicvM30cFSv8B7KEGccyEULKhMKMNCXmjMNa2WWM57HLYPTEnWI+ZkFIDRYasp4No6SEED+gMCNNiSm+2iPhmhT/a2HWHgk7cxMBXqTzUawrMxh2GdZ2PQmzVv7PCSGVQ2FGmhKzjqytJYT2SPXtMkwfs5ZwyBEbvEi7U9T5P5KuMRuN1b8rsxjtLezEJYRUDoUZaUpiWXMYqx0xiydTSNpjg3SkR4tBGsy6U9zHrP4mvU4q00uNWQBSr4SQxofCjDQlZo1ZeyRc9Roz80Ksi8C1sGD0xJ1ixf+tLSHH1HWsziOZSq0xY10hIaRcKMxIU2J2xWUbzFZDKJmvqW0e9IWa0RN3iqUyAeM9rPNIplbj+MkHO3EJIX5AYUaaksyuzOrbZZjF6boIvL3OoiLoJDzModQit252GUnvqcwO2mUQQnyAwow0JRnO/5FQ1YWZKb46slKZjJ64oyNmIkA45D7uSNfrjdbbYDZCuwxCSG2gMCNNSWZXZhgi4oizahT/mxfijqxUJmvM3Ikb0ah8cyg724KRymzzVPxvdP7yf04IKRMKM9KUZHdlmt9rFjFjjVlBYh4K67VlRt1TmR6K/y2Baf1MYUYIKRcKM9KUuAozWyiZ9Wd+kRExs7ej7RNYY+aOlzmUHXV+D0vpyhSRujcrEEIaHwoz0pToiEVLSNAS1sX4IfuxahT/pyM6WkykU5ksBHdDF/9HCqQJdY1Z/Zz/vRf/A4ySEkIqh8KMNCU6YmZGY7RlRjUiZtGMGjOmMr3gZQ5lR72FWQmzMoF0Jy7FOCGkXCjMSFOixZfpLZUu/q9ujVlndlcm01queIlGpSNmta8xm0gpTNjTHLwLMx2V5f+cEFIeFGakKdERCzNi5kQzqhAxG3OJmLUbETOllO/bbHS81G91OT5mtRc6xSYTuNHdHgEAnB6NV2WfCCHND4UZaUqcVGaNImZ6BI9Iejumr1U1OkEbnVJSmbFkyole1YpiszzdOH9WNwDgqaNDFOOEkLKgMCNNifYqy6wxq55dho7odETCjidXh2FKynRmLvESiv+B2tfqxSZMLzxvp8pl83oBAANjCfQPRquyX4SQ5obCjDQlbhGz9hrYZZhRsg5DVNRrCHeQ8WaX0eL8XOs6s3JSmRfN7XV+3nZkyPd9IoQ0PxRmpCmJFoiYVaNjzhFmrblCEGDEzA1Pxf/GezgWq+17GM/wwis+xBwAls5LC7PtFGaEkDKgMCNNSa3tMsbjLhGzjKHWFGbZJDzUmHW1GcKsxuJWR/QA7xGz3vYIzp7WCQDYdmSwKvtFCGluKMxIU6KFWXtGKrOKI5lcImYddayPagS81JiZqczxRG1TmWaTiNfifyBdZ7a9nxEzQkjpUJiRpsS1+L+KQ8XHikTMmMrMxYtdhln83wgRMyBdZ3bozDgGxxK+7xchpLmhMCNNSTqV6WKXkUz5bmUQLVZjxohZDp7sMiJ1FGZlFP8DwLL5Rp0Zo2aEkBKhMCNNSdr5P7f4XykgMeGvMNMRsc48qUzWmOVSivM/0BhdmQBw0dwpzs+sMyOElAqFGWlK0s7/7hEsv93/dTSnnalMz3iJmHVm2GXU2MesDINZAJjd24ZpXa0AGDEjhJQOhRlpSnTErM0lYgb47/4fdfMxYyqzIJ4iZm31E7dmjZlXg1kAEJF0AwAtMwghJUJhRpqOiZRyUpXtGTVm5ogkfy/yWnjlS2VSmGWSnEhBT1gqGDFrwBozIN0AsOv4CNPYhJCSoDAjTYcpujIiZsbPfprMKqVcnf/bWkKwpzM5szSJhVnjV0j0tIRDTkStoYSZHTFLphSeOTbi634RQpqbsoSZiFwhIv8lIttEZFREDojIz0Rkicu6S0XktyIyIiKnReQHIjKz8l0nxB0zTelmMAv4GzGzujytn03fLRFxhBojZpmUMiBcRx7Ha178b87K9Ob8r1lmTgDoZwMAIcQ7LcVXceWfADwLwK0ANgOYA+BvAGwUkTVKqa0AICILANwPYBDARwB0A/gHAMtFZLVSKl7h/hOSg1m0bRbjmxEzP01mzUiOObjc+j2MsfgEhVkW5oDwSJFoVGdrGIPjCYw2iI8ZAJw7oxvtkRCiiRRnZhJCSqJcYfYfAF5nCisRuQXAFgAfAvAGe/FHAHQBWKWUOmCvtx7AHwC8BcA3y9w+IXnJSGUaF1Sz3szP4n9TdJl1ZUBaGI7H/Z820MhkzKEsEjHrdCJmNe7KLNP5HwDCIcGFc3qx6eAAGwAIISVRVipTKfVwdrRLKfUMgG0AlhqLXwXgbi3K7PXuAbATwKvL2TYhxYhmpDLdI2Z+2mWYgsFMZVq/V2/aQCNTSv2WtsyouY+ZETGLhKXk5+t05lP9Q0il/PXNI4Q0L+VGzHIQEQEwG5Y4g4jMBzALwOMuq68H8GIPrzkLQHY92mIAGB8fx9BQde5ER0dHM76TxuL04LDzcyoRdY6TZGzcWT4wNIKhoXZftnfyTHp7KhHLOC5bbc0xPB6r2vFaCkE5ts8MprefjEcLvjetIUvUDI/Ha/oeDo9Fre2HBcPDw0XWzmXRVMvLbDQ+gW0HjmPhtA5f94/kEpTjmxCT8fHx4isZ+CbMALwewHwA/2z/Ptf+3u+ybj+AaSLSppSKFXjN9wD4hNsDW7ZsweBgdYtq169fX9XXJ9Vh9xCgD+2ntm5B6pB1YT82nl7+xOatCB3xJ4phbu/pbVuAw+nXjY2GAQj6j5/EunXrfNmeH9T72D44Auj3bMf2bYgczf+/GBsOAQjh2KmBmr6He/ZZ2w0hVdZ2R4cB/Tfe/sfHcNkMRs1qRb2Pb0JMDhw4UHwlA1+EmYhcCOBrAB4B8D17sb49dBNeUWOdQsLsZlgNBiaLAdy1fPlyrFy5srwdLsLo6CjWr1+P1atXo6urqyrbINWjfe8ZYNtWAMDqyy/DyrOsETlHBqP47KY/AQAWL7kQa1fM8WV7kd2ngW3bAABXXbESKxakO/JuObYVu4fPoL17CtauvdSX7VVCUI7tTYeGgC1PAgBWXbYCz1o0Ne+6d595Ck8NnERLeyfWrr28VruIB6PPAEePoqOtFWvXrin5+eOJCXx528NIKSA88xysvfYc/3eSZBCU45sQk40bN5a0fsXCTETmAPgVrM7LG5VSuphGx+7aXJ7WnrWOK0qp4wCOZ20PANDR0YHe3l63p/lGV1dX1bdB/CccSR9W06f0Ov/DmKQPxVBLq2//21AknTaZ3teb8bo9HVY6K5FCoI6leh/bLW3pEtW+nu6C+9LbaZ0uYklV031WIev02B4Jl7XdXgCLZ3bjmeMj2HUyGqj/f7NT7+ObEJOOjtLKGCoymBWRKQB+A6APwAuVUkeMh3UKc2728+xlp4ukMQkpC9MKwyz4b6+SXYbZldmZ1ZVJHzN3vBrMAkCXPZZprMbvoTMyqkSrDBNtNMuZmYQQr5R9xhGRdgC/BLAEwEuVUtvNx5VShwGcAOCWe1gNYFO52yakEGYHZD6DWT+7JDN8zLKFWZ2sHoJOOQaz9XL+L9Uqw0R3Zp4YjuH4cLTI2oQQUr7zfxjALQCuAnCTUuqRPKveDuClInKW8dzrYIm57NoxQnwhI2JmiLFIWJwRSb5GzAzBYBramr8HMWK2+dAA1n7hXnzlnmdqvu2S7DIiLc5zkhP+/d+Koe0yKoqYzZ3i/Ew/M0KIF8o943wRwMthpTGnicgbzC9jvc8CGAOwTkT+VkQ+DEuQbQHwnUp2nJB8mAazZvpSRJwIWrWEWb5UZhB9zG7fcAh7T47im/fvrvm244bzf3EfM2OQeQ3fRy0e23xIZQJMZxJCvFFu8f+l9veX2V/Z/BAAlFIHReQaWJMC/h1AHFajwN+zvoxUi3wGs4AVwYomUr4KJR0NawkJIllpLy3MEhMKiYlUzuP15MxYAoDlsxVPpiqKDJVKIum9xsxMD4/HJ9DbHqnafpn4UWM2rasVc6e0o38wytFMhBBPlCXMlFLXlrDuNgAvKGc7hJRDvpFM5u/VGMmUXV+WvSyamAiUMBscT2T8PLPHrYG6OsQmvNeY6eJ/oLZ1Zvo4ai1xgHk2y+b1on8wiqcozAghHgjOVYIQn4gZRduhUOYoHR1Bi1VhJFNHJPcCbtacBa3OLFuY1ZKSiv8j6fvHWo5livlQ/A8AF8210pl7T41iNFbbsVKEkMaDwow0HTpN6VYbpGvOorWKmBnCLBqwQeZDQRFmJdSY1bK7VRf/V1JjBgAXzbMaAJQCdhxl1IwQUhgKM9J06EiH6WGmqXXELKM+KmARs4EMYRYvsKb/JCbKE2a1TGX6UWMGpC0zALDOjORwdDCKD9yyCXdvPlJ8ZTIpoDAjTYeuH8su/LeWVaEr02PELEjCTCkViFRmOCQIZ6Wbs+lsTacya5kK9MPHDAAWTO1AT7v1N9Ayg2Tz4/UHcMcTh/GRO7ZAKc5TJRRmpAnR0TC3iJmu+aqGXUa2VYa5PXO9IDAWn8BEKn0RGByrsTCzI2aRcGFRBgBTOtNdmLUUkH74mAGWTYuuM2PEjGRzwjYeHoomA3XzRuoHhRlpOqIeImbVcP4vnsoMTuH3UDRzXwbHa7tvpUSj+jrSwmyglsLMp1QmkPYze/rYcEYal5Ah47N3psY3SCSYUJiRpkNHzNrdaswi/qcytcjLdv0HslKZASr+zxVmtb0gOB2PHqwoOlvDjoAbqOGFy09htsxuAIgnU9h9YqTi1yPNw1A0fUyfGa1trScJJhRmpOmIFXBsb69G8X8ifyozqDVm9RZmiRI6HkXESWcOjNXmwpVKKSTtVG+lXZlA2jIDYJ0ZycTsjj5To+ObBBsKM9J0xBy7DJdUZhXsMgqlMttb0x8xCrM0OhrlpcYMSKczaxUxi5fQNeqF82Z1O1E/1pkRE/Ozd5oRMwIKM9KE6IiZaypTR8yqMJKpvaiPWXCF2VCdhJlX0dOnI2Y1svUwJ0NU2pUJWH/n+bO7AdDLjGRifhZrmaonwYXCjDQd6VRm9e0yJlLKERmdkdwJZ0F1/q97xKzEjscpHa0AanfhihlD1v1IZQLAWVM7AQDHhjgmmFgopZjKJDlQmJGmo5Dzf5thl+GHZ5Aptjpac7cXCYecdF2QhFl2F2atIlEaXWPmNRo11Y6Y1UpAljKZwCvTuy1xeWqEwoxYjCcmnFpGgMX/xILCjDQdhZ3/QznrVYLpTdbRmhsxA9JRsyD5mNU7YhYrM5VZq4hCNYTZjG5rSPyZsQSStMwgyLTKAGiXQSwozEjToevH2gukMoEqCDOX4n9zuZ/eaZWSLcyiiZSvnarFSBf/exVmVrQpmkjV5H3MKP4PF7f08MIMO2IGsMibWJhWGQBTmcSCwow0HdECETOz5suPBoCMVGY+YWY3BQQplZktzIAau+oXsDRxY0pHbd3/q5PKbHN+PjnCCzDJPZYpzAhAYUaajOREyhk1VKj4H/AnYjYWTwscNx8zIC3YgpzKBGrbmZkosfi/zxjLVIsGgGqmMgHg1CjrzEjuZ+7MKFOZhMKMNBmm2HJ3/jciZj6k7swomJvzv7k8SBGzYVuY9bSl6+LqMofSayqzI50GrIXJbIYw88EuA0gX/wPASTYAEDCVSdyhMCNNhSnM3CJm7Ub0ww+TWbPeqVjELFA1ZrYIO3t6p7OsHqlM7zVmtZ2XGfPZYBbIipgxlUmQW/w/Fp+oaa0nCSYUZqSpMMVPIbsMwJ+I2VhGV6a7MOsMWI2ZUulU5tnT6ivMyktl1jZi5pePWW97i2OdcoIRMwL38gGazBIKM9JUZKYyi9SY+RAx89KVqScCBKXGLJYCJmzrpAxhVssB4SXXmJmpzNrWmPklzEQE07usqBkjZgTITWUC7NglFGakyTCjYK5DzDMiZv6mMvNFzNKpzGB4V40Z2ZOzDGFWixShptSIWVdrGC0hK9pUk1RmFYr/AWBGD01mSRq3KDXrzAiFGWkqTPFTzGDWj5qvsRJ8zIKSyjSF2fSuVnTbDQC1SmUqpUou/heR9LzMBu3KBOBEzGiXQYB0jZl9zwGAnZmEwow0GaY3WU0MZkvxMQtIKnM8mb4KTOmIOB5htRJmyZSCnoZVSsejTmcO1mB8VNyIvPrVlQlwLBPJRKcy50/tcJYxYkYozEhTkdGVWQu7jHh6LmfIvO01MO0y/JjPWSlmxKy3I4JeW5jVyses3GhUn72ftYgoxKvQlQkAM+3OzJOj8UAcC6S+aGG2cFqXs6wWzS0k2FCYkaYisyuz+nYZOmKWr74MyIyk+RGlqxRTmFkRs9qmMhNlih4nldmgzv9AOmIWT6YwHMs1+SWTC53KnNHd6nRvn2Yqc9JDYUaaipobzNoRs848aUwA6DD2IwjpzHFjF6Z01j6VWa7omWKbzA42qMEsQC8zkomOmPV2RDDVTtUzYkYozEhTUcxg1m+7jDE9ML1QxMx4LAgNAGN2jVlIgO7WlpoLM/N/5NVgFqhtxCxmNCeIuKeoyyFzXibrzCYzqZRyygd62yOY2mUd36cpzCY9FGakqShmMBsJhxC2a8GiPkTMonYELF/hP5Bp0REMYWZ97+2IIBSS2kfMJsrzCJtqC7NauKOXaufhleldaT82NgBMbkbjSdhjfTHFiJid8dh1fHIkhtd+8xH8yy+3sV6xyaAwI01FZvG/u1jSYsCXiJlOZXqsMQtEKtMWZlqQ6e/RRKomY6MyasxKiJhNMUxmq22Gq4WZX+aympk9ZsSMkZHJjJ6+AQC9HS0lpzJ/tbkfj+45je88tA97To5WZR9JfaAwI01FMYNZc7mfdhn5BpgDmanMIMzL1BEz3eVoCp5adGZW2pUJVD+dWa2I2bQuDjInFuZnrbc94kSEvTr/Hxkcd37esO+MvztH6gqFGWkqMgxm81xU230cKq5fw3PELBDCzErl9mZFzIDapDPjFdaYAdU3mY1VSZhFwiHn72Dx/+QmQ5h1RDDVFu3D0SSSE8VvGo8NRp2fN+ynMGsmKMxIU6EjZq0t+Yu2/YyYjZVaYxaAVOaYvQvZqUyg9sKstIiZOS+zuqLGiZj52JGp0XVmp0YZMZvMZKQy29M1ZoC3iPCxofTxs+EAhVkzQWFGmgpdN9Ze4IKvuzV9scvw4mMWsK7MfDVmQI2EWYU+ZkANUpklDlkvBd2ZeXKYEbPJTGbErMWJmAHAGQ/pzGPD6YjZruMjtNloIijMSFOho2D5Cv+BtL+ZLzVmTsSsJe86ZjSt3jVmSqn6C7MyPcIyU5k1iphVQZil3f8ZMZvMmJ81qyszfXx76cw0U5kA8MSBAd/2jdQXCjPSVOhZmYW66XTErFKRpJQyImb5txekrszR+ARSsFK8jRYx625rcaxOql1jVtVUpu3+f3KYwmwyo81lAevYNlOZxRoARmJJjGadS1hn1jxQmJGmQkfBCnVJtvkUMUtMKEzYRkSdrQUiZkYqc6zOETOzrkULst729L4HOWImIk5nZrVTmbFqpjK7rIjZUDSZ8V6QyYUex9Td1oKWcCgjlVksInw0K1oGAI/vP+3vDpK6QWFGmgpdN1Y4YuaPj5kZ/SooBM35nHWOmLkJs5ZwCN1ttZuXWe6sTMAaIQU0ro8ZAMzo8R4ZIc2LM47JvjEqJZV5fCgtzM6dYQ1Af/LgYMZnizQuFGakqdB2GQWFmbbLqLD43yzkL9SVKSLO4/Uu/td36UBmCtNx/6+y4AEqGxCejphVu8Ys3d3rNzpiBtDLbDLjjGOyj+mOSNg5b50pFjEzhNmLl88BYJ1bdvQPV2NXSY2hMCNNhY6YeYlgVRwxM0RWIR8zIJ3OrLcwGzQjZp0uwqwWcyjL9DEDYLij16grswo1ZjN7aDJLzIiZ9dkTkfRYpiKRVNMq40UXz3V+3sB0ZlNAYUaaipiHFFTaLqMyYTYWT4ucQkIQSEfUxuP1TTW4pTLNn2td/F9qqlCLyVoV/+tjxU/MiBlNZicvg3b0utf4HOrO42IRs2N2xKy7rQXL5vU63ngb2JnZFFCYkaYi6nRlerDLqDB6FS0hYqa3WW+7jEAIszKL/4G0yWy17TJ0Srw6PmaMmBEzlZluvtEju4rVmGlhNqu3DSKCVQunAgA2sjOzKaAwI01FuiuzFhEzo8asQVKZWpiFBU7BP1BbYaYLlFtCglDIfTpDPnREYTQ+UbWOxmhiwnkfZnS3FVm7dLrbWpxI4SkW/09aslOZQDpV7zViNrunHQAcYXZ4YBz9xgxN0phQmJGmIpYonoLSF8X4RAop2+6iHMyuzELF/+bj9fYx03fpPe0tGSOrnG7HGkbMyolGmSaz1drXQ2fSF7YFUzt8f30RcQQfvcwmJ6mUwkisQCrTY43ZnCmZwgygn1kzQGFGmgrdadlWIGJm1oNVEjXL6MosmsoMRsRs2I6Ymd5lQDpiFkumqp5u1cKs1MJ/INsMtzrRpkNnxpyfz5rWWZVtOCazjJhNSoZjSSj7ntD8LOpU5uB4wvFIzCaVUjg+nE5lAsDF86cgErZutCjMGh8KM9JUOLMyPfqKVTIvs5yIWVBqzLKFmXnXPhTgOZSmO7qXsTXlUO2IGZBOkZ5ijdmkJHNOphkxs47vlMr/OTw9FkdiwhJtc3qtiFl7JIyL508BwDqzZoDCjDQNSilvBrMRU5j5EzFrFLuMfMLMz7FMx4aiTprGjXjSuqiUY0WROS+zOsLsoB0xawkJZtsXPr/RXXSNWPx/fDhKY9wKyZ6TqZnWZZrMur/HxwwPM/P4vNxOZ247MlSXkomRWBJHBljf5gcUZqRpSKYUdPS/kDBrN+rPKolgjXl0/gcCVGPmQZhVMu5ox9EhXPVvf8T1X7wv73urI2bluOrrrkygep2ZOmI2r6/Dmc3pNzN6dMQsDqXKr3OsNbtPjOC5n1uHaz6/ruqdsc2MOSfTLP7v8xARzifMdJ1ZMqWw+dCAX7vqiWhiAi/6yv149v/7PzxxgBG7SqEwI02DKQS8zMoEKouY6e2JFBcZQakxc4SZIcSAtKM+UJn7//07TyClLGfyXcdHXNfRrvpl1ZjVsPj/rGnVSWMC6YhZMqUypjEEnR88sh/RRArD0SQ2Hxqs9+40LOb/3LTLyEjV54lKmuays3vTXcMrz043ADxe43Tmo3tO4eDpcaQU8PDuUzXddjNStjATkW4R+RcR+a2InBYRJSJvybPuUnu9EXvdH4jIzLL3mhAXTJHlxWAWqMz9X0e/OiPhjA5HN3Qqs541ZqmUqnoqc9+pdOF8v8ugZaCyrsyethboIFa1UpmHTlt/w4K+6hT+A5k2HCcaJJ0ZT6Zw16bDzu8HjSYJUhr5ImbTMiJm7sLMHGA+qycdMZvV2+7cTNS6zuzep084P9Ouo3IqiZjNAPDPAJYCeDLfSiKyAMD9AM4D8BEAXwDwEgB/EJHWfM8jpFQyhVlxg1nrORWkMm2RVawjE0inMhMTqm6DhkfiSSfVWy1htv/UqPNzvhO0LlwuR5iFQuKke4p5PZXDWDzpeItVq/AfyBRmjdIA8MenjmWk18wmCVIaeYv/PdSY6Y7M6V2tOZ+hVXbUbMOBMzVNkd+/0xBmA+43ZMQ7lQizfgBzlVILAXywwHofAdAF4HlKqa8qpT4L4NUAVgB4SwXbJyQDMxpVyC6jLaPGrIJUZrz4XE6N2bVZr6iZmaIs1JVZUcTsZDqKciTPCdqJmJU5hzI9yNz/iNlhQ2xUyyoDyHb/b4xarVs3HMr4ncKsfHTkWsSKAmt62lrQYoeE89eYWUJ+lktjiq4zGxhLYM/J0ZzHq8GBU2MZ2zqSJ1JOvFO2MFNKxZRSRz2s+ioAdyulDhjPvQfATlgCjRBfMNOSXgxmgQojZjqV6SViZqxTrzozU3BlC7NwSJwLRLnCLJqYwBEjSpavQytmRwwjZY47csxwq5DKNNNz1YyYmcLs1GjwI2bHh6K49+njGcsOnmYqs1wco+e2lozpFyLpiHC+5gqdypzTmzuVYtXCac7PtfIzu3dn5nHBVGbltBRfpXxEZD6AWQAed3l4PYAXF3n+LADZtWiLAWB8fBxDQ0N+7GYOo6OjGd9JY3B6MH08TCSieY+PRCx94jgzNIKhofIuwMPj1gW1NYTix+JE+iR78vQg2lXtoyT9p9LF2q1I5uxzT3sYw7EkTg6NlfXZ2n1iFGb25OCpEdfXicasi1JITZS1ne6IdSE7NZL/f1wuu46kL2ZTIuXtnxdaUgoCQAE4fGq4atvxix8/ctBJg583sxO7Tozh4OnRwO13o5y7Tw5Zora7LZzzHk5pD+PkCHB8wP1zeNQWPlM7cp87t1OhszWMsfgEHt11HC9cMqWk/RpPTODdP92KaCKF/37txRn2NPm4Z1t/xu8DYwkcPXnG0w3rZGF8vDSxWlVhBmCu/b3f5bF+ANNEpE0ple+W8T0APuH2wJYtWzA4WN2uoPXr11f19Ym/PDMoAKyTwVNbNiN5wL3G4sQ4oA/9TVu2IXK0vFqMoyfCAATR0SGsW7eu4Lq7T6X37b6HH8W86mXJ8rLJ2If9u57Cuv6nMh6XhPX37D18FOvWHSn59becTr8+AOw/Mej6vgwMW9sZOH2y6PvmxvhgCEAIx84Ml/X8Qjy6z3rtsChs/dPD2F4dtwwAQGdLGKNJwZZn9mHdxJ7qbahClAJ+8qT1P5vdoXB+2zB2IYxTown87p51COL1N+jn7n2HreNMEtHcYzhmvdf7+nM/H8kUcHrMOneNnTyCdesy08sAsKAjhJ3xEB56uh/rOnIfL8SGk4KNB61/6OfueAjPn1/43JhIAY/usfa3PawQnbA+ML+4537Mrl7AueE4cOBA8ZUMqi3M9L/GTXhFjXXyCbObAdyatWwxgLuWL1+OlStXVr6HLoyOjmL9+vVYvXo1urq6qrIN4j+R3aeB7dsAAFdesRIr5ve6rnd0KAZssk7ci86/AGsvm+u6XjG+sfcJYHgEc2dOx9q1Fxdct2XXaXxnp7Vvl1x2OZbP6ylrm5VwetNRYOczAICrVq3AeXOnZTz+wyObcXj/IFq7+rB27YqSX//gY4eAp/c6vw8lQnjuNc/J8QL7/FN/AsajWDB3DtauvaDk7axP7sbjJ48gplqwdu1zS35+IX55+3ag/xQWTO3Edc+73NfXzmbOMxuw++QYOqbMxNq1F1V1W5Xw5OEhHHvU6u963VWLMKMrgt8c2gkAOP/SK7FoRh3uMvLQKOfu7x16EjgzhHkz+rB27SUZj/3i1HbsHj4FtHVh7dpVGY/1D0aBx/4EAFi9fInruWt7eD92PngAx8YFK9c8O6Oxpxh/+MXTAKzU5JaRbvzrtasKdpw/svcM4o9tBQC8YsU83LLRisEsXHoprjp3at7nTTY2btxY0vrVFmY6fpebDAfas9bJQSl1HPoosdEHSUdHB3p73S+8ftHV1VX1bRD/CLema16mTenJ+79LhtNpxFBLa9n/47hd0tbT2Vb0NaZNSddDhSLtdTmu4irdOTVnWm/OPkzv7gAwiOF4qqz96x/JrJ1LphTiobYc93zdPNvVXvx9c2PWlG4AwGh8Ah1d3WX5oeXj2IhVlH329Op/9mf1dmD3yTEMxsp7v2vFr+/ZD8CqQ/yLqxZlNHicSYQCue9BP3ePJaxI1NTu3HPBrL5OAKcwGJ3IeeyZM+nP2Dmz+1z/xquXzME3HrQiNLvOTGDt7Ome9imVUnh034Dz+/7T49g1MJFRt5bN+oNWRC4kwBuuXuwIs8F4MI+LetHRUVr4sNoGszqF6RaSmAvgdIE0JiElkdGV6dEuI1rJSCa7+L8jUvz+xiz+r1tXpl1wHIJCl0v+SdeTlFv8v/9UbjG4WwNA3Cn+Ly9P2FdFk1k9wHzB1OpHgZxB5gG2yxiPT+DuJ6209rVLZmJWT3uG8S47M8tDF/9nGz0DyCj+z7a8OD7k7mFmctnZfdBBrlIaALYdGcrpEL718cKp0Ptsm4yVZ0/FkjndzvIjbACoiKoKM6XUYQAnALjlBFYD2FTN7ZPJhelj1l7ALsO0aajIYNbxMSv+MTLtMurVlantJTpa4Jqe0CmPcsXOPtvDbNHMdArJzWQ24dhllFecVK15mSOxpGNRUM2OTE16kHlw7TJ+t+0ohu25pzddvgCAJQgiYev4OcTOzLLQnzHTXFYz1T6+kynlvPeao3nGMZn0tkdwwWyrVKIUYWZ23S63B6LfvbkfY3H3yRSHzow50z2uvWAm2lrCmGHfbNDLrDJqMZLpdgAvFZGz9AIRuQ7AEuTWjxFSNl4NZlvCIccrqBK7DMf5v9VDxMwUZnWal6kvBp15dlffvceTqZKjerHkhBMdu3pxOnXiFjHTdhnlGMwC2Wa4/omaQzWyytDoi9hwLFnXiRCFuM32LpvW1YrnXTgbgJXSnNdnvT+MmJVOciKFUfsc4Fb/ZY5lGhjNvPHQHmYtIXHGermx0vYz23RwwLOh9b129Ou8Wd34m+edB8C6WfntVndXLNPt/9oLZgEA5k6xjgtGzCqjImEmIn8jIh8D8Jf2opeJyMfsL92n+1kAYwDWicjfisiHYQmyLQC+U8n2CTGJeTSYBdKmsOUazKZSyol8eTGYbTeiavWKmA0VEWaVuP/rOXkAcOlZUx2vuOyImVKqopFMQOagZz8jZodO18ZcVpPh/p9nLmI9OTwwjod2nwQAvOLSeRn/r7PsVO8hjmUqmeGo+5xMzdQCY5l0KnNWT1uG/1k2l9vCbDwxgcf2nC66T4NjCWf4+LVLZuJ5F85yhF++dKYWZjO6W3HRXKuebO4UK4qXbxwb8UalEbN/APBpAO+2f7/B/v3TAKYCgFLqIIBrAOwG8O8A/hHArwE8n/VlxE8yUpkFImZA2mS23IiZua2ORnH+16nMsHsLfCXCzBzFdO6MTsy3IyrZETM9jgkAWsPl1ZhN7TTH1vgnzGplLquZHvCxTLdvOOT40t206qyMx/T7c5ARs5LJNydTM9WIhJ3OEmY6lTl7insaU3PdhbMdIX3bhoNF9+mBXSecG6trLpiJSDiEV142HwDwyJ5TOWbC8WQKD9ui/blLZjoiUUdS+wfGazoSqtmoSJgppc5RSkmer33GetuUUi9QSnUppaYqpd6glDpW8d4TYqAjZiJwamDykRZm5UXMzKiXFyPF9gZIZVYizPYaI1kWTu/C3D7rwpE9niVupFXKjph1mBEzP1OZlshoawlhZrdbI7m/ZI5lCpYwS6WUk8a8aG4vLpqX2WGnhdnp0ThGY+41SMSdoXEzYpa/xgzIPb6PaWGWp/BfM6Uzgj+7yEo9/2br0Qwx6IaOfnVEwlh9rtWFqWsKgXRKW/P4vtPO5BOdxgTSEbPR+IQzdoqUTi1qzAipCVpktbWECnrvAGmhVK4wMwtivUTMIuGQIxbrPZLJJXsCIEuYlRiJ0h2ZPW0tmN7V6tSa9GdHzIz3u9xZmT3tLU7XmZ9dmemOzI6ix48fmOIvaPMy1+87jQN2lMS8QGvMVO/hPKO3iDuZEbPCqczTeWrM5hSJmAHATZdbUc5YMoW7n3TzeLdQSjndlVcvnu7U5144p9dpArhtwyGkUukImK5HCwnwnPNmOMvn9qUjzRzNVD4UZqRpiJZQ86WjNeWmFc3ndXi0Ptf7VQ9hlkqpqtaY6Y7MhTM6ISKYZ184TozEnJoyIDtiVl5XZigkzr76WWN20K4xq4VVBpA1LzNgwkzXFUXCgldcOj/ncTPVy5mZpZExs9YlYtbbEYEuHzMjZiOxJEbs6OQslzmZ2Tz7vBlOBOvWAunM7f1DODFsCb5rL8icgKhF+eGBcTy655SzXHdwrjirLyP1Os8QjOzMLJ9qG8wSUjPMiFkx2iqOmBnCzIMQ1OsNR+vTgTcSTzo1JJ0txWvMBsoUZudMt6wy9J2zUlb6RUdYTJFWLN1ciL6OCAbGEkX38/6dJ7D1yCDe/uxFRVOnZsSsFnS2tqAjEsZ4YqLmqcyxeBI/eGR/Rl2dya+3WBGW65fOxjSX7r+zDPHKzszSGDKOWbeuzLB943FmLJFR/H/MtMooksrUr3PDyvn42rrdeOLAAHYdH8Z5s3InjpjdldcsmZXx2MtXzMNn7n4K8YkUbt1wCFefNwNHBsax85htk5G1vhkxq2dn5t6To7hr02HcuGpBzW60/ITCjDQNaWFWXCg5NWZliiSzTsxrxEyvV48aMzM1WcwuAygtYhZPpnDYvjg7wsy8cx5MCzNTCJdbYwbYnZmnxgrWmI3EknjHDx5HNJFCT3sEb1yzMO+6g+MJpyamFh2Zmhk9rTh4erymxf8nhmN42/f+hM2His8adktjAlZHaWtLCPFkip2ZJZKRyswzLmlqZ6slzIxUpinMvKQyAeDGVWfha+t2AwBu3XAIH37R0px1dBpz0YwunD0989jv62zF85fNxq829+M3W/vxL69Y5qwP5EbYZve0ISRASrlb5dSKj/98Kx7cdRI7jw3j5tevKv6EgMFUJmkadCTKS8TMscvwofjfszCztzlWD2FmCK2OPLsbDgl67JqXoRKE2cEzY040bqF9Yp+Xp9bE9FTy8n/KhzaZLZTKfKp/yLFDeXT3qbzrAXCEJVC7iBkATO+yTWZrZJex+8QIbvj6Q44o62m3agLdvl62Yl5OBEUTCgkW2P/jg6cZMSsFXfwfErhO4ADSnZl5I2YeUpkAcO6MLlxxjmWdccfGw0hmeZoNRROOCe01WSJLc+MqS5xHEyn8anO/k8ac1tXq1KBpWsIhx/i2XqnMVEpho2398VT/cF32oVIYMSNNg47GeKkx8zVi5jGVWc8aM1OY5YuYAVZqZTiaLClilmmVkRsxO2KcoON+Rcx0jVkBg9lth9MRocf3n4ZSKm9Rf6ZVRg0jZnYDgK7xqSaP7zuNt3//cUfM3rRqAT57w/KyZ40umNaJPSdHcWiAEbNS0BGz3o5I3uNRd2aeHjWFWfoYyef678ZNq87Cn/adwYnhGO5/5oRjFAwADz1zEhP2XZXZXWny3PNnYnZvG44NxfDT9Qew+8SovXyGq5fa3Cnt6B+M1i2Vue/UqHPze/D0GJITKbT4OE+3FjTW3hJSAO1J5qnGzF4n7kfErIQaM6A+PmaZwiy/v1A5Y5nModYL7VRmT3sEPW2WAjQjZhnF/2WOZALMeYL593N7/5Dz87GhWMHuwUN1iphp9/9qR8x+s6Ufr/vfx5z36/3Xn4/P3XhJRQPg9fvEGrPSGCowjkkz1eX41hGzztYwutu8x1RefMlc59yTbRar05JtLSFcea77sHKrVs2Kmj15aNBpQMgn5HSdWb1MZs3PfTKlGrJrmMKMNA06bVXM9R8wnf/LE0lmOtKLjxlg1JjVWZjls8sAyhRmdsSsqzU9Kw9A2sssT8SskuJ/vZ/D0WROekaz7chQxu+F5gbqOqmOSLjgqBu/0Z2Zp0fjGXYEfvLtB/fiPT/eiHgyhXBI8LlXXYL3X7+kYksQLcwGxhIYLuKTRdI4czILfBDNVKY2atXCbE5ve0n/u+62Frx4+VwAwD1PHXOicEopp/D/qsXTC2YablqVWWsoYhnLujHPcP+vh8ls9ufe9FhsFJjKJE2DjpgVc/0HKjeYNQVde4k1ZvmK/wfHE9h44AyuWlT4JFkOpaQys9cvxj7bw+ycGV0ZF4y5Uzqw89hIRhGwHwazQOYg88HxRIaLPmAJwGfszjHNxv1nXK0fANMqozYeZhqdypxIKQyMJ1w7IOPJFO7beaKkuj/NxgNn8KPHDgCwhPPNb1iFa/JcUEsluzNz6dz8EaCgMTiWwKZDA1izaJqnZiE/0U0mbh2ZGn18x5IpjCcm0Nna4qQyvVhlZHPT5Qtw+8ZDSEwo3LXpMN76rHPx9LFhZ5LAtUWOiUUzu7Fq4VTn5uaSBX2uxyqQnpcZT6ZwajSeMXqsFmzPEmbaY7GRoDAjTUOshIiZPhmX7fxfQY1Zvvmc7/3JE7hv5wn85bPOxT+/7KKy9isfWmiFBWgr8PaUl8rMtMrQOONZzFSmTzVmGYOeXYTZruMjjggUsWw7NhwoHjGrZRoTyB3L5Hax++ofn8F/rdtV0XZm9rThO2+5AhdnFWtXgvleWcKst8DaweJvf/oE7t95An+z9jz8wwsuqOm2vaQyp2XMy0ygs7UFR+3UYCn1ZZorz52Gs6d14sDpMdz6+CG89Vnn4j6XIeSFuGnVAkeYFRJy8/oyvcxqLcyyI2b7TjVexIypTNI0RJ0aMy8jkiozmB2znxcJi+c6nQ57kLlbKnPfyVGn3uOxvYU7CMvBSZ8YrvlumMLMSxrCtEtYmNVqr1MaZ8YSjpA1hVklXZlTMsbW5IpIs85EX0Se6h92HR+klHK6MmtplQEAMwwhdsLFMiMxkcJP1h+oaBtL5/bizvdc7asoAzKbJBrJZHYipfCYbZb6wDMniqztP07xfwFh1mcKs1ErnXl8OJ3KLBURcbort/cPYduRQSeNuXB6J86Z0VXo6QCAl66Yhwtm92BKR8R5LTd0xAyovZfZ8eFojifgPqYyCakfOmLWXkLELJlSZXXtaKFRSsqxUCrTnEW3+8QIUinl2vFULum6lgiA/EW52lcpnkwhmkgVtQI5PDDuWGVkn9yzx7MsmtmdVWNWeVcmAAy6dGZuO2J1ZLa2hPDqy8/CuqdPYCKl8OTBAVxtjJCxnp/AsC3Yah0xm9FjRsxy/47/23HcaQz4xMsuwnVGR50XRKqXnp3R3Yr2SAjRRKqhGgAOnxl3IuU7jg7XvGtP22UUqjEzI6dnxuI4PRpHYsL6oM0qQ5gBwA0r5+NL9+yEUsB3H9qHx/efBlA8janpbmvBr977bIgIwgXOTXMzIma1PS7MaFlfp2VCzVQmIXWkJINZQ7zFyzgx60ib18J/wBBmiYkM64aJlMLtG9PCLJpI4fDAuK/RmyEjYlaI7NqtYsLMvBvNSWVmmcwumtmd4WNWscGsjWvEzD5BXzC7xxnKDFgNANnCLLMjs7YRM7PRwM1kVnfRdbe14LVXnO3ZM68WiAgWTO3EruMjDWUy+8zxtLdVLJnCnpOjWDI71xG/GsTtmjGgWFdm+rEzY4kMq4xyImaAdWxfvXg6Htp1CrcaN4Je0pgaL+fJGV1tiIQFiQlV885Ms77sBRfNwS2PH8TBM41nmdE4e0pIEUqxy2g31slX81UI3ZXptb4MyGwSMGvbHtp1MucEtut4ZuF6pWjxUkyYlTov06zfOCcrlZkxnsW+c860y/AnYnYmS5gppZxU5rJ5vZje3eb4q7nVmZmi4qwaC7Opna3OXMTsQeYnhmNYZ5t5vvSSuYESZRodYTzYQBGz7M9WdrF4NRn24PoP5KYyyzGXdeOmVWdl/N7aEsKaRdPLfj03QiFxJhMcqZMwmzulHZed3QcASEyojM7wRqCphNlwNJG3db4ZUEpljNYhaZRShl2Gl4iZKZJKrzPTd70drd6DzqaIM9OZ+u7VtI8w7+q9MGC01bsx6DFiVqow02mCztYwZvZkXjCyxzIB/hX/W+ac9n5mjWU6dGYcw3bn20XzrIL0lWdb7ucb95/JsaUwnetrncoMhQTTHPf/zIjZz5847Jh/5huNVG+0kG2siFmmMNNp71owWGROpqYvI2KWLczKi5gBwAuWzXH8BQGrKaAagl/XmXlJZSqlSmo2KoR5Q7bQiOA3WgNA0wizHUeHsOoz9+BFX3mgbNPQoPP3P3sSKz71e9y+4VDxlScZ8RJH/ZjrxMqImI07ETPvH6EMYWYLu8GxBH637SgA4EUXz3VqS0qJmH37wb249FN/wL/8cnvedaolzLRH0MLpXTl1TO2RsPP36M7MmE81ZuGQOKmg7EHm5oV2mS3MVi20hNlQNIndJzLfWy0qulrDGRfEWqG9304MpwWmUgq3bjgIwJphqIVl0NBCttRpEfUkW5iZjSLVRltlAIVrzCLhkDMebWAs4dhaAOXZZWg6WsN46Yp5zu+lpDFLYX4JJrNv/e6fsPLTf8CX79lZke/ZSCzpnI8umtvrRMmBzOkkjUDTCLNfPnnE8i46PoIthwfqvTu+k5hI4e7N/QCAO56gMMsmVmK3n1mHVo5lRjpiVkKNWWuuMPvF5iPOjcRNly/AeTO7AeRePApx16bDAICfPX7QNfqXSimjE8zviJl1wjt3hnsKUEfNdCohI2JWYc1HvnmZOp0hAlw4J1OYAblGs4eMjsxaephptJ2AGTHbfGgQO20ftletWlCX/fJCo3VmKqWwOydiNlQzI1TTi65QjRmQbgA4PRp3asymdbVW7Lv2xjUL0doSQldrGC9YVloziVf05/7oUNSJ+rpxfDiKe+3GnC/f8wz+8bbNGXWopbDDENgXzZuCWT1tTiPY3pPBPzZNmkaYmSfbQg7fjYrpy7TpwEBTp2zLIcPw1UMq0+zcLMcyIx0x857KbHdJZd72uBUVmTelHVcvnoHzZlvCbNexEU8Xi+RECjuOWmnPsfgEHt+Xe+wPx5LQL1XoLh0oTZglJtLdeAunu7fb65SGrjHTJ91IWCruOk3Py8yOmFkn6HOnd6HLTtucP6vbiUA8nnV+OFgnDzONdv83uzJ1tCwkwKtWBjONCQBnTcv0Mgs6R4eizkghbe8yMJaoWZH6kMcaMyBdZ3ZmLI7jdsRsVk/lnmAXzevFr9/7HPzqvc+pWrOLri+dSKVtPtzYuH8g4/dbNxzC2773uPM/KgWzI3PZvF6EQoKF06zzEiNmdSAxkcKmgwPO780ozMyDbjQ+gaePlVaD1OyY6cjARswMYRZNTGDnsWE8echKu71q1QKEQ+JEzIZjSRz3MNh6z8nRjP2/1y4WN8m8Sy8szHravQuzw2fGkbTvhrML/zXabDK7xqzSaBkATLEvXNk1Zjo1tXRe2vA0FJKMOjONUsoRFLXuyNRMt2vMtP9SNDGBX2w6AgB4zvkznULqILIgw/0/+FEJs0TgFUZKL9uUtFpoqwygeMRMd2aeGYs7qcxK6stMzpvV7cm7rFzMjuxChfcbbMuOcEiw3PbZu3/nCbz6vx/JqKvzgo6U97S3ODdZ59iR/L0UZrXnqf6hjM66DfvP1GVGVzXJ7hxqRvFZCRmpTE/F/0aNWTnF/3bEq7MUH7OsVOatdrQMgGPYeL4dMQOQM1LIjezjQpvUmgyWIMzCIXEiS8VGAGV2ZLqf5LX7/0gsiaFowon6VlL4r0lfuNL7eXo07ojAZYYwA9LpzD0nR515gWfGEk6Hbb0iZjN6LIE5Fp/AWDyJ328/5tQiBbXoXzO1M+JYxjRCxMz8TL380rQwq1VnZmbErPBnUbv/nxlN22WUa5VRa0yT2f4CJrP6OrZsXi9ueecaXHehVfO2vX8IN9z8MHaWEIDY1m/d5F40t9dJ/evz0sHTYwVTqkGjKYRZtkg5ORLHgQaodyiF7M4hCrNMMlKZnuwyzOhVOXYZ1oWz3IjZcDSJO5+wasNWnzvNSQWePyvtp7TLQ2dm9nGRPZsSKE2YAel05sBYruGpSYaHWZ6774zOzIGoEzGrpPBf0+eyn+YF9qK57sIMSEfNzLqoekXMZnRlmsxqwT6lI4Lrl1anBsgvRKShOjN32Y0fPe0tWDyz20nF1qozU38WI2EparWjU5mnRmNO/WElVhm1JHsskxvRxAS2HrY+ryvPnorO1hZ8442r8LorzwZgmVe/6usP45HdxSehJCZS2HnU+t8um5eecKHPq5ZlRvBvHDRNJcxMN+JmEi6mL5Ommf4+P6h1xCzqTBkowcfMWPc3W486vlU3GeNNZve2oduui/LSAKCPiy5DIN77dGbUzGuLvkYX1RdLZerh5R2RcN7al3l9meNZ/IyY6VTmUDTp3A1ndmRmjiBacVaf4xmm/cwyzWXrGzEDgK2HB/HgrpMAgFdcOs/3YfbVQL9vjRAx22VHzM6b1Q0RwbK51jFSq85Mc05msYaOaV3W5zCaSDk1orMDnNY2mdIRcYRnvrFM244MOucDfdPUEg7hX195MT5ozy8djibx5m+vx8P2ZyIfZg32RUak/ByjKamRLDOaQphtNAar6oOhmYSL6cuk25APnRkvOQffzJjiqtp2GadGYs5JwIvQ0ZhTAn67td9Z9uLlc53lIoLzZtkNAEWEmVLKqY15wbI5ju3CfTsz68zMrsVSImbFhJkuqF04PX83Y76ImR/CzDSZ1Rc8fYGd2dOW46vW3dbiDNresE8LM8NctsZzMjXTjYjZN+7f41yEs81Ag4pjMnt6LPAlJDpidr79GdMX8UNnxmti96FT1MUK/4FMk1nN7J7GEGYi4oxmyhcxM6/RZjRbRPDXa8/Dl16zApGwID6Rwpfveabg9rZnFf5rzsnwMgt+RFfT8MLsyMC44y585aJpWHGWdQfUTMLMLEx9/ZqznZ83NtHfWCmlFv+bkYhoiRGzjQcGnJ9XLPA+GNpMXei5dy9ZPtfpHNR4FWb9g1FHdF08fwqee7418+6hXacybCnKTWV6jZjlqy8DrGJlrdn6B8d9Lf43Pcd0Z6Y+QWfXl2n0BeDJQwOIJ1NOR2ZPe0tJIttPdFcmAKeJ6cI5Pbh4vvvfEDS0oB2NT7iOxwoKp0ZiTm2h/oyZx0kt6sy8jkYDrKkQ2QS5ESSbedpkNk/ETF+j501pz4isa/78sgV467POBQCs33e64DByfY1sDYec/y1g1eTp68H+Bhpm3vDCLFt16xPv08eGMwotGxkdBRABXn35WWix8zHNJD4rxYyYeUn/VBIxM1PnK87q8/w8t3q0my7PjYrou/lTo3HnQuKGKdgvmteLay6whNlILJlxbGiB1RIST4a4aWGWv2U9OZFy6rMW5vEwA6xaMp3mPDIQ9TWVme2OPh6fcMxjs+vLNPr8EEumsL1/qO4dmUDax8zkxgB7l2VjpoCDnM40b3R0LaeZ9qpFOtPxE/RwEzC1K3edSsxla83cAmOZlFLOOWrlwvzmyWaZx20FjNW324X/S+Z0Z9SvhkLi2KIwlVlD9D+3NRzCsnlTnBOvUpbfVzOw3a6bOWd6F2Z0t2GZ3VbsNvdvslJLg1nd4r10bk9OtKvwNjP365zpnbjinNyTknnHVyhqtj1LmD3n/JlOdOpeI52phdmUjuJ1LUD6ojE0nsibmjoyEHWsMs4tEDEDjPEsg+OOj5k/EbN0RGFwLIGnjw1DN15dlCdiZjrob9h/xhBm9akvA6wbiW7jOGoJCf78svl1259SyTCZDXADgFmzqT9jc3rbHSPXWjQAmDVmxciOmIVDkpH2Djray+zkSCxnGs+B02NOje2qAsLs/Nk9zs3v7RsPuXZWKqWcc6HbDZluAGAqs4ZstMXJxfN70R4J55x4m4Hsg26V/TduPTxYljlqM2K+D56K/zOGmHt/D+PJlOM9tqrEMTkimZ1Y+aIimZ2Z+YWZvpCcNa0Dve0RTOtqxYoFfQCA+4wGgCFDmHlBrxefSOXtWDV9gfKZy2pML7Nq1ZgNjMcLFv5rFkztcCJ4G/afdmrMaj28PBsznfm8C2dhuksULaic1SBeZvqz1B4JObW6IuKcV2uRytRR6GJWGUCuMJvV05bR4BZ0tJeZUsiph85XX+aGjpr1D0bx8O7cJoBDZ8ad2j23z732WDxwqnEsMxpamI3Fk0465/JzpgGw7qL13dDGJogonRmNO6Hgi7Lm/iUmFLYcLn6Xt+XQID5wy6aaDuutNWbUy4tdRigkTtSmlIjZtiODjrgoFILPh05nigA35HF0nz+1wxGOhYaZOwN756ZPRtcssdKZO44O46h93DhzMksUZuZzszGdtM8pkMoEMt3/Y34KM+PCNTCWcC6sXa1hLMxTyC8iuNyOUt739AlHeNYzYgZkpjPd0ttBprejxRmMXU4qcyKl8PV7d+Ojd25x/AGrgRZmi2d2Z0yd0HVmu46PFO3Q3np4EO//6RN48JnCXYL5KCWVmT23dVaDeJhpMjqys6wqtDDriISdhpx8vGzFPOd8eOvjuenM7JKObLSVT3wiVdBTLUg0tDDbfGjQUcBmpExHMp44MNAwCjkf2/tzD7pCc/+yUUrh7362CXc8cRjv+P6Gpo2wZRT/e7QY0B/2UuwySrnTc0NHeZ593gzXglfASlksnlm4AWBwLOFcBM2T0bV2nRmQ7s4cLDNiZj43Gz0suD0SKtoppmtNYsmUc+fsh4+ZWUA9MJZwTtBL5/YWHPekzxWjhgiotzDTRd0zulsz/oeNgIhgvtGZWQrRxATe/cMN+H+/3YEfPXYA335obzV2EUD6Jud8o1QASH9+kilV1NT5Q3dsxs83HcGbvv0YfvTY/pK2H01MODd1XlKZ7ZFwRif3nAaqLwMyvcyyLTP0eXTFWVOKngumdETwgmVzAAC/23Y055xkXiPdRJ7ZnLS/QdKZDS3MzIvkyoV9zs/6gjkSS5bkHBxEMtMz1kE3Z0q7E4ovJsyeODjgXNwPD4zjWw9W78RXT0q1ywDSXmalRMx0FHZ2b5vzPyiFf3zhhbh+6Sx84mUXFVyvWGemeTIyO8suWdDnOOLrKQCVCLN8JrP6BLdwWlfRmZfm+6QdzP2ImLWEQ86UglOjMew4aqf889SXadwEdb2sMjTvvmYxrl86G5+/cYUvorXW6PevlIjZ6dE4/uJ/HsXvtx9zlt224VBVLDeGomn3/POyhJn5+SmUVdh+ZMgxRE0p4KN3bsXnf7fD8/6WMidTY6Yz/RrHVCtM939zLNNQNOGMFPR6c6snYMSSKfzyySMZj6VrsDszajU1C41xcXsbpDOz8c4ABlqUnD2tE7OMu3YzxZQ9sLjR0OmZGd1tGX+jPqA3Fhk/lR36/dq6Xc5A3GZCp6TCIfF8YdMNAF6jiGYn0eULp5XVNffCi+fgf998Bc4z6sjc0Hf1/YNRDLt0F5sXEFOIhEOC59rpzAeeOYnkRMoRZtmpkXz0dRhF9XkiZrrDqVgaE0gXAZu0+SQ+9IXriQMDzjGQzypDs2zelBxhOL/OEbOL50/B/775cqy1R9I0GqbJrBehsv/UKF719YfxhN2gNd0uwN97crQqtcG7Mgr/Mz97587oRrt9k1aozkwPlgfS48C+tm43PvCzJ3OK293InJPprWnI7MxsNGHW1dbi/J1mCnHTgQHHq8+rMLt68QynZu3WrO7MtEWOe13pvCkdzue9UYaZN6wwSynlRC+y/7mLZnQ5F6FG9/ralseXSf/Np0bjecOz4/EJ3G3fXZxt39GOxSfwhd8/Xa3drRs6YuY1WgaUHjGzTH2tu+5y6stKwbyr330i92SiI2bTulpz5ufpOrPhaBKP7z/j3Kn7lco0rTIKeZhp5rl4L/kRMQPSYjMj5T/X/QRtbtv0n5vSEfGUWiL50Z2Z44mJghYvgOXVdsPNDzvRi1deOg+//NtnO4XtbnVElZJhlTE7M2IWDgkunGOdX/MNM48nU7jLHix/9eLpuPM9z3KKyu984jDe+t31Re2ZJlvEDEjXmZkms6bwvuwsb+fRcEjwKrsJ4MmDA3jGjri51WBnEwqJc/1rlM7MhhVmRwZijplhtjALhcSpI2nkzsxowvBlyiPMgPx/4++2HcVwzLpL+8iLL3QGxN664RC2emgaaCS0uCpJmNkRM68+ZmYzSTn1ZaWQOcw8Nx1vdupmR+50xAwA7t58xLk79UuY9Q9GHYPcYh2ZgBXtjYQz99EvYab3Vf+NLSHJufC6sWrhNOdnPS+RlM9ZRsTxYIF05h+2H8Nrv/kITtni7T3XLsaXXnMp5vV1YO0F1vnp7s1HnFm0fqGFWSQsro0h+vz6VP8QUi51yf+345gjOG+6fAHOmdGF2999NS47uw+AZer86v9+pGBxeabRcznCrLFqzAB3LzN9Hl08swtTu3JNdPNxo+FppqNmbjXYbmgRXcikNkg0rDB72rgDcrtI6mUHTo/h+HBjpu52HE37MmVHzC6c0+MUhuZL1+rQ+7SuVjzvwtn4yEuWoiUkUAr49N3bK6rliCUn8JP1B4q609cKnY4sbXZlacX/WgC3tYTyGpj6xcLpXY6RsB4jo4kmJpz33S1tN6O7DZfYEaFfbe53lnu9S+9pb3H80IZchNm+EjoyAetGKftu3686quyxNefN6vZ0DJjnjAV99a0vawYWeLDM+MGj+/HOHzyOaCKFkAD/+ucX4x9feKFzY6HriEbjE/jNlqO+7p/+vJw7owstLsee/hyNxidwwKWBQUfxetpa8MJl1gi16d1t+PHb1+D5F1mD5nccHcaff+3hvHXNQyXOrAXSKVMAOZHxRkCXMWjBOpFSTvr6cuPmyAsLp3dhte2+cMfGw0hMpDJrsAuck3Vkf//pMVfh7YVoYgI/eHS/EyypJg0rzHbY3TPdbS1YMju3Xsc88W7cP1Cr3fKVDAPRrIOuJRzCpbbxnlu69tCZMTy8+xQAaxhya0sIi2d2441XLQQAPLb3NH637VjO87zysTu34sN3bMGbvvWYYxpaT8qLmNnCzGPEzOkkWtDnW8QnH5FwyGnz3pXVKfbMsRHH3DXfXaJOZ54ZK/1iEAqJY3+QHTEbiibwtXW7nN+9pDKB9HgWjW+pzKy/qVjhv2alHekA6t+R2QwsmJbf/T+VUvh/v92Bj/98K1LKskj4nzddjtdfuTBjveddOMupNTPrufxAd2RmF/5rzPNrdjrz+HAU99qNNC9dMTdjgkdHaxj//YZVeLN9Xj06FMV7f/KE602v9toCvPmYAcA0w1C20ewygHQZw8BYAuPxCew8NowRO4tTTtbhRlu8nxyJ4b6nT2TWYBd4fxZqy4xkCkfLrLH+yJ1b8PGfb8VrvvGoa92vnzSuMDtq3bVfdnafq+neigXp5dqpvdHQdwOdrWHXC6A+sHceH865gN6+4bDrMOT3XXe+U5fz2V8/VZJVhGbLoUEnlHxkMJphZlovtLgyHf2L4aQyPbwHo7EknrLD5tWuL9PoBoDsiJkePwLkL3R3s1woZRbklM7ceZlHBsZx09cfwaN7rM/TNUtmZgwpL8Tcvsz1/HD+B3IbGrxGMqd3t+GNaxZi3pR2vLKBXPaDSm97xDm+TMuMWHICf/ezTfj6vbsBWEX+P33HGly3dHbOa0TCIed/8eie0zjgUz3QeHzCEYv5mm4unNMLfRkxP18AcOfGw47t0o0ug+XDIcEnX74Mb3+2Nddxx9Fhx4TaZKiMVOZLLpmDBVM78Berz6rbLNdKyOjMHBzPyO6Ucx59yfK5Tqbo1g0HHRFd7IbMnE5STjpz08EB3LHxMABLFN5sH8/VomGF2SG7mHBlHvf1jtawc9Fq1DoznT/P58u00hw/ZQ8/Bqw71Ns2Wnecy+b1Zhy0fZ2teP915wOw0rzfe3hfSfuklMKn7t6Wsczvu9ty0IPI2z3MgtTodfO525s8eXDASStfXiNhpu/uD5wey+gc1Sej9kgI585wjwBcetbUnBN5ScIsa5D5U/1DuOHmh5029xcsm41vvHGV587UudWKmGWlMvN1Zrnx6VdejIc/fB0unu/9OSQ/ZmcmYB07b/72eqdoftGMLtz5nmcVnC+r05kAcNtGf5oAdp8YcW5S80XMOlrDWGR7B5oRM6WUcxO6aGZXRqTVRETwV89d5Ii7Wx/PPSfq4v/WlpDnkovzZvXgwX96Hv7thks8rR80zBuy/oGok93p64xg0Qxv0XaTrrYWvHi5lUr+41PHnbRisU5s0zKj1AYApRQ+fff2jGXfemBvyZ59pdCwwkxTKBy60hldNNRwxqoTKYUd/dZFMN9Bt9LoaDHF52N7T+PgaevkaA6B1bx+zUIsnml9KP7zj7twciTmeb9+s/Uo/rTP2pa+c/njU8dxqoTXqAbVjphVeqdXDvoiohSwx+jM1OH7C+f05h3REg4JnnP+jIxl5QqzB585iZv++xEnBfCWq8/Bza9fVVI937xqRcyyU5lVrv0j+UkLszEcHhjHTf/9sBNdXbVwKm5/99U4e3rher4L5/RiuS2Ub99wqOx6IBOzJijbXNZEn2fNEpJNhg/kTavOKngjMru33Skh+MWTR3KuOdouYzJ1AM/Lipg5g8vPnlrU/zAf+pqWTKn0bNwin/t5fR3OOadUy4y7N/c7+73WzkTEJ1L499/sKOl1SqGhhZkInK4YN/TolXhWkWAjsPfkKMbtD3a+g25KZ8Q50Zh1ZjqC1RoO4RWX5qZpIuEQPvYSy+B0OJbEl/6w09M+RRMT+OyvnwJgNRR89bWXAbA+ID/fdKTQU6uOY5dRQsQs7fxfPGKmP5iLZnQ5Q4+rjXl3r2tkUinlpFSLhe+vWZKZzixHmO04Ooy3fGe9UxfysZcsxSdedlHJM/uqFzFL/00LpnY4KVhSe/TMzIOnx3HDzQ9hp10b+aKL5+BHb7/ScweejpodHhjHI3tOVbxf2s0/JFbxfz70efb4cAwnhq0bTR0tCwlww8riKW89Tms4msTvtmU2MDgDzD3WlzUDc4xShy2HBp3Gikq62lefOy0jAgYUj5iFQ+J0X5diMhtNTDgCbHpXK776F5fhFZfOAwD8aks/1u+tTplUQwuzC2b3oKfA3YfX0UUHTo1VNSxZDl4GMgNp8fnEgTOYSCmMxJJOR9P1F83KezK89oKZjq3CT9YfcFzTC/Gdh/Y5aYq/u/58XLd0lvMBufXxg1Vx7PZKNFF68b+O+BSLpqZSac+8WkXLAGumn75B323fte8/PeaMEip2MrrGqDOLhCVjvEsxptgms2PxCSRTCq3hEP7rdZfh7c9ZVJaxbk7ErArCjNGy+qIjZvGJlOP395fPOhf/9bqVJUVXX75inhPdcEsJloqOeJ09rbPgfpjn2e39VpZFu8xfs2SmJx+x65bOco7J27KMUEv1E2wG2iNhzOi2ziW/2ZruEK9EmIkIbjTmDOerwc7G6cwsIZX5rQf34rA95/MDf7YEPe0R/OMLL3SuM5++e3vRqK5SCr/cUlqjXUMLs2L/3LlTOpyukHzC7EeP7ce1X1iH53/pPjx9NDjjm3R9WbiIL5M592/H0SH8avMRJ9J2k0uhqkZE8LGXLEU4JEgp4H0/2VTQg+fEcMzpxjt/Vjf+YvXZGR+QHUeH85oz1oJ0xKyUVKa3iNmuEyMYjpbfSVQu7ZGwE4V4xr64ZDj+FxEis3raHfE2pSNSkqAyLx5TOiL44duvxEsvmef5+dnkdGX6lMqcYkwpKKW+jPiPaZkhYkVX/7mM6GpfZyuev8xqDvjN1qNFjVuLUawjU3NR1mim32076nzuvQ6Wb2sJ45V2luLBXSedizpgRMwmUSoTSEfLT45YPnDhkGDFgr6KXvNVqxY4N63FZuNqtOfivlOjnlLkx4eizjXvwjk9eI19DMzv68A7n7sIALDl8CDueOJw3teYSCl88hfb8O1HSquXbGphBqQjHBuyRhcppfC53+7AR++0WrijiRQ+86vKvL38RNc5nF/ElynTFuSM47czq6ctp8YomyWze/Dmq84BADx9bNgq7s4jTv/jD0+n01kvvcjxAjI/IH7c3ZZLWXYZHp3/Kx1cXgk6Va2FmT4uQgLHrbwQr73COplctbjwsZDN1YunQ8QyX7393Vdh9bmleQ5l09cZyWjMiPgUMTt7WicWTO1AOCSOnxSpD6sWTkVvewvaIyF87XUr8fbnLCr7tXQdUSyZwt1P9hdZOz/xZMop9i42Bm1aV6vTZbz9yJBzLu3rjOC6pd5HZWkjVKWAO4yombbL8Oon2Cxkd24vm9ebYTlSDvP6OvAy+0bxBcu8fe7PtT0XY8kUjnnwNv3C75/GmJ2d+NhLLsrwv3vnNYsxq8eyMvn873ZgNJZriDwen8C7f7gB33uktGH3wCQQZnqdkyNxJ78dT6bwd7dsyml5feCZk1j39HH/d7RElFIZzu6FOHdGl2NCePvGw06R+p+vnO9qpJjNR1+yFG9cY3nw9A9GceN/P4yHd5/MWGf7kSH89E+W6Lr2gpkZtUvz+jrw7POsi/5dTx4py37DD9LCrPTi/4mUKujF9rjd7NDb3oLzZhZ3lfcTfZe/7+QoEhMpJ5K6aGa3p5PbG9YsxEMfeh6+8ppLS9ruc5fMxKMfvg7/9/fXFr2geUFEMqJmfkXMWltC+MPfXYPHPnKdZw8zUh2mdrXiwQ89D499+Hqnc65cnnP+TMdQ9bYKur73nxp1rC6KRcyA9Pn2kd2n8JB9HnzlpfNLOq9cPH8Kltqvc9vG9FD2dMRs8tSYAemxTJp8Tgql8h+vXoEH/nEt3vHcxZ7WX5hhmVE4nbn1cNoS6vqls/DsrCBHV1sL/vGFFwIAjg3F8I37MrXEqZEYXve/j+L3260U5llTS/Oga1hh1tfZ4sy/KkR2ndlQNIG3fGe9U6x+7owu3Pmeq9Fjf1g+86un6m6Yemwo5owsKXaxERHnbzQtMwqlMU3CIcGnXrEMH3qRdZANR5N487fX4+d2eFa3CitlrfuxlyzNeQ19hzgwlsA92+sjbNPO/6XbZQCFo2ZmfVm5nUTloi8myZTC/lOjad8ej/VUIoL5fR1l7ffs3nbfHPqBzNb5UiKbxehoDWNGd+ONq2lGetsjvjRghEPiFNtvPDBQ9oSRZ45768jU6NT/qdG4Y7Fxo0tnezF0xG//qTGs33saSiknJTvZI2Z+ZR1awiGc5UEDaMw6tH0FOjPNa15LSPCRF+de8wDghsvmOx3E37h/j5O23ndyFK/6+sPOhIOrFk3HZ19+oef9BBpYmF04q9tTzczSub3osFOBv9l6FDd9/RHHEX/l2X32vLOpeO/zLG+vPSdG8bON5YfO/cA0OPQSBViVNdrisrP7PN0dakQE77pmMb7y2ksRCQsSEwrvv2UTvrZuF/6w/ZjTGfWGK892jZ68YNkcR9jWy9OskogZAMTyNACcGok5XTyrfLrTK4XzjakWj+w+5XSLFSv8DyJmZ2a1JyeQxscURNmF9F4xBd1iLxGzrM/V0rm9ZfncvfKy+c582Fs3HMJ4YsKZLzvpasyyIma6Ya3WzOtrd/4nhYTZ77Ydw2N2t+WbrjrH8bfLJhQSfPyllrtBLJnC5367A08cOIMbvv6wkz5/5aXz8L2/XI3uttJStw17drzAw6BiwLKGWHGW9cH6w/ZjGQaZP/6rNY71wZuuXuh0GH79gQMYre7EBSQLROW2Hc4/ismN7DsQr9GybF5x6Xx8/y+vdETW53/3NN770ycAWOH391+/xPV57ZEwXr7Cyvffv/MEjg5WZzbpREq51gAqpRCvYCQTkD9ittG+6wFqX18GwPGbAyxvJE0jpu3mGXfOFGakGItmdjufuTs2Hip4zsyHjpjNm9KO7rbiKcTsBpJyomWAVa923YVW7dOvt/Sj3zgnTqauTCDzcz9vSnuOdU6taAmHnGaq/XlSmbFk2hKqrzOC99lm7PlYfe40vHj5HADAXZuO4LXffNQZdv+eaxfjS6+5tKxzXcOeHS+c4901OPuC6maQ2dYSdkKWQ9EkfnuoOm/N8eEoXv2NR3DZp/6Qt1he1xHN7+vIcTZ345IFU5yB1+2REF66ovz6jqsWT8ft777a+TBpG4r3Xb+koA+R7lpKKeCOJ/xx7DZ5eNdJXPVvf8R1/5HbPWuKqtKGmKfXzWeZoQv/Q4KCjuXVoqc94qQCtLEv0JjWEOads58pUtK86JTg8eGYU+daCjpidp7LPGU3FkztcG5MW0KCV15afiey9mMbi0/gp+sPOMsnk48ZkPm5r6XdkBs6+OIWMVNK4d9/s8OpRf+765d4Sst/+EVLnZrZWDKFkACfeeXF+McXXliWtRDQwMJs0QzvueVrL0h31BQyyPyzi2ZjzSIrLfjgMcHeIgWCpbLr+AhuuPlhrN97GsOxJD5422Z8+Z6dOVEgr/O/NO2RsNOBecPKBRWHypfM7sGdf/0sp4B18cwup0EgHysWTHFqOG57/JCv3a13PnEIb/7OehwfjmHPidGcBgVzCLnvETNbmC2d24suD3fc1SA7LT2ntx3TG7Cm6pIFVjQiEhYODieeeMklc51i+Y/9fCu+tm6X53PLREo5rv9em3ZEBGsWTQcAvHj53Io+Z9csmYmZdueeKSonWypzdk+b08FoXovrwTkz0pYZ5nGkGwK/89A+ANY593VXnu3pNc+a1om/eq41J7UjEsY333g53lDkelmMmlxpRKQNwKcAvBHAVACbAXxMKfWHcl+zlK6uK86Zhh+8bTWmdERwSQH/FBErZ/zSrz6IlBJ88f/24vuL5pS7ixms33saf/X9x53Zg63hEOITKXz5nmdwZGAc//rnyxEJhzAUTTiKvZQ6oi+++lL8ad9prPXpwJ/d247b330V/rD9GNYsml40HCsiuOnyBfjsr3dgz8lRbDxwJqf2rVSUUrj53t34/O+eBmDdwSZTymlQ+PyNK/DKy+ZndIKW5PxfpPg/nkzhyUMDAGo3H9ON82Z144Fn0kK0EevLACtN9NN3rEEni/WJR3raI/jmmy7HX33/cQxHk/j8757G4YFxfOrly4p2nR86M+aUOBTygszmc6+6BA+sOIlrL5hZfOUCtIRDuOGy+fjG/XscPzRg8hX/t4RDuOWdV2HnsWE832V4fS3RDQDRRArHh2OY3duOoWgC7/rBBqf2/JzpnfjWmy8vKar/gedfgAvnWPWIhaZLeKVWEbPvAvgAgB8BeB+ACQC/FpFn12j7eM75MwuKMs2yeVPwyhXWwXP/rtO4f+eJirf9q839eMO3HnNE2QeevwS/ft9znKjBzx4/hLd973GMxJJ46khp9WWaaV2teMGyOb7W7nS2tuAVl8735HgNWAWvOhKpPYDKJTmRwkd/vtURZb3tLfjh2690bVAwh5C3l1D8b67rlsrcdmTQEWz1DMFnR8wasb5Ms2bRdE+fQ0I0axZlllf8+LEDeOcPNmAsnusdZaJHMQHerDI0U7ta8fIV83yJbJlD2TWTzS4DsNwPXrBsTs272rMxRzntPTmKIwPjGQ2Bl9kNgQs9TBIwCYcEL1sxzxdRBtRAmInIagCvBfBhpdQHlVLfBPA8APsBfK7a2y+Hv73mHLSFrDDnZ361vayiU8CK+PzvA3vw1z/eiHgyhZaQ4As3rcB7rzsf583qxh3vudppt71/5wm85huP4F5DCC4roxuonszqaXeGvN69ub/oiTMfY/Ek3vmDDfjxY1Zdxrwp7bjt3VdjzaLpeMWl8/G9v1yd0aDw8bu2Os/1M2JWT2NZk/OzOmEbNWJGSLlkl1f8ccdxvPabjzpdym7sMoaX19p/0NnurB5cmlWbOtkiZkHCFE6/3XrUMlW3GwL/7KLZ+PHb1wSiTKQWEbMbYUXIvqkXKKWiAL4F4CoRKa+FsIrM6G7F8xdYF+qdx0bKKjqdSCl86u7t+MyvrA6P7rYWfOetV2R0+czqacdP37HGETPbjgzh67bp7ZSOSEY3S6Nwo90ROhLLHeLrhRPDMbz2m4/ijzssP7Slc3tx518/C0uM4t2rF8/Abe9K30HfZ4hZP+0ytH/Z7N42zO+rX01UTsRsbmMJdkL8YHZvO372zjVOPe3mQ4O44esPYc8Jd48zHTGb0d3qeYB6Ncju7JxsNWZBYn5fh9Mo992H9+HokNUt+5arz8HX37Cq4okEflGLmOplAHYqpbIHKa63v18KwFX5iMgsANmJ/sUAMD4+jqGh6sxmHB0dxbVzFR4/04qjw3F8+u7t+OZ9u0p6jWgyhePDVtvsrO5WfO01y3DB7DbXff7in1+Az/42jNs2pYXMBbM6MTwcnNmdXrlifjumdrTgzHgSH//5Vnzp90+X9Pwz40mnHuOqc/vwxRuWogNxDA3FM9ab2wl8702X4K9v2Yadx9MdNqlE1PNxkYyl59h9+I7N+Mzd2zIe77cHMV8yr6eu/4sWAFM7IzgzlkB3WxhTWhJlH/ujo6MZ3wlpNL58wwX41G/CuGvzMRw8PY6XfPUBzLQHZadSCtFYGJ/fvh4nbc+jc6d1VO1a4YVrF/WgrSWEWDKF9kgI0bERVMdQiHhh3pQ2HDiT/g/8/XXn4k2r52N0pHrn+PHx/HOo3aiFMJsLwM2xVS8r1I/8HgCfcHtgy5YtGBwcdHvIFyIh4IVzxvHd4TBiyVTGP7IU5nQovGvJGI5s/xOObM+/3rPbgfGzBL86aCn23uQZrFu3rqxt1psVfSHcOx7CSGwCI7HyRjStnpnCTbNO4k8PP1BwvbctBL4dC+HpQSv4u2fbJkT3edvGSAIIIYwUBKdGEziVx7yuN3oM69aVHv3zk9mREM4ghPntCdx7770Vv9769euLr0RIQFnbCcQWhPDbQyGMJ7LPzwJE0ynOrkT9z6UX94Ww4WQIveGJuu/LZKdPQjiAEMKi8IbzUjh77Bnce+8zVd3mgQMHiq9kUAth1gHArRAgajyej5sB3Jq1bDGAu5YvX46VK1f6sHu5jI6OYv369XjHiy7HrIWD2NpfnpKeP6Udb16zwHOx5/MAvGjXaTx+YBB/uWYB+nwYbVIPLo8m8fUH9uP0WHkuvVee04dXXjLbswfM9c9L4SePH0E4JHj9FfNL2lZo3nE8sPt03sfn9rbhXc9Z6OsIoXJYuHwMt286ihtWzM4wnS0VfWyvXr0aXV3+FKoSUg+eB+BFO0/hDztOImVbHySTSZw6dQrTp09HS0sL+joi+Kurz8L07vqlMgHgktVxfPuRQ3jekulYdTZLEerJ4hXj+NnGfrzgoplYPq/yOcBe2LhxY0nri59+U64bENkK4JhS6rqs5RcB2AbgXUqpb5TwessAbH300Udx5ZVX+ruzNkNDQ1i3bh3Wrl2L3l4WWpPmgcc2aWZ4fJMg8thjj2HNmjUAcLFSalux9WsRBuiHlc7MRi874vIYIYQQQsikoxbCbBOAJSKSfftypfE4IYQQQsikpxbC7DYAYQDv0AvsSQBvBfCYUqp0LwpCCCGEkCak6sX/SqnHRORWAP9m21/sAvBmAOcAeFu1t08IIYQQ0ijUajbEmwB8GpmzMl+qlLq/RtsnhBBCCAk8NRFmttP/B+0vQgghhBDiQn3NmQghhBBCiAOFGSGEEEJIQKAwI4QQQggJCBRmhBBCCCEBgcKMEEIIISQgUJgRQgghhAQECjNCCCGEkIBQK4NZP2kFgD179qC7u7sqGxgZGcGBAwfw1FNPVW0bhNQDHtukmeHxTYLInj179I+tXtYXpVT19qYKiMgbAXy/3vtBCCGEEFICb1JK/aDYSo0YMdtpf78RwA6Xx7cCuLjCbSwGcBeAVwDYXeJzy91+rZ9X7+37sd+VvEY9t1/P/W6kY7ve2+d+N95+8/hunO036jWgnOddCOA2pPVLQRoxYrYM9hujlNrm8rhSSkk1t1HkuWVtv9bPq/f2ffo/lf0a9dx+Pfe7kY7tem+f+914+83ju3G236jXgHKeV+px2YzF///SoNuv9fPqvX0/9ruS16jn9uu937Xe9mQ+Ruux/cm+3+VS7/2ebNtv1GtA1Y/TpouYNco2CKkHPLZJM8PjmwQRRswIIYQQQhqURhRmJ2CFEk80+DYIqQc8tkkzw+ObBJGSjsuGS2USQgghhDQrjRgxI4QQQghpSijMSKAQESUin6z3fhBSbXisk2aGx3f5UJgR3xGRt9gfysvrvS+EVBMe66SZ4fFdHyjMCCGEEEICAoUZIYQQQkhAmDTCjCHZ+iEi94rIvS7Lvysi+2q/R80Hj+9gwGPdf3hsBwce37Vh0ggzQgghhJCgQ2FGCCGEEBIQJq0wE5FL7PDrHhGJishREfm2iEzPWu+Tdhj9PHv9AREZFJHviEhnvfafkELw+CbNCo9t0uy01HsH6sjzASwC8B0ARwEsA/AOAMtEZI3KHYnwMwB7AXwYwEoAbwdwHMA/1WyPCfEOj2/SrPDYJk3NZBZmNyulvmguEJFHAfwEwLMBPJC1/hNKqbcZ604H8Dbww+0FBUBclodrvSOTCB7f9YHHevXhsV0/eHzXgEmbylRKjeufRaRdRGYAeNRetNLlKf+d9fsDAKaLSG+VdrGZOAOgz2X5whrvx6SBx3fd4LFeZXhs1xUe3zVg0gozEZkmIl8RkWMAxmFNfd9rPzzF5SkHsn4/Y3+fWqVdbCZ2A7hQRGbqBSKyAsCz6rdLzQ2P77rBY73K8NiuKzy+a8BkTmX+DMDVAD4PYBOAEVhC9bdwF6wTeV7HLaxLMvk2gA8A+J2IfAvALADvArANAO9aqwOP7/rAY7368NiuHzy+a8CkjJiJyFQA1wH4d6XUJ5RSdyql/gBgT513rVnQJ7wJAFBKPQXgTbDuZv8DwMsBvBHAxrrsXZPD47um8FivITy2aw6P7zowWSNm+g4q+47p/TXej2alx/4+pBcopX4E4EdZ6/0++4lKKd7FVg6P79rBY7228NiuLTy+68CkFGZKqSERuR/AP4pIBMBhAH8G4Nz67lnTcAWAUQD7670jkxEe3zWFx3oN4bFdc3h814HJJMwyQrIAXgfgPwH8tf3Y7wG8CMCR2u9acyAirwJwLYDXA/hfpVSyvns0qeDxXUN4rNcUHts1hsd3fZFcL77mRETeC+ArAM5TSu2u9/40IyKyF1bo+04A71dKjdZ5lyYNPL5rC4/12sFju/bw+K4vkylixpBslVFKMZ1QP3h81xAe6zWFx3aN4fFdX5pemDEkS5oZHt+kWeGxTSYrTZ/KZEiWNDM8vkmzwmObTFaaXpgRQgghhDQKk9JglhBCCCEkiFCYEUIIIYQEBAozQgghhJCA0DTCTESuEJH/EpFtIjIqIgdE5GcissRl3aUi8lsRGRGR0yLyAxGZ6bLeR0XkFyJyTESUiHyywPavF5F1InJSRAZEZL2IvNHnP5NMQgJwbL9WRDaKSFRETojIt0Rkhs9/Jpmk+H18i8iFIvI5EdkkIsMi0i8ivxKRy/Nsf769vQERGRKRu0RkUbX+XkKK0TTF/yJyG4BnAbgVwGYAcwD8DYBuAGuUUlvt9RYAeALAIICv2o//A4ADAFYrpeLGayoARwE8CeAFAP5FKfVJl22/HMDPATwC4CcAFIBXA3gugA8opb7k+x9MJg11PrbfDeBmAH8EcAeABQDeB2AXgCuVUlH//2IymfD7+BaRLwB4G4DbAayHNXD7nQDOAfBCpdQ9xra7YQ3gngLgiwASAP4O1kSBS5VSp6r4pxPijlKqKb4AXA2gNWvZ+QCiAH5oLLsZwBiAs41l18MSU+/Iev459vcZ9uOfzLPt38Oa2dZmLGuBdfF6st7vDb8a+6texzaAVgBnANwH+ybOXv5S+zl/W+/3hl+N/+X38Q1gFYDurNebDuA4gAezlv+j/fwrjGUXAkgC+Gy93xt+Tc6vpkllKqUeVkZEwF72DIBtAJYai18F4G6l1AFjvXsA7IQV5TKfv8/j5nsBnFFKxYznJgGcBDBewp9BSA51PLYvBtAH4BallBNaV0rdDWAEwGtL+kMIccHv41sptUEpNZL1eqcAPJD1egBwI4A/KaX+ZKy7A1aE+NUgpA40jTBzQ0QEwGxYAgkiMh/ALACPu6y+HsBlZW7qXgDLROTTInKeiCwWkY8DuBzA58p8TULyUqNju83+7nZzMQ7gMhFp6nMIqQ9VOr7n6NezXzME4JICr7lYRHpK23NCKqfZT6qvBzAfwC3273Pt7/0u6/YDmCYibS6PFePTAH4G4KMAnoGVwvwQgFcppe4o4/UIKUYtju1nYKV5nmUuFJELAMwE0AFgaomvSYgXfD2+ReQ5AK4yXg8ApsG6+cj3mgAwr4R9JsQXmlaYiciFAL4GqyD/e/biDvt7zOUp0ax1SiEGK5x+G4C/APAGWHdhPxSRNWW8HiF5qdWxrZQ6CeuG480i8vcissi+wN0Cq0i65NckpBh+H98iMgvAjwHsRWYGo1rXA0IqoimHmIvIHAC/gtW9c6NSasJ+SKdk3O6s2rPWKYX/ArAGwEqlVMreh5/BqpH4CoAry3hNQnKow7H9TlgXpy/YXwDwQwC7AdwAq9aMEF/w+/gWkS4Ad8OaufnsrNqzan1mCKmIpouYicgUAL+BVbT8QqXUEeNhHZ6em/08e9lps4Df4/ZaYbVm/0qLMgBQSiXs/bjcXoeQiqj1sQ0ASqlBpdQrACwEcA2sbs432q95Qik1UOprEuKG38e3fd69A1Yd2SuUbbthcBpWtCzfawLAEZfHCKkqTRUxE5F2AL8EsATA9Uqp7ebjSqnDInICVlF+NqsBbCpjs9NhvY9hl8cisMSv22OEeKZOx7b5+gdg+UVBRPpgWRLcXslrEqLx+/i2C/u/D+A6AK9WSt2X/SSlVEpEtuR5zSsB7FFKDZfx5xBSEU0TMRORMKzal6sA3KSUeiTPqrcDeKmInGU89zpYJ4Rby9j0cQADAP7cjIzZxoUvA7BDKcVwOCmbOh7b+fg3WDcjNE4mFVOl4/s/AbwGwHuKNGDdBuAKcyqA3dzyPJfXJKQmNJPz/5dhOZL/ElbBcgZKqR/a650Fyz16AFb9VzeADwI4BMtk0AmHizVSaSGATgAfBrAOwP/ZD/9AKbXfXu+jAD5jv+73YUXI3gbLM+cNSqkf+frHkklFnY/tD8HyM3sMlunmKwH8GYCPKaX+1dc/lExK/D6+ReT9sG4aHoFlSpvNnUqpUXvdHvs1e2DVUCYAfADWOfxSpdQJf/5KQkqg3g63fn3B8hJT+b6y1l0G4HcARmE5m/8QwOwSX/ParHVfB+vidQaWO/WjsOwy6v7e8Kuxv+p5bAN4iX1cD9mv+QisqEbd3xd+NceX38c3gO8Wej3YUy+M9RfAio4NAhiGJRDPq/f7wq/J+9U0ETNCCCGEkEanaWrMCCGEEEIaHQozQgghhJCAQGFGCCGEEBIQKMwIIYQQQgIChRkhhBBCSECgMCOEEEIICQgUZoQQQgghAYHCjBBCCCEkIFCYEUIIIYQEBAozQgghhJCAQGFGCGlaRGSfiHy33vtBCCFeoTAjhDQ8InK1iHxSRPrqvS+EEFIJHGJOCGl4ROQfAHwewLlKqX3G8jYAKaVUol77RgghpdBS7x0ghJBqoZSK1XsfCCGkFJjKJIQ0NCLySVjRMgDYKyLK/jonu8ZMRN5iP/ZsEfmqiJwQkQER+YaItIpIn4h8X0TO2F+fExHJ2l5IRN4vIttEJCoix+znT63dX00IaVYYMSOENDp3AFgC4C8A/B2Ak/byEwWe858AjgL4BIA1AN4BYADA1QAOAPgIgBcD+CCArQC+bzz3GwDeAuA7AL4K4FwAfwPgMhF5FtOmhJBKoDAjhDQ0SqnNIrIRljD7eVaNWb6nHQPwYmUV2d4sIufBEmHfUEq9237uNwHsA/CXsIWZiDwbwNsBvF4p9WNjO+sA/BbATQB+DEIIKROmMgkhk5FvqczOp8cACIBv6QVKqQkAjwNYZKx3E4BBAH8QkRn6C8AGACMA1lZ9zwkhTQ0jZoSQyciBrN8H7e8HXZabtWPnA5gC4Hie151V+a4RQiYzFGaEkMnIRAnLzXxoCJYoe32e5xeqayOEkKJQmBFCmoFaGTLuBnA9gIeUUuM12iYhZBLBGjNCSDMwan/vq/J2fgYgDODj2Q+ISAsnDxBCKoURM0JIM7DB/v6vIvJTAAkAv/R7I0qp+0TkGwA+LCKXAvi9va3zYTUGvA/AbX5vlxAyeaAwI4Q0PEqpP4nIxwG8C8ALYWUDzq3Stt4lIhsAvBPAZwEkYdlq/BDAQ9XYJiFk8sBZmYQQQgghAYE1ZoQQQgghAYHCjBBCCCEkIFCYEUIIIYQEBAozQgghhJCAQGFGCCGEEBIQKMwIIYQQQgIChRkhhBBCSECgMCOEEEIICQgUZoQQQgghAYHCjBBCCCEkIFCYEUIIIYQEBAozQgghhJCAQGFGCCGEEBIQKMwIIYQQQgLC/we0nAjKpKfu9AAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "# resample by day and mean\n",
    "filtered_artist = filtered_artist.resample(\"2W\").count()\n",
    "\n",
    "filtered_artist[\"energy\"].plot()\n",
    "\n",
    "plt.title(f\"{artist_name} Scrobbles\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "## Average Descriptor\n",
    "\n",
    "Below presents the average descriptor for the artist. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this artist. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
    "\n",
    "The difference between them could be described as which features are preferred for an artist. If the blue bar is higher than the red, it would indicate that tracks from this artist which have a higher value for this are listened to more. "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "filtered_artist_no_dup = filtered_artist.drop_duplicates(['uri'])\n",
    "\n",
    "filtered_artist_no_dup = filtered_artist_no_dup.loc[:, float_headers].mean()\n",
    "filtered_artist_dup = filtered_artist.loc[:, float_headers].mean()\n",
    "\n",
    "x = np.arange(len(float_headers))\n",
    "width = 0.35\n",
    "plt.bar(x - width/2, filtered_artist_no_dup, width, label='All Listened Tracks')\n",
    "plt.bar(x + width/2, filtered_artist_dup, width, label='Distinct Tracks', color=(1, 0, 0))\n",
    "\n",
    "plt.title(f\"{artist_name} Average Descriptor\")\n",
    "plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
    "plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
    "plt.ylim([0, 1])\n",
    "plt.grid(axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x480 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "# select only descriptor float columns\n",
    "filtered_artist = filtered_artist.loc[:, float_headers]\n",
    "# resample by day and mean\n",
    "filtered_artist = filtered_artist.resample(\"1M\").mean()\n",
    "\n",
    "# filtered_playlist[\"energy\"].plot()\n",
    "filtered_artist.plot(lw=3)\n",
    "\n",
    "plt.title(f\"{artist_name} Characteristics Over Time\")\n",
    "plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
    "plt.ylim([0, 1])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Artist Listening Time"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "limit = 35\n",
    "artists = fmnet.top_artists(period=fmnet.Range.OVERALL, limit=limit)\n",
    "\n",
    "filtered_artists = [scrobbles[scrobbles[\"artist\"] == i.name] for i in artists]\n",
    "\n",
    "### STATS ###\n",
    "# total time listening to artists \n",
    "artists_time = [i[\"duration_ms\"].sum() for i in filtered_artists]\n",
    "# total number of tracks\n",
    "artists_track_count = np.array([i.drop_duplicates([\"uri\"]).count()[0] for i in filtered_artists])\n",
    "# average length of artist's tracks (ms)\n",
    "artists_average_track_length = np.array([i.drop_duplicates([\"uri\"])[\"duration_ms\"].mean() for i in filtered_artists])\n",
    "\n",
    "fig_size = (7,(5/20)*limit)"
   ]
  },
  {
   "source": [
    "For these charts the ordering is left as retrieved from the API, i.e by most played."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=fig_size)\n",
    "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (1000 * 60 * 60) )\n",
    "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
    "plt.xlabel(\"Time (Hours)\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Time Listened (Since Nov 17)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 840x1050 with 1 Axes>",
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Z2XzPM1zdgKQBkqKdfUPSgMLn/rmtd6Pia0dMc8QgabSkWztw7sYNDdLMzMzMrAmccGWFf/hXe53W7Pi6mqQVJZ0m6SlJkyVNlfSSpEskbdbs+MzMzMzM5gVeUjinE4BXSm1PNyOQdroMuAqYVq8BJX0FuA1YKo99Xh5/NWAXoL+kLSNieKNiMDMzMzObHzjhmtMdETGyPR0lLQ58GBEzGhxTTRExHZher/EkLQPcCHwMbBQR/y0dPw74PjClUTGYmZmZmc0vvKSwnST1y8sLvy/pZElvAh8APfPxvpLulDRJ0geS7pe0aZVxNpP0z7xE72VJB9W43mKSzpI0TtJ7km6W9Jkq/aru4ZK0g6QRkt7P598mab123OpPgE8Bh5WTLYBIroyIf7YVQz62raQn8/0+K+k7Na77SUnnS3pHUoukwTn5K461saS7JI2XNEXSK5Iubsc9mZmZmZk1hWe45tRL0vLFhogolrI7HvgQOBNYDPhQ0tbAHcDjwG+BGcD+wH2SNo+IxwAkfQEYAowDBpC+/98Cb1eJ40Jgb+AK4CFga9IyvzZJ2ge4FLgLOAb4JHAw8ICkL0bE6FZO/zZp9ur69lyrDWsCV5OWJF5K+k6ulbR9RNxd6nsuMJH0vayV411VUr+ICEkrMuu7Oy337Q3USuDMzMzMzJrOCdec7qnSVqwXvDiwcURMAZAkUkIxFNghIiK3nw88A5wMbJvPPSmPtXlEvJb7XQc8NdvFpA1JydbAiPhpbv6LpMuBDVoLXlIP4E/AhRFxYKH9UuB54NfAgTVOB1gbeD4iPiqNuxQpwayYEhHvtxYL8Hlgt4i4Po9xEfBf4HSgnHB9CHy9cl1JrwK/JyWANwNfA5YBti0t+TyutQByorZCqblPG3GbmZmZmdWFlxTO6afANqVX0aWVZCvbiDSTcwWwnKTl8wzZksC9wBaSFpK0MLAdcGMl2QKIiOdIM1FF38zvfyq1n92O+LcBlgaurMSS45kOPAps1cb5PYHJVdovI80uVV6ntyOWt4AbKh8iogUYDHxR0sqlvn8rJXl/Je0jq3wXE/P7tyQt0o5rVxxCKnpSfN3UgfPNzMzMzOaaZ7jm9FgbRTPKFQzXzO+XtnJOL9Ls0BLAi1WOP8+sxAJgVdKyxJer9GtLJZ77ahxvaeP894AeVdpPIC37gzlnp2p5qTLjV/BCfu8NjCm0z/a9RMRkSf/L/QDuB64DTgQOlzSMVNzjiohorTriQODaUlsfnHSZmZmZWRdwwtVxU0qfK7OEvwSerHHOZGZfjtdIlXj2YfaEpuLjNs7/L7ChpEWKM04R8Z/Kz2kVZdfKidvukr5KWma4HXAxcKSkr0ZEtVk5ImIsMLbY1oz4zczMzGzB5ISr8yqzUC0RUW3/FwCSxpGStTWrHF6r9PlVUuLUh9lntcr9WotnbGvxtOJW4KvArsA1c3F+0RqSVJrl+nx+H13quyZpHxwwcy/ap4Dbi50i4hHgEeA3kvYELieVqb+wk7GamZmZmdWd93B13uOkJOeonCTMRtIKMPNZVXcBu0j6XOH4OqTZmqI78vvPS+2HtSOeu0jLBn9dba9TJZ5W/JVUNfEsSZ8vH1THpoc+TUrcKuf2BPYFnoyI8uzbgaV4Dyb9B4E78rnLVLn2k/m9q2YPzczMzMw6xDNcnRQRMyT9mJQYPCPpEuBNYBVSgYoW0hI4SPuPtgdGSBpI+v5/RqpmuEFhzCclXQkcIqkXqSz814E12hFPi6SDSUUu/iXpKlKRi88BOwIPAoe2cv67knYFbgH+nc//J/AR8Flgj9z1tRpDFL0AXCTpy6Qk7ofASqTy8GWLAvdKuoY0k3cI8ACpQiHAfqTv4wZSgrsUcADp+719zuHMzMzMzJrPCVcdRMQwSZuQntF1KKnoxBhSVcDzC/3+I2k74I+kEvFvkJKwTzFnufcfkhKlvYBdSEUwdgReb0c8V0h6C/gVaW/ZYqQkcARwSTvOf1jS+sAR+ZrfI82GvklKgg6MiBFtjUMqhPEz4AxSEvUK8L2IKFdlhPS97UX6XhYBrgR+XliOeD/wFdLywZWAScBjwF4RUS5kYmZmZmbWLTjhyiJiEDColePDmP15XOXjTwK7teM6w4GNqxwaUOo3FfhFfhWp1G8QVeLO8Q5rK55W4hwDHJ1fbfWdI4aI6F34OKSd5w4HDqrR7wlgz7ZiMTMzMzPrTryHy8zMzMzMrEE8w2ULrAv23Zi+ffs2OwxrkpaWFoYOHcqQw7egZ8+ezQ7HmsB/A2Zm1hU8w2VmZmZmZtYgTrjMzMzMzMwaxAmXmZmZmZlZg3gPly2wDhg8kpYbxjc7DGuSlZcIjt0Itj1rOGOmdOR53ja/8N+AQcf/DkaftmPjgzKz+YpnuBpI0jBJw9rZt5+kkNSvg9cYJGnyXIRnZmZmZmYNNt8kXJL654Rl41J7L0mPSZoqaftmxdcdSRqQv7Plmx2LmZmZmdn8aL5eUiipJ+mhuxsAu0bEnU0OqTXDgSWAD5sdiJmZmZmZ1cd8M8NVJmkp4C5gI2C3iLijuRFVJ2lxSQtFxIyImBoRM5od07xGyRLNjsPMzMzMrGy+TLgk9QDuBL5ESrZuKx1fRdLFkt6WNE3SM5J+WOpT2VP1XUm/kfRGXpZ4r6Q1qlzzQEkvS5qSlzBuXqVPZczvSzpZ0pvAB0DPWnu4JPWVdLukCZLel/QfSb9o4/43kjQu7yHr0c6vrdZYy0o6U9JTkiZLapF0h6QNa9zbdyWdKOlNSe9J+kde1rmYpLMljc3jXCJpsdIY+0u6L/eZJulZSQdXiWm0pFslbSdpJDAFOKgz92lmZmZm1gjz45LCJYE7gC8Du0fErcWDklYCHgECOBcYB+wAXCSpZ0ScXRrvV8AM4EygF3A0cDnQtzDmj4DzgYeAs4HVgZuBd4HXq8R4PGnp4JnAYtRYRihpG+BW4H/AOcAYYB3gW/lztXO+TJrZGwnsHBFTqvXrgNWBXYBrgVeAlUjJzf2S1o2It0r9jyUlQKcBawA/Az4ifYfLAAOArwL983gnFc49GHiG9N19DHwbGJhnAP9Sus5awJWk7/0C4PlO3qeZmZmZWd3NjwnXpcCngT0i4uYqx/8PWBj4QkS8k9vOk3QlMEDS+aUkZXFgo4j4EEDSBOAcSetHxNOSFgFOAZ4Etir0exb4G9UTrsWBjYvXkWYvRStpYVIy8b98/YmFY1Xr1kraFLgdGEGa2ZtWrV8HPQV8vrjUUdJlwH+BHwG/K/X/BLBlRHyU+64AfB+4MyK+mfsMzLOEP2T2hGvL0nd/rqQ7gSOAcsK1BrB9RNzVWvCSVgRWKDX3ae0cMzMzM7N6mR+XFK4ETKVKopMTld2AW/LH5Ssv0qxQL9IyxKJLKklUNiK/r57fNwZWBM4r9RsETKoR46XtmHn6IrAacHYx2QKIiKhyb1vle7gX+E6dki0iYlol2ZK0sKTlgMmkGaXydwUwuJJsZY8CAi4u9XsU+KykmUl/KQHtlX8v9wOrS+pVOv+VtpKt7BDg6dLrpnacZ2ZmZmbWafNjwnUQaYnenZLWKh1bAVgaOJC0lLD4uiT3WbF0zmulzxPy+zL5fdX8/mKxU046RtWI8ZVW7yCpzMI83Y6+iwO3AU8A3y0lfp0iaSFJh0t6EZgGjCd9XxuQEtSy8vdVSTrLCfAk0t/fzDEkbSrpHknvAxPzdU7Jh+dIuNp5CwOB9Uuvndt5rpmZmZlZp8yPSwqfBb5Jmum5W9KmEVH5x34lwfw7aelhNf8pfZ5eo1/bj6OvrbP7qsqmkZYS7gxsT9r3VS+/Ji0bvJi09+xd0n6ss6mesNf6vlr9HiX1If3O/ktaQvg6KXH+JnB4lWu16zuMiLHA2NkuWH1FppmZmZlZ3c2PCRcR8ZikXUizPndL2jwiKjNZ7wELR8Q9dbrcq/l9TeC+SmPe27Ua8O+5HPfl/L4+0FasAexFWip3raQdImLYXF63bHdgaET8qNgoaWnSbFe9fJtUQGSniJg5S5aXSpqZmZmZzZPmxyWFAETEvcAPSMUV7swVCKcD1wG7SVq/fE4u8NBRI0mJ3E8kLVpo709avji3/kVaNndYTm5mqlY0Iy8j/A7wT+AWSV/pxLWLplOazZO0B7BKncYvXofitfK+rf3rfB0zMzMzsy4zX85wVUTEDZIOIC2Hu1nS9qQy71sBj0q6gLQEcVlSAYhv5J87co2PJB1Hqih4n6SrSTNb+1N7D1d7xp2Rn0F1C/CkpEtIFQvXBtYDtqtyzhRJ3yLNtN0hacuIaM8esCMkfVBqmxERp5CWJ56Qr/8Q8AXSbNpc31sNQ0hLCG+RdD7QAziAtBzwU3W+lpmZmZlZl5ivEy6AiLhE0rKkZ15dC+wKfAU4gTQjdAjwDun5T8fM5TX+lsu4/xI4g1RKfSfmLJne0XHvykvqTgSOJM1Ivkx67lStc1okbQcMZ9ZyypfauNSxVdqmkwpWnEJ6ttmewPdIM287kp6zVTcR8byk3YGTSb+rMcBfSbOH5QqHZmZmZmbzhPkm4YqIQaRS7NWO/QH4Q6FpLHBoftUabxhVCmNExOga7X8lJQhF/dozZhvXexDYtpU4+5OWLxbb3iHNgrUqIgaQHkTcWp9pwFH5VdSv1G8Y1eMfRJXfS7VrR8QtpBm9sktK/Xq3FrOZmZmZWXcx3yRcZh11wb4b07dv32aHYU3S0tLC0KFDGXL4FvTs2bPZ4VgT+G/AwH8HZtZ4823RDDMzMzMzs2ZzwmVmZmZmZtYgTrjMzMzMzMwaxHu4bIF1wOCRtNxQz2c327xk5SWCYzeCbc8azpgpVWvZ2HzOfwMGs/4OzMwaxTNcZmZmZmZmDeKEy5pG0mhJg5odh5mZmZlZozjhqiNJq0k6V9ILkj7Ir2cl/UXSBs2Or6tI6iPpfEmjJE2V1CLpQUm/kLREK+etK2mApN5dGK6ZmZmZWcN4D1edSPoWcDXwMXA58G9gBrA28B3gYEmrRcSrzYuy8STtCFwLTAMGA08DiwKbAWeQHsh8YO6+Fuk7qlgXOBEYBozukoDNzMzMzBrICVcdSOoDXAW8Cnw9Iv5XOn4McAizJxedud6SEfF+PcaqJ0mrMet72Lr0PfxF0hrAjpWGiJjWxSGamZmZmXUpLymsj6OBJYH9y8kWQER8HBF/iojXi+2StpY0QtL7kiZKuknSOqU+AyRFXm53haQJwAP52EL5+Ft5+eLQ3G+OvVGSVpd0raR3c99H8mxUsU+/fK3vSvqNpDfyksB7c7LUnu+hB/CjGt/DSxFxTuF6M+OU1J80MwYwNMcROaZLJY2XtEh5TElDJD3fjtjMzMzMzLqcE676+BbwUkQ82t4TJH0DuAtYERgA/BH4GvBgjT1M1wKfBH4NXJDbTiUtwRsJ/BJ4MY+5ZOlaKwEPAdsBA4HfAIsDN0vatcq1fgXsCpyZr/FV0jLJtnwbGBURD7Wjb9lw4E/551OAffLrOeAyYLkc/0ySVga2Bv4+F9czMzMzM2s4LynsJEk9gU8DN1Y5tjSzf8fvR8SU/PMZwLvAJhHxbu5/I/AE8Ftgv9Jw/46IPQtjrwQcAdwYEbsW2k8kJXBFvwJWAjaPiMrs2AXAf4A/SropIorLHRcHNoqID3PfCcA5ktaPiKdb+R5WAW6qdrwtETFK0gjg58DdETGsMPY44A1gb+DWwmk/IP1Hg5oJl6QVgRVKzX3mJkYzMzMzs47yDFfn9czvk6scGwaMK7x+CiDpU8BGwKBKsgUQEf8B7ga+WWWs80qfv05K5gaW2v9c5dxvAo9Vkq18rcnA34DepGIVRZdUkq1sRH5fvcrYFZXv4b1W+syVnAxeDuwkaanCob2AhyLilVZOP4RUuKP4mquk0MzMzMyso5xwdV4lwehR5dhBwDakmZmiVfN7tb1HzwHLS1qy1F5OKipjvFRszAnchCp9a12rOFbFa6XPlfGWqTJGRUt+X6qVPp0xGFiCtNQRSWsB/4+03LA1A4H1S6+dGxSjmZmZmdlsvKSwkyJikqT/kf4hXz72KECdnis1pe0udTO9RrtqnRARLZLeosr3UA8R8aykx0nJ6+D8/iFwTRvnjQXGFtukmrdhZmZmZlZXnuGqj9uANSR9pZ39K8/iWqvKsbWB8e0o+14ZY7bqgZKWY86ZqFdbuVZxrM66FegjaZO5PD/aOD4Y2DovydwTuC0iyrN5ZmZmZmbdhhOu+vg98AFwcS5mUTbblEoumf4ksF8urJE6SesD2wK3t+Oa95Iesnxwqf3QKn1vB75STITyksUDSQ8YfrYd12uP3wPvAxdW+x4k9ZH0i1bOrySZS9c4fiUpKTuHtJ/M1QnNzMzMrFvzksI6iIgXJe1JSgiel3Q58G9SorUaaTZmBqnSXsUvgTuAhyVdRNqf9DNgEnNWGax2zbclnQMcKelm4E5gQ2AHYDyzzxadRqrod4ekP5GqI+6XY9utVKFwrkXEy/l7uBp4TtJgUpGKRUkl7/cABrUyxJOk5YzHSOoFTAPuy8sCiYhxku7M40wkzSyamZmZmXVbTrjqJCJukvQF4EjSLNUPSUnPq6TE4LyI+Heh/z2StieVgD8J+Ai4Hzimjap7RceQZtYOAL4BPJyv/QAwtXCttyV9DTidlNQtTioJ/+2IqGvSEhE3S9qAlFDuTJqBm5avdySzniFW7dwxkn4CHAtcBCwMbMXse7AGk557dk1ETKtn7GZmZmZm9eaEq44i4mVSGfL29r+XtDSwtT4DqDHjFRHTgRPyC5j57K/lmH02jYgYRZoZau1aw6hSGCMiRldrb2WcF0nLFdvq17tK24XAha2cVilX7+WEZmZmZtbtOeGah0laovAg5YrD8vuwro2myxwAjCLN4nXKBftuTN++fTsfkc2TWlpaGDp0KEMO34KePXu2fYLNd/w3YDDr78DMrFGccM3bviepP6koxmRgM9JerSER8WAzA6s3Sd8HNgB2BH4REW1VNDQzMzMzazonXPO2/5AqFR4N9ATeJlXwO66ZQTXIlaSk8iLSw4zNzMzMzLo9J1zzsIj4F6lYxnwvIvy0YjMzMzOb5zjhsgXWAYNH0nLD+GaHYU2y8hLBsRvBtmcNZ8wU5/Pd1ejTdmx2CGZmZp3iBx/PIyStJOkfkt6RFJIOa3ZMZmZmZmbWOidcbZDUPyc4lddUSW9JukvSzyUt1UWhnAVsB5wK7EN60HGtmEPSuTWOVe5n48aEaWZmZmZmFV5S2H4nAK8AiwArA/2As4EjJO0UEf9p8PW3Bm6KiDMbfB0zMzMzM6sTJ1ztd0dEjCx8PlXS1sCtwM2S1qnyTKx6WhGY2MDxzczMzMyszryksBMi4j7gd8CqwN7FY5LWznuu3s3LEEdK2qnUZ1lJZ0p6StJkSS2S7pC0YaFPf0kBCPhpZWljPe9D0gaSBkkalWMdI+liScsV+uyer71llfMPysfWb+94ud+AfN4auf9ESZMkXSLpk6W++0u6T9JYSdMkPSvp4Hp+D2ZmZmZm9eYZrs67DDgF2Ba4AEDSesCDwJvAacD7wHeBGyXtFhE35HNXB3YBriUtV1wJOAi4X9K6EfEWMJy0Z+sy4G5gcDvjWlzS8lXae1Rp2ybHcgkwBlgPOBBYT9JX80OGbyM9B+u7wP2l878HPBMRT3dgvKJr8v0fC3wJ+DEwFjim0Odg4BngZtKzx74NDJS0UET8pbUvwszMzMysWZxwdVJEvCFpEtCn0HwO8Brw5YiYBiBpIPAAcDpQSbieAj4fETMqJ0q6DPgv8CPgdxExChiV21+IiL+3M7Qf5Vd7DIyIPxQbJD1CetjwZsCIiJgi6RZgd0k/j4jpud/KwJbAgI6MV7r+ExHxo0Lf5XLsxYRry9KSzXMl3QkcAdRMuCStCKxQau5Tra+ZmZmZWb15SWF9TAaWgrRMkFTg4hpgKUnL55mm5YC7gDUlrQIQEdMqyZakhXOiMRl4njTT0xk3kWaayq8zyh2LiYykyszYI7mpGMfVpL1k/Qptu5P+jq6ei/Eqzit9HgEsJ6lnjTF75THvB1aX1KvKmBWHAE+XXje10t/MzMzMrG48w1UfPUhL4ADWIO23+l1+VbMi8KakhYBfkJKC1YCFC33e6WRMb0TEPeVGSZ+p0rYscCLw/RxbUTGZuROYRFpCeG9u+x7wZES8MBfjVbxW+jwhvy8DtOQxNwV+C2wCfLLUv1eOq5qBpCWbRX1w0mVmZmZmXcAJVyflBKYX8FJuqswankma0aqm0vfXpKTsYuB44F1gBqncfFfOPl4DfI00+/UkaZZtIVKCNTOOiJgm6UZgV0mHkPacbUq6jw6PVzC9RlwCkNSHlOD9l7SE8HXgQ+CbwOE1xqzEPJZZyTB5vFrdzczMzMzqyglX5+2T3yvJ1aj8/lG1GaaS3YGhxf1LAJKWBsbXLcJWSFoG+DpwYkScVGhfs8YpVwP75XPWISVFVxfO6+h47fFtYDFgp4iYORsmaatOjGlmZmZm1nDew9UJ+Tlcx5Mq7F0OM2dUhgEHSfpUlXOKBRymk2dxCsf3AFZpUMjVVGaXytM+h9Xofw9pJu57+fVYRLzSifHaY44x876t/TsxppmZmZlZw3mGq/12kLQ26TtbiVQYYxvgVdLMy9RC35+SKhI+JekC0qzXSqT9R58BKs/ZuhU4QdIlwEPAF4C9mDVL1nAR0SJpOHC0pEVIpey3Je0pq9b/I0nXk/ZnLQkc1Znx2mkIaQnhLZLOJ+2ZO4C0VHCOpNbMzMzMrLtwwtV+leVxH5JmeJ4izdpcEhHvFTtGxLOSNiYVjuhPqlA4FniiMA6k53ctCexJmi36F7Aj6dldXWlP4M+kRFGkBGcH4K0a/a8mPSsrSPu1OjteqyLieUm7AyeT9saNAf4KjCPtfzMzMzMz65accLUhIgYBg+bivFGkvU6t9ZlGmiE6qnSoX5W+7a700FrfavcTEW8C36nSveo4eW9aa9do13gRMYDZn9/VWoy3ALdUGfOSWnGYmZmZmTWb93CZmZmZmZk1iGe4bIF1wb4b07dv32aHYU3S0tLC0KFDGXL4FvTs2bPtE8zMzMzmgme4zMzMzMzMGsQJl5mZmZmZWYM44TIzMzMzM2sQ7+GyBdYBg0fScsP4ZoexQBt92o7NDsHMzMysoTzDZXOQNEBS1HnMYZKG1XNMMzMzM7PuzglXF5DUX1LkhyEX23tJekzSVEnbNys+MzMzMzNrDCdcTSKpJzAE2ADYNSLubHJIZmZmZmZWZ97D1QSSlgLuAjYCvhMRdzQ3IjMzMzMzawTPcHUxST2AO4EvAbtFxG2FY4MkTZa0iqQb88/jJJ0paeFCv99KmiHp66Wx/ybpQ0kbKhkv6Y+F4wtJmihpuqSlC+3HSPo4x9Za7HtLelzSFEnvSrpK0mer9DtQ0su532OSNq8x3qqSbpb0vqSxks6StF1eftmv1LevpDslTZL0gaT7JW3aWrxmZmZmZs3mhKtrLQncAXwZ2CMibq3SZ2HS7Nc7wFHA/cCRwIGFPicDTwIX5dkyJG0HHACcFBH/jogAHgS2KJy3AdAr/1xMVjYHnoiIybUCl/QbYDDwInAEcDbwdWB4KXn7EXA+MAY4OsdwM/DZ0nhLAvcB3wD+BPwf8DXg9CrX3hoYDvQEfgv8GlgauE/SV2rFbGZmZmbWbF5S2LUuBT5NSrZurtFnceDqiPhd/nyepH8BPwL+ChARH0naF3gc+KOkXwIXASOB0wpjjQBOk7RURLxHSqxeBd7OP98maSFS8nVJraAlrUpKdI6LiFMK7dcDTwCHAKdIWgQ4hZQMbhURH+Z+zwJ/A14vDHsQsDqwS0TclPudn8crXlvAecBQYIecSFb6PkNKPrdtJfYVgRVKzX1q9TczMzMzqyfPcHWtlYCpzJ54VHNe6fMIUnIyU0Q8DZwI/Jg0I7Y8sF9EfFw6b2HSzBGkJGtEflWW+a1Pmi0a0Uo83yH9rVwjafnKizSL9SKwVe63MbAicF4l2coGAZNKY24PvEma/arc01TgglK/jYA1gSuA5QrXXhK4F9giJ421HAI8XXrd1Ep/MzMzM7O68QxX1zoI+CNwp6TNI+L5Kn2mRsS4UtsEYJkqfc8Avg98Bfh1RDxbOv4v4ANScnVXfj+RlCj9TNLizEq8Hmgl7jUBkZKraj7K76vm99n65Rm5UaVzVgVersxYFbxU5dqQZgdr6UX6jqoZCFxbauuDky4zMzMz6wJOuLrWs8A3STMzd0vaNCLKs13TOzDe6sxKSL5QPpgTnUdJs0BrACuTZrLeBhYB+pISrv9WSfKKFgIC2KFGfDX3ftVBZfbql6SlitXUvH5EjAXGFtvSKkUzMzMzs8ZzwtXFIuIxSbsAt5GSrs3bSHaqysvoBgEtpAIWv5b0j4i4vtR1BHAMqTjFeFJyFZKeISVbmwPVincUvUya4XolIl5opd+r+X1NUkGMSqyLAKsB/y71XVeSSrNca1S5NkBLRNzTRpxmZmZmZt2K93A1QUTcC/yAlFzcmR+C3FFHkPZmHQgcDzwE/DXvbyoaASwGHAY8UEhuRgD7kIp4tLZ/C+B60szWiSpND+Xy88vljyOBccBPJC1a6NaftE+s6C5gFWCnwliLkyotFj1OSrqOqla2XlK5IIaZmZmZWbfhhKtJIuIGUnLxJeDmnGy0i6R1gN8BgyLiloiYQUpqepD2LBU9DHwMrMXsidVw4PP551YTroh4GTgO2BN4QNIvJf1E0unA88D+ud9Hud9GpJLtP8vPAfs9UN7DdT4wGrhS0qmSfk4qgT+1ctk85gxSYZDPAs9IGiDpgPx+P3Bxa7GbmZmZmTWTE64miohLSM/a2pJU2KHNJZ75AciXkpYHHlYY60XgWGAPSd8ttL/PrFLrxcIYlSTr9Yh4lTZExGnAbsAMUuGNM0mzU0OYvdLg30iVAT9NKuqxee73emm8ycDWpKWHvyAlaiNIiSTMSryIiGHAJqQZtEOBP5MSzDHAWW3FbmZmZmbWLN7D1QUiYhBpv1W1Y38A/tDG+QOAAfnn6aSqhNX6/Yn0EOFy+xz9I+JN0r6sVq9Xar+etLywVRHxV/Izwwr6Ven3CvCtYpukw/KPb5T6PklK+MzMzMzM5hlOuKxpJC0REVMKnxcnlc5/MSeEDXXBvhvTt2/fRl/GzMzMzBZgTrisma6X9Bqp3HsvYG9gbWCvZgZlZmZmZlYvTrisme4iFcTYC1iY9Jyy70fE1U2NyszMzMysTpxwWdNExNmkZ4iZmZmZmc2XnHDZAuuAwSNpuWF8s8OwJll5ieDYjWDbs4YzZkrV+jHdxujTdmx2CGZmZjaXXBbezMzMzMysQZxwzeckDZP0dLPjAJDUW1JI6t/sWMzMzMzMuoITrk6S1D8nEZXXVElvSbpL0s8lLdUFMXxa0gBJGzVo/IUk7SvpbknjJX0kaaykIZIOlLRYI65rZmZmZjav8x6u+jkBeAVYBFiZ9KDfs4EjJO0UEf9p4LU/DZwIjCaVWK8bSUsANwDbAQ8BZwJvA8sCWwIDgb7Aj9ox3KvAEsBH9YzRzMzMzKy7csJVP3dExMjC51MlbQ3cCtwsaZ3iQ37nIWeRkq3DIuKc0rE/SFoT2Ka1ASR9AlgoIj4EpjYmTDMzMzOz7sdLChsoIu4DfgesSnqo70yS1pb0D0nv5mWIIyXtVOqzrKQzJT0labKkFkl3SNqw0Kcf8M/88ZLC0sb+pbHWlTRU0geS3pR0dFvxS/os6TlZd1ZJtir3+GJEDCycU9mndZSkwyS9DEwD1q22h0vSoHxvq+dlmO/nJZknSJqtdJyk70t6XNJ7+bt4StIv2roPMzMzM7NmccLVeJfl920rDZLWAx4B1gFOA44E3gdulLRr4dzVgV1Is2RHAGcAXwDul/Tp3Oc50nJGgL8B++TX8MI4ywB3Av/O1/ovcLqkHdqIfQfSA4n/3r5bnc3+wM9yTEcC77bSd+Ec39vA0cDjwG/zCwBJ2wBXAhOAY4BfAcOATeciNjMzMzOzLuElhQ0WEW9ImgT0KTSfA7wGfDkipgFIGgg8AJxO2jMF8BTw+YiYUTlR0mWkhOlHwO8i4m1JdwAnAQ9HRLXk6NPAvhFxWR7jItJ+qh8Bd7QS/tr5fbYqh5IWBXrOfpvxTunczwBrRMS4wnm9a1xncdIs2s9zv4HALcAxkv4UEeOBHYEWYLuImN5KzLORtCKwQqm5T7W+ZmZmZmb15hmurjEZWArSMkFga+AaYClJy0taHlgOuAtYU9IqABExrZJsSVpY0nJ5rOeBL3Xw+jMTsbyX6jHSDFprKknV5FL7N4FxhderVc69rphstcO5hfgif14U+EZunggsSRv7xao4hJQwFl83dXAMMzMzM7O54oSra/QA3ss/rwGItLdrXOlVWUK3Iswsx364pBdJ+6DG534bAL06cP03chJTNIG01LA1lZh7lNofJCU+2wBDapz7SgfimwGMKrW9kN975/eBue0OSW9IuljS9u0YeyCwfum1cwdiMzMzMzOba15S2GCSPkNKjl7KTZUk90zSjFY1lb6/JiVmFwPHk/ZBzSCVm+9IslxrCZ5qtFf8N7+vT9r/BUCeuboHQNLeVc4DqGtFxogYm58zth1pb9kOwP6SBkfEfq2dB4wttpVqcZiZmZmZNYwTrsbbJ79XkqvKTM5HEXFPG+fuDgyNiNmecSVpadJsV0V59qpe7iAla3sBlzfoGpCSx9WZNasF8Pn8PrrSkJdC3gLcImkh0uzVQZJ+FxEvYWZmZmbWzXhJYQPl53AdT1pedznMnHEZRkoUPlXlnGKBh+mUZqEk7QGsUjrt/fy+dD3iroiI10izaztIOrRGt3pNF80cP5eDP5T0gOR7c9typdhmAJWHSS9WpxjMzMzMzOrKM1z1s4OktUnf6UqkwhjbkApK7BQRxQf+/pRUkfApSReQZr1WAjYhVferPGfrVuAESZcAD5FKwu/FnPudXiYVlfiJpPdICdijEdGRfVS1HAasBvxZ0vdJM0xjgeVJJdm/TSri0RlTge0lXQo8SlouuCNwSqHwxoW54Mh9wBukZ5v9DHiSVBrfzMzMzKzbccJVPyfl9w9Je62eIiUrl0TEe8WOEfGspI2BE4H+pAqFY4EnCuMAnEKqzLcn8D3gX6RE5LTSeB9J2g84FTiP9Hvdn44VrqgqIj7IxSkqz/c6mlS9cCJpX9chwKWdvMx0YHvgr6Rnjb1HKiBS/C7+DhyYr7c0MAa4GhhQLJtvZmZmZtadOOHqpIgYBAyai/NGATWLPeQ+04Cj8quoX5W+NwM3V2mfo29u79++SCE/92oQ7bjPiBhNjWWGbRwbRSqIUWvc64Dr2rq+mZmZmVl34oTLFlgX7Lsxffv2bXYY1iQtLS0MHTqUIYdvQc+ePds+wczMzGwuuGiGmZmZmZlZgzjhMjMzMzMzaxAnXNZUEdE/Ino0Ow4zMzMzs0bwHi5bYB0weCQtN4xvu6M11ejTdmx2CGZmZmZzzTNcZmZmZmZmDeKEy9pF0jBJw5odh5mZmZnZvMQJ1zxOUn9J0crrq82O0czMzMxsQeU9XPOPE4BXqrS/VKfxt63TOGZmZmZmCwwnXPOPOyJiZKMGj4gPGzW2mZmZmdn8yksKFwCSeuflhUdJ+qmkUZI+kDRE0meVHC/pDUlTJN0kadnSGLPt4ZLUL4/5XUm/yedOlXSvpDWqxNBX0p2SJuVr3y9p01KfAXnMz0v6e+47TtLvcoyfzbG1SBoj6ciGfWlmZmZmZnXgGa75Ry9Jy5faIiLeKXzeC1gU+DOwLHA0cA1wH9APOB1YA/gZcCbww3Zc91fAjNy/Vx7zcqBvpYOkrYE7gMeB3+b++wP3Sdo8Ih4rjXk18Fwee0fgOOBd4KAc6zH5Xs6U9M+IGF4rOEkrAiuUmvu0477MzMzMzDrNCdf8454qbdOAxQufVwHWjIhJAJIWBo4FlgA2joiPc/sKwF6SDo6IaW1cd3Fgo8qSQ0kTgHMkrR8RT0sScB4wFNghIiL3Ox94BjiZOfeHPRYRB+V+fwNGA38Ajo2I03P7lcBbpKSwZsIFHAKc2MY9mJmZmZk1hBOu+cdPgRdKbdNLn6+tJFvZo/n975Vkq9D+A1KCNqqN615S2t81Ir+vDjwNbASsSUqslkv510z3AvtIWigiZhTaL6z8EBHTJY0EPgNcVGifKOn5fJ3WDASuLbX1AW5q4zwzMzMzs05zwjX/eKwdRTNeK32uJF+v12hfph3XLY85oXTumvn90lbG6FU4r9qYk4CpETG+SvtyrQUXEWOBscW2UtJnZmZmZtYwTrgWLOUZr7ba25OZtHVupTDLL4Ena/Sd3I4xOxOjmZmZmVlTOOGyRns5v7dERLV9ZmZmZmZm8y2XhbdGe5yUdB0lqUf5YC7QYWZmZmY2X/IM1/xjB0lrV2l/iFSGvSkiYoakH5PKwj8j6RLgTVJBjq2AFuDbzYrPzMzMzKyRnHDNP06q0b4/MKwL45hDRAyTtAlwPHAo0AMYQ6qGeH4zYzMzMzMzayQnXPO4iBgEDGpH1zmKS0TEsBrtc4wZEf3aee7oGu1PAru1FmBEDAAGVGnvD/Sv0t6v3GZmZmZm1p044bIF1gX7bkzfvn2bHYaZmZmZzcdcNMPMzMzMzKxBnHCZmZmZmZk1iBMuMzMzMzOzBvEeLltgHTB4JC03jG92GNZFRp+2Y7NDMDMzswWQZ7jMzMzMzMwaxAlXnUjqLykkbVxq7yXpMUlTJW3frPg6S9LtkiZIUqn9i/m+X61yztb52IF1jmVdSQMk9a7nuGZmZmZm9eaEq4Ek9QSGABsAu0bEnU0OqTMeAJYG1i+1bwp8DHxO0meqHKucW0/rAicCves8rpmZmZlZXTnhahBJSwF3ARsBu0XEHc2NqNMqSdNmpfZNgduByVWObQa8AzzX2NDMzMzMzLonJ1wNIKkHcCfwJVKydVvp+M6SbpP0lqRpkl6WdLykhUv9hkl6Oi+hGyrpA0lvSjq6eC1J70s6p0ocn5E0XdKxhbalJZ0t6fV87ZckHSOprb+Fx4APmTVrVbEpMDwfn3ksj/dV4KGIiI5cW9L3JT0u6T1JLZKekvSLfKw/cG3uOjQvWQxJ/dqI38zMzMysy7lKYf0tCdwBfBnYPSJurdKnP2lG6I/5fWvgJKAn8MtS32VIydv1wDXA7sDpkp6KiDsiYrKkG4DvSToiIqYXzv0BIOByAEmfBO4HVgHOB14DvgacCnwKOKzWTUXEVEmPU5jFkvRZ4LPAQ6TlhsUycF/I9/NAR64taRvgSuBe4Jg81jqkZO4cUnL3J+DnwCnMmj3zLJqZmZmZdTtOuOrvUuDTwB4RcXONPntGxJTC5/MknQccIum4iJhWOPZpYN+IuAxA0kXAq8CPSIkdwGBgL2AbUnJWsTcwPCJey5+PAPoAX4yIF3Pb+ZLeAn4p6Q8R8Xor9/ZA7rdKRLxJSoKmAo+TEq5jJS0VEe8xKzGrLEVs77V3BFqA7UrJIwARMUrSCFLCdXdEDGslXiStCKxQau7T2jlmZmZmZvXiJYX1txIpCamZuBSTLUlLSVoeGAF8Eli71H0y8PfCuR+Slu+tXuhzD/AWKemqjLs+qVjH3wv99sjXmSBp+corn78wsEUb91ZJnjbP75sCj+eYHib9PX21cGwqMLKD155ImiXcpo1Y2usQ4OnS66Y6jW1mZmZm1ionXPV3EGmv052S1qrWQdJ6km6QNIk0mzOOWYlRr1L3Nyp7oAomkJYaAhARM0jLBnfJS/cgJV9TmbXfCWBNYPt8veLrnnx8xTbu7UEgmLVXa9PcRkRMBJ4tHftnTsY6cu2BwAvAHZLekHRxJ8vpDyRVViy+du7EeGZmZmZm7eYlhfX3LPBN0h6kuyVtWlymJ2lp0l6mFuAE4GVSYvQl4HTmTILnWFZXGar0eTBp/9cukq4E9gRujYhJhT4LAXcDv68x5gut3VhEvCPpv8BmuTDIBsBvC10eysc+A3yOvHesI9eOiLGSNgK2A3bIr/0lDY6I/VqLr0bMY4GxxbbSo8TMzMzMzBrGCVcDRMRjknYBbiMlXZtHxLh8uB+wHPCdiBheOUfSap285tOSniDNbL1BSnh+Vur2MtAjIu4pn98BDwA/BLYlLQV8qHDsIVKhjn6Fvh2+dp4VuwW4JVcwHAgcJOl3EfESaZbNzMzMzKzb85LCBomIe0nJxxqk5YU986HKjNXMaRZJi5L2GnXWZaRE6DDS86/Kz/66BthE0nblE3PJ9vYk4A+QEq2jgBcLiSSkhKsH6V5mMHsy1q5rS1queCwvl/xP/rhYfn8/vy/djnjNzMzMzJrGM1wNFBE3SDoAuBi4Oe9Feoi0B+tSSX8izdbsw5xLBOfGFaQle7sCf42Ij0rHzwB2Am6VNIhUXXBJUgn33YHewPg2rlGZtdoEGFQ8EBEvSBqfjz2V93V19NoXSloWuI80U7cqaabuSWaVfn+SlLgeI6kXMA24Ly8fNDMzMzPrNjzD1WARcQlpNmhLUgGLScC3gP8BJ+djdwNH1xqjA9d6GxiSP15W5fgHOY4zSMv+zgF+RSpocWKOra1rjCJVRITZZ7AotRWXE3bk2n8n7Wk7hLSUcD/gamCHPNtFRIwBfkIqtHER6bld67YVu5mZmZlZV/MMV51ExCBKMz6FY38A/lBoeog0C1Q22yxXRPSrMV7/VkL5EHg5Ih6uce5k4Nf5NVciYpVWjtWsANiea0fEdcB17YjhQuDCtvqZmZmZmTWTE675iKRPkR4c/H/NjmVecMG+G9O3b99mh2FmZmZm8zEnXPOBXOFwU+DHwEfA+c2NyMzMzMzMwHu45hdbkvZsrQbsl/c4mZmZmZlZk3mGaz7Q2v4xMzMzMzNrHs9wmZmZmZmZNYhnuGyBdcDgkbTc0NZjx2x+tfISwbEbwbZnDWfMlHo8Bs/mNf4bMPDfgSX+O+ieRp+2Y7NDqAvPcNk8QVJ/SSGpd6FtmKRhzYvKzMzMzKx1Tri6WCFxqLymSnpL0l2Sfi5pqWbH2F6SFpbUIummKscOz/d3aZVjJ+Vjn++aSM3MzMzMmsNLCpvnBOAVYBFgZaAfcDZwhKSdIuI/zQutfSJiuqRHgK9VObwp8HF+r3ZsbES80Mj4zMzMzMyazTNczXNHRPw9Ii6JiFMjYjvgG8CKwM2SlmhyfO31ALC8pHVK7ZsC1wB9JK1caZT0CaAv8GDXhWhmZmZm1hxOuLqRiLgP+B2wKrB3pV3SBpIGSRqVlyCOkXSxpOVKfULSToW2/5fb/lW8jqQ7JD1a+Dxa0q2SNpP0WL7GKEn7tiPsB/L7zJksSauTZu3OBaYy+yzXRsCSlfPac29mZmZmZvMqJ1zdz2X5fdtC2zbA6sAlwM+Aq4DvA7dLqpTSeRqYCGxROG9zYAawoaSeAJIWIi0BHF667hrAP4C7gSOBCcAgSeu1Ee8jpKWDmxXaNgXeB/4JjGT2hKvycyVRa8+9mZmZmZnNk7yHq5uJiDckTQL6FJoHRsQfiv3y3qkrSYnOiIiYIelBUpJVsTlwI7AzKcm6E9gQ6AmMKF16LWCLiBiRx78GeB3YHziqlXg/kPQEcyZcj0XEx5IeArYqHNsM+ACozLq1eW+1rt0eklYEVig196nW18zMzMys3jzD1T1NBmZWK4yIKZWfJS0uaXnSzBLAlwrnjQC+JGnJ/Hkz4HbgSWYlYpsDwawZpopnK8lWvuY44HnS7FNbHmD2vVqbAg/lnx8Evijpk4Vjj0bExx28t7l1CGn2r/iao6qimZmZmVkjOOHqnnoA71U+SFpW0jmS3gamAONIFQ4BehXOG0GatdxE0lqkAhwjSMsHiwnXsxHxbumar1WJYwKwTDvinbmPS9LSwHrMKorxUI7pK5JWAz5V6N+Re5tbA4H1S6+d6zCumZmZmVmbvKSwm5H0GVKi8VKh+RrSksAzSLNVk0nJ8p3MnjSPJBWp2IKUQI2NiBckjQAOkbQYKeG6ocqlp9cKqR1hVxKoynJBgIcBImK8pBfzsc+W+nfk3uZKRIwFxhbbvDXMzMzMzLqKE67uZ5/8fheApGWArwMnRsRJlU6S1iyfGBEfSnqMlFS9xqz9TyOAxYC9gJWYs2BGp0TE2EJS9T5pBm1ioctDpKWEnyEldg939N7MzMzMzOZFXlLYjUjaGjietKTu8txcmXkqT8scVmOYEaTnXG2VfyYixgPPAccU+tTbA6SS79sya/9WxUPAJqRE8D8RUVku2dF7MzMzMzObp3iGq3l2kLQ26XewErA1qUT6q8BOETEVICJaJA0Hjpa0CPAmKalZrca4I4DfkJbvFROr4cBBwOiIeKMB9/MAqaLhl4G/lI49RFom2Qv4c6VxLu7NzMzMzGye4oSreSpL6D4E3gWeIs3sXFKYAarYk5So/JQ0GzQE2AF4q8q4D5Fmjj4A/l1oH0FKuBoxuwWz78sqz3A9Q3pG2NLMWR2xI/dmZmZmZjZPccLVxSJiEDCog+e8CXynyqE5qj/kZG2O32tEXM6sZYrlY71rtPfrQIwvVIsnHwtqVDts771V+946Ep+ZmZmZWTM44bIF1gX7bkzfvn2bHYY1SUtLC0OHDmXI4VvQs2fPZodjTeC/AQP/HVjivwNrJBfNMDMzMzMzaxAnXGZmZmZmZg3ihMvMzMzMzKxBvIfLFlgHDB5Jyw3jmx2GNcnKSwTHbgTbnjWcMVOq1nux+dTo03ZsdghmZrYA8QyXmZmZmZlZgzjh6iRJvSWFpKOaHUu95fsa0KRr98vX79eM65uZmZmZ1UOnEi5J/fM/ijeuV0DdgaTR+b7aevVvdqxtkXRNjvX0Gse/2aykKl//kHnhezQzMzMzmxvew1XdYUCPwudvAj8ADgeKm34e6sKYOkxST+DbwGjgB5J+lR9CXPRN4KfAgK6NbqZDSN/poFL7cGAJ4MOuDsjMzMzMrF4W6IRL0pIR8X65PSJuLPVbmZRw3RgRo0vHejcwxM7aDVgY+CFwH7AFcH9TI2qniJgBTG12HGZmZmZmndEle7gkfVHSHZJaJE2WdK+krxaOLy1puqSfF9qWlzRD0juSVGj/q6QxpfH7SrpT0iRJH0i6X9KmpT4D8tK6dSVdIWkC8ECd7/NASS9Lmibpn5K+XDq+gaRBkkZJmippjKSLJS1XI9Y1cv+J+d4ukfTJDoS0F3B3RAwFnsufi9cZRJrdquzXCknlGbBi/1UlDZT0vKQp+XdzbTnpLCw13VTSHyWNk/S+pBskrVDoNxpYD9iycP1h+dgce7gkrSnpuvy9TZX0hqSrJPXqwHdiZmZmZtZlGj7DJWk9YATQAvwe+Ag4CBgmacuIeDQiJkp6mjQD86d86mZAAMsC6wLP5PbN83iV8bcG7gAeB34LzAD2B+6TtHlEPFYK6VrgReDXQD1rQe8JLAWcn+M+Grhe0uoR8VHusw2wOnAJMIaUbBwIrCfpq1WW+10DvAIcC3wJ+DEwFjimrWAkfRrYCtgvN10JHC7p0IioLNM7H/h0jmufdtzjl4GvAVcBbwC9gYNJv8t1I+KDUv8/AxNIv5fepKWa5wLfy8cPy30mA/+X296ucT+LAncBi+VzxgCrAN8ClgYmtSN+MzMzM7Mu1RVLCk8GFgE2i4hRAJIGA8+TErAtc78RwO6F8zYnzUCtnX9+RlIl+fpbHkfAecBQYIdKwiLpfFKCdjKwbSmef0fEnnW+R4DPAWtGxIQcw/PATcB2wK25z8CI+EPxJEmPkJKhzSgkktkTEfGjQt/lgB/RjoSLtARyWo4BUpJ0EmnP1o0AEfGwpBeAbSLi7+0Y87aI+Ecp/luAh0nLFy8r9X8H2Lbwe1kI+LmkXhExKSJulHQyML4d118XWA3YoxTDSa2dJGlFYIVSc582rmVmZmZmVhcNXVIoaWFSwnNjJdkCiIj/AVcAm+XCDpCSjZUkrZU/b04qnDAi/wwpKRGzEpONgDXzWMvlZYjLA0sC9wJb5H/kF51XvzuczdWVZCurxLh6pSEiplR+lrR4jvWR3PSlKmOWYx1Bus+eVfqW7UVKkN7L136RNAu4V6tntaIU/yI5AXwJmEj1+P9WmrUbQdpTtupcXL4yg7VdB5dVHgI8XXrd1OoZZmZmZmZ10ug9XCsAnyTNZpU9l6//2fy5kqBsLmlJ4Iu5bTizEq7NSUsT/50/r5nfLwXGlV4/Ji0/K+/veWXub6dVrxU/FJKvZSptkpaVdI6kt4EpOc5KPNX2Ib1W+jzHmNVIWof0/T2Y94GtIWkNYBjwrXYmbNXGXULSSZJeJ82ejc/3sHQ9468mIl4B/kj6vY6XdJekn7Zj/9ZAYP3Sa+eOXt/MzMzMbG50myqFEfGWpFdI+7hGk2ayHib9g/4cSauSEq6HcgU7mJUw/hJ4ssbQk0ufp1Tt1XnTa7QX94ldQ9oDdQYp3smke7iT6slve8asZu/8flZ+le1G2kfWUX8m7Y87m/S7mUTar3YV9Y2/qog4Mhf62Jk0c/on4Ni8/+2NGueMJe17m3Vx1XPrnpmZmZlZbY1OuMYBHwBrVTm2NqnAxeuFthGkhOsV4MmIeE/Sv0n/sN+etGztxEL/l/N7S0TcU+fY60rSMsDXgRMj4qRC+5q1z5qr64hUwGMoaXan7HjSssJKwlWzKmEVuwOXRsSRhestTprhmlsduT4R8RTwFHCypK8BDwI/AY7rRAxmZmZmZg3R0IQrIqZLGgLsLKl35RlWklYiJQUPRERL4ZQRwL6kKnZ35DFmSHoIOIJUfKNYWOJxUtJ1lKQrImK22SxJK0TEuMbcXYdVZnvK0yuH1fk6m5IqAp5QLnABIOnzwO8kfToi3gLez+1LR8TENsaezpzx/4y0L2tuvU87Era8DPKDiPi40PwUKWlfrBPXNzMzMzNrmHolXD+UtH2V9nNIMw/bAA9IGgh8TCoLvxipdHpRJZlai1S2vWI4sANp39A/K405GfsxKTl7RtIlwJukcuFbkfZ7fbtzt1YfEdEiaThwtKRFSHFuS6q8V097kRKj22ocv5lUgv37pD1Rj+f2P0m6C5geEVfVOPdWYB9Jk4BngU2Ab5CqEc6tx4GDJR1HKsAxNiLuq9Jva+BcSdcCL5D+dvch3et1nbi+mZmZmVnD1CvhOrhG+6CIeEbS5sCppOdJLQQ8CuwdEY8WO0fE85LGAisy+0OJK4nYYxExrXTOMEmbkJbKHQr0ID2j6VHSc6a6kz1J+6B+SpopGkJKJN+qx+A5kduDtM/t3Wp9IuLpvFdub1LCdX2O6fu5TaQ9WdX8gpTg7AUsTlrO9w3S87Hm1kmkqoVHk55jdj9QLeH6d77Ot0kJ9Qe5bYeIeKRKfzMzMzOzputUwhURg4BB7ej3BGkPVnvGXKlK24O0UmghIp4kFYJobdwBwID2xFDl3DOBM2scG10rtohQ6fObwHeqdC33G0CVWNv6vvMDlpevdbzQr1iqfjrw8/wq9yvHNRH4YZUhe7cnzogYxpz3+jbp4cWt9s1VCn9U7mdmZmZm1p11myqFZl3tgn03pm/fvs0Ow5qkpaWFoUOHMuTwLejZc66elGBmZmbWpkY/h8vMzMzMzGyB5YTLzMzMzMysQZxwmZmZmZmZNYj3cNkC64DBI2m5YXyzw7AmWXmJ4NiNYNuzhjNmSs2aPFYw+rQdmx2CmZnZPMczXNYukkZLGtTsOMzMzMzM5iVOuAxJ/SVFjddpzY7PzMzMzGxe5SWFVnQC8Eqp7elmBGJmZmZmNj9wwmVFd0TEyGYHYWZmZmY2v/CSQpsrkgZIiirtleWJvQttoyXdKqmfpJGSpkh6SlK/fPw7+fNUSY9L+mKVcdeW9A9J7+Z+IyXt1MBbNDMzMzPrNCdcVtRL0vLFVx3HXgO4ArgFOBZYBrhF0l7AWcDfgROBPsA1kmb+bUpaD3gEWAc4DTgSeB+4UdKudYzRzMzMzKyuvKTQiu6p0lavetlrAV+LiIcBJD0L3AVcAKwdEa/l9gnA+cAWwLB87jnAa8CXI2Ja7jcQeAA4Hbih1kUlrQisUGruU59bMjMzMzNrnRMuK/op8EKDxn62kmxlj+b3+yrJVql9dWCYpGWBrUkFPZaStFSh713AbyWtEhFv1rjuIaSZMzMzMzOzLueEy4oea2DRjGJSRURMkgTweqnfpPy+TH5fgzTL9rv8qmZFoFbCNRC4ttTWB7ip7ZDNzMzMzDrHCZfNrTkKZmQL12if3sH2ylLGyl6uM0kzWtW8VKOdiBgLjJ1tYNVrlaSZmZmZWeuccNncmgAgaemImFhoX7XO1xmV3z+KiGp7zMzMzMzMui1XKbS59XJ+36LSIGlJYL96XiTPUA0DDpL0qfJxSeWCGGZmZmZm3YZnuGxuDSHty7pI0hmkpYE/BMYBn6vztX5Kqkj4lKQLSLNeKwGbAJ8BNqzz9czMzMzM6sIJl82ViPgoPwNrIKmYxRjgbNJSw0vqfK1nJW1MqjbYH1iOtC/rCeCkel7LzMzMzKyenHAZETEIGNRGn95V2v4FfLVK90GlfnOcm9vnqF4REaOp8uyviBhFnZcrmpmZmZk1mvdwmZmZmZmZNYhnuGyBdcG+G9O3b99mh2FN0tLSwtChQxly+Bb07Nmz2eGYmZnZfMozXGZmZmZmZg3ihMvMzMzMzKxBnHCZmZmZmZk1iPdw2QLrgMEjablhfLPDsCZZeYng2I1g27OGM2bKHIUxFwijT9ux2SGYmZnN9zzDNY+QNEBSNGjskDSgEWObmZmZmS3InHA1iaT+OdGpvKZKekvSXZJ+LmmpZsdoZmZmZmad44Sr+U4A9gEOBv6c284GnpK0QaHfycASXRuamZmZmZl1hvdwNd8dETGy8PlUSVsDtwI3S1onIqZExMfAx80JsTkkfQJYKCI+bHYsZmZmZmZzwzNc3VBE3Af8DlgV2Buq7+GStI2kByRNlDRZ0vOSTin1WTyf+0Jetvg/SddL6tNaDJK+KOkOSS157HslfbXUZxFJJ0p6MY/9To5nm0KfYZKGVRl/kKTRhc+989LKoyQdJullYBqwbj6+tqR/SHo3X2ukpJ3a9YWamZmZmTWJZ7i6r8uAU4BtgQvKByWtR5oF+w9pWeI0YA1g00KfhXOfrwNXAecASwHbAOsDL1e7cB57BNAC/B74CDgIGCZpy4h4NHcdABwLXAg8BvQENga+BNw9l/e9P7A48Ld8T+/meB4E3gROA94HvgvcKGm3iLhhLq9lZmZmZtZQTri6qYh4Q9IkoNZM1DbAosAOEVGrtvm+pGTriIg4q9B+mqTW6mCfDCwCbBYRowAkDQaeJyVgW+Z+OwK3R8SB7bmndvoMsEZEjKs0SLoHeA34ckRMy20DgQeA04GaCZekFYEVSs2tzu6ZmZmZmdWLlxR2b5NJM1LVTMzvO0uq9XvcDRjPrGIcM0VE1RLzeVZsW+DGSrKV+/8PuALYTFLPQgzrSVqz9dvokOtKydaywNbANcBSkpaXtDywHHAXsKakVVoZ7xDg6dLrpjrGa2ZmZmZWkxOu7q0H8F6NY1eTltldCLwt6SpJ3y0lX32A53PBjfZaAfgkaTar7DnS38xn8+cTgKWBFyQ9JemMUmXFufFK6fMagEh72saVXr/NfVZsZbyBpOWTxdfOnYzRzMzMzKxdvKSwm5L0GaAX8FK14xExRdIWwFakpX3bA98D7pO0bURMb3SMETE8F9/YmTQr9mPgcEk/iYgLK91ICVPZwjWGnVL6XEkgzyTNaFVT9TvKMY4FxhbbWl9NaWZmZmZWP064uq998nutJIOImAHcm19HSPo18H+kJOweUlGMvpIWiYiP2nndccAHwFpVjq0NzABeL8TwLnAJcImkHsBwUjGNSsI1AVi9ylirtjOeyrLGjyLinnaeY2ZmZmbWLXhJYTeUn8N1PGl53eU1+ixbpfnJ/L5Yfr8OWB44tMr5Vad58szYENLesN6F/isBewIPRERLbluudO5k0mzTYoXml4G1Ja1QGGtDCtUUW5NnqIYBB0n6VJX7KBfEMDMzMzPrNjzD1Xw7SFqb9LtYiVQgYhvgVWCniJha47wT8pLC23LfFUkFIt4gVe8DGEyqVPhHSV8hlXpfEvgGaW9TreIRx+UYHsjVAD8mlYVfDDi60O/Z/Iytx4F3SSXhdwfOLfS5GDgCuEvSRTnOnwDPkMrIt8dP8z09JekC0qzXSsAmpKqGG7ZzHDMzMzOzLuWEq/lOyu8fkpKWp4DDgEsiolbBDICbgd7AD0mzWOOB+4ETI2ISpNkqSd8EfkOandoNeIecvNQaOCKekbQ5cCrpOVsLAY8CexeewQXwJ2An0v6txUiJ33HAGYWxnpO0b77PPwLPkpZL7gn0a+X+ivE8K2lj4ESgP6lC4VjgCWZ9f2ZmZmZm3Y4TriaJiEHAoA70H0DaG1X5fB9wXzvOm0JKgo5rpc8cywsj4glSIY7Wxv4/0p6xtmK4nDmXRg4p9RlN9eIaleOjgP3aupaZmZmZWXfihMsWWBfsuzF9+/ZtdhjWJC0tLQwdOpQhh29Bz57tXd1qZmZm1jEummFmZmZmZtYgTrjMzMzMzMwaxAmXmZmZmZlZg3gPly2wDhg8kpYbxjc7DGuSlZcIjt2o2VGYmZnZ/M4zXGZmZmZmZg3ihMvMzMzMzKxBnHB1Y5L6SDpf0ihJUyW1SHpQ0i8kLdHs+MzMzMzMrHXew9VNSdoRuBaYBgwGngYWBTYDzgDWAw5sWoBmZmZmZtYmJ1zdkKTVgKuAV4GtI+J/hcN/kbQGsGNTgqsDSYsDH0bEjGbHYmZmZmbWSF5S2D0dDfQAflRKtgCIiJci4hwASZ+QdLyklyVNkzRa0imSFiuek9tvlbSZpMfyEsVRkvYt9NlYUkjar3xNSdvlY98qtK0i6WJJb+drPyPph6Xz+uXzvi/pZElvAh8APfPxPSQ9m+N5WtKukgZJGl0aZyFJh+VrTM3XPF/SMnPx/ZqZmZmZdQnPcHVP3wZGRcRD7eh7IbAf8A/gD0Bf4FhgHWDXUt81cr+LgEuBHwKDJD0eEc9ExEhJo4Dv5uNF3wMmAHcBSFoJeAQI4FxgHLADcJGknhFxdun844EPgTOBxYAP87LJq4GncszL5NjerHKf5wP9gUuAPwGrAYcCX5S0aUR81NYXZWZmZmbW1ZxwdTOSegKrADe1o++GpGTrwog4IDcPlDQWOErSVhExtHDKWsAWETEin38N8DqwP3BU7nN1PneZiJiQ+y1KSt6uLyQ2/wcsDHwhIt7JbedJuhIYIOn8iJhSuPbiwMbFNkmnkpKrTSNicm67FxhGWk5Z6bcZ8GNgr4i4otA+FLgT2AOY2V76jlYEVig196nW18zMzMys3ryksPvpmd/fa0ffb+b3P5ba/5Dfy/u8nq0kWwARMQ54Hli90OdqYBHgO4W2bYGl8zEkCdgNuCV/XL7yIs2A9QK+VLr2paVk69PAF4DBlWQrx3Q/acaraA9gEnB36VqPA5OBrajtEFLBkeKrzWTWzMzMzKwePMPV/bTk96Xa0XdVYAbwUrExIsZImpiPF71WZYwJpKV8lXP/Lem/pCWEF+Xm7wHjgfvy5xVICdiB1K6UuGLp8ytVYqcce6GtmLCtSUrixrbzWkUDSdUei/rgpMvMzMzMuoATrm4mIlokvQWs35HT2tlveo12lT5fDfwmzyK9B+wEXBkRH+fjlZnRvzPnXq+K/5Q+T6naq30WIiVbe9U4Pq7WiRExllKilibozMzMzMwazwlX93QrcKCkTSLi4Vb6vUpKRtYEnqs05oIWS1PYB9VBVwMnkpYNvk1a5nhV4fg4UiK2cETcM5fXqMS2RpVj5baXgW8AD5b2hZmZmZmZdWvew9U9/R54H7gwJ0+zkdRH0i+A23PTYaUuR+T32+bm4hHxHGkf1ffy63/A8MLx6cB1wG6S5piJk1QuUlHtGm+R9lPtK6lH4dwtSXu7iq4hFeg4vsq1PiFp6bbvyszMzMys63mGqxuKiJcl7UmaaXpO0mBScrIo8DVSEYlBEXGOpEtJs2FLA/cDXyFVLryxVKGwo64GTgKmAhdVeUjxr0jFKh6VdAHwLLAsae/VN/LPbfk1aS/Vg5IuIe0lOzTf68wkLCLul3Q+cKykjYAhwEekmb09gF+Qyt2bmZmZmXUrTri6qYi4WdIGwC+BnYGDgWmkvVFHAhfkrj8GRpGeUbUrMAY4FfhtJ0O4GjgZ+GT+uRzf25K+ApxAqmh4CPAO8AxwTHsuEBG3SPoBMAA4DXgx38d+wHqlvj+R9DhwEHAK8DEwmrSP7MGO3pyZmZmZWVdwwtWNRcSL1K4CWOnzMWkm6qQ2+vWu0d6vRvtLzFlMo9xnLGlG6tBW+gxrbZyIuJpSQifpd8AbVfpewKxE08zMzMys23PCZU0jaREgCtUPkdQP2BA4rtHXv2Dfjenbt2+jL2PdVEtLC0OHdmbVrZmZmVnbnHBZM60C3CPp78BbwNrAT0jLIs9rZmBmZmZmZvXghMuaaQLwOGkf2gqkyoy3Ab+KiHeaGZiZmZmZWT044bKmiYhJpLLzZmZmZmbzJSdctsA6YPBIWm4Y3+wwrElWXiI4diPY9qzhjJnSan0Ym08tyH8Do0/bsdkhmJktMPzgYzMzMzMzswZxwmVmZmZmZtYgTrjmcZK+IOkfkl6VNFXSm5LulvSzQp9fS9qliWGamZmZmS2QnHDNwyR9DRhJem7VBaQHEF8IzAB+Uej6a2CXro7PzMzMzGxB56IZ87bfAJOAL0fExOIBSSs28sKSloyI9xt5DTMzMzOzeZ1nuOZtfYBnyskWQESMBZAUwJLAfpIivwZV+kn6oqQ7JLVImizpXklfLY4lqX8+b0tJAyWNBd7Ix4ZJelrSBpLul/SBpJck7Z6PbynpUUlTJD0v6RuFcXsXYprjlfv8VtJHklYo36Okv0maKGnxzn+VZmZmZmb15xmuedurwCaS1o+Ip2v02Ye0zPAx4G+57WUASesBI4AW4PfAR8BBwDBJW0bEo6WxBgLjgJNISVzFMsCtwFXAtcDBwFWS9gLOBs4DrgB+CfxD0mcj4r081j6laywCnAV8mD9fBpxAel7XuZVOkhYFdgeui4ipNe69MtNXTtb61OpvZmZmZlZPTrjmbWcCdwBPSnqMlDzdCwyNiI8AIuLvks4DRkXE30vnn0xKcDaLiFEAkgYDz5MSsC1L/d8Fvh4R00vtnwb2jIgr8xh3A/8lJVlfqyRukp4D7gJ2AwblJYmzxSTpL0APYJsc/0uSHgb2ppBwATuSEr3L2viODgFObKOPmZmZmVlDeEnhPCwi7gY2AW4mFc44mpTQvClpp9bOlbQwsC1wYyXZymP+j5QobSapZ+m0C6okWwCTSbNblTGeByYCz5VmySo/r14jpn1JCdLRETG0cGgw0FdScWZqL+B14P6aN5kMBNYvvXZu4xwzMzMzs7pwwjWPi4h/RsR3SLM9XwFOBZYiLd1bt5VTVwA+SZrNKnuO9Lfx2VL7KzXGeiMiotQ2iZQQFWOdlH9cpjyApI1ISw+vjIg/lg5fDUwjJVlI6gV8C7i8ynVnExFjI+KZ4ou8pNLMzMzMrNGccM0nIuLDnHz9mrSHahFgjzpfZkqN9mqzXq21a7YP0jLAdcALwI/LnSNiAmmP2F65aXdgMUrLEc3MzMzMuhsnXPOnkfn9U/m92izQOOADYK0qx9YmPcvr9SrH6krSQsDlwNLArhHxQY2ug4HPS/oyKfF6Is9WmZmZmZl1W0645mGStpKkKoe+md8rywXfJyU0M+W9WEOAnSX1Loy5ErAn8EBEtNQ75ipOBLYDfhARtZYsQioOMh44hlTMw7NbZmZmZtbtuUrhvO3PwCcl3UCqCrgo8DVSCfXRwCW53+PANyQdAbwFvJKLWRxHqgb4gKSBwMeksvCLkQpwNJSkLwDHA8OBFSXtXTxerKoYER9Jugo4lLRU8cpGx2dmZmZm1llOuOZtR5H2aX0TOJCUcL1Gqsx3cuGByEeQnsF1MrAEcCnwaEQ8I2lzUqGNY0kzno8Ce1d5BlcjLEfaz7Ulc5aghzlnsQaTEq57czVFMzMzM7NuzQnXPCwi7gTubEe/56me0BARTwDbt3H+IGBQjWP9arT3rtGuws/DKBXQaEPlYcheTmhmZmZm8wQnXDYvOYD0zK/r6zHYBftuTN++fesxlM2DWlpaGDp0KEMO34KePcuPnLMFgf8GzMysKzjhsm5P0reBdUnLJs+NiPebHJKZmZmZWbs44bJ5wZ+BlYDbSVUNzczMzMzmCU64rNurtR/MzMzMzKy7c8JlC6wDBo+k5YbxzQ7DmmTlJYJjN4JtzxrOmCkdqd1i8wv/DRi07+9g9Gk7dm1QZjZf8YOPzczMzMzMGsQJl9WdpP6SQtLGrfRZQdI5kv4raYqksZIek3S6pB6FfoPyWJXXx5Jel3SVpHW75o7MzMzMzOaOlxRal5O0LDAS6AlcDPyX9BDkDYCDgb+Syr9XTAN+nH/+BNAH+AmwvaR1I+KtLgrdzMzMzKxDnHBZM/wI+BywaUQ8VDwgqSezHnBc8XFE/L3U7xHgVmBH4IIGxmpmZmZmNteccFkz9AGmA4+UD0RESzvHGJPfP65XUGZmZmZm9eY9XNYMrwILA/u09wRJy+fXSpI2Ac4C3iHNcpmZmZmZdUue4bJmuBg4HBgk6VfAMGA4cHtETKrSf0lgXKntTWDbiCi3z0bSisAKpeY+cxO0mZmZmVlHeYbLulxEvA1sCJwHLEMqgHEFMFbS8ZLKD0KZCmyTX9sBB5GKatwu6fNtXO4Q4OnS66Y63YqZmZmZWas8w2VNERH/Aw6WdAiwJimROgY4CfgfcGGh+/SIuKd4vqTbgReBU4HdWrnUQODaUlsfnHSZmZmZWRdwwmVNFREBvAC8IOk2UhK1F7MnXNXOe0PS88AWbfQbC4wtts05gWZmZmZm1hheUmjdRkSMAiYAn2rnKZ8AerTZy8zMzMysSZxwWZeT1FfSklXav0J6APLz7Rjj88BawL/rH6GZmZmZWX14SaE10g8lbV+lfTXgO5JuAB4nPeh4HeCHpAIZp5T6f0LS3vnnhYDepEIbCwG/bUDcZmZmZmZ14YTLGungGu1bkJ6h9XVgZ6Anqez7EODUiHii1H8x4LLC5xbgn8A+EXFvXSM2MzMzM6sjJ1xWdxExCBjURrcR7RyrP9C/UwGZmZmZmTWJEy5bYF2w78b07du32WFYk7S0tDB06FCGHL4FPXv2bHY41gT+GzDw34GZNZ6LZpiZmZmZmTWIEy4zMzMzM7MGccJlZmZmZmbWIE64zMzMzMzMGsRFM2yBdcDgkbTcML7ZYViTrLxEcOxGsO1ZwxkzRc0Oxzpo9Gk7NjsEMzOzdvEMVzclabSkW5sdRzNJGiZpWLPjMDMzMzObWwtMwiWpv6QovD6W9KakQZJWaVJM60oaIKl3M66fYxgm6elmXd/MzMzMbH62IC4pPAF4BVgc+CrpobqbSVo/IqZ2cSzrAicCw4DRXXxtMzMzMzNrsAUx4bojIkbmny+UNB44BtgJuKZ5YZmZmZmZ2fxmgVlS2IoR+b1PpaHW3qG8/HB04XPvvDzxKEkHSnpZ0jRJ/5T05dYuKqk/cG3+OLSw1LFfqd9mkh6TNFXSKEn7VhlraUlnS3o9X/8lScdImuvfr6S9JT0uaYqkdyVdJemzheM/lzRd0tKFtiPzPfyx0LawpPcknV5oW0jSYZKeyff1tqTzJS3Tjrh+ls/7QNIESSMl7Tm392lmZmZm1khOuKB3fp/QiTH2BH4JnA8cl8e8XtIirZwzHPhT/vkUYJ/8eq7QZw3gH8DdwJE5xkGS1qt0kPRJ4H5gb2Aw8HPgQeBU4I/MBUm/yWO9CBwBnA18HRheSLBGkP5+NiucujkwI79XfBHoke+34nzgjBznL4BLgL2Au1r7ziQdQPrOngUOIy3HfBLo29F7NDMzMzPrCgviksJekpYn7eHqS/pH+zSgMxUBPwesGRETACQ9D9wEbFdr3IgYJWkEKUG6OyKGVem2FrBFRIzI414DvA7sDxyV+xxBmp37YkS8mNvOl/QW8EtJf4iI19t7I5JWBX4LHBcRpxTarweeAA4hJYj/BlpIydWtkkRKvq4DviOpR0RMZlYS9mAeZzPgx8BeEXFFYfyhwJ3AHsDM9pIdgWciYo8O3M+KwAql5j7V+pqZmZmZ1duCOMN1DzCOlLj8A3gf2Cki3ujEmFdXkq2sskxx9U6MCfBsJdkCiIhxwPOlcffI15sgafnKi3SfCwNbdPCa3yH9XVxTGm8MacZrqxzLDOChwvjrAMsBpwECNsntmwNPR8TEQryTgLtL4z8OTK6MX8NE4DNtLdcsOQR4uvS6qQPnm5mZmZnNtQVxhuunwAtAL+CHpIRhWifHfK34ISImpAkf2tyT1JFxswmlcdcENiAlkdWs2MFrrklKmF6scfyjws8jgAGSliAlVv+LiH9J+nf+fDdp1qtYjGRN0nc/di7iPR34BvCYpJeAIcAVEfFgK+cMZNZeuYo+OOkyMzMzsy6wICZcj1WqFEq6EXgAuELSWnkJHECQko6yhWuMOb1Ge7UxOqI94y5ESmx+X6PvCx285kKk+9+hxvUnF35+AFiENJu1ObNm9kYAm0tam7Scb0ThnIVIydZeNa5fK3EkIp6TtBbwLWB7YDfgEEknRcSJNc4ZSym5y8mwmZmZmVnDLYgJ10wRMV3SscBQ4FDScjhIs0jVlgOuWu8Q6jDGy0CPiLinDmNVxhPwSkS0law9BnxISrY2JxXCgFQg4wBSoY3K5+L43wAejIgpHQ0uIt4HrgaulrQocD3wG0mnNuE5amZmZmZmrVoQ93DNJhereAw4TNLiufllYG1JM4stSNoQ2LTOl38/vy/diTGuATaRtF35QC4X39Gk+nrSzNaJKk0FKVmu8jknOP8EfkAqHFKc4VqCVBDk5Yj4XynehYHjq8T7iWKZ+SrHlyt+jogPSRULRZppMzMzMzPrVhboGa6CM0j7fPoD5wEXk6r/3SXpItK+op8AzwA963jdJ0nJzTGSepH2kt2Xl8G11xmkhzbfKmkQqfjEksAXgN1JJerHt3ewiHhZ0nGksvK987LL94DVgF2BvwFnFk4ZAfyKVAjjqTzG2FypcS1gUGn8+yWdDxwraSPSPqyPSHu79iCVif9HjfCGSBpDqnj4NqlQx6HAbRHxXnvv0czMzMysqyzwM1zZ9aRZraMkLRwRzwH7koo7/JGU0OwD/KueF42IMaREbkXgIuBKYN0OjvEBsCUp8eoHnENKgNYklbyf1MYQorRXKyJOI+2PmpHHOJP0HQwBbi6dX5nVeihXLiy3jyj1JyJ+AhxIuu9TSMnd1sDfyeXjazif9EyvI4C/ALuQnsu1dyvnmJmZmZk1zQIzwxURgyjNthSOzSA9ZLjYdjlweanrkFKf0dQojBER7arMEBEXAhdWae9do3+/Km2TgV/nV0ctRXqeVnnM60mJaKsi4naqfAcRcQBpH1et8y4ALmhj7H6lz38jzbCZmZmZmc0TFpiEy+YkqQewNnBZs2Nphgv23Zi+ffs2OwxrkpaWFoYOHcqQw7egZ896rhQ2MzMzm8UJ1wJI0kqk/Vj7kIpbDG5uRGZmZmZm8yfv4VowrQOcCywH7NvGg4PNzMzMzGwueYZrAZRL4ft3b2ZmZmbWYP5Hty2wDhg8kpYb2l0x3+YzKy8RHLsRbHvWcMZMaVeNm3nW6NN2bHYIZmZmCywvKTQzMzMzM2uQBT7hkhSSzm12HGZmZmZmNv+ZbxMuSX0knS9plKSpklokPSjpF5KWaHZ8nSXpM5KukjQ239ujkvp3cIxF8/fxRB5joqRnJP1N0tqFfl+TNEDS0p2I95COxmdmZmZmNq+bL/dwSdoRuBaYRip5/jSwKLAZcAawHnBg0wLsJEkLATcDnwfOBt4CvgJ8jxoPd67hOmAH4ErSQ4gXIT2X61vAQ8B/c7+vASfmsSfOZdiHAOM7GJ+ZmZmZ2Txtvku4JK0GXAW8CmwdEf8rHP6LpDWAeX0H+VrAF4GjI+KM3DZQ0mLtHUDSl0mJ1W8i4pTSsUOBpesUq5mZmZnZAmt+XFJ4NNAD+FEp2QIgIl6KiHPK7ZJ2kfS0pGl5Wd32peOrShoo6XlJUyS9I+laSb1L/RaRdKKkF/NSxnckPSBpm1K/tSX9Q9K7ud9ISTu18x5nVIYp3du0dp4P0Ce/z/EMroiYHhHv5DgHkGYFAV7Je96ict+S9pd0X17aOE3Ss5IOLo4naTRpVnHLwvnDKuNLinIMkvoXr5PbNpZ0l6Tx+XfwiqSLO3DPZmZmZmZdar6b4QK+DYyKiIc6cM5mwHeAgcB7wM+B6yR9rpJ4AF8mLa27CngD6A0cDAyTtG5EfJD7DQCOBS4EHgN6AhsDXwLuBpC0HinReRM4DXgf+C5wo6TdIuKG1oKNiOclPQQcKemqiHitA/da8Wp+30vSgxHxcY1+15OWLv4AOJy0LBBgXH4/GHiGtMTxY9L3P1DSQhHxl9znMODPwGTg/3Lb2x0JVtKKwJB83dNISxt7k35vZmZmZmbd0nyVcEnqCawC3NTBU9cB1o2Il/M4Q4F/k5KMSgXD2yLiH6Xr3QI8DOwGXJabdwRuj4jW9oidA7wGfLkyKyVpIPAAcDrQasIlaSVgSdKyvyGSNo+Ica2dU8UjwP3AAcBOku7L17+1mMBFxH8k/Yv0XdwYEaNL42wZEVMKn8+VdCdwBPCXPMaNkk4GxkfE3zsYZ8XXgGWAbSNiZKH9uNZOyonaCqXmPtX6mpmZmZnV2/y2pLBnfn+vg+fdU0m2ICUZQAuweqFtZlKRlw0uB7xEmmn5UmGsicB6ktasdiFJywJbA9cAS0laXtLywHLAXcCaklapFaikT5Bmk94HvgAsRUq6li70+UFejlczsYiIALYjJSwTSAnVX4BXJV3d3oqEpe+lV76X+4HVJfVqzxjtNDG/f0vSIh047xBS0ZTiq6MJuZmZmZnZXJnfEq6W/L5UB8+rtiRvAmlGBQBJS0g6SdLrpOqH40nL25YGionFCbntBUlPSTpD0gaF42uQ9l79Lp9ffP0291mxlVh3J1UkPCwiXiAlTb2B2yUtmfusn8d7pbWbjohpEfF/EbEO8GlS0vUIaXlju55NJmlTSfdIep+UFI0DKkU46plw3U+qqngiMF7STXn/WFuFQgaSvo/ia+c6xmVmZmZmVtN8taQwIlokvUX6R3VHTK/RXixK8Wdgf1IZ9oeBSUCQ9nTNTFwjYnieWdoZ2Bb4MXC4pJ9ExIWFvmeSZrSqeamVWL9G2is1Ml/v6VxsYwhwk6TvAPsBV0bEjNrDzC4XGLlK0nWkPVnfldS/lb1d5Pu8l1Q+/gjgdeBD4Juk/V7tSejnKJiRLVyKL4DdJX2VtE9sO+Bi0j62r0bE5Br3NRYYW4q7HWGZmZmZmXXefJVwZbcCB0raJCIeruO4uwOXRsSRlQZJi1OlfHpEvAtcAlwiqQcwnFRM40JgVO72UUTcMxdxBOn39inS87eIiBGSvk+aAfo3aWbpjJojtDZ4xEeS/gOsCSwPjKF2UvRtYDFgp+K+L0lb1Yi7mgn5nKUjYmKhfdUa8T1CmoX7jaQ9gcuB75O+WzMzMzOzbmV+W1II8HvS/qYLc3GJ2UjqI+kXczHudEpl2IGfUZqJyXu7ZsozLy+REpPKjMsw4CBJn6oSX7nAQ1klSTupdJ2bSElHb+CfEfFGa4NIWlPS56q0Lw1sQkqEKoU43s/vS5e6V2YGZ34ved/W/lUu+X6V8wEqe+e2KIyxJGmWrhjXMppzaurJ/N7u54+ZmZmZmXWl+W6GKyJezjMfVwPPSRpMKpSwKGk53h7AoLkY+lZgH0mTgGdJSck3gHdK/Z7Nz5h6HHiXVBJ+d2bfE/VTUkXApyRdQJr1WimP+RlgwzbiuAn4kdJDnG8k7SnbnjTjNBzYStJJEXFCK+NsCFwh6Q5gRI51FVKi82nSHrFKQvV4fv8/SVcBHwG3kJYxfgjcIul80vPPDiAt4Ssnk48DB0s6jpSAjo2I+/IYrwEXSTqDlMT9kJTsFRPC/YBDJN1AStKWytdqAW5v5T7NzMzMzJpmvku4ACLi5lyo4pekvVQHk5KS/wBHAhfMxbC/ICUDewGLk56j9Q3m3If1J2An0v6txUjPuzqOwhK/iHhW0sakAhD9SRUKxwJPUJq5qnJvIWk30h6p/qQy8lNIy+y2i4i7JV0OHC/ppYgYXGOo4cDxwA6k/VcrkKo7PgEcExHXFa75T0nHAz8hJXYLAavl54HtDpxM2pM2BvgrKVkqP5D4JNIywaNJydL9wH15CeOupOIWv8tjnE2aYbukcP79pGIh3yclp5NIzznbKyJaLQ5iZmZmZtYs82XCBRARLwKtPQur0q9qBYWI6F36PJE081JW7vd/zHq4b2vXHUVp2Vx75ZmnM/Or2vG9SIlha2OMJSVrp7fzmieTEqty+y2k2a6yS0r93ga+VWPsfwFfrXJoUKHPE8Ce7YnVzMzMzKy7mG8TLrO2XLDvxvTt27fZYViTtLS0MHToUIYcvgU9e/Zs+wQzMzOzuTA/Fs0wMzMzMzPrFpxwmZmZmZmZNYgTLjMzMzMzswbxHi5bYB0weCQtN4xvdhjWJCsvERy7EWx71nDGTKlaO2eBMPq0HZsdgpmZ2XzNM1zWZST1lxSSehfahuXnllU+9859+jchRDMzMzOzunLCZXMoJEYbt9KnX+5TeU2T9HZOoH79/9m77zi5qvKP458vSAklAYHQVLqCokRFgoAQkI7SESSU8BMQEBUQhahoQJqNJkaKQAi9916S0EEQEJAaCNWQUJdAAiE8vz/OGbjczOzO7s7sbJLv+/Wa182ce+45z50d13045UpapCdjNjMzMzPrjZxwWXedAOxMeubZn4E3gEOBxyWtV6p7FtCH9DBoMzMzM7OZntdwWXfdHhEXFwskrQLcCFwi6csR8T/4+IHN01oQo5mZmZlZS3iEyxouIh4G9gMWAPatlFdbw1UPSV+TNELSs5KmSBov6XRJCzUybjMzMzOzRnPCZc1yMTAZ2LABbW0ALAucAfwUOB/YAbhW0qy7vZyZmZmZ9XqeUmhNERFTJT0FLNeA5oZHxF+LBZLuAc4D1gJur3WhpP5AeQOPRsRkZmZmZtYhJ1zWTJOA+bvbSERMrvxb0tzAfMA9uegbtJNwAfsAv+9uDGZmZmZmXeGEy5ppPuCd7jYi6bOkpGkHoH/pdL8OLh8OXFQqWw64ortxmZmZmZl1xAmXNYWkOYAvAo82oLkLgTVI284/RBo5mw24ng7WIUbEBGBCKbYGhGRmZmZm1jEnXNYs25KeuXVDdxqRtCDwXeD3EXFYoXyF7oVnZmZmZtZ83qXQGi4/h+s44E3g791srvLcrvKw1H7dbNfMzMzMrOk8wmXd9Z28kcXswELAmsDmwNvAVhExvjuNR0SbpNuAX+Vpii+Ttppfpnthm5mZmZk1nxMuq6YymjSt3VrJz/JxKvAW8Dhpg4tTI2Jig+LZEfgb8JMc243AJsArDWrfzMzMzKwpnHBZNZWt3NtqVYiI0Uw/za9dETECGFEqG1R6P67cbkS8DGxdpUnvfmFmZmZmvZrXcFk13wLeBZ5vdSBmZmZmZjMyj3DZxyRtAwwCBgP/jIgPWxtRc526y6oMHDiw1WFYi7S1tTFq1Chu3H9t+vbt2+pwzMzMbCblhMuK/kKaTngasH+LYzEzMzMzm+E54bKPRYR3/jMzMzMzayCv4TIzMzMzM2sSj3DZLGuPkffTdtlrrQ7DWmSxPsHQAbDhsbcxfrI3vOyKcUdv1uoQzMzMej2PcM0gJI2QNK7VcTSKpNGSRrc6DjMzMzOzZnLCVSdJUcdrWKvjBJA0t6SjJI2T9J6kJyT9pRvtXZjv74+NjNPMzMzMbGbnKYX127mdc8OA5YB7eyaUDv0R+BlwOimmLwE7AQd2tiFJfYHvA+OAH0o6OCKicaGamZmZmc28nHDVKSLOrlYuaXdSsvW3iLiuZ6OqaQfg2oj4UaVA0q+72NY2wOzA/wG3AmsDYzq6SNK8EfFuF/vsFEmfAWaLiA96oj8zMzMzs3p5SmE3SPoKcALwIPDL0rnZJO0n6TFJUyS9KulkSQuW6m0h6RpJr0h6X9JYSYdImr0boX0EfGoXgIh4v4ttDQZuiohRwOP5/adIGpKnHK4jabikCcBLhfN75vuaLOk+Sd+p1pGk/pJOy5/VFEkPS9q1VGfp3NeB+fMdC7wPfLmL92dmZmZm1jQe4eoiSfMAFwLTgB2qJDQnA0OAM0hJ2TLAvsDXJa0ZEVNzvSHAJOCYfFwPOAzoSymJ64QzgIMlbdKdUTdJSwDrApWk5zxgf0n71hhNGg5MJMU/b27jR6TP4i7gOGBZ4ErgDeDFQl99gNHA8sCJwHPAdsAISQtExPGlvnYD5gZOISVcb3T1Ps3MzMzMmsUJV9f9jTSqsmtEPFU8IWktYHdgcEScWygfBVxPSiQq5TtGxOTC5SdJOgnYR9JvOzsylafXfR6YClwkaYOIuLuT91bxQ1Iyc0V+fz4pmdoUuLxK/TeA70bEtBzLHMCRwEPAupUkTdJ/SYnSi4Vr9wRWAnaKiHNyvZNI0xcPl3R6RLxTqP85YPmImNjeDUjqDyxSKl6uvWvMzMzMzBrFUwq7QNKOpDVNZ0XEyCpVtgPeBm6StHDlBTxAGsVat1KxmGxJmj/Xux2YB1ixC+H9CdgE+Cppw4xrJQ0o9LF4npL3oxrXFw0GrqkkOhHxdL6H6aYVZqdWkq1sVaA/cFJpRGwE6fMp2hQYTxpFI/c3lTQ6OB+wTqn+JR0lW9k+wKOl1xXtXmFmZmZm1iAe4eokSSsAJwFPkf6Yr2YFoB8wocb5/oX2vgIcTppK2LdUr18nY1uStDvh0Ih4StKWpBGiGyV9JyKeBFbO1dvdUVHSSsDXgZGSli+cGg38RFLfiGgrXfZc6f1S+fh0sTAipkp6tkrdpyPio1L546W2avVVy3DgolLZcjjpMjMzM7Me4ISrEyTNBVwAzElatzWpRtXZSMlWrZGgibm9BUgJURvwO2AsMAX4Bmlr986OQA4k7Sh4D0BEvCNpE+BO4Oa8WcWewMMR8WgHbe2Uj8fmV9k2pLViRZOr1GuWuvqKiAmUEl9JNWqbmZmZmTWWE67O+Qtp1OfnEfFgO/XGAusDd5bWZ5UNAhYCto6I2yqFkpbpYnyV52N9/uOCiFclbURKusaQ1j5t3V4jShnJjsAo0ghR2SGkZLKccJU9n48rkLaUr7Q/B2kTkYdLdb8mabbSKNeKhfNmZmZmZjMUr+Gqk6StSLsMXhkRJ3RQ/ULSSNMhVdr5TB7ZgrTDIRS2cJc0J7WnKnbkDtImFwfnXRQBiIixwH7AF0hrpzp6jtaawNLAGRFxcflFGuVbN+9i2J77SaN5e+X7qhgCLFCqey2wGLB9pSBvAPJT0rq3Dp/9ZWZmZmbW23iEqw6SFgdOIyVIt0jaqUbVsRFxd0SMkXQyMDRvWHEjadfAFUgbavwcuJi0VfqbwJmSTiCNUO1M6Rla9YqIiZKGkraYf0TS6aSNKFYlbe1+D2m64sV5y/ipNZoanO/1mhrnrwSOID1g+Zh24pkq6bekbeFvlXQBaWRrN6C8husU4MekbeC/CYwDtiUlf/uVdig0MzMzM5shOOGqz5eAygOLy8+DKjoTuBsgIvaS9AApiTgS+JCURJxNmt5HRLwu6XvAX0kbZ7yZz98C3NCVQCPi2LwhxS+AoaRRzMeAA4BTSbsrnkLa+GO6nQrzdL/tgLsiouqzrSLiUUnPkdZ51Uy4ct1T8kOcfwn8GXgE2Bz4Q6neZEmDgKNJyWFf4Elgt4gYUcetm5mZmZn1Ok646hARo+nCqFNEnEpKctqrcxfw7SqnVKo3pBP9XkHtXfjajSmPei1cRx/LFv49grTVe626/wD+USoeVKXeBFJC2F6/4+jiCKCZmZmZWU9zwmWzrFN3WZWBAwe2Ogxrkba2NkaNGsWN+69N377lJzKYmZmZNYY3zTAzMzMzM2sSJ1xmZmZmZmZN4oTLzMzMzMysSbyGy2ZZe4y8n7bLXmt1GNYii/UJhg6ADY+9jfGTvQ9LvcYdvVmrQzAzM5uheITLzMzMzMysSZxw9RKSxkkaUXg/SFLkZ1OZmZmZmdkMyAlXHSQNyclPSFqrynlJejGfv7oVMfYEScPyPS5cKv+8pLGS3pD0jVbFZ2ZmZmbW2zjh6pwpwI5VytcBPge837PhtJ6kJYFRwGeBDSLi3y0OyczMzMys13DC1TnXAttJKm82siPwADC+50Oqj6R5m9DmEqRkayFSsvVAo/swMzMzM5uROeHqnPPIyUWlQNKcwLbAudUukHSgpLskvS5psqQHJG3b1QAkbZfbmCzpNUln51GmYp0RkiZJWk7StZLeAc6RdKikqZIWqdLuKZLekjR3nXEsTkq2+gMbRsT9pfOjJT0q6cuSRkl6T9LLkn5Vpa3+kk6T9KqkKZIelrRr6fzE3KYK5ctLelfSBfXEbGZmZmbW05xwdc444G7gh4WyTYB+wPk1rvk58CDwO+DXwIfARZI6vbeypCHAhcA0YChwKrA1cIekBUrVPwPcAEwADgQuAc7K5duX2q0kjZdExJQ6QlkUuBVYDNgoIv5Vo96CwPXAw8AvgCeAP0rapNB3H2A0sDNwDvBL4G1ghKSfA0TEBGBv0tTNn+brZgNGAO8A+9QRs5mZmZlZj/NzuDrvXOAoSX0iYjIwGBgTEa8UBl+KvpjrASDpRODfwAHANfV2KmkO4I/Ao8DalcRI0h3A1cD+wO8Ll8wFXBQRQ0vt3A3sBJxYKN6MlBydVWc41+T6G0XEve3UWwLYJSLOyn2fBjwP/Ai4LtfZE1gJ2Ckizsn1TgLGAIdLOj0i3omIiyWdR/rsrwO2ANYEtoyI12sFIKk/UB7RW67O+zQzMzMz6xaPcHXehUAf4HuS5ge+R43phAClZGtB0mjY7UBnd/NblTR9b3hxFCoiriGNHFUbMftHlbKRwEBJxaRjMPAiKcmpx6LAJOB/HdSbBJxdiPUD4D5g2UKdTUlr384r1JsKnADMRxrVqtiXNPp1MfAH4KyIuKKDGPYhJanFV0fXmJmZmZk1hBOuToqIicDNpI0ytgZmJyUAVUn6nqR7JE0B3gAmkqbH9etk10vl45NVzj1ROF/xIfBSlboXkHZTHJzj60dKGs+JiKgzlp1IuxLelEeQanmpSptvkkbHKpYCno6Ij0r1Hi+cByAi3gB+BnyNlHj9rI5YhwMrl15b1HGdmZmZmVm3OeHqmnNJa7f2Aq6LiLeqVZL0HeBK0nby+5BGczbI11edf9hA71dJYoiIN0lTEAfnom1J0w/PLtdtxxjgB8AywA05aatmWo3y7tz7Rvm4IGkr/nZFxISIeKz4AsZ2o38zMzMzs7o54eqay4CPgNVpZzohsA0p2dooIk6PiOsi4uYu9vl8Pn6pyrkvFc7XYyTwRUnfIiVeD+ZEpG4RcRXwf8AqwNV584uueB5YIW+CUbRi4TwAkjYGdgf+RBopPLPKFv1mZmZmZr2GE64uiIhJpGmBw4Cr2qk6DQjStEMAJC0NbNmFbu8n7Ti4l6S5Cu1tQtp0ou4NOEgbVrwGHERaI9WZ0a2P5c0w9gPWAi7JG3t01rWk3Q4/3jkxJ1E/Ja0BG5PLFgD+SVoD9mtS4vWN/G8zMzMzs17JowNdFBFn1lHtGtJuhNdLOpe06cVPgGdI65A6099USQcBZwBj8o59i5K2nR8HHNvJts4nbUIxjcKGFZ0VESdI+ixph8SRkgZXm8rYjlOAH5O2gf8m6V62Je1AuF9EvJPrHU96Btr6ETGN9Jn+E/itpCsi4uGu3oOZmZmZWbN4hKuJIuJW0hboiwHHkZ7fdRBpSmJX2htBGgmak7RF/I9zW2vVWkfWjpH5eEtEdLTbYEdxDQP+BuwA/L2T104GBpGewbUr8FfShhy7RcTxAJI2B3YBfhMRTxQuPwB4hTS1sCuja2ZmZmZmTeURrjrkRGdEHfWWrlJ2OnB6lerD2rs2IkZTZXOJiLiQtDV9e3EMAYa0Gyx8kI91TyfMidWwGud+RmHXwIgY1E5s5bIJpPVgtfq9kuqfxTvA0u3FbGZmZmbWSk64Zl17kNZIXdrqQFrl1F1WZeDAga0Ow1qkra2NUaNGceP+a9O3b99Wh2NmZmYzKSdcsxhJ3we+DOwJnBgR77Y4JDMzMzOzmZYTrlnP30ibbVxL2ujCzMzMzMyaxAnXLKbaOjMzMzMzM2sOJ1w2y9pj5P20XfZaq8OwFlmsTzB0AGx47G2Mnzzdniw2Cyh/B8YdvVmrQzIzs5mQt4U3MzMzMzNrEidcZmZmZmZmTeKEq0EkDZEU+bVWlfOS9GI+f3UD+x2X2/xblXOD8rltG9jfCEmTGtWemZmZmdnMzAlX400BdqxSvg7wOeD9JvW7h6QlmtS2mZmZmZl1gROuxrsW2E5SeUOSHYEHgPFN6PMxYHbg4Ca0bWZmZmZmXeSEq/HOAxYCNqgUSJoT2BY4t1gxTzMcJ+mKciOS5pb0tqST6+hzHDCSOka58pTAcVXKh0mKOvqqi6SBkq7P9/CepDGS1qzWp6Tlc1xv5fpnSJqnVLePpBMkvSbpHUlXSloyXz+sUXGbmZmZmTWSE67GGwfcDfywULYJ0A84v1gxIgI4G9hE0mdL7Xwf6JvP1+MI0jb/LR/lkrQecBsp/kOBXwMLALdKWq3KJRcC8wND87+HMP1DmUcAPyWNIB4ETAauqSOW/pK+UnwBy3X+rszMzMzMOs8JV3OcC2wpqU9+PxgYExGvVKk7EpgD+EGpfCdS8nZHPR1GxLPAWaRRrsW7EnQjSBJwEjAKWDMijomI44DVgZeBw6tc9mBEbBMR/4iIPYDLgB8V2vwG6fM5LiJ2iYjhEbE98GAdIe0DPFp6TTeiaGZmZmbWDE64muNCoA/wPUnzA9+jNJ2wIiKeAu4lJWUA5NGuTYBz8ihYvQ6n9aNcA4AVSPe7kKSFJS0MzAvcAqwtqfy9O6n0/vZ8bd/8fuN8HF6qN93OjFUMB1Yuvbao4zozMzMzs24rb+xgDRAREyXdTNooYx7ShhYXt3PJSOBESUtFxPPAdqRRr7M62e+zks4C9pR0dNei77YV8vHMdur0A94svH+hdL5ybkGgDVgK+Ah4rlTvmY6CiYgJwIRiWRqEMzMzMzNrPidczXMucCqwGHBdRLzVTt3zgWNJo1xHkqYT3h8RT3ah3yOAnUnrnC6vcr7WiNnsXeirmsro1S+Bh2rUKT/Ha1qNes6MzMzMzGyG5oSreS4DTiatXdq+vYoR8Yaka4DBks4B1gT260qnETFW0tnAj0lTFcveJG1gUbZUV/qrYmw+tkXEzQ1q83lSIrcM8HShfPkGtW9mZmZm1hRew9UkETEJ2BsYBlxVxyVnAV8G/kwa8Tm//ertOpw0JfFXVc6NBfpJ+lqlIG+ysVU3+it6IPdxoKT5yiclLdKFNm/Ix31K5T/tQltmZmZmZj3GI1xNFBHtrWMquwZ4nbR+67q89qir/VZGuXatcvp84I/AZZJOIK0x2xt4CvhGnV3MIem3VcrfiIjhknYHrgMek3QGaXfCJYF1SWuyvt/J+3lA0iXAfpIWAu4B1gG+WKnSmfbMzMzMzHqKE65eIiI+kHQBaRSnU5tl1HA4aS3Yp9ZmRcTrkrYCjgH+RNqIYihps4t6E645gT9UKR8LDI+I0ZK+DRwC7AvMB4wnTXGs50HO1eyS2/ghaTTuZtJUzSeBKV1s08zMzMysqZxwNUhEjCA9nLejeku3c/oD4B068ZyoWu1FxDPU+PlGxE3AV6ucGlZHf0NIDybuqN5DwDYd1BlWrc9qn2VEvEdK3vatlEkakP/5UkfxmJmZmZm1ghOuXkLS3KQRqUtycmEFkvpExORS8X6k7eJv60qbp+6yKgMHDuxuaDaDamtrY9SoUdy4/9r07du34wtspuPvgJmZ9QQnXC0mqT+wPrAtsBBwfGsj6rV+JembwCjgQ9KDoTcBTomIF1samZmZmZlZDU64Wu/LwDmkh/P+LE/Fs+ndBWxAWhc2H+lhycNIzx0zMzMzM+uVnHC1WESMxg/47VBed3ZTq+MwMzMzM+sMJ1w2y9pj5P20XfZaq8OwBht39GatDsHMzMzsY37wcS8maYikkLR0oWy0pNGti8rMzMzMzOrlhKtOkvbJyc+9rY6lkXICF4XXB5Kek3SKpM+3Oj4zMzMzsxmZpxTWbzAwDlhN0vL5OVczi5dIDz+G9FDjLwN7ARtJWsnb1JuZmZmZdY0TrjpIWgZYA9gaOJmUfB3a0qAa6+2IOLtYIOk54ERgTdrZrELSvBHxbpPjMzMzMzObIXlKYX0GA28C1wAX5/efImnpPCXvQEn7S3pe0mRJYyStXKX+epJul/SupLckXSFppa4EJ6m/pNMkvSppiqSHJe3albYKxufjh4V+huV7/LKkcyW9CdyRz31G0iGSxkp6X9I4SUdKmqtw/TGSXpekQtnfcps/K5Qtmsv2zu8H5fc/kPQbSS/l+7xF0vLdvE8zMzMzs6ZxwlWfwcClEfEBcB6wgqRv1ai7C/Az4O/AUcDKwK2SFq1UkLQ+cAPQn/QsqWNII2h3FjfIqIekPsBoYGfS87x+CbwNjJD08zqbmV3Swvm1uKT1SCN4zwB3Vql/ETAP8Gvg1Fz2T+Aw4N/A/sAY0jTF8wvX3Q58FvhKoew7wEf5WCwDuK3U78HAVsBfSJ/t6vmezczMzMx6JU8p7ICkbwIrAj/NRXeQ1jwNBv5V5ZLlgRUi4uV8/fXAvcBBwAG5zp+BN4BvR8Qbud7lwIOkRKczo1N7AisBO0XEObmtk0gJz+GSTo+IdzpoY0VgYqnscWDDnGSWPRwRO1beSFolx/zPiNgjFw+XNAE4UNK6ETGKPBpGSqgeldQP+CpwCbB2of3vkD6f/5b6nRsYUIkpj7AdL2nliHi02o1J6g8sUiperlpdMzMzM7NG8whXxwYDrwKjACIigAuAHSTNXqX+5ZVkK9e/j5RwbQogaXFgADCikmzlev8hrZXatJPxbUqa/ndeoa2pwAnAfMA6dbQxDtggvzYB9gP6AddJKicrACdViQHSSF3RX/NxsxzXROAJPkmu1gSmkRLQRSWtkMu/A9yRP+uiM0oJ4O35uGytGwP2AR4tva5op76ZmZmZWcM44WpHTqh2ICVby0haPq8ZuhdYFPhulcuerlL2FLB0/vdS+fhklXqPAwtLmrcTYS4FPB0RH1Vpq9hfe96NiJvz6/qIOB7YHPgSaRpf2XNVYviINAXxYxExHnirFMPtfDJl8DvA/fn1BvAdSX2BVfgkmSp6ofT+zXxcsPatMZw0rbP42qKd+mZmZmZmDeMphe1bD1iclHTtUOX8YODGHo2oh0TEA5Le5tNT/Som17qsjqbvAPaQtCwp4bo9IkLSHfn9K6T/EFAt4ZpWo03VKCciJgATPlVZNaubmZmZmTWUE672DSb9sf6TKue2BraStFdEFBOQFarU/SJp2h7A8/n4pSr1VgRe6+Q2688DX5M0W2mUa8VSf10xO2laYj0xzEa698rIGnmjkAVKMVQSqQ2AbwFH5/e3AXuTEq53gQe6EbeZmZmZWa/gKYU15N3/tgaujoiLyy/SM6rmJ029K9pS0pKFdlYDBgLXAUTE/4CHgF0lLVCotzKwIXBtJ0O9FlgM2L7Q1mdIm3xMIm2e0WmS1iUlWw/XGQOktV9FlU1CrqkURMRzwMuknQzn4JNdEG8nbWaxLXBPRHyImZmZmdkMziNctW1OSqiurHH+HtLOfoNJm2hUPAPcIekfwFykJOR14E+FOr8kJWB3SzoN6ENKkN4mbRPfGacAPyZtA/9N0kjatqQNKfarY4dCgH6Sdsr//gxp9G1v0tTBo2telUXEw5LOBPbMSeQYYDXSzoWX5x0Ki24nTdF8JCIq67D+TRrZ+iJwbh0xm5mZmZn1ek64ahsMTCHtHDidiPhI0jXAYEkLFU6NJG0gsR/pOVv3Afvmka3KtTdL2pi0BfxhwFRSknJQHgGqW0RMljSIlBjtCvQlbcixW0SMqLOZzwFnVZokbUYxBjg0Ih6qs43dgWeBIaRnZY0nPSvr0Cp1KwlXZZt4IuJDSXcD61N9/ZaZmZmZ2QzHCVcNEVGeKlitzm7AbgCS5i+UH8P0W6SXr70FuKWDOiOAEaWyQVXqTQD+r6N4a/QxXXvt1B1GjRG4PAXwsPzqqJ3hpN0Dy+Ub1Kg/miobY0TEuGrlZmZmZma9hRMum2WdusuqDBw4sNVhmJmZmdlMzJtmmJmZmZmZNYkTLjMzMzMzsybxlMIG8XoiMzMzMzMr8wiXmZmZmZlZk3iEy2ZZe4y8n7bLXmt1GNYii/UJhg6ADY+9jfGTaw9Ojzt6s54LyszMzGY6HuGaBUkaLWl0q+MwMzMzM5vZOeHqgKQhkqLwmiLpFUk3SPpZ8flbMyNJs0vaLSdpb0h6X9I4SWdIWrXV8ZmZmZmZ9WaeUli/3wHPAXMAiwGDgOOAAyRtHhH/aV1ozSGpD3ApsDFwG3Ak8AawNPADYFdJX4iIl1oWpJmZmZlZL+aEq37XRcT9hfdHSVoPuBq4UtJKETG5RbE1y59Jydb+EXFc8YSkQ4H9G9GJpNmAOSNiSpVz80bEu43ox8zMzMysp3lKYTdExK3AH4ClgJ2K5yStKOniPA1viqT7JW1eqlOZrrimpGMkTZT0rqTLJC1SqDesNK2x+BpRqDebpP0kPZb7fFXSyZIW7Oy9Sfoc8GPgpnKyle99WkT8pTK6JWmEpHFV2hkmKUplIelESYMlPQa8D2xc+DzWkTRc0gTgJUnr5vKtqrS/Yz737c7eo5mZmZlZs3mEq/vOIk212xA4FUDSV4A7gZeBo4F3SVPwLpe0TURcVmrjb8CbwKGk6Xr7AScC2+fzlwLPlK75Zq43oVB2MjAEOAM4AVgG2Bf4uqQ1I2JqJ+5rE9L346xOXNMZ65E+kxOB14BxwIB8bjgwETgMmBcYDbwIDAbKn91gYGxE3N2kOM3MzMzMuswJVzdFxEuS3gaWKxQfD7wAfCsi3geQNBy4A/gj0ycNrwMbRkTkurMBP5PULyLezuvDPl4jJmlh4AjgEVKShqS1gN2BwRFxbqHuKOB6YDvg4/I6rJSPj3Tims74EvDViPhvpUDSgPzPN4DvRsS0wrmzSevl+kXE27lsEVKie0StTiT1BxYpFS9Xra6ZmZmZWaN5SmFjTALmB5D0WdLozYXA/JIWzgnSQsANwAqSlixdf0ol2cpuB2YnTVX8FEmzA+fl/rYqrG/aDngbuKnSZ+73gRzfup28p775+E4nr6vXmGKyVXJqMdnKRgJzAdsWyrYn/UeDs9vpZx/g0dLrii5FbGZmZmbWSR7haoz5+GRq3/KASGu7/lCjfn/SdMOKF0rn38zHamuvDicldJtFxNhC+QpAPz49xbDcZ2e05WOztr1/rjPnIuIJSf8iTSE8LRcPBu6JiPJ0y6LhwEWlsuVw0mVmZmZmPcAJVzflzSX68ckaq8qo4V9II1rVlBOE8mjOx82X+toSOAg4JCKuL9WdjZRsDa7R1sQa5bU8kY9fBR6qo37UKJ+9Rnl7OzrWOjcSOD5/5nMBq5PWqNUOKmICpSRUUo3aZmZmZmaN5YSr+3bOx0py9Ww+To2ImxvViaQvAmcCl5M26SgbC6wP3Nmg7emvIyWCO1HfxhlvAgtUKZ9uWmQ3nA8cA/wQ6ANMBS5oYPtmZmZmZg3lNVzdkJ/DdQhpCtw58PGIymjgx5IWr3JNeQOHevqZj7TRxsvArqX1XhUXkkaTDqly/WckLdCZPiPiRdKuixtK+mmVNmeT9Is82gQp4esn6WuFOosD023l3lUR8RopEdyJNJJ3fS4zMzMzM+uVPMJVv00krUj6zBYlraPaAHge2Lz00N6fkHYkfETSqaRRr0WBbwOfA1bpZN+/B75MWr+1RWlK3NiIuDsixkg6GRiad/u7kTQCtAJpQ42fAxd3st9fkNY7nSBpa9JDnt8EvpDbXJE06kQ+/hG4TNIJwDzA3sBTwDc62W97RvLJfUyXXJqZmZmZ9SZOuOp3WD5+QNq2/BHSc7DOiIhP7eQXEf+VtCopURpC2qFwAvBgoZ3OqIyK/bbKuTOBu3O/e0l6gPTA4iOBD0nPtzqb9FywTomI9yRtQrqHXUkJzjzAK8CtpC3oX851X88PJj4G+BNp1G8oKeFrZMJ1FSnpmw24soHtmpmZmZk1nBOuDkTECGBEF657lpSkdLrtiBhNYcOMiBhCSnrq6fdU8gOY26kzqJ62ct1ppF0BT6uj7k2kTTbKhpXqVd21os7P+iNSInlVaVTRzMzMzKzXccJlM5otSSN+I7vb0Km7rMrAgQO7HZDNmNra2hg1ahQ37r82ffv27fgCMzMzsy5wwmUzBEkDga+RpjU+GBFjWhySmZmZmVmHvEuhzSj2Bv5BWgu3S4tjMTMzMzOri0e4bIbQmXVsZmZmZma9hRMum2XtMfJ+2i7zY7xmVYv1CYYOgA2PvY3xk8W4ozdrdUhmZmY2E/KUQjMzMzMzsyZxwjUDkxSShhXeD8llS7cuKjMzMzMzq3DC1UtJ2icnT/e2MIYROYbKq03Sw5J+IWmuVsVlZmZmZjajcMLVew0GxgGrSVq+zmvOAvoAzzcwjveBnfPr18AbwF+AMxvYh5mZmZnZTMkJVy8kaRlgDeAAYCIp+epQREyLiCkREQ0M58OIODu/TgS+C9wPbC9pie40LGk2SXM3JEozMzMzs17ICVfvNBh4E7gGuJg6E67yGi5J60n6SNJhpXo75np7dzawiPgIGJ3fVvqZS9Khkp6R9L6kFyX9qTztMPd5oqTBkh4jjZ5tnM8tKel0Sa/mNh6T9H+l68eVpjgWX4M6ey9mZmZmZs3mbeF7p8HApRHxgaTzgL0lfSsi/tWZRiLiVknDgaGSLo+If0taHPgbcDNwUhfjWy4fX5c0G3AlsBZwCvA48FVgf+CLwJala9cDfgCcCLwGjJO0KHAPELl8IrAJcJqkvhFxXL52P2C+Unv7AwOA17t4L2ZmZmZmTeOEq5eR9E1gReCnuegO4CVSEtaphCv7FbARMDK3fSrp5/6jeqceSlo4/7MfKVnaEvhPRDwpaSdgfWCdiLijcM2jwEmS1oiIuwrNfQn4akT8t1D3n8DsubySOJ2Uk81hkk6OiMkRcXkpru2AbwC/i4hHasTeH1ikVLxctbpmZmZmZo3mhKv3GQy8CowCiIiQdAGwk6RfRMS0zjQWEe9JGgLcll+rkZKtF+psYl7SiFPRXaRNNAC2I41qPVFIzABuzcd1c/2KMaVkS8A2wIX5bbGNG4AdSEnVncUAJH0ZOB24Aji8nfj3AX7fznkzMzMzs6ZxwtWLSJqdlGCMApZJuQgA9wK/IG1YcWNn242IOyX9A/gJcENEnN6Jy6cA38//fh94LiJeKpxfAViJ6ZOyiv6l98+V3i8CLADsmV8dtiGpL3Ap8DKwSwcjdcOBi0ply5ESNTMzMzOzpnLC1busByxOSrp2qHJ+MF1IuPLmFYPy2+UkzRMR79V5+bSIuLmd87MBj5B2VKzmxdL7yVWuBzib2lvN/6f0fgSwBLBaRLS1ExsRMQGYUCwrJLJmZmZmZk3lhKt3GUxKDn5S5dzWwFaS9oqIctLSkUNJo1AHAn8EjgZ+1p1AC8YCqwC3dHE7+onAO8DsHSR2AEg6mLSGbOuIeKIL/ZmZmZmZ9RgnXL2EpD6kpOqiiLi4yvlXgB8CmwMXdKLdgaRE67iI+GteI3WQpEsiYkwDQr8Q2BTYg7RLYbHvPsBsEfFurYsjYpqkS4AdJa0cEY+W2lgkIibmf69PWq91RHkDDTMzMzOz3sgJV++xOTA/aYv1au7hk4cg15Vw5YcKnwk8DfwmF/+etCbrDElfbS8ZqtNZpJ0LT5K0Lmlzi9lJOy3+gLRD4v0dtHEwaXONeyWdCvwX+Cxps4z1878BziN9Bk/n3RGLboqIV7t5L2ZmZmZmDeWEq/cYTNqg4qZqJyPiI0nXAIMlLVTYPr09RwLLA2tExJTczgeSdiUlcH8m7eLXZTmuLUnPw9oF2Ap4D3gWOB54qo42XpW0GvA70ijfPqTnaj0GHFSoWtnBsNpar3VJuzuamZmZmfUaTrh6iYjYvI46uwG7Fd6rdH4EaUOJyvsDqLKZRUQ8AMxRR39DgCF11JsK/Cm/2qtXc7eKvLnFvvnV6evNzMzMzHojJ1w2yzp1l1UZOHBgq8OwFmlra2PUqFHcuP/a9O3bt9XhmJmZ2Uxqto6rmJmZmZmZWVc44TIzMzMzM2sSJ1xmZmZmZmZN4jVcNsvaY+T9tF32WqvDsBZZrE8wdABseOxtjJ/s/ViabdzRm7U6BDMzs5bwCJeZmZmZmVmTOOFqAElDJIWkVWucHy3p0Z6Oq16F+EPSWlXOS9KL+fzVrYjRzMzMzGxG5ITLiqYAO1YpXwf4HPB+z4ZjZmZmZjZjc8JlRdcC20kqr+3bEXgAGN+ojvKoWZ9GtWdmZmZm1hs54WoRSbtJulXSBEnvS/qvpL1Lda6W9GyN6++WdH+pbCdJD0iaLOkNSedL+nwnwjoPWAjYoNDmnMC2wLk14phN0n6SHpM0RdKrkk6WtGCp3rh8PxvluCcDP87nFpB0bK7zvqSXJI2UtLCk+SS9K+n4Kn1/TtI0SUM7cY9mZmZmZj3GCVdj9ctJwqdewBxV6u4NPA8cCfwCeBEYLuknhToXAMtI+lbxQklLAasD5xfKfgOMBJ4GDgCOA74L3CZpgTrjHwfcDfywULYJ0K/YV8nJwJ+BO4GfA2cAg4EbJJXv+0ukpO6mXPchSfMBtwM/BW7M5ScBKwKfi4hJwGXA9pJmL7X3Q0DAOXXen5mZmZlZj/K28I11czvnHiu9XyciJhfenyjpelKy9PdcdgVp3dT2wL8KdX8ABHAhfJyAHQr8NiKOrFSSdCnwILAPKbGrx7nAUZL65PgGA2Mi4hXp01tn5w02dgcGR8S5hfJRwPXAdnx6ZGx5YOOIuKFQ91BgZWDriLisUPdwfdLhyBzHBrndip2A2yLihVo3I6k/sEipeLla9c3MzMzMGskjXI31E1JSUH79p1yxmGxJ6pdHwsYAy0rql+u0AdcBP9Cns53tgXsKicbWpJ/lhaWRtfGkEa91O3EPFwJ9gO9Jmh/4HjWmE5ISqreBm0r9PgBMqtLvc8VkK9sGeLiUbAEQEZH/eTPwCinpAkDSysDXgLM7uJ99gEdLrys6uMbMzMzMrCE8wtVY90XE/eVCSW8CC5fK1iSNSn0bmKd0ST9SIgNpWuGWud5dkpYDvgnsV6i/Amlq3dM14ppa7w1ExERJN5M2ypgHmB24uEb1FXKsE2qc7196/1yVOssBl3QQ00eSzgH2ljRPRLxHSr6mABe1dy0wvEqd5XDSZWZmZmY9wAlXC+Sk6RbgCdIUwheBD4BNgf359MjjVcB7pGmEd+XjR3w6iZiNNMVwE2BalS4ndTLEc4FTgcWA6yLirRr1ZiMlW4NrnJ9Yej+5aq36jAR+CWwp6TxSQnh1RLzd3kURMYFSQlieGmlmZmZm1ixOuFrj+8BcwObF9UeSppv6FxHv5ocNbyfpANJ0wtsj4pVCtbGkEa7nIuKpBsR3GWkzjNVzf7WMBdYH7iytR+uMsaQ1XO2KiEclPUhK7l4CvkDaaMPMzMzMrNfyGq7WqIxCfTzUktdt7Vaj/gXAEqQNKlbJ74suzW3+vrTWq/K8q4U6E1zeGXBvYBhphK2WC0lTDg8pn5D0mTp3R7wEWEXSVlXaKA9FnQVsSJpO+TppfZuZmZmZWa/lEa7WuJE0hfAqSScD8wF7kKa+LV6l/rXAO8BfSInVp9Y8RcRYSb8FjgKWlnR5rr8MsBVwSr62bhFxZh11xuT4h0oakO9rKmlt13akLd5rrf+q+DPpOV8XSTqdtOHGZ4HNgb2Ahwt1zwX+RLqnf0RE3WvTzMzMzMxawQlXC0TEk5K2BQ4nJULjgX+Q1jydXqX+FElXkqbT3ZzXJZXrHC3pKdIasN/n4hdJSdCVTbmR1O9ekh4gPcT4SOBD0vO8ziY9m6uj6ydJ+g5pA5GtgF1JiectpKmDxbqvSrqRtNbtrAbehpmZmZlZUzjhaoCIGAGMaOf8oCplV1F9ut4ZNdrYifTcqfbiuJQ0vbBTOoq/UG/pGuWnkjbZ6PS1+dwbpPVY9azJ+gAYGxF311HXzMzMzKylvIbLZhiSFgc2w6NbZmZmZjaD8AiX9XqSlgHWJG0aMpW0g2K3nbrLqgwcOLARTdkMqK2tjVGjRnHj/mvTt2/fVodjZmZmMymPcNmMYB3SqNYywK4RMb7F8ZiZmZmZ1cUjXNbr1bvGzMzMzMyst/EIl5mZmZmZWZN4hMtmWXuMvJ+2y15rdRjWIov1CYYOgA2PvY3xk8vP2G6NcUdv1uoQzMzMrME8wmW9iqQhkkLS0q2OxczMzMysu5xwzeIKCc6qXbx+bkn7S7pX0tuSpkh6StKJkr7Y6HjNzMzMzGYknlJoXSZpYeB64JvA1cC5wCTgS8AOwJ7AnC0L0MzMzMysxZxwWXeMAL4ObBsRlxRPSDoEOKIVQZmZmZmZ9RaeUmhdImkgsBlwWjnZAoiI9yPiwNI160m6XdK7kt6SdIWklersb5PCte9IukbSVxpzN2ZmZmZmzeGEy7pq83w8q57KktYHbgD6A8OAY4A1gDs72iBD0s7ANaTpigcBfwC+DNzhzTXMzMzMrDfzlELrqsrI1CN11v8z8Abw7Yh4A0DS5cCDwKHArtUukjQfcALwz4jYs1B+JvAk8GvSWrGqJPUHFikVL1dnzGZmZmZm3eKEy7qqbz6+01FFSYsDA4A/VZItgIj4j6SbgE3buXwDYAHgvLxJR8U04F5g3Q663wf4fUcxmpmZmZk1gxMu66q2fJwfeKuDukvl45NVzj0ObCRp3oh4t8r5FfLx1g7iqGU4cFGpbDngig6uMzMzMzPrNidc1lVP5ONXgdub2E9lneHOwPgq5z9s7+KImABMKJZJakxkZmZmZmYdcMJlXXUVMBTYiY4Trufz8UtVzq0IvFZjdAtgbD5OiIibOx2lmZmZmVkLeZdC+xRJ/SStKKlfe/Ui4m7SQ493l7RllXbmlPSXXPd/wEPArpIWKNRZGdgQuLadrm4gTRv8taQ5qvRT3hDDzMzMzKzX8AiXlW0FnAHsRnqwcXt2AW4ELpV0FXAL8C5p3dUOwOJA5VlcvwSuA+6WdBrQB/gp8DZpm/iqIqJN0t6k7ef/Lel8YCLwBdJzwO4E9u3sTZqZmZmZ9QQnXFZZ0DStsxdGxERJa5B2AtweOAKYkzSF8Erg+ELdmyVtTNoC/jBgKjAGOCginuugn3MlvQIcTErc5gJeJk1lPKOzcZuZmZmZ9RQnXDZ/PrYBRMQIOh7Z+lhETAb+ml8d1b2FNArWXp2q/UfEaGB0vXGZmZmZmfUGTrjsW6RpgM93VHFmc+ouqzJw4MBWh2Et0tbWxqhRo7hx/7Xp27dvxxeYmZmZdYETrlmUpG2AQcBg4J8R0e726mZmZmZm1nlOuGZdfyFNJzwN2L/FsZiZmZmZzZSccM2iImKZVsdgZmZmZjazc8Jls6w9Rt5P22WvtToMa5HF+gRDB8CGx97G+MnqsH5njTt6s4a3aWZmZjMeP/jYzMzMzMysSZxwtYikQZJC0ratjsXMzMzMzJrDCVcD5QSqntegHo5rEUnHS3pC0mRJEyTdJ+mPkuYr1NtR0n49GVuZpCUkDZM0oJVxmJmZmZk1gtdwNdbOpfe7ABtUKX8cWKknApL0WeB+oC9wOvAEsBDwNWBv4B/ApFx9R2Bl4LieiK2GJYDfA+OAh1oYh5mZmZlZtznhaqCIOLv4XtLqwAbl8nyuRxIu4EfAF4A1I+KuUgx9gQ+60qikuYEPIuKj7odoZmZmZjZz8pTC1ptN0m8kvSRpiqRbJC1friRpoKTrJb0t6T1JYyStWUf7ywHTgHvKJyKiLSKm5PZHA5sBSxWmPo7L5yrrzXaQdLikl4H3SKNmdccmaUlJp0t6VdL7kh6T9H+F84OAf+W3ZxTiGJLPryDpEknj82f1kqTzJfWr43MwMzMzM+txHuFqvYOBj0gPIu4H/Ao4BxhYqSBpPeA64AHg0Fx/N+BWSd+JiPvaaf95YHbStMYz26l3RO7/c3zyIORJpTqHkEbE/gLMBXxQb2ySFiUlfQGcCEwENgFOk9Q3Io4jTbX8HXAYcApwe+73LklzAjfkfv8GjAeWBL4HLAC83c69mZmZmZm1hBOu1psbGBARHwBIehM4XtLKEfGoJAEnAaOATSIicr2TgceAw4EN22n/dFICNULSwcBo4Dbg2oj4OEmJiJvyyNWC1aZAFmJdNSIm5xg6E9sRpMTvqxHxei47SdJ5wDBJJ0fEq5KuIyVcdxfjyJtoLANsFxEXF2I6rJ17R1J/YJFS8XLtXWNmZmZm1iieUth6Z1SSrawyqrNsPg4AVgDOBRaStLCkhYF5gVuAtSXV/DlGxKvAKqTEaEFgr9zWBEmH5KSpXmdWkq3OxJb72Aa4ipSnLVyoewNpZO0bHfRdSQ43kjRPJ2LeB3i09LqiE9ebmZmZmXWZR7ha74XS+zfzccF8XCEf25sO2K9w3XQi4n/A3pL2ye1tBBxEGh36H/DPOmN9rvS+3tjmIE372zO/qunfXscR8ZykY4ADgMGSbgeuBM4ujtRVMRy4qFS2HE66zMzMzKwHOOFqvWk1yisjT5XRq19Se5v08lqrqvKUv6eApyRdAzwNDKb+hGty6X29sS2U/302tZOz/3TUeUT8QtIIYAvSVMUTgKGSVo+Il2pcMwGYUCzr3KCemZmZmVnXOeHq/cbmY1tE3NyoRiPi2bxebPFicSebqSs2SROBd4DZ67iHdmOIiEeAR4DDJa0B3EmaJvnbuqM2MzMzM+shXsPV+z1ASmwOlDRf+aSk8oYQ5fMDJc1bpXw10sjTk4Xid0lTABsaW0RMAy4BtpG0cgf38G4+LlCq01dS+T8QPELaFXGuTsRsZmZmZtZjPMLVy0XER5J2J229/pikM4CXSVuirwu0Ad9vp4mdSWueLiMlSB8AKwH/B0wBjizUfQDYPq+V+hcwKSKualBsB+eyeyWdCvwX+Cxps4z1878hJXBvAXtJeoeUgN1L2vjjREkXkaZFfibfWyWZMzMzMzPrdZxwzQAiYrSkb5Oeg7UvMB/pOVT3Aid3cPnJpIcUf5e09qkv6RlYNwJHRcSDhbrDSTsP7kbaSv550s6C3Y4tb/m+Guk5W1uTdg98nbR9/EGFelMl7QocRdpZ8TM5njGkHQ2/T0ro3gMeJm1HP91Dnc3MzMzMegMnXE0UEfuSkpBq50bzycYYxfJxNcofIm2t3tkYHiE9TLmeuu+SNtEol4+uFlNnY8sbWNT8TAr1riTtQFj2o476MDMzMzPrTZxw2Szr1F1WZeDAga0Ow1qkra2NUaNGceP+a9O3b99Wh2NmZmYzKW+aYWZmZmZm1iROuMzMzMzMzJrECZeZmZmZmVmTeA2XzbL2GHk/bZe91uowrEUW6xMMHQAbHnsb4yfX3BNmljDu6M1aHYKZmdlMq9eNcEkaJCkkbdvqWIokjZb0aIPbDEnDGtlmK0gaJ+nqVsdhZmZmZtbb9EjClROLel6DeiKeUmx9Jf1e0sOSJkmaLOlRSX+UtERPx2NmZmZmZjOPnppSuHPp/S7ABlXKHwdW6pGIAEnLAjcDXwAuAk4BPgC+Rnrm01bAF5sYQh/gwya2b2ZmZmZmLdQjCVdEnF18L2l1YINyeT7XIwmXpM8AlwKLAoMi4o7S+d8ABzUzhoiY0sz2ZxaS5s0PZTYzMzMzm6H0ujVcBbNJ+o2klyRNkXSLpOXLlSQNlHS9pLclvSdpjKQ162h/G2AV4IhysgUQEW0R8Zsq/X1Z0qjc18uSflU6P6ekwyQ9kGN6V9Ltktat0tan1nBJGpbLlpc0QtJbuY0zJM1TunYDSXfkOpMkPSnpyML5ylq4H+Qpky9LekfSxZL6SZpL0nGSJuTrz5A0V6mPz0g6RNJYSe/ntVpHlutVI2lXSR9K+nOhrMOfVeEz+LKkcyW9CdyRzy2W43wpx/M/SVdIWrqjeMzMzMzMWqE371J4MPAR8BegH/Ar4BxgYKWCpPWA64AHgENz/d2AWyV9JyLua6f9zfPxrE7EtCBwPWlk7EJgW+CPkh6JiOtynb7A7sB5wKnA/KTpiTdIWi0iHqqjnwuB54ChwDdyexPII26SvgJcDfwH+B3wPrA8UC3RHApMBo7OdX4KTCV9VgsCw4DVgSG5z8MK1/4T2BW4GPgr6bMfSpr2uVWt4CXtCZwEHBkRv81lnf1ZXQQ8DfwaqGwhdwnwFeBvwDigP2lq6hfyezMzMzOzXqU3J1xzAwMi4gOAPNJxvKSVI+JRSSL9UT8K2CQiItc7GXgMOBzYsJ32VwLejogXOxHTEsAuEXFW7us04HlSQlVJuN4Elq7EneudCjxBSnZ+VEc/D0bEx/UkLZSvq0xx3ACYk3TfHe1r/hlgnYiYmttaBNgBuD4iNs11hufRw/8jJ1ySViElW/+MiD0K9SYAB0paNyJGlTuT9DPgOOB3EXF4LuvKz+rhiNix0O4CwBrALyPiL4V6R7V385L6A4uUipdr7xozMzMzs0bpzVMKzygmLcDt+bhsPg4AVgDOBRaStLCkhYF5gVuAtSW1d399gXc6GdMk4ON1Zzm++woxERHTCknibJI+S0p67ieNVtXjpNL720n32De/fysft+jgHgFGVpKt7F7SiNHppXr3Ap/Pa9sAKsnYMaV6f83H6R7ck6dXHg8cVEm2sgF0/mdV/gwmkzY0GSRpwenusrZ9gEdLrys6cb2ZmZmZWZf15hGuF0rv38zHyh/bK+Tjme200a9wXVkbhUSpTi9VRmdKcX2tWCBpV+AXwIrAHIVTz9XZT3v33gZcQJpm+E/gaEm3kKY5XhwRH3XQ1tv5WB7Ze5uUgPcDXgeWIk37e6ZYKSLGS3orny9ah5SE/TEi/lw615Wf1ac+q4h4X9JBpITvVUn3kKZVjoyI8e20O5w0PbFoOZx0mZmZmVkP6M0J17Qa5ZX1PJURkV8CD9WoO6md9p8Avi7p852YVthRTEjaCRgBXA78mbT2ahpp7VO9U9na7SciJktaG1iXlORsDGxPWg+1YUQUr6/VVof3kpUTzFoeAxYAdpZ0ckQUE6au/KwmlytExHGSrgK2BDYC/gAMlbReRDxYrdGImED6GXwszXA0MzMzM2u+3pxwdWRsPrZFxM1duP4q4IfATnSwDqiTtgWeBbYujoZJOrSBfZBHsm7JrwMk/Ro4gpSEdeXzKHuelCitQHo+GgCSFiUlVs+X6r9Guvc7gFskrRURr+Rz3f1ZfSwixpJGuf4qaQVSAvcL0s/RzMzMzKxX6c1ruDryAOkP+QMlzVc+mTeHaM/FwCPAbyR9u8r180s6ogtxVUaOiqNeA4Hp+uiqvC6s7KF87HDL9jpdm4/7lcoPyMdryhdExEvA+qQHOt+UN/uA7v+skDSPpLlLxWNJ6/Aadc9mZmZmZg01w45wRcRHknYn7Q74mKQzgJeBJUmjPG3A99u5fqqkrUmjQbdJuhC4k7Rl+leAHUlriqZ7FlcHrga2Bi6TdA2wDLAX8F9gumSji36XpxReQxpp6k/aHOIl8jOruisiHpZ0JrBn3iFwDLAaaefCy6vtUJive0bShsBo0lb460VEW3d+VtkXSSNnF5I+yw9JW9MvCpzfrZs1MzMzM2uSGTbhAoiI0Xl06hBgX1JCM560497JdVz/jKQBwP6kP963JI36PUPakOKELoQ1AlgM+DFpndF/SdPdtgMGdaG9aq4EliZt474waTrfGOD3EfF2O9d11u6k6ZFDSJ/PeNL0y3anR0bEI5I2ISWzV0nauLs/K9ImH+cB3wV2JiVcTwA/iIhLOn9rZmZmZmbNp+k33TObueUHRz/61X1OpG3+pVsdjrXIYn2CoQOmcdRDszN+8qy9kcq4o6d7ysMsoa2tjVGjRrHuuuvSt2/fji+wmZK/Bwb+HtinvwMvvvgiK6+8MsDKEfFYd9uekddwmZmZmZmZ9Woz9JRCs+44dZdVGThwYKvDsBap/JesG/df2/8108zMzJrGI1xmZmZmZmZN4oTLzMzMzMysSZxwmZmZmZmZNYnXcNksa4+R99N22WutDsNaJO1SCBsee9ssv0vhjGZW3VXRzMxmTB7hspaSNERSSFq11bGYmZmZmTWaEy4rJj2V1xRJr0i6QdLPJM3f6hjNzMzMzGZEnlJoRb8DngPmABYDBgHHAQdI2jwi/tO60MzMzMzMZjxOuKzouoi4v/D+KEnrAVcDV0paKSImtyg2MzMzM7MZjqcUWrsi4lbgD8BSwE4AkkZLGl2uK2mEpHGlsh0kPSDpHUltkh6R9PP2+pS0oKT7JL0kaRVJ70o6vkq9z0maJmloN27RzMzMzKxpnHBZPc7Kxw07c5GkDYDzgDeBg4CDgdHAmu1cszBwK7AosE5EPAxcBmwvafZS9R8CAs7pTFxmZmZmZj3FUwqtQxHxkqS3geU6eelmQBuwUURM66iypMWAm4E+wNoR8Xw+NRIYDGwAXF+4ZCfgtoh4oZ02+wOLlIo7ex9mZmZmZl3iES6r1ySgs7sVvgXMS0qUOvI5YAxpw45isgUpCXuFlHQBIGll4GvA2R20uw/waOl1RX3hm5mZmZl1jxMuq9d8wDudvGY48BRwXV6PdbqkjWvUPQvoT5pG+HLxRER8RJo2uKWkeXLxYGAKcFEdMaxcem3RyfswMzMzM+sSJ1zWIUmfA/oBz+SiqFH1U2usImICMADYHLgSWJeUfJ1Z5dpLgQWAWhtqjCQlfVtKErAjcHVEvN1e7BExISIeK76Ase1dY2ZmZmbWKE64rB475+MN+fgmKTkqW6pcEBEfRMRVEbEPae3UycAukpYvVf0b6TlgB0s6uEo7jwIPkka2vgN8gU828zAzMzMz65W8aYa1Kz+H6xDSA5EruwGOBTaVtEhETMz1ViHtPvhi4dqFIuL1yvuI+EhS5eHJc5X7iog/SOpLev7X2xHxj1KVs4A/Ae8DrwPXNeIezczMzMyaxQmXFW0iaUXS92JRYD3ShhfPA5tHxJRc73TgAOAGSaeR1l7tBTwG9C20909JnyVt8/4SaQTsp8BDwOPVAoiIX0rqB/xd0jsRUdwU41xSwrUV8I+ImNr9WzYzMzMzax4nXFZ0WD5+ALwBPALsB5wRER9vmBERj0vaJdc/BvgvadrhjsCgQntnA3uSdgpcABgPXAAMyxth1LIXab3WGTnpuiL3+6qkG4FN8XRCMzMzM5sBOOEyImIEMKKT15zD9A8cvrFU5xLgks72nZOxHfOr7ANgbETc3Zl4zczMzMxawQmXzTAkLU56mPIRjWjv1F1WZeDAgY1oymZAbW1tjBo1ihv3X5u+fft2fIGZmZlZFzjhsl5P0jKkDTl2B6aSdjo0MzMzM+v1vC28zQjWIa3ZWgbYNSLGtzgeMzMzM7O6eITLer2urDEzMzMzM+sNPMJlZmZmZmbWJB7hslnWHiPvp+2y11odhrXIYn2CoQNgw2NvY/xktTqcHjfu6M1aHYKZmdkswSNc1iMkDZIUkga1OhYzMzMzs57ihKtA0g9yUrBVlXMP53PrVjn3gqS7utFvJRnp8NXVPppJ0laSrpP0mqQPJL0i6UJJ67U6NjMzMzOzVvKUwk+7Ix/XAi6rFErqC6wMfEjannxU4dzngc8D53ej38eBnUtlRwGTaNAzp5pBkoDTgSHAg8AxwHhgcWAr4BZJa0ZEl5NRMzMzM7MZmROugoh4RdJzpISr6NuAgIuqnKu8v4MuiohXgbOLZZIOBl6LiLOrX9Ur/IKUbB0HHBARxRG4IyTtTEpSzczMzMxmSZ5SOL07gK9L6lMoWxN4DLgOWF3SbKVzAdwJIGm0pNHlRiWNkDSuq0FJmlPSYZIekPS2pHcl3V6e4ihp6Tz98EBJe0oaK+l9Sf+S9K0q7W4n6b+Spkh6NE8P7DDW/PkMBZ4ADiwlWwBExFkRcV87bXxH0kV5Sub7kl6UdGzps698dpMkLSnp8vzviZL+Imn29j85MzMzM7PWccI1vTuAOYCBhbI1gbvyqx9pemHx3BMR8XqT4+oL7A6MBg4ChgGLADdIGlCl/o7AL4GTgd8CSwOXSpqjUkHSZsAFwFRS8nQpcBrwzTriWQv4LHBuREzrwv0AbAfMA/wD+ClwQz6OrFJ39nz+deBAYAxphG3PLvZtZmZmZtZ0nlI4veI6rtGSPkNKvs6MiLGSXs3n/iNpfuCrpHVMzfYmsHREfFApkHQqaYTpp8CPSvW/AKwQEW/muk8CVwAbAVfnOkcBLwNrRsSkXO8WUlL3fAfxrJSPj3TxfgAOiojJhfenSHoGOFLSFyLihcK5uYELIuIP+f1Jkv5Nuu9/1OpAUn9SYlq0XDdiNjMzMzOrm0e4pvc4aRSlsjZrFWBe0ugW+bhm/ve3SSMvXV6/Va+ImFZJtiTNJumzpIT5fuAbVS65oJJsZbfn47K5jSVIyeLISrKV+xlDfUlU33x8p1M3UlBMtiTNK2lh0ucr4OtVLjmp9P528v20Yx/g0dLriq7GbGZmZmbWGU64SvJapLv4ZK3WmsCEiHgmVykmXJVjpxMuSYtIWqzwmq+Oa3aV9B9gCikpnAhsRprmWFYcHaKQfC2Yj0vl4zNMr1pZWVs+zl9H3aokfSGvz3qDtCPjRNJUQZj+nqZExMRS2Zt8cj+1DCdNAS2+tuhqzGZmZmZmneGEq7o7SH/wf5VP1m9V3AUsJWlJ0ijYKxHxbOF8rWdllTd3+Bfwv8LrwPYCkrQTMAIYS5pGtzGwAXAr1X+OtdZVqb1+OuGJfPxqVy7Om13cREoY/whsSbqfIblK+Z66tE4sIiZExGPFF+kzNDMzMzNrOq/hqq64jmtN0rbnFQ8A7wODSGu7ri1d+ybVp7ktVXo/GCjuxvcs7ds219m6uCOgpEM7uK6Wyhqt5aucq1ZWdgfpXn8o6cgubJzxVeCLwK4R8fEmGZI26GQ7ZmZmZma9lke4qrufNG1vMLAkhRGuiHgf+DfwE9LarvJ0wrHAipI+3qhB0ip8Mv2w0s6dEXFz4dVRwlVJaD4eoZI0kLSOrNMi4hXSeqZditMZJa1DHaNWEfEeaWRqJeCP+SHInyJpJ0mr1Wii2v0I+HndN2FmZmZm1st5hKuKiPhA0r+A75BGsx4oVbmLtCU5TJ9wnQ4cQNqu/TSgP7AX6Tlefem6q4GtgcskXQMsk9v9L9Dh+q8afk3aQOJOSWeQ1kPtS0rE6mnzz8BXSJ/FupIuBsYDi5GmCK4GrFHj2idIyelf8vTMNmAbOl6TZWZmZmY2w/AIV22VROqBPKpVdGc+vgM8XDwREY8Du5DWgB0DbA7sTBoV644RpARpFeAE0vbuO5FG47okIq4CfgjMCRxNSuiGAE+SRvg6uv6jiNiFNN3xNdI6tFNI29Q/BwyKiLtrXDsV+D7wEOkZYL8HniZ9dmZmZmZmMwWPcNUQEb8mJTjVzl1GO5tPRMQ5wDml4hs72f/KpfdBem7WUaWq15TqjasVW0RMVx4RF5AefvwxSX8AXupErJcAl3RQZ3Q5rpycVluzVa43hE820yiWDyM9ANrMzMzMrFdywjULkzQHKZf7sFA2iDSK9tsWhdVjTt1lVQYOHNjqMKxF2traGDVqFDfuvzZ9+3Zntq+ZmZlZbU64Zm1LAjdLOht4BViRtC5sPNM/ZNjMzMzMzDrJCdes7U3ShiC7A4sA75KmKB4cEa+3MjAzMzMzs5mBE65ZWES8DWzf6jjMzMzMzGZWTrhslrXHyPtpu+y1VodhLbJYn2DoANjw2NsYP7nmHjg2E/N3oGvGHb1Zq0MwM5uheFt4MzMzMzOzJnHCZb2KpGGSos66IWlYk0MyMzMzM+syJ1zWUpKG5MRp1VbHYmZmZmbWaE64rLc5HOjT6iDMzMzMzBrBm2ZYr5IfwvxhhxXNzMzMzGYAHuGyXqXaGi5Jc0k6VtJESe9IulLS51oVo5mZmZlZvTzCZTOCfwI7AecCdwHrkR7QbGZmZmbWqznhsl5N0iqkZGt4RPwkF/9d0jnA1+q4vj+wSKl4ucZGaWZmZmZWnRMu6+02zccTSuXHATvWcf0+wO8bGZCZmZmZWb2ccFlvtxTwETC2VP5kndcPBy4qlS0HXNHNuMzMzMzMOuSEy2ZqETEBmFAsk9SiaMzMzMxsVuNdCq23e570PS2vu/pSC2IxMzMzM+sUJ1zW212Xjz8rle/Xw3GYmZmZmXWapxRarxYRD0k6D9hHUj/StvDfBZZvbWRmZmZmZh1zwmWtVllQNa2dOv8HTAQGA1sCtwKbAS82NTIzMzMzs25ywmWtNn8+tgFExDBgWLFCREwBfp5fRd79wszMzMx6NSdc1mrfAt4lbY7Ro07dZVUGDhzY091aL9HW1saoUaO4cf+16du3b6vDsRbwd8DMzHqCEy5rCUnbAINI0wT/GREftjYiMzMzM7PGc8JlrfIX0nTC04D9WxyLmZmZmVlTOOGyloiIZVodg5mZmZlZsznhslnWHiPvp+2y11odhrXIYn2CoQNgw2NvY/zkmWP/lXFHb9bqEMzMzKykqQ8+ljRIUkjatpn9zMjy5zOs1XGYmZmZmVnjdTrhyglCPa9BjQ+3ZkxLF/rdpsr5Yfncwl1oe9NZNSGSNLr0M/1A0nOSTpH0+Tqur/xcDqyzv7kk/VTSHZLezP29IulKST+UNHv378rMzMzMrOd0ZUrhzqX3uwAbVCl/HFipK0F10+8kXRoR0aD2NgV+QunZUA3UB+jNO/S9BAzN/54T+DKwF7CRpJUi4r1GdCJpEeA64JvADcDhwBvAYsD6wLnA8sAfGtGfmZmZmVlP6HTCFRFnF99LWh3YoFyez/V0wvUQMADYCri0h/uum6TZgDkjYkp+qG9v9naVn/lzwInAmsBNDernLODrwDYRUf7ZHSVpVeBLDerLzMzMzKxHNHUNV7EfSb+R9JKkKZJukbR8uZKkgZKul/S2pPckjZG0Zif6OR94ijTK1eEqeEnbSXpA0mRJr0k6W9KShfMjSKNbn5pKWTg/r6S/SnpR0vuSnpR0YLnvfN2JkgZLegx4H9i4cG5Yqf7XJV0nqU3SpPx5rV6qM6wYS6F8SG5z6ULZqpJuyPc4OU8LPL2jz6cd4/OxISNzkr4NbAScUiXZAiAi7o+IcxrRn5mZmZlZT+mpXQoPBj4iPXupH/Ar4BxgYKWCpPVIU8oeAA7N9XcDbpX0nYi4r45+ppGmoo2kg1EuSUOAM4B/kabMLQr8HFhT0tcj4i3gZGAJqkyZzEnVlcC6pGdJPURKGv4MLMn0z5ZaD/gBaWToNWBcjbi+AtwOtAF/AqYCPwZGS1onIu7t4DMot9cfuBGYCBwNvAUsDWxdZxOzF9a+zUGaJnoo8AxwZ2diacf383G6UVIzMzMzsxlZTyVccwMDIuIDAElvAsdLWjkiHs3Jy0nAKGCTyvorSScDj5GSqA3r7Otc4BDSKNdl1dZySZoD+CPwKLB2ZVqfpDuAq0nJ0u8j4m5JT1F9yuTmpCTqtxFxRC77u6SLgJ9LOjEixhbqfwn4akT8t4P4DyclNmtFxLM5rpHAk6QEbJ36PoaPrQEsCGwYEfcXyn9b5/UrkpK1osdzex90Mpb2+oD08/iYpLmB+QpFH+ZEuG454VykVLxcZwM0MzMzM+uKnppSeEbpj/Pb83HZfBwArEBKlhaStHAeVZkXuAVYO6976lBEVEa5VgG2rFFtVaA/MLy4hioirgGeAOp5mM2mpBG1E0rlfwUEbFIqH9NRspV34dsQuLySbOW4/kf6bNaS1LeO2Ireysfv5USzs8aRRvg2IN3TfqRRyuvyRheNULmnSaXyvUjJXuV1Rxfa3oeUyBVfV3QtTDMzMzOzzumphOuF0vs383HBfFwhH8/k039gTwR2B+Yi/ZFfr3NIU95qreVaKh+frHLuicL59iwFvBIR75TKHy/1UfFcHW0uAsxTI67HST+vDrdjLxkDXAL8HnhN0hWSdpM0V53XvxsRN+fX9RFxPGl070ukqaKNUPkM5yuVX8Inyd5/utj2cGDl0muLLrZlZmZmZtYpPTWlcFqN8koyVEn8fklaC1VNefSjpoiYJulwYAS954/ryQ1ur9a29596VlWeUrlt3nTj+6R1ZqcDv5C0ekTU/bkW2nxA0tvA2p29toYn8nFlCuvCIuJF4EX4eBpqp5+jFhETgAnFsjr2UzEzMzMza4ieGuHqSGWtU1thNKX8mtrJNs8mjXL9nk8Su4rn87HaNuNfKpyH2onN88ASkuYvla9YON9ZE4H3asS1ImkjkRfz+zcBJC1Qqld1dC4i7omI30TEqsBg4CvADl2IsWJ2ph+R6qqr83Fwg9ozMzMzM+sVekvC9QAp6TpQ0nR/xHdlrVBhLdcA0hS4ovtJox57FafWSdqEtAvfNYW67+ZzC5TauJaUdOxbKt+flKRd18WYbwS2KG3rviiwI3BHRLTl4kqSunah3rzArsU2JS1YZVrlQ/lY77TCT5G0LinZerhQNo+kFQs7Gta6do5cb/FKWUTcSXqe156Sao1ITjcsldv5QlfuwczMzMysJ/TUlMJ2RcRHknYnJSmPSToDeJm0vfq6pC3Sv99OE7WcQ9qxcECpv6mSDiJtCz9G0nl8si38OODYQvUH8vEESTcA0yLifOAq0q6KR+Tk6GHShhdbAMeVdijsjN+S1izdIWk46VlXPyYlR78q1LuRtDbuNEl/Jk3b/D/SKFkxCdkV2EfSZaQkbX5gD9Jnem0d8fSTtFP+92dIo297k6ZIHl2otxrp8zgUGNZOe0uS1qOdCQwplO8EXA9cLuk64GbSKN5iwPqkxLKcxD5OWqM2qI77MDMzMzPrcb0i4QKIiNH5AbiHkEaN5iM9YPde0vOwutLmh3kt1xlVzo2Q9B5p44c/kkayLgMOKm09finwN9L0u51IIy3n5yRxc+AwYHvSM8PGkdah/bUr8ea4HpP0HeAo0vPBZiN9BjsVn8GVk8atSJtC/IH0WR1HSlKK9zuGlAztQEoq3wbuAwZHRD0beXwOOKvSbW5/DHBoRDzUtbucXkRMkLQGKbncnjQVdB7SM8vuJ003vKBR/ZmZmZmZ9YRuJ1wRsS/TT6urnBtNlalgETGuRvlDwDZdiKFqe/ncCNLmGdXOXQhc2EHb04Cf5Vf53CTggPxqr42auzRUOxcRDwIbt9dmrvdvYPUqp0aU2tqxo7ZqtD+oE3VHU/oZVPu5dPCzmgIcn1/19OndL8zMzMysV+sta7jMzMzMzMxmOr1mSqFZTzt1l1UZOHBgq8OwFmlra2PUqFHcuP/a9O3b2eeJm5mZmdXHI1xmZmZmZmZN4oTLzMzMzMysSZxwmZmZmZmZNYnXcNksa4+R99N22WutDsNaZLE+wdABrY7CzMzMZnYe4ZpJSRokKSQNKpSNkDSuB/oOScOa3Y+ZmZmZWW/nhMvMzMzMzKxJPKVw1rIHPZNk9wE+7IF+zMzMzMx6NSdcs5CImNpD/UzpiX7MzMzMzHo7TymcgUlaUtJpkl6R9L6k5yT9Q9KcNep/ag2XpKXzeqsDJe0v6XlJkyWNkbRylWsnSVpW0g2S3s39/k6SSnU/tYZL0rBctnxu5y1Jb0s6Q9I8pWv7SDpB0muS3pF0Zb5PrwszMzMzsxmOR7hmUJKWAO4DFgBOAZ4AlgS2BeapfWVVuwDzA38H5gZ+Dtwq6asR8Wqh3uzA9cA9wK+AjYFDSd+j39XRz4XAc8BQ4BvA7sAE4KBCnRHAD4Czcj/rANd08n7MzMzMzHoFJ1wzrqOAxYCBEXF/oXy6Eac6LA+sEBEvA0i6HriXlAgdUKg3N3B9RPws1xsOXAUcJOmEiOhoj/UHI+JHlTeSFgJ+lPtB0jdIydZxEbF/rjZc0hnAKp28p0of/YFFSsXLdaUtMzMzM7PO8pTCGZCk2YAtgatKyRYAERGdbPLySrKVr7+PlHBtWqXuiaV+TgTmBNavo5+TSu9vBxaS1De/3zgfh5fq/a2OtmvZB3i09LqiG+2ZmZmZmdXNCdeMaRGgLyl5aISnq5Q9BSxdKvsIeLZKParUreaF0vs383HBfFwq9/Fcqd4zdbRdy3Bg5dJri260Z2ZmZmZWN08ptJ40rUZ5Z6dA1i0iJpDWiX3SWadnXJqZmZmZdY1HuGZME4E20mhNI6xQpeyLwLhS2WzAslXqUaVuVzyf+1imVL58A9o2MzMzM+txTrhmQBHxEXA58H1Jq5bPd2HTjC0lLVm4fjVgIHBdlbr7lvrZF5gK3NLJPqu5IR/3KZX/tFxR0jySVpS0cAP6NTMzMzNrCk8pnHH9GtgQGCPpFOBxYHFgO2CtTrb1DHCHpH8AcwH7Aa8DfyrVmwJsLOlM0qYamwCbAUdGxMQu3sfHIuIBSZcA++UdDCvbwldG0YqbgawGjCJtSz+su32bmZmZmTWDE64ZVES8LGkg8AdgMGkTjZdJo1LvdbK5kaTNKvYD+pOe77VvRPyvVG8aaSfBfwB/Bt4hJTyHde0uqtoFGA/8ENgKuBnYHniSlPCZmZmZmc0wnHDNwCLiBWDXGqdHU9qMIiKGtNPWMcAxdfT5LLBRB3XK/Q6jyihURIwgPei4WPYeaZpicerigPzPlwr1RtPEzTbMzMzMzBrBCZf1KpL6RMTkUvF+pBG42xrZ16m7rMrAgQMb2aTNQNra2hg1alSrwzAzM7OZnBMu621+JembpPVZH5LWiW0CnBIRL7Y0MjMzMzOzTnLCZb3NXcAGwCHAfKSHJQ8DjmhhTGZmZmZmXeKEaxYWEeOocx1UXv81pInhVPq5Cbip2f2YmZmZmfUEJ1w2y9pj5P20XfZaq8OwFlmsTzB0AGx47G2Mn+z9V7pq3NGbtToEMzOzXs0PPjYzMzMzM2sSJ1zWLZKWlhSShrSg7yG576V7um8zMzMzs3o44apT4Y/7kLRWlfOS9GI+f3UrYmwUScMK9xqSPpL0P0lXS1q91fGZmZmZmc0ovIar86YAOwJ3lMrXAT4HvN/jETXP3sAkUmL+eWAP4DZJq0XEQ60MzMzMzMxsRuCEq/OuBbaT9LOI+LBQviPwALBwa8Jqiosj4uNdJSRdDjwKbAc81KKYzMzMzMxmGJ5S2HnnAQuRnhUFgKQ5gW2Bc6tdIGleSX/NUw7fl/SkpAMlqVTvM5IOkTQ21xsn6UhJc5XqrSrpBkmvSZos6TlJp5fqzCZpP0mPSZoi6VVJJ0tasBv3Pj4fP2y3Vup/PUm3S3pX0luSrpC0UpV6X5d0naQ2SZMk3VJt2qKkr0i6Nd/vS5J+i7+/ZmZmZtbLeYSr88YBdwM/BK7LZZsA/YDzgZ8VK+ek6kpgXeA00sjQRsCfgSWB/QvV/wnsClwM/BUYCAwFVgK2yu31B24EJgJHA28BSwNbl+I8mfTcrDOAE4BlgH2Br0taMyKm1nGvn8054Ww51kNIUyovbO8iSeuTPptnSQ8t7gP8FLhT0jfy87+Q9BXgdqAN+BMwFfgxMFrSOhFxb663GDCK9H09GngX2BOYXMc9mJmZmZm1jBOurjkXOEpSn4iYDAwGxkTEK6VBK4DNgfWA30bEEbns75IuAn4u6cSIGCtpFVKy9c+I2CPXGy5pAnCgpHUjYhSwBrAgsGFE3F/o57eVf+RNPXYHBkfEuYXyUcD1pCmBVUfjSp4svX8L2DIiHuvguj8DbwDfjog3ct+XAw8Ch+b7BDgcmANYKyKezfVG5n7/RFoXB3AQsAgwMCLuy/XOBJ7u6AZygrpIqXi5jq4zMzMzM2sET8nqmgtJozbfkzQ/8D1qJzCbAtNIo0xFfwVEGh2r1AM4pko9gMrTRd/Kx+9JmqNGn9sBbwM3SVq48iKtMZtEGm2rxzakqZMbArsBTwGXSFqj1gWSFgcGACMqyRZARPwHuIl8n5Jmz+1eXkm2cr3/kT7LtST1zcWbAvdUkq1cbyJwTh33sA9p3VnxdUUd15mZmZmZdZtHuLogIiZKupm0UcY8wOykaYDVLAW8EhHvlMofL5yvHD8Cnin1NV7SW4V6Y4BLgN8D+0saDVwOnBsRlR0SVyBNcZxQI6b+7dxe0W2lTTMuJo0q/Q34Zo1rKnGWR8cg3fNGkuYF5id9drXqVXZGfCy3eW+VetWuLRsOXFQqWw4nXWZmZmbWA5xwdd25wKnAYsB1EfFWg9qNdk9GBLBt3lji+6T1YKcDv5C0ekRUtnGfQJrqWM3ELgUWMUnSvcAWkuaNiHe70k5PiogJlBLPKtM+zczMzMyawlMKu+4y0ojU6rS/Hup5YIk89bBoxcL5ynE20ujUxyQtCixQqAdARNwTEb+JiFVJidVXgB3y6bGknRTvjIibq7we7sR9llWS9PlqnK/E+aUq51YEXsuJ2kTgvXbqfQS8WGhzhSr1ql1rZmZmZtZrOOHqojyStDdpF76r2ql6LWnK4b6l8v1Jo1nXFeoB7Feqd0A+XgMgacHydvJ88kysyvbxF+Y+DykHk7eeX6CdeGuS9FnSph3jqTFdMa/BegjYtdiPpJVJa7auzfWmkXZb3ELS0oV6i5IfLB0Rbbn4WmB1SasV6i1C7RE8MzMzM7NewVMKuyEizqyj2lWkLc2PyInFw6TEYwvguIgYm9t6OO+8t2dOVMYAq5F29Ls871BIfr+PpMtII1nzA3uQtlavJDNjJJ0MDJU0gJTYTCWNEm0H/Jzaa86KtpU0ibS5xxLAj0g7JO6VpzbW8ktSInm3pNP4ZFv4t0kJasVvSZty3CFpOOn5Xj8mJY6/KtT7E7AzcL2k4/lkW/jnga/VcR9mZmZmZi3hhKvJIuIjSZsDhwHbk3b7G0dKSv5aqr476dlVQ0jP3RoPHEXaSr2ikojtACxKSmLuI20B/1yh370kPUBKYI4kJTPjgLOBO+sM/x+Ff78L/Af4TUSUN6H4lIi4WdLGOe7DSMneGOCgUoyPSfpOvsehpBHXe4GdKs/gyvX+J2ld0mYdBwOvAycBr5CebWZmZmZm1is54apTRIwARtRRb+kqZZNIUwMPmO6CT9f7kJSgHNZOnQdJU+46FBGnkjb26JSIGManR6LaqzuONAJWLr8FuKWO6x8ENq6j3iPAoCqnTu8wSDMzMzOzFnHCZbOsU3dZlYEDB7Y6DGuRtrY2Ro0axY37r03fvn07vsDMzMysC7xphpmZmZmZWZM44TIzMzMzM2sSJ1xmZmZmZmZN4jVcNsvaY+T9tF32WqvDsBZZrE8wdECrozAzM7OZnUe4eoikcZJGdOG6IZKi+HBgMzMzMzObMTjh6qZCQlTtdXSr4+sOScPyfSzcgLbWyO0t0IDQzMzMzMxmCJ5S2Di/A54rlT3agHbPAs4H3m9AW620BvB70rPM3mppJGZmZmZmPcQJV+NcFxH3N7rRiJgGTGt0u2ZmZmZm1nyeUtgCkpbNU/X2r3JujXzuh/n9dGu48nqwqyWtJek+SVMkPStplyrtfU3SGEmTJb0k6beSdmvkujBJ60m6XdK7kt6SdIWklQrnhwF/zm+fK0y5XDq/QtKQKu1Gvrbyfn5Jx+X7f1/SBEk3SfpGI+7DzMzMzKzRPMLVOP3Ka50iouoWeBHxrKQ7gcHAsaXTg4F3gCs66G954GLgNOBM4P+AEZIeiIjHACQtCYwCAjgKeBfYnQZOT5S0PnAd8CwwDOgD/BS4U9I3ImIccCnwReCHwP5A5XOZCCzSie5OArYFTgT+CywErAWsBPy7m7diZmZmZtZwTrga5+YqZWqn/kjgZEkrRsQTAJLmAH4AXBoR73XQ35eAtSPi9nzthcCLwG7AgbnOQcCCwDci4qFc7wzg6bruqD5/Bt4Avh0Rb+Q+LgceBA4Fdo2I/0j6NynhujwnYeS6nUm4NgNOjYhfFMr+1N4FkvozfVK3XCf6NDMzMzPrMk8pbJyfABuUXu25EJhCGtGq2AhYGDi7jv7+W0m2ACJiIvAksGyhzsbA3ZVkK9d7AzinjvY7JGlxYAAwopJs5T7+A9wEbNqIfgreAgZKWqIT1+xD2ryk+Opo9NDMzMzMrCGccDXOfRFxc/HVXuWIeAu4CtixUDwYeBm4tY7+XqhS9iZpRKtiKeCZKvWqlXXFUvn4ZJVzjwMLS5q3QX0B/ApYGXgxr10bJmnZDq4Znq8pvrZoYExmZmZmZjU54WqtkcCyeaOM+YHNgfMi4qM6rq21c2F70xh7o6hWKGn26SpGXEgawfsp8ArwS+AxSZvUbDxiQkQ8VnwBYxsTupmZmZlZ+5xwtdb1pI0jBgNbAfOQnrvVKM+TNtcoq1bW1fYhrScrWxF4LSLeze+rJlakUTmABUrlS1FFRPwvIoZHxJbAMsDrwG/qDdjMzMzMrCc54WqhiPgQOI+0UcYQ4JG8/qlRbgC+LWlApUDSZ/n0urEui4j/AQ8Bu0paoNDHysCGwLWF6pXEa4FCGRHRRtq1cO1S8/sU30iaXVK/0rUTSCNdc3X1HszMzMzMmsm7FLbeSOBnwLqkXQUb6U/ATsBNkv7GJ9vCvwB8ltqjTmUHSCrvmvhRRBxJmtZ3HXC3pNP4ZFv4t0nbxFc8kI9HSDofmApclUfA/gkcLOmfwP2k5OuLpf7mB16SdDHwMDAJWB/4FvALzMzMzMx6ISdcLRYRD0h6jPQsqYbsHlho+0VJ6wInAL8mTV/8OynxOoG0S2I9hlYpmwYcGRE3S9qYtAX8YaREagxwUEQ8V4jlX5IOAfYi7Z44G2lK4Lv5ukVIz9j6ASmB2wSYUOjvPdIGGBsCW+frnwH2iYh/1HkfZmZmZmY9yglXN0XECGBEHfWWbuf0VGB0RLxcT/u12oqIQVXKHqI0XU/ScaRkq+qDmQvXDuPTo1S16t0C3FJHvcOBw6uUTyaNvO1eOqVCnQ9IuxT+qqN+zMzMzMx6C6/hajFJq5KeZTWySe33Kb1fCNgZuCMiau10aGZmZmZmDeARrhbJG0t8k7T+6H/ABU3q6m5Jo0nPxVoU+BHQF/hDk/qbYZy6y6oMHDiw1WFYi7S1tTFq1KhWh2FmZmYzOSdcrbMt8DvSQ4N/GBH1rqfqrGtzX3uSNsn4N/CjiLitSf2ZmZmZmVnmhKtF6l0f1YB+fk3aMMPMzMzMzHqY13CZmZmZmZk1iRMuMzMzMzOzJnHCZWZmZmZm1iROuMzMzMzMzJrECZeZmZmZmVmTOOEyMzMzMzNrEidcZmZmZmZmTeKEy8zMzMzMrEmccJmZmZmZmTWJEy4zMzMzM7MmccJlZmZmZmbWJE64zMzMzMzMmsQJl5mZmZmZWZM44TIzMzMzM2sSJ1xmZmZmZmZN4oTLzMzMzMysSZxwmZmZmZmZNYkTLjMzMzMzsyZxwmVmZmZmZtYkTrjMzMzMzMyaxAmXmZmZmZlZkzjhMjMzMzMzaxInXGZmZmZmZk3ihMvMzMzMzKxJnHCZmZmZmZk1iRMuMzMzMzOzJnHCZWZmZmZm1iROuMzMzMzMzJrECZeZmZmZmVmTOOEyMzMzMzNrEidcZmZmZmZmTeKEy8zMzMzMrEk+0+oAzFpgToBnn32W+eabr9WxWItMmjSJF154gccff9zfg1mUvwMG/h5Y4u+BFb8D48ePrxTP2Yi2FRGNaMdshiFpZ2Bkq+MwMzMzs15ti4i4sruNeITLZkVP5eO2wBOtDMRaajngCmALYGyLY7HW8HfAwN8DS/w9sOJ34EXg88CYRjTshMtmRZPy8YmIeKylkVjLSKr8c6y/B7MmfwcM/D2wxN8Dq/IdeLBRbXvTDDMzMzMzsyZxwmVmZmZmZtYkTrjMzMzMzMyaxAmXzYomAofmo826/D0wfwcM/D2wxN8Da9p3wNvCm5mZmZmZNYlHuMzMzMzMzJrECZeZmZmZmVmTOOEyMzMzMzNrEidcZmZmZmZmTeKEy2YZkuaS9EdJr0iaLOleSRu0Oi7rOZIGSYoar9VbHZ81nqT5JB0q6XpJb+Sf9ZAadVfK9SblumdJWqSHQ7YGq/c7IGlEjd8NT7QgbGsgSd+SdKKkxyS9K+kFSRdK+mKVuv49MJOq93vQjN8Fn+l++GYzjBHAtsBxwNPAEOBaSetGxB2tC8ta4ATgX6WyZ1oRiDXdwsDvgBeAh4FB1SpJ+hxwG/A28GtgPuBA4KuSVouID3okWmuGur4D2fvA7qWyt5sTlvWgg4A1gYuA/wCLAfsC/5a0ekQ8Cv49MAuo63uQNfR3gRMumyVIWg3YAfhlRPwll40EHgX+BKzRwvCs590eERe3OgjrEf8DFo+I8ZJWZfpEu+LXwLzANyPiBQBJ9wE3kf7jzCk9EKs1R73fAYAPI+LsHorLes4xwI7FhEnSBcAjwMHATrnYvwdmbvV+D6DBvws8pdBmFdsC0yj8soyIKcBpwLclfb5VgVlrSJpfkv+j00wuIt6PiPF1VN0GuLryR1a+9mbgKeAHzYrPmq8T3wEAJM0uqW8zY7KeFRF3lUenIuJp4DFgpUKxfw/MxDrxPQAa+7vACZfNKr4OPBURbaXy+/JxQM+GYy12BtAGTJE0Kv9Xb5tFSVoS6A/cX+X0faTfHzZrmIf0u+HtvH7n75Lma3VQ1niSBCwKvJbf+/fALKj8PSho6O8C/9ddm1UsTppWUlYpW6IHY7HW+QC4BLiW9Mv1y6T5+bdLWiMiHmxlcNYyi+djrd8Rn5U0V0S834MxWc/7H2mK+b9J/0F6Y2AfYBVJgyLiw1YGZw03GFiStL4P/HtgVlX+HkATfhc44bJZRR/SAsiyKYXzNpOLiLuAuwpFV0q6mLR49ijSL1Wb9VT+99/R7wj/oTUTi4ihpaLzJT0FHEGaln5+z0dlzSBpReDvwN3AmbnYvwdmMTW+B035XeAphTarmAzMVaV87sJ5mwVFxDPAFcC6kmZvdTzWEpX//ft3hJUdC3wErN/qQKwxJC0GXEPacW7biJiWT/n3wCykne9BLd36XeCEy2YV/+OT6QJFlbJXejAW631eBOYk7U5ls57KFKJavyPe8DSiWVNETAZeBz7b6lis+yT1A64DFgA2joji//f798AsooPvQVXd/V3ghMtmFQ8BX6yy28zAwnmbdS1LmjIyqdWBWM+LiJeBiUC1zVNWw78fZlmS5ic9x2tiq2Ox7pE0N3AV8EXgexHx3+J5/x6YNXT0PWjnum79LnDCZbOKi4HZgT0rBZLmAnYD7o2IF1sVmPUcSYtUKVsF2By4MSI+6vmorJe4BPhe8RERkr5L+j/li1oWlfUISXPnP6jKDgEEXN/DIVkD5eniFwDfBraLiLtrVPXvgZlYPd+DZv0uUER05TqzGY6kC4GtSPNwnwF2Jf1Xq+9GxG2tjM16hqRbSXPw7wImkHYp3BOYCnw7Ih5vYXjWJJL2JU0dWQLYG7gUqOxI+beIeDv/gfUg8BZwPDAf8EvgJeBbnko0Y+voOwAsmN+fBzyRyzcCNiX9gbWZ/4PMjEvSccDPSSMbF5bPVx5w698DM7d6vgeSlqYJvwuccNksIw8j/4H0JPEFSTvTHRIRN7Q0MOsxkn5G2gJ2eaAvaWrALcChefMMmwlJGgcsVeP0MhExLtf7CnAMsBbpEQLXAL+IiFd7IExroo6+A6Q/sP8GrE5KymYn/Ye5c4C/RMTU5kdpzSJpNLBOrfMRoUJd/x6YSdXzPZC0AE34XeCEy8zMzMzMrEm8hsvMzMzMzKxJnHCZmZmZmZk1iRMuMzMzMzOzJnHCZWZmZmZm1iROuMzMzMzMzJrECZeZmZmZmVmTOOEyMzMzMzNrEidcZmZmZmZmTeKEy8zMzMzMrEmccJmZmZmZmTWJEy4zM7OZjKQhkkLS0q2OxcxsVueEy8zMehVJ++Rk4d5Wx2JmZtZdTrjMzKy3GQyMA1aTtHyLYzEzM+sWJ1xmZtZrSFoGWAM4AJhISr56OobZJM3d0/1a40j6jKQ5Wx2HmRk44TIzs95lMPAmcA1wMYWES9Ickt6QdEb5Ikl9JU2R9JdC2VySDpX0jKT3Jb0o6U+S5ipdG5JOlDRY0mPA+8DG+dyBku6S9LqkyZIekLRtlf77SDpB0muS3pF0paQlc9vDSnWXlHS6pFdzXI9J+r96PpxSrE/me35A0tp1XLuFpGskvZL7HSvpEEmzF+ocKmmqpEWqXH+KpLcqyaikVSXdkO95sqTnJJ1eRxzjJF0taUNJD+V7+K+kravUXUDScfln937+WR4kabZCnaXz53KgpP0kjSX9DL/cTgwbSLoj38+k/FkeWarTX9Jp+ec0RdLDknYt1Sn2vWf+TN+X9C9J36rS73b5XqdIelTSVpJGSBrX0edmZjOuz7Q6ADMzs4LBwKUR8YGk84C9JX0rIv4VEVMlXQZsLenHEfFB4botgbmA8yGNUgFXAmsBpwCPA18F9ge+mOsXrQf8ADgReI00pRHg57mdc4A5gR2AiyR9LyKuKVw/Il9/FnAPsA4pafwUSYvm85H7mghsApwmqW9EHFfHZ7QOsD1wAimx2Ae4XtJqEfFoO9cNASYBx+TjesBhQF/gl7nOWcDvcvsnFuKeE9gWuCQipkjqD9yY4z8aeAtYGpguaaphBeAC4CTgTGA30ue6cUTclPucBxgDLAmcDLxAGv08Clgc2K/U5m7A3KSf9/vAG9U6lvQV4GrgP/le3weWB9Ys1OkDjM7lJwLPAdsBIyQtEBHHl5rdEZg/xxnAr4BLJS0bEVNzm5vle34EGAosCJwGvNzxx2VmM7SI8Msvv/zyy6+Wv4Bvkv5YXT+/F/AicFyhzoa5zvdK114DjC283wmYBqxVqvfjfP0ahbLIdb9cJaY+pfdzkP5gvqVQ9o3cxrGlumfk8mGFsn8CrwALleqeR0pa+pRjKNWL/PpmoewLwGRSolopG5LrLV3rXnLZScC7wFyFsruAe0r1tsrtDcrvt8zvV+3Cz3lcvnbrQlnf/Ln8u1D2W1JiuELp+qOAD4HP5/dL5/beBhapo//9cv2F26nz81xncOlnfxfwDjB/qe/XgAULdTcvf09JCd6LwHyFsnVyvXGt/N+eX3751dyXpxSamVlvMRh4FRgFEBFBGhHYoTDt7VbSH7fbVy6StCCwQa5bsR1pVOsJSQtXXvl6gHVLfY+JiP+WA4qIyaV++gG3k5Ksio3zcXjp8r8V30gSsA1wVX5bjOuG3PY36NjdEfFAIcYXgCuAjYrTAzu4l/lzv7cD8wArFqqOBAZKWq5QNpiULIzJ79/Kx+9JmqOOmMteAS4rxNaW+/26pMVy8XY5vjdLn9XNwOxAeRrlJRExsY6+K7FvUZyaWLIpMJ6UCFdinEoaVZyPlCgVXRARbxbe356PywJIWoI0wjoyIiYV2hxDSuDNbCbmhMvMzFouJwo7kJKtZSQtr7RD4b3AosB3ASLiQ+AS0h/LlbVYW5NGH4oJ1wrAV0hT3oqvp/L5/qUQnqsR1/ck3SNpCmmK2kRgb1JyVLEU8FGVNp4pvV8EWADYs0pclXVp5biqebpK2VOkxGm6tVeFe/mKpMskvQ205X7PzqeL93MBaZrd4HxdP+B7wDk5CYaUeF0C/B54TdIVknZTaX1cO54ptFW8B0ijRpB+hhsz/Wd1cz5f18+wiguAO0mjja9KOl/SD0rJ11LA0xHxUenaxwvni14ovikkXwuW6pe/E7XKzGwm4jVcZmbWG6xHWpezQ36VDSatGYK0TuvHpLVPl5PWTj0REQ8X6s9GGjk4oEZ/L5beTy5XkPQd0vqt20jrpP4HTCWtFdqxoxuqovIH/dmkdUvV/KcL7XZI0gKkJKmNtG5pLDCFNKL2x0JsRMSbkq4mfeaHkdZuzcUnyVll9HFbSasD3wc2Ak4HfiFp9eIoTjfMBtwE/KnG+adK76f7GVYTEZOVNhlZF9iMlNRtD9wqacOImNaFWGtdoy60ZWYzGSdc9v/t3V+IVVUUx/HvynqyAjUqCqOgLCJmgkjoKYVEAvunktnUTFqCqIH0kGL0D+pJgqICsRdT+6NokKk1NVYOZhaJA42FiuFU9M+GkHIiqFYPa5+Z65lzx+vMnK5efh8Yrp57ztn73jsPd83aa20RkdNBC/ALsLjguZnAXWa2MC2L6ySCnzlmtosI1p7NXXMYaCZqrfKZlFrNIoKS6e7+V3bQzOblzushgoMrODH7lN9D7ChR/zPG3TsYvqsKjk0C+tIYRaYAE4i6qc7soEUb/iJrgbdTp70WYJ+778+f5O57iCYgj5nZvURzkXuI7NFQrjQzy302k9LjkfR4mKh3Gsl7VShlrnakn0fMbAXxOzSVyKD1AE1mdlYuy5Utvew5xSGz84v2ldNecyINTksKRUSkrlJHuJnAVnfflP8husSdRzQiyL4sbyIyK/cTfzzckLvtRqK73YKi8cxsbA1T+4doaFDZNv1yBnc4bE+Pi3LHH678T8qcbAZmmdl1BfOquhww5yYz66/1MrOJwB3A+0NkZ7Lj/RmX1HkwP+fMu0St3DKiXml95ZNmNi7VpFXqSo+1LCu8hGjEkd3vfKAV6HL3n9LhjcRrnZ6/2KJd/LD+aGxm4wsOd6XHbO7bgYs5sVbwbOIz/YOBWraauPsPQDfQambnVtzzZqK2S0QamDJcIiJSb7cTAdWWKs/vYWAT5Cyw2kB8+X0a+NLdv85ds45YarjKzKYSNTtjiAzF3cQSuC9OMq9txJLE98zsdaJmaDFRc9OUneTue81sM7DUzCYw0BY+y9hUZnGWE1mUz8zsFeArYDyxtO+W9O+T6QbazayyLTxEPVU1u4n9zV5N1zkRrBYuefNowf8msIQI1t7IndIGLEpt+g8Tn98CYsni9hpew0GiFf6NRKOU+UStXmX2cCXxu7HVzNYAe4GxRIAym6j1+rWGsfKeSEsKtxGZpwuJ9/B7YFc6ZzWxbHWNmd1AZN1mE63jl7r778MYdwXR3OQTi73kxhHvbzfRiENEGpQCLhERqbcWYuneB0VPuvu/ZrYNaDGzCe7eSwQQ3wETGZzdyq65k9h3q5XIpvQB3wAvMLj+p2jcD83sQSJIep5oyrCM+KLflDu9lehqNzeN1UFkRw6k15bd82czm0zUUc0kvuj3AvvTvWuxE/iUCLAuI4K2B9y9av2Xu/ea2QzgOeAZIvhaTyypa69y2VoiINjh7j8WzGEysXzwIqIl++dEG/VamlccIgLmlcDVxHs7x9375+LufSkDtILoWNhKBHQH02s/VsM4RbYQn+F84AIiaNsJPOnux9LYf5rZFGKPsTaibf0BYJ67rxnOoO7+jpnNBZ5K9z1EtO9vIxq8iEiDsuEvbRcREZFqzOx6YB9wn7u/Nkr3dOBld18yGvc7yVjNxFK7VndfN4r3PQJ0u/uM0brnmczMuoCj7j6t3nMRkXKohktERGSEUh1a3lKiXXxnwXNnggVEvdJb9Z5IIzCzc/J1ZymL1gx8XIcpicj/REsKRURERu7RVOvzEfA30bL+VmC1u+db0J/WzOw24Fpiv7CX3P14nafUKC4FOsxsPbHx8zXAQmIp6qp6TkxEyqWAS0REZOR2A9OAx4kGCN8StTr5dvVngheJuqztDN2IQ07Nb0Tjj4eIDaqPE407lqe6RBFpUKrhEhERERERKYlquEREREREREqigEtERERERKQkCrhERERERERKooBLRERERESkJAq4RERERERESqKAS0REREREpCQKuEREREREREqigEtERERERKQkCrhERERERERKooBLRERERESkJAq4RERERERESvIf69N26RqtcbUAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=fig_size)\n",
    "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (artists_track_count * artists_average_track_length) )\n",
    "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
    "plt.xlabel(\"Average plays per song\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Normalised listening time\")\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Imports & Setup"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from google.cloud import bigquery\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 120\n",
    "\n",
    "from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n",
    "from analysis.query import *\n",
    "from analysis import float_headers, days_since\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "client = bigquery.Client()\n",
    "spotnet = get_spotnet()\n",
    "fmnet = get_fmnet()\n",
    "cache = 'query.csv'\n",
    "first_day = datetime(year=2017, month=11, day=3)"
   ]
  },
  {
   "source": [
    "## Read Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query(cache=cache)"
   ]
  },
  {
   "source": [
    "## Write Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ]
  }
 ]
}