{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Title: Réaliser un affichage graphique"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Author: Malam Mamane I. L. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Date: Mardi le 26 Mai 2020  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Données : vecteur x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>14</li>\n",
       "\t<li>7.6</li>\n",
       "\t<li>11.2</li>\n",
       "\t<li>12.8</li>\n",
       "\t<li>12.5</li>\n",
       "\t<li>9.9</li>\n",
       "\t<li>14.9</li>\n",
       "\t<li>9.4</li>\n",
       "\t<li>16.9</li>\n",
       "\t<li>10.2</li>\n",
       "\t<li>14.9</li>\n",
       "\t<li>18.1</li>\n",
       "\t<li>7.3</li>\n",
       "\t<li>9.8</li>\n",
       "\t<li>10.9</li>\n",
       "\t<li>12.2</li>\n",
       "\t<li>9.9</li>\n",
       "\t<li>2.9</li>\n",
       "\t<li>2.8</li>\n",
       "\t<li>15.4</li>\n",
       "\t<li>15.7</li>\n",
       "\t<li>9.7</li>\n",
       "\t<li>13.1</li>\n",
       "\t<li>13.2</li>\n",
       "\t<li>12.3</li>\n",
       "\t<li>11.7</li>\n",
       "\t<li>16</li>\n",
       "\t<li>12.4</li>\n",
       "\t<li>17.9</li>\n",
       "\t<li>12.2</li>\n",
       "\t<li>16.2</li>\n",
       "\t<li>18.7</li>\n",
       "\t<li>8.9</li>\n",
       "\t<li>11.9</li>\n",
       "\t<li>12.1</li>\n",
       "\t<li>14.6</li>\n",
       "\t<li>12.1</li>\n",
       "\t<li>4.7</li>\n",
       "\t<li>3.9</li>\n",
       "\t<li>16.9</li>\n",
       "\t<li>16.8</li>\n",
       "\t<li>11.3</li>\n",
       "\t<li>14.4</li>\n",
       "\t<li>15.7</li>\n",
       "\t<li>14</li>\n",
       "\t<li>13.6</li>\n",
       "\t<li>18</li>\n",
       "\t<li>13.6</li>\n",
       "\t<li>19.9</li>\n",
       "\t<li>13.7</li>\n",
       "\t<li>17</li>\n",
       "\t<li>20.5</li>\n",
       "\t<li>9.9</li>\n",
       "\t<li>12.5</li>\n",
       "\t<li>13.2</li>\n",
       "\t<li>16.1</li>\n",
       "\t<li>13.5</li>\n",
       "\t<li>6.3</li>\n",
       "\t<li>6.4</li>\n",
       "\t<li>17.6</li>\n",
       "\t<li>19.1</li>\n",
       "\t<li>12.8</li>\n",
       "\t<li>15.5</li>\n",
       "\t<li>16.3</li>\n",
       "\t<li>15.2</li>\n",
       "\t<li>14.6</li>\n",
       "\t<li>19.1</li>\n",
       "\t<li>14.4</li>\n",
       "\t<li>21.4</li>\n",
       "\t<li>15.1</li>\n",
       "\t<li>19.6</li>\n",
       "\t<li>21.7</li>\n",
       "\t<li>11.3</li>\n",
       "\t<li>15</li>\n",
       "\t<li>14.3</li>\n",
       "\t<li>16.8</li>\n",
       "\t<li>14</li>\n",
       "\t<li>6.8</li>\n",
       "\t<li>8.2</li>\n",
       "\t<li>19.9</li>\n",
       "\t<li>20.4</li>\n",
       "\t<li>14.6</li>\n",
       "\t<li>16.4</li>\n",
       "\t<li>18.7</li>\n",
       "\t<li>16.8</li>\n",
       "\t<li>15.8</li>\n",
       "\t<li>20.4</li>\n",
       "\t<li>15.8</li>\n",
       "\t<li>22.4</li>\n",
       "\t<li>16.2</li>\n",
       "\t<li>20.3</li>\n",
       "\t<li>23.4</li>\n",
       "\t<li>12.1</li>\n",
       "\t<li>15.5</li>\n",
       "\t<li>15.4</li>\n",
       "\t<li>18.4</li>\n",
       "\t<li>15.7</li>\n",
       "\t<li>10.2</li>\n",
       "\t<li>8.9</li>\n",
       "\t<li>21</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 14\n",
       "\\item 7.6\n",
       "\\item 11.2\n",
       "\\item 12.8\n",
       "\\item 12.5\n",
       "\\item 9.9\n",
       "\\item 14.9\n",
       "\\item 9.4\n",
       "\\item 16.9\n",
       "\\item 10.2\n",
       "\\item 14.9\n",
       "\\item 18.1\n",
       "\\item 7.3\n",
       "\\item 9.8\n",
       "\\item 10.9\n",
       "\\item 12.2\n",
       "\\item 9.9\n",
       "\\item 2.9\n",
       "\\item 2.8\n",
       "\\item 15.4\n",
       "\\item 15.7\n",
       "\\item 9.7\n",
       "\\item 13.1\n",
       "\\item 13.2\n",
       "\\item 12.3\n",
       "\\item 11.7\n",
       "\\item 16\n",
       "\\item 12.4\n",
       "\\item 17.9\n",
       "\\item 12.2\n",
       "\\item 16.2\n",
       "\\item 18.7\n",
       "\\item 8.9\n",
       "\\item 11.9\n",
       "\\item 12.1\n",
       "\\item 14.6\n",
       "\\item 12.1\n",
       "\\item 4.7\n",
       "\\item 3.9\n",
       "\\item 16.9\n",
       "\\item 16.8\n",
       "\\item 11.3\n",
       "\\item 14.4\n",
       "\\item 15.7\n",
       "\\item 14\n",
       "\\item 13.6\n",
       "\\item 18\n",
       "\\item 13.6\n",
       "\\item 19.9\n",
       "\\item 13.7\n",
       "\\item 17\n",
       "\\item 20.5\n",
       "\\item 9.9\n",
       "\\item 12.5\n",
       "\\item 13.2\n",
       "\\item 16.1\n",
       "\\item 13.5\n",
       "\\item 6.3\n",
       "\\item 6.4\n",
       "\\item 17.6\n",
       "\\item 19.1\n",
       "\\item 12.8\n",
       "\\item 15.5\n",
       "\\item 16.3\n",
       "\\item 15.2\n",
       "\\item 14.6\n",
       "\\item 19.1\n",
       "\\item 14.4\n",
       "\\item 21.4\n",
       "\\item 15.1\n",
       "\\item 19.6\n",
       "\\item 21.7\n",
       "\\item 11.3\n",
       "\\item 15\n",
       "\\item 14.3\n",
       "\\item 16.8\n",
       "\\item 14\n",
       "\\item 6.8\n",
       "\\item 8.2\n",
       "\\item 19.9\n",
       "\\item 20.4\n",
       "\\item 14.6\n",
       "\\item 16.4\n",
       "\\item 18.7\n",
       "\\item 16.8\n",
       "\\item 15.8\n",
       "\\item 20.4\n",
       "\\item 15.8\n",
       "\\item 22.4\n",
       "\\item 16.2\n",
       "\\item 20.3\n",
       "\\item 23.4\n",
       "\\item 12.1\n",
       "\\item 15.5\n",
       "\\item 15.4\n",
       "\\item 18.4\n",
       "\\item 15.7\n",
       "\\item 10.2\n",
       "\\item 8.9\n",
       "\\item 21\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 14\n",
       "2. 7.6\n",
       "3. 11.2\n",
       "4. 12.8\n",
       "5. 12.5\n",
       "6. 9.9\n",
       "7. 14.9\n",
       "8. 9.4\n",
       "9. 16.9\n",
       "10. 10.2\n",
       "11. 14.9\n",
       "12. 18.1\n",
       "13. 7.3\n",
       "14. 9.8\n",
       "15. 10.9\n",
       "16. 12.2\n",
       "17. 9.9\n",
       "18. 2.9\n",
       "19. 2.8\n",
       "20. 15.4\n",
       "21. 15.7\n",
       "22. 9.7\n",
       "23. 13.1\n",
       "24. 13.2\n",
       "25. 12.3\n",
       "26. 11.7\n",
       "27. 16\n",
       "28. 12.4\n",
       "29. 17.9\n",
       "30. 12.2\n",
       "31. 16.2\n",
       "32. 18.7\n",
       "33. 8.9\n",
       "34. 11.9\n",
       "35. 12.1\n",
       "36. 14.6\n",
       "37. 12.1\n",
       "38. 4.7\n",
       "39. 3.9\n",
       "40. 16.9\n",
       "41. 16.8\n",
       "42. 11.3\n",
       "43. 14.4\n",
       "44. 15.7\n",
       "45. 14\n",
       "46. 13.6\n",
       "47. 18\n",
       "48. 13.6\n",
       "49. 19.9\n",
       "50. 13.7\n",
       "51. 17\n",
       "52. 20.5\n",
       "53. 9.9\n",
       "54. 12.5\n",
       "55. 13.2\n",
       "56. 16.1\n",
       "57. 13.5\n",
       "58. 6.3\n",
       "59. 6.4\n",
       "60. 17.6\n",
       "61. 19.1\n",
       "62. 12.8\n",
       "63. 15.5\n",
       "64. 16.3\n",
       "65. 15.2\n",
       "66. 14.6\n",
       "67. 19.1\n",
       "68. 14.4\n",
       "69. 21.4\n",
       "70. 15.1\n",
       "71. 19.6\n",
       "72. 21.7\n",
       "73. 11.3\n",
       "74. 15\n",
       "75. 14.3\n",
       "76. 16.8\n",
       "77. 14\n",
       "78. 6.8\n",
       "79. 8.2\n",
       "80. 19.9\n",
       "81. 20.4\n",
       "82. 14.6\n",
       "83. 16.4\n",
       "84. 18.7\n",
       "85. 16.8\n",
       "86. 15.8\n",
       "87. 20.4\n",
       "88. 15.8\n",
       "89. 22.4\n",
       "90. 16.2\n",
       "91. 20.3\n",
       "92. 23.4\n",
       "93. 12.1\n",
       "94. 15.5\n",
       "95. 15.4\n",
       "96. 18.4\n",
       "97. 15.7\n",
       "98. 10.2\n",
       "99. 8.9\n",
       "100. 21\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  [1] 14.0  7.6 11.2 12.8 12.5  9.9 14.9  9.4 16.9 10.2 14.9 18.1  7.3  9.8 10.9\n",
       " [16] 12.2  9.9  2.9  2.8 15.4 15.7  9.7 13.1 13.2 12.3 11.7 16.0 12.4 17.9 12.2\n",
       " [31] 16.2 18.7  8.9 11.9 12.1 14.6 12.1  4.7  3.9 16.9 16.8 11.3 14.4 15.7 14.0\n",
       " [46] 13.6 18.0 13.6 19.9 13.7 17.0 20.5  9.9 12.5 13.2 16.1 13.5  6.3  6.4 17.6\n",
       " [61] 19.1 12.8 15.5 16.3 15.2 14.6 19.1 14.4 21.4 15.1 19.6 21.7 11.3 15.0 14.3\n",
       " [76] 16.8 14.0  6.8  8.2 19.9 20.4 14.6 16.4 18.7 16.8 15.8 20.4 15.8 22.4 16.2\n",
       " [91] 20.3 23.4 12.1 15.5 15.4 18.4 15.7 10.2  8.9 21.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x<-c(14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0)\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Réaliser un affichage graphique (séquence plot + histogramme) des données de l'exercice précédent.attendues ci-dessous :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Oxu3GgS0dpaiX3JbbCbkV8EHh/6qYHy\nBA9QnkgcyhOJm5HyxDPP7BDN8bnnAaWqPGFZgqr6kuS0WiON8t682SIKLl06CHZEPF6KnZHy\nBKe/AFMDqS5x2Hkicdh5ggezcC56/vk6Eae7lFKqdp6wbVFVfUmyRwx2t29boliT5U6iyGQk\nIiUIuLv0j50n4ATMyIRlnqE8kTiUJ3gwC+eiK1cs4jjYpag84TiSpgWK4rbbIx3wxoYry/Xu\nl7ouEQmOM9Jl3NOE8gSMC+UJHqA8kTiUJxKXrvJEEIRvfOPnr1499q/tzZs+cRzsUlSecBxJ\n10NFcU1zpCHG3d1A01rdLzVNJCLD4O69D+UJAACYBumaM7672/7yl//RZz9787jfuLkpExGf\nm1lRqsoTrivreqiqvmWNdMyVipDNmt0vs1mZiFot7sbp0/WLcNc4/QWYDihP8ADlicShPJG4\ndJUnajWbKDfiCmq9KpWsIDS5DXYpKk94nqLrpGm+ZY00+lOvy/n8wa6yui4RkWlyd9ET5Qk4\nAUh1iUN5InEoT/AgReeiatUiorsIds1mWdfv8LlLKaWqPOG6Si4naFpg2yOFhEZDnZs7mFGX\nychEZFncBTuUJ+AEzMKEZc6hPJE4lCd4kKJzUaPhENGIS+P2ct2VubkqnyuoUarKE76vZrOC\nrgeOM1IMMs3s/PzBj8ZG7Npt7oIdyhMwLpQneIDyROJQnkhcusoT9bpDRCMujdt1/XotDHPn\nz9t8bmZFqSpPBIGWy4m6HjrOSCnZtvMrKwcRkI3YcXgpFuUJAACYBumaM95sukQ04kIbXc88\ns0NEa2sCt8EuRU9BEGj5vJTJkOuO9GB6XvnMmYN75nIKEVkWd8udpOsX4a5xOmQ9HVCe4AHK\nE4lDeSJx6SpPsNl1Iy6N2/XCC3Ui6/Jljdtgl6LyRBjq+byUywmeN/zBdBw/DAvnz2e6t3A7\nYjcj5Yl0vMjSC6kucWk5k04xURRFERcHEpaic5FheHT8EbuXXjIVZSublbidY6conCbOo8JQ\nLxTkbFbwfW3ona9dqxEtXLyY696SzSpEZJrcjdjNyId8nG0nK0UTlqcVyhOJQ3mCByk6F7ER\nuxFXUOu6edPP5aqZjETEaYRNS3nCsjwiuVCQ83nR94c/mNeu1Yno8uVC95b9Vix3wQ7lCRgX\nyhM8QHkicShPJC5d5YlWyyeiEfc86NrYkOfmWpmMRCRxuJkVpac8wZabKRaVQkEKAn3o/W/c\nMIjoVa86mG6Rz6vEZbBDeQIAAKZBuuaMt9sBHT/YVSqZlRUvk5GIy82sKD3lCRbsCgWlWJTD\nMDP0/nfuWILQYmGOEUWByOPwUuxLL9VeeqmW9FFMHKdzEaYDyhM8QHkicShPJC5d5QkW7EZc\nQa3LMMoXL7IRO2q13Pn54YnklKWlPMHWESyXtUJBDsPhI3YbG44k1Yhyh292bZu7OTCPPVYX\nxfDrX0/6OCYMI3aThVSXOOw8kTjsPMGDFJ2LWB/2uMHOcVbuu0/nto9J6dl5olKxiGhuTisU\nZCJp6PDn1pavqo3IjYLgcRjsqlXi8KhOHILdZKVowvK0QnkicShP8CBF5yLTPHawe+WVehjm\nX/Oa4v6eBzy+3tJSnmALRM/N6eWySkR7e+bg++/tUSbTPnIzjyN2xaK0sJCCbD0mBLsJQnmC\nByhPJA7licSlqzzBIuiIS+MybHXi171uMZuVicvNrCg95YlGwyWiuTl9bk6j/QG8AapVsVCw\nIzfyOWL36KPau941/OJy2iHYAQBMuXSVJ9hCJ6Msjdv1/PM1Ivv++xfYngetFo8jdml5CppN\nj8jP59VSSSWiWi0a2o7cXy2VoklaFD3b5u6DRBCk6RfhriHYTRDKEzy4ePHi/Px80kcx0xYW\nFs6fP5/0Ucy0dJUnbJsFu2OcOdnqxKIosGDH54jd2tpaoVAYfr+kNZsekUVE8/M6EVWrQ4Jd\nq5WZm4sOzvE5YveJT/h/9mdG0kcxcQh2k4VUlziUJxKH8gQPUnQuYsFulD0Pum7e9LPZKu3v\nUspnsEtLeaLV8kXRJqKFhQwR1WpDZhNZVnZxMZol+Byxq9VE1+XuqE4cgt1kpWjC8rRCeSJx\nKE/wIEXnItsWiVpBcIxgt7Ehz80ZxPGeB5Se8kSz6QuCRUTlsk4Usil3A7hu6cyZ6Cc3QfA5\n3OKhXJbm56c/9kz/T5gglCd4gPJE4lCeSFy6yhOOI0lSfZQV1Lr29jJnzri0v+cBh0vjUnrK\nE61WIEkOddYZtur1IcEuCErnzkVTOJ8jdu95j/BP/2k26aOYOAQ7AIApl67yhOtKqmqMsudB\nl2GUL1wQiUjXZaKAw9ldlJ7yRDfYEZEgmIYxKCXfutUgUi9diqxOTKLoOw53wS4MRVFMx7Mw\nDgS7CUJ5ggcoTyQO5YnEpas84XmKrreJFMsa9WKe4yzfe2930Mjlc8QuLeWJdjvsBjtRtJvN\nQQ/mtWt1Irp8OfpzSVLA4fyL3/xN5a//+uiSe9MGwW6ykOoSh/JE4lCe4EGKzkWeJ2ezFu1v\nWjrUxoYRhoUHHyyyLwWB02CXlvKEaZKidCK1JNmt1qDhzxs3mkR0773lyO2i6HMY7Op1eRZm\nXCPYTVaKJixPK5QnEofyBA9SdC7yPKVQcGnkYPeVr2wS0etet7h/g2tZPP7Kp6U8YVmCLHd+\nYSXJMYxBD+atW20iZ2UleilWknzX5S7Fzs9L5fL0x57p/wkThPIED1CeSNzslCd+6Ie+8Mwz\nW0kfRYx0lSeCQCmXAxphzwPmm9+sEzn337/AvhQEh89gl5byhG0LqtoZ8pRlm23d28/mpiOK\nMSdYPi/Fvve99pvffIy5mymFYAcAcDL+9E8f+cM/vJ70UcRIV3nC99W5OaIRlsZlXn7ZlOVt\nWe68nfE5bZ/SU56wrINgpyieOXCr2K0tT1Vj0qosBxyO2AUByhMwHpQneIDyROJmpDxRq1lE\nWT7HitJVnggCjS14y3ajH+raNS+X2+t+KQicXopNS3nCtiVN6zyAiuKxHd762d4OdD1mLwdJ\nCjlcx+7xx0vPPDP919AQ7CYLqS5xKE8kbkbKEzdvNoiIz4U2KFXnojDUVlYUIhq6ghqzuSmV\ny63ul3yuoEZx5YmPfOSrb3jDF075MN7xji/823/7xQF3cN2DYKeqnmkOOn9WqyJrukTIcuB5\n3AWMRiM1vwXjSN/ZNgzD69evX7t2jU1WKJVK991334ULF5I+rniWZen6MZbZhBPnOI4sy6LI\n3Slmdvi+HwSBohxjT/c0unXLIFrmM1JQqs5FYajNzSlEztA9D5i9vczaWm+w4/RSrG3bqqp2\ns10QhL/6q2WiaJ900r785UyhMGjUynGkzP48NE3zLWvQybNel4vFmKdJlkPP4+4T9fw8FYtS\n0kcxcWkKdtVq9aMf/egf/MEfbG9vR/7q4sWL73nPe372Z382k+FoXiQrT+BqbLLW19dLpdLC\nwkLSBzK7KpVKq9W6fPly0gcyWbdutYiIz0hhmubVq1cffPBB/kevPS8g0goFWRDsZnOki3nN\nZvnixYPFyUTR47Oxdv369XPnzhWLnWVZfvmXv2ZZjyjKzVM+DNvWFGXQuLLrKrreeRlrWtBo\nDPpIZhj66mrj6O2yHA5OhIl43/vq3/mdU/4Jk1IU7DY2Nt74xjdev379vvvu+4Ef+IFLly7l\ncjkiajQaV69e/cIXvvChD33o05/+9N/8zd/MsWm3AACnaHPTIiI+R+xSVJ5gUxXzeVkQ2oOX\nxu1ynKV77z2YYydJPrfPQu+XH/+4Kop7vn/aw6iOow5e+dnz5Gy2c6iZTLi7OygnWFZ2YSGm\nPKEoIYeXYsNQkiTujurEpSbY/eIv/uL6+vof//Ef/8iP/MjRv/V9/xOf+MRP/uRP/tIv/dLH\nP/7x0z+8WChP8ODixYuSNP1j7zxbWFiYhY9bm5sOEfE5VpSi8kS1ahFlSyVVFJ3BS+MyGxtG\nGJa6qxMTr0vjEtHa2lp3sunv/u4L9fp3ft/3feFzn3v4lA/DdTO2PSjY+b7WDXa6HrruoJzg\nutn5+ZioJMuh7/MVoSzLe/zxlfPn94bfNeX4etwH+Mu//MtHH300NtURkSRJ733ve9/5znf+\n6Z/+6Skf2GBIdYlDeSJxM1Ke2NnxiNdLsZSec1GtZhNRqaQO3fOA+drXtojooYcO5lpIEqfB\nrrc88fM/b5w9+5W3vrV4rC1xT4TvZ1130DCh76s9I3bkuoOuXfp+fmEh5rdbUYi3YNduu43G\nTIzYpeYn3Nvbu/feewff54EHHtja4mt10BSt9j6tsPNE4mZk54lKJSQibn/QtJyLGg2HiIpF\nVZbdwUvjMs8/XyNyX/Oa7rYTnK6gRj07T/zVX13f3Hzkwx/OlssKkWwYpzrMGwQ5zxuUJoNA\ny+U62SCXEzxvULALgvziYsxnBlkOg4CvSyWm6S0sePk8X0c1CakJdufOnXv22WcH3+eZZ545\nd+7c6RzPKLDzBA+w80TiZmTniVpNIF4vxaZo5wm2dl25rMmy024PP+CXXzZleau7OjERSVLA\n57PQ3Xnip37qdqn09//u331HuawS0d7ewCWAT5TnBURZ388OuE8QaN30k8uJvq/1u2etZhGp\ny8sxd+BzxO5979taXU3Bb8GY+HrcB3j729/+J3/yJ7/2a79m2zFrkbdarQ9/+MOf+cxn3vWu\nd53+sQEANJsyEXG4xAOlqjzRbLpEVCppQ/c8YK5f93K5Su8tshxw+ywQ0dNPb7788usfe8wh\nork5jUbeOe1EbG21iIQwzA+4TxjqhULn6mo+L/p+34v46+tNIlpZiRn/U1Xyfb7GxkzTC0Nh\nFi7Fpmbiy0c+8pEnn3zy/e9//y//8i+//vWvv3DhQj6fD8PQMIxXXnnlK1/5SrvdfvOb3/wL\nv/ALSR/pAZQneIDyROJmpDxhGArxOmKXovIEW7uuXNaHLo3LbG5K5fKhnQ+4vRTLyhM//uPP\naNqFX/zF76b9YLe7e3ojdpubLaICkWoYTj4f894UBCFbboZ9WShIQdB3Qt7GRoto6dy53NG/\nUlWBw0uxjz++8ta38rchxklLTbArl8t/+7d/+8QTT/z+7//+5z//ed8/qMErivLwww+/+93v\nfve7383bWzhSXeJmYdo+50RRnIUFok1TJyI+IwWl51xkGB6Ro6qqqvq2Pfxls7t7aHVi6iyN\ny+PrTVGUW7caTz/9XT/2Y38vimtEtLiYIaJa7fQ+DezsdELk1lYrNtjVahZRpljszKvL56UB\n9Y7NTZOIzp2LGf9TFOIt2FmW32hIqjr97whp+glVVX3ssccee+wxy7Ju3brFJisUi8WLFy/e\n9Tlrd3f3p3/6pwdPg9vY2PjhH/7hO3funD9/XpZl3/c3NjbCMDx79uzQL9vtdqVSGfHO+HIS\nXwZBIAjC1tYWV0c1U18uLy+zbMfVUZ34l5lM9ud/fr1YzHuex89Rdb+cn5/P5XKJH8bQL5tN\nb37eXF/f/sAH9E99yiaiwd8ry+X/8B/EW7dudf/2sceynidw+Cz4vv9zP3dTFF/1n/7T/7e+\nvh6GYbm8QEStlsO+PIXDyOXav/qrt/7zfz67tdW+fLl49M7Npr28fKlYVNiXb3yjtrwsB0EY\nhsHRO5854y4vOysrMa+rH/mRwvd8j8/Vs+A43uOP38pmzRM5qs3NzV/5lV/h8yNrmoJdF7us\ncPT2arVar9ePtcC9oijz8/Ox8/a6Njc3LcvqvYohSVLYMw2535e+71+7dq1cLveOI474vfjy\npL5cX18vFAqJH8Ysf1mr1UzTvHDhAldHdeJfWlamXg+J+Doq9qXrutevX3/wwQe5OqrYL00z\n8DxbkiTLClotcej3tlrzqtrsPce224Fl8XjKrdXqlnXxB3/wpVzuTa2WFIZhoaASeZWKc2qH\nYRh+vS65Lm1utmPv7Dih61KppLIvBUF0XaFSMefmtKN3bjR8z2uJ4pzvR/8p1w3r9d5GS/LP\ngmV599zjiWIw/j9FRKIo1ut1TpdcCNPj2WefZXtOvOlNb3riiSc8z4vc4ed+7ucm8RP99m//\nNhE1m83jfqPneX//93/PKu6QlKtXr+7u7iZ9FDNte3v7+vXrSR/FxBEZknTn4qmbYSUAACAA\nSURBVMUvJ30gMUzTfP7554MgSPpAhnvPe56U5fUwDN/whs8vLn518J23tgyi8FOfer73xkce\n+fzy8lcmeIh362//9rm3vvX25qbRe6MgND74wadO7Rg++MGniEyi8Ld/+7nYO/yf/3ODKPzK\nV+6wLz/96ZeIwhdf3Iu983ve86Qs3479qx/7sS/2+6uk/NEfffvDH7794ovXT+RfY+NBX/rS\nl07kXztZPI4ixvrSl770+te//rOf/ezOzs5TTz31Ez/xE29729s4X8ZCQnmCAxcvXpyfn0/6\nKGbawsLC+fPnkz6KUf33//6t5eWvHve7DMMhymlajc/ZXSkqT5hmKIoOEel6OHgFNSL6+te3\nieh1r1vsvZHDPQ+Yf/EvdNd9aWXlUNVAEMxG4/Sm81cqriTViZy9vfgJSGy5mVKps4IJq3dU\nq/G93VotkOV27F9pGnflCcvyH398pVic/n3DeXz1x/rYxz4WBMGf/dmfGYbRbDZ//dd//ctf\n/vL3f//3t1qt4d+cHKS6xMnYeSJp6dp54u/+rrqz85rjfte1azUiyuUMPiMFpedc1GoFkuQQ\nUTYrDN7MioiefbZK5D744KFgp6rcTdtnbtxYfuMbo0UESbIN4/Qu59VqviS1BaFVrcYvpc2C\n3fx8pwlbLmvdG4+qVgNVja/0qqoYhkNy+Slj5Yli8bQ35z19nJ6Djnruuefe9a53vf3tbxcE\nQdO0xx577K/+6q+effbZd77znb4/0kbRiUjLau9TDDtPJM5P1c4ThuETZYLgeKuY3rplEFGp\nZHMb7NJyLmq3Q1l2iSibFQYsjcu89FJblrdV9VCMUxTuVlBj7rknzGSiL49TDnaNRqgoliS1\nq9X4YcJm0yMKy+VO+mEJr1qNn4bebAqaFv+60nWRiK9gZ9vBwoKXns+Yd4/Tc9BRm5uba2tr\nvbe89a1v/eQnP/nZz372Z37mZ5I6qsF87DzBAew8kbh07TzRbodEYqMxqFB11Pp6i4gWFnw+\nI0WKdp6wLJJlj4hyOWHA0rjMjRteNluJ3KhpAp/Pwic/uXHhQjRWSJJtGKf3vDQaoarasmzW\n6/FpstFwiezuTh5zc/r+jTGaTTGTif8rTRPDkK8MZVn++963sbOznfSBTBxfj/sAKysr3/jG\nNyI3Pvroo9/61rc+9rGPnT9//v3vf38iBwYA04TtT7q3Z3YHLUaxsWERmfl8yGekSNHOE7Yt\nsBG7fF4aOmK3sSGVy83IjYpCQcDjW1sYiooSHUxRFHeUndNOimEImuZ4ntUv2BmGLwgWUefF\nXyxqRH69Hp/eWi0pn4+/YqZpPI7YhWGYll+EcaRmxO4d73jHX/zFX/zWb/1W5JrORz/60R/9\n0R/9wAc+8Nhjj7Xb8bM4k4LyBA9QnkhcusoT7F22VjveiN3WliNJDU0T+LwUm6LyhGUJiuIT\nUaEgheGQbL27q6+sRDMHh9P2ichx/EcfXWs0ok+BqrqjbLBxUlotUdddVbWb0TzcYRi+KB56\n8QuC1WzGX7c1TTWfjw+Iui4RyZ7H0TQY2w4+/vHSyspK0gcycTx+rIn1oQ996M///M/f9773\nfeYzn/nc5z7XvV0QhN/93d8tlUof//jHEzy8fpDqEpeiafvTKl07T1iWQMffvnN315flpqpy\nOlZE6TkX2bagqizYyUODXbNZPn8++nle0wQOn4V2271zR9f1aOJUVa/dPr1gZ5pyoeC6rttd\nIzAiLtj17e3atlYoGLF/lclIRGRZXuz+Fomw7aDR8CXOtqeahNScbRcWFp5++un3vve9r33t\nayN/JQjCb/zGb3z605++9957Ezm2AdIyYXmKoTyRuHSVJ9jwSb8aYD97e4GmtTncH7MrLeci\n2xZVNSCiQkEm0hxnUDfOtpfuvTd6uVbXuetjEpFpemtrNos7vTTNt6zTeyO2LCWfDzMZr92O\nf6G22yFrJXeJot1sxj8LjpOZm4s/eBZh222OfvFtO1hcdDxv+veKTU2wI6LFxcUnnnji8ccf\nj/3bd7zjHbzNDkZ5ggcoTyQuXeUJNmJ33O07azUhk7H4HCuiVJUnXFfS9ZCIymWV+q+gRkTb\n260wLD/wQCFyu6ry+CwYhvPJT15fWIgOzul6YNun92HAttV8PszlAtOMf4iOBjtJslut+M/G\nnpctlwcFu1aLo2DnOOFP/mRza2sr6QOZuDQFOwCASWMbz/ebLd5Psynlcq6mCRyOFVGqyhOu\nK6nqQbDb24tfJo2IXnqpSkSvelUxcnsmw+mIXRgK3bZpVzYb2vbpxVDX1QoFIZcLLCv+IWq3\nQ9ZK7pIkmzWKjvL93MJC/L+TzcrEWbBz3ZAI5QkYD8oTPEB5InHpKk84jkyd1byOwTDUYtHj\ncIkHJkXlCdeVM5mQqLNd6YAWy/a2SURnz+Yit3PYxyQi0/QefXRNEKJvB5lM6Lqnd7SelymX\nxUKBHCf+jck0SVEOpTFZju/tBkEYhvmlpfh/h43Y2TZHq8w6Tvhf/osyC+UJBLvJQqpLHHae\nSFy6dp5gwe64uzyZpl4uh3zO7mLSci5yXVnXifb3PBgQ7HZ2LCI6ezYfuV3TeHwWLMu/c0fJ\nZqMHlsnQaQY738+Wy3KxKLpufDHFsgRFOfTiVxTXjBs23dpqEUnLy/H/TiYjE5FpcjShzXHC\nZhPlCRhbWiYsTzGUJxKXrvIE28aq36Sifmw7Oz8vqKrA54gdpedc5PtKJiMQ0cJChga2WHZ2\nbCL7aOkyk5H4HLFbW7NZ3OlVKIied3qZOwhyc3NyqST6fjb2DrYtslZyl6J4sQuyrK83iejM\nmegmaQz7SdttvoLd4qKP8gSMBeUJHqA8kbh0lSfYxvP9aoD9uG5+aUnOZCQOx4ooVeUJ31ez\nWYH29zwYMNmxUnFFMWav8ExGIhIti6/3b8vyP/nJ65oWPapcbvjOaSd3DB5RZnFRm5uTBwQ7\nTTv0qaZfb3dzs01xl8KZXE4hzkbsXJf+/b/3UJ4AAJgtbPjkuJsB+H5xZUXVNJGIxyueKSpP\n+L6SzYpElM0qRF6/zayIqFbz+wc7Mgy+PlGz8kRkW1siKhQk3z+lbem3tlpEtLioLSyoYRi9\nhM04jnQk2AWsUXTkXzOJ6Pz5aCuZYSN2lsXXHDuUJ2BcKE/wAOWJxKWrPBEEGu1vLDYiw3CI\nsmfP6pmMRCRxtdo+k6LyRBBouVznjUkQrAGTHWs1X5ZjJn+xaftcjRURkWX5jz66VixGY1Ch\nIIVh/NXME7e52SKi5eXMwoJKJNdqMVfnHaez3ExXvwVZtrdtIqffznscBjvXpU98wkd5AsaF\nVJc4lCcSl67yBLsuFjtbvJ8bN+pEtLqaZWNFXC3K2pWWc1EYarlcJ0YIgmkYfZNBoxGqakw0\n4XChDSKy7eDOHSWXiz4L5bJyasGO9YhXVrJLSzrt57wI15UjwS6TCR0nJtjt7jqiGL/tBHUG\nXMk0+Qp2rRbKEzC2tExYnmIoTyQuXeWJMNSIgmNt37m+bhDR+fN5FimaTb4uAjJpORf1BjtR\ntAZMdjQMQVVjHmo+g51l+WtrlqJE33NLJYVIbjSOtzfx3WE94uXl7MpKlog2NmKCned1Wsld\nuh66bsyngr09T5IGB7uQq2Dn+8LCQojyBIwF5QkeoDyRuHSVJ8IwKwgNtv/EiG7dahHRPfeU\nONxGiUlLeSIIQiKtWOwUUCTJGVBPbjaFTCbmoeZw2j4R2XbwyU/eaLWiSWjoBhsnaHfXJvIX\nFzvBbnc35j/1PDWXO/Tiz2YFVhWPqNUCWY5u1Bv5xxyHow/VjkPveY+E8gQAwAxxHJ9IkeX6\nsXZ5unPHJLLKZZ3P2V2UnvJErWYRCYVCJ0ZIkjNgsmO7LWUyMQ81hwttEJFl+bG5em5OI6Ld\n3eNc+79blYorCAbtL/7HBvAifF/tznFkcjnB92NG7Or1UNMG51GXqxE7zxMEgVLxizAmBLsJ\nQnmCByhPJC5F5Qm2gZWmGbE1wH62thxRrNP+WBFvkYLSU55gA1eFQmfETlHi9zxgLEvJ5WIG\nhPh8Fmw7+Ff/aqVQiJYnFhZ0IqpUTmPErlr1WI9Y12Uia28v5mpSb3mFyWbjF2RpNARdH3Q9\nShBc2+ZoxM7zhP/230yUJ2BcSHWJQ3kicSkqT7Bgkcm02f4TI9rd9RXFoP3ZXRyO2FFKzkWN\nhkP7m4kRkSzH73nA2LZaKMTEPj6DnWUFGxsxa23Mz+tEVKudxoyd3h6xKLYqlZgL2UeDXaEg\nsap4RKslZbODZh0IgsdZsCPTDFCegHGlZcLyFEN5InEpKk+wDawKBedYuzxVKoGqtmk/UhgG\njz/s0XPRj//4lz71qRdO+TC+7/s+/41v9J3kxIJdodAJdqoav+cB4zhaoRDzt3wGO9cN19as\no9Mc2QYblcpplCeazVBROi8DSWpVqzEPUW95hSkUpCCIWdOk3ZZzuUFXWgXBtSyOzr2+Ly4u\nEsoTMBaUJ3iA8kTiUlSeqFZtIiqVvGMFu1pNyGTYUB93a3cxseWJ3/u9lf/6X3dO+Ug+97k3\n/dEf3ej3tyxYs11iiUhV/QHXxF1XLxZjgh1baIOrsSIicpzwd36n2mw2I7cXixqRN2CDjRPU\naITdHrEsW/V6zEMUhnp3juP+EcqxC7KYpprPD3qQBcFzHI76Op4n/Mt/qaM8AQAwQ1iwm58P\n2cZiI6rXpXzeof2xIg6D3dHyhOP4lnX+WOXf8VUqJpFcq/UdMmH7TLDNxKj/ngeM52Xn52Ou\nmKuqRORzNW2fiCwrIIp/tAevw3yCDONgVpyiWM1mNHW12y6RXCodevEXiwqR6jjRx9OytHJ5\n0OuHt2Dn+yLKEzAulCd4gPJE4lJUnmDBYnFRjK0B9mMYSqHg0f5YEW8XASmuPPHkk+tEeuwe\noJPDVsSt1fpGrmbTJaJSqTNi12/PAyYM83Nz/aZCurzFa8cJ3/1u7Wh5gogEoX06wa63R6xp\njmFEIw6bY9pdboZhXx5dkMV1M6XSoJAkij5Xwc7zhD/5kxbKEzAupLrEoTyRuBSVJ+p1l8id\nm4ufVNSPaerlckhcLsraFTkXPfnkNhEdq/w7PrYibqPR982+2fSIXF3vvFp0PX7PAyLyvCAM\n2dZYMXib3UVEjhNubvqx5yJJsg3jNI7WNOVMpvPi1DS3X7DrllcYttIeK4z38rzcwsKg32ve\ngp3vi44TojwB40J5InEoTyQuReWJZtMTBLPfbPF+bDszPy8QkSgKRHw1Absi56Kvf71Npx7s\n2JZWR68AdhmGJwgHNYJMJuw32XFrq0UkLi/HP00cBjvXpbU1P3aNaEmym83TOFrLUvL5zgFk\ns367HY04kTmODMt57K96BUF+YWHQjAVR9LmaYR4E0vy8gPIEjAXlCR6gPJG4FJUnDMMXBKtY\nlMPwGMHOdfNLS92hC4fDEbuj5YmXXxaJ6Firuoxvd9cmoqMDRV3s8e9+mc0K/SY7squ6bM/T\nONwFO8cJn3jCP1qeICJJsgesw3yCbFvtDXamGX3263WHjgQ7tiALm37aZVkeUXZ5OWYZlC5R\n5G6O3T/7Z1mUJwAAZkirFYiiXSopRLrnjZoMgqC4tNTJHxyOFVFceWJjo0jkHqv8Oz62Iu7R\ngaKudjsQxYNPwrmc4HnxF1u3ttpEtLQU09YkIlHk7lkYMGatqu7pBDvX1bo94kIhtO3oY8uC\nXXeOI8MWZIkEu9u3m0RCvxFTRpJ4G7FDeQLGhvIED1CeSFyKyhOGEUiSzWaLVyoj7fLUbrth\nmDt3rvMOx9uirMzR8kSzuarr12P3AJ2cvT2XiEyzb7Bjwbr7ZSYTv5kV7W+Hde5cPvZveetj\nEpHr0nvf68WWJxTFHbBc3wnyvGy53HnwCwXBcaLjbaw8xJJcFysps7/qYtMlz57NDvjvRDHg\n6rKn70v/+3+3UZ6AcSHVJQ7licSlqDzRaoWy7PabVBTr5s0GkbC62nmHEwSPt7EipvdcdPVq\nNQgWV1e3j1X+HR/rw1pW32HCdjuQpIMAkc+LsXseUM9+9rF/K4qebXMX7HZ24ssTg9dhPkG+\nn+32iItFwXWj422NhkvkdcsrjK7LRG5kpb2NjTYRnT2bG/DfSZLveRyde4NA8jyUJ2BsKE8k\nDuWJxKWoPNFuh7LssH3ZR9y+8+bNJhFdvNgZiREEl7exIqb3XPTXf32bKHzwQb/fhc4JYSvi\nOk7f/7TdDg8Hu74tlt1dRxBaohifG3jrYxKR5wn33EOx5QlN809n3ZkwzM/Pd1J1uSz5fjQW\nN5te7xzHLkEwm81Dg2/b2xYRra7GDEB2SVLA1aXYMJTLZQnlCRgLyhM8mJHyxO5u+9/8my8m\nfRTxUlSeME1SFO9YwW59vUVEFy503uE4HCuiI+WJp56qSdLGuXNyv/GwCWELnRy9AthlWSTL\nB++7A1ostVpnP/tYoujxdt51Xfq1X1NjyxOZTGBZxx5G+tf/+sla7RgDB4bhEKnz851UPTcn\nB0F0vC1SXukSBLPZPFQJ2t62iVqRsb0IWQ44G7ET//E/zqA8AQDp8Ad/8NKnPvWmEaeFQT+W\nJSiKx+YYjbgv+507JpHdvSbIZ7CLlCdeeMEvlzePu6rL+Fgf1vPiGw9EZNuCLB+M2A1osVSr\nB/vZHyVJPm/PgucJcaN1RESZTHjcevI3vrH1e7/35j/8w5dG/5aNDYOIFhc7qXphQQ3DXBAc\nOibD8HvnOHZJkh0Jdnt7rigag/9HWQ5dl6NgF4aSKEZbRFMJwW6CUJ7gwYyUJ65daxNRq8Xj\nFc8UlScsS1RVP3a2eD9bW44oNrpfcngRkI6UJ155RV9dNQqF463qMr5WSyRyj14B7LIsUpSD\nADGgxdJohIODHW8jdp4nfOADRmx5IpMJHed49eTnn68Q0fPPx4z/9bOzYxLR8nInVS8uakTi\nzk679z6R8kqXJDnt9qFXdaXiyXLfEdP97+JrxC4M5b/7OwvlCRgXUl3iZqQ8cfOmS7wGuxSV\nJ2xb1DQ/m1WIvBGD3c6OpygH76+iyN1YEdN7LtrbW7r/fioUZCI9MmYzUe22LEm7QdA32Nm2\nqKoHwW5Ai6XRCDWtb7tFkgLeZnV6nlitxpcncrm+y/X18+1vN4noypVj/JCbm4fqDmwJwK2t\nQ+Gs3Q4lKSYRS5ITWZClVgsVZcj1AVkOuQp2QSCHIaE8AeNCeSJxM1KeYPNG+Ax2KSpP2LaU\nyYREJAjmiNt37u0Fqnrw7ihJPp8/a/dc1G67jnPh4YfzxaJCJBxrntaYTFPW9QpR5uiO8oxt\ni5p28NvKJjse3aWUOvvZ932geetjEpHnCZcuibHliQHL9fVz44ZNROvrx8goe3s2EZ0921kg\nZmUlS/vDeF3tdth7KbxLUdzIiF29Hur6kNq4LIe+z1XGUFCegHGhPMGDmSlPyMRrsEtRecJ1\nZV1nwc4aMdjVakImc5A8+Ax2veWJ//f/1omUt7zlbL89QCfHcbRCwSASIgNFPXcQVfUg2LER\nu8jSuEyrdbCf/VGyHHA1u4uIfF/80IfyseWJXE7w/eNdE19f94loZ2fQaiMRu7s2kZPPdxLk\nmTM52t/krYuVh45+r6K4lnXo8Ww2RV0f8tbGW7ALQ/nhh1WUJwAgHep1nYja7en/MDpR3WAn\nilarNdJAb6MhZrMH73CS5DsOX5GCDpcnvvjFHUFoPfzwmWOVf0+E42gLCzbtbwh2lOtKmnYw\nMhS75wFjWXI223frNlkOeHsWfL/v8RSLku8fr568tSURhc3mMWYPVyquIBw87EtLWaJwZyey\nUZjQJ9h57fah42+1pGx2yNlGVcnzOMoYYShJkjgLM3M4etCnD8oTPJiR8oRhFIjXYJei8oTr\nKrmcQESS5BjGSMHOMNRS6SBhSBJfq+0zveWJZ54xM5mboiiwLUHZLlKnw/MyZ84EdOQKYFc3\nWDMDWiymqeRyfZ8gWQ4HBKlEeJ74sY81YssTxaIchn2bwrEqFV3TrjnOmdGnSFarniQdVCVU\nVSIyK5VDz36/YKdpfmTErt1W8vkheyLzNmJHpL78so/yBIwLqS5xM1KecJw5Imq1+MsUqSpP\n+L6azQpEJMvR2eL9mKZWLB4kDA7HipjuuejKFWl5uUr7e73HjodNiO9nL16UaX9DsKM8T9Z7\nrknm8yqRF9nzgHEcLS4jdXD4LASBVK97seeiclkJw0F7cx1lGIVLlzaI9Oee2x7xW+r1INIj\nFkWDbfLWZduHLoV36Xpg24fm81mWWigM+QVRVQqCcZsKjuP3u3B/fLIgiChPwLhQnkjcLJQn\nHMcPgnnidcQuReWJ3mAXmS3ej2Vl5ucP3q15W+Khq3su2tgo3XOPQ/sXOkcs/56IIMhdvKgR\nBbu78WnS8xT2+HcJghXZ84BxXb1U6vv+pSghVxcBicj3xQsXpNjyRKmkEEmNxjEStmXNv+EN\nIRF97Ws7I35LvR4oyqH3I0lqs03euiLllS5NCxznUB5yHL1UGvI6VxTy/XFT1A/90Bdf85pj\nLNfXj2V5REKhIKI8AWNBeYIHs1Ce+OY3d4kkIuJw+3lKVXnC9/VCQSIiRfHM0UoFrltYWjp4\n9+JttX2mtzxhGKsPPaQRUbGoEQWnFuwsyyPKLC9rgtCuVuP/U99XM5losDOMmEt+npctl/u+\nf/F3EZCCQPqpnyrFlifYcn2jt1gsywuCxYcfLopi5YUXRl3KrtkkVT2UHWXZajQOnTEcR9L1\n2BG70HUPDbq7bnZubsgjrCjC+M/CrVtkGHNj/iNE1G67RHTvvSLKEwCQAi++WGN/4PNSbIqE\noZbPS3Scfdl9v7C0dLAImaKErsvdebVbnvj2t/fCcP4f/sOF/dtHXdVlfGzng6UlXRRblUp8\nsAsCNZc79OiJohXZ84Dx/Ux3P/ujeJu2T0QDIs78/PFaLC+8sEsk3n9/KZPZeumlUQcO2m0x\nskCMptlsk7euyBzHrmyWIkso+35ufn7I/IoTuRRbr8uuewLBzjQ9IkJ5AsaF8gQPZqE88fLL\nTSKLqMXniF2KyhNhmCkWZSJSVd+2h58eLcsLw/zq6sHMd94WZWW65Yn/+39vEwVve9sFdrsg\n2LEXOidhY6NFRCsrGUkyIwNFXb6vZrORYOfE1pPDML+w0PfUqijh+JHiZAWB9Du/E1+emJ/X\n6TjB7rnn9ojooYeWSqX6zZujvtiOLhCjqg7b5K3L85RMXIsjm40uoRwEhaWlIW9tqiqE4biT\na5tNPQxLx7pOHYuN2FUqMsoTMC6kusTNQnnixg1LlvcEwW23h/TUEpGW8oTnBURaoSBTpwY4\n/PR482aDSFhdPZj5rijcXQRk2LnoK1+py/Lt+fnOu/foq7qMjy2ZduZMTpbNej3+P+2OmHbF\nTnasVEwiZWCwO4HZXScrCOR2O4g9F7FgN+LexET00kuGIDRWVnJnz9rb26PWaU1TjvSIdd1t\ntQ69Vo/OcWRyOcH3Dx7tWs0iUpeXhyzRoqrC+PHaNLNE9OKLlTH/Hdv2iUhVZZQnYFwoTyRu\nFsoT6+uertcEwbUsHn/StJQn2CQntmyvroeR2eKxXnmlQUQXLuS7tygKdxcBGXYu+ta3gnL5\nYI6RKEY3d58c1oQ9cyanqnazGV9MCUM9l4sEO/doPZktg7ey0jfTcBjswlA+d06OLU+wFkul\nMuqg1PXrtqruEtGlS9RojHqZ0rKiC8Rks367fehR6h/sxN6V9tbXmzTw8WdUVQiCcT/ROU6R\niF5+uT7mv8MuxeZy2HkCxoPyBA9moTyxvS3k84YounzuUpqW8gTbuorNZM9kQscZ/p60vt4i\nokuXit1bOLwISD3liZs3sxcu9G6AZo9Y/h0f2/mgWNQ0zY1cAWSCIOyOmHYpinu0xbK11aae\n/eyP0rQTGCs6WUEg/fN/Hr/zRLGo9VvVJdbt20EuVyeif/APdNs+O+J3HV0gJpcLLCtygVWL\nzHFkCgUpCA6CHbuqfu7ckH0vNO0ELsV6XpmIrl41xvx3WLArFh2UJwAgBfb2lPl5h9sRu7Rg\nk5zYfgy6Hrru8H3ZNzYsImdxsfdSLHdjRdRTnqhUlu+//yBUyXJ0D9DJ2dtzBcEgIl132+2Y\nt55GwyYS8vlIsPMiS+NSz1Xdfv+XqnL3LIShTNR3TsixWizb23Kp1Caihx4qh2Hu6tWRPrge\nXSAmnw9t+9DlbN+Pllf27yn1LqG8uWkS0blz+aP37KVp4pjBrlaziHJEdPPmuNe+LMsnIllG\neQLGMzvlif/4H5/63u/9fNJHEW8WyhPNZnZhwRdFj88Ru7SUJ2o1m/aX7R1xX/btbUcUG723\ncBgpaL880Wq5rrv6yCO944tuuz3g+05SrdbZ+SCb9VutmIeoXreJqFA4lKdV1Ts62ZEtg7ey\n0jfYadoJXAQ8WWEo/c//2YotTxCRIJj1+qjBrlrVl5Y8InrDG84Q0VNPjTQE5fuZYvHQI1ks\nCo5zaJ5cGGqRS+FMuaz0BrvtbYsoGPD4M7ouhuHwT0cDvPxylYgEobm5Oe6EATZipyhFlCdg\nXLOQ6ojof/0v6+mny0kfRbxZKE+028XVVZHbYJeW8gTbXItNeDpaA4y1teXKciTYcXcRkFFV\n9W/+5haR/Ja3HFy8ix0Pm5Bq1Wc7H2SzgW3HPLbsUnipdOicqWnB0Xryzo5N1Nb1AcudnMBF\nwJMVhorrUr9zkSQdY7KjYRTPnSMiunSpJAiN554baf6Z72cXFg497KWS6Hl67y3dVnhEoSAT\nSYbRmVa0s+MIQlMUh7xyNE0kGivYXbvWIKJ8/pXtUffX6IuN2OVyGsoTMK4ZKU/U6zKHoxTM\nLJQnHGf+wgVVFD0+53OmpTzBJjmx/UnzebF3UlE/e3uBph0a8uJzxI6ILMt68skdQWi+7nUH\nIxaqGt0DdHIajZDtfJDPh7HBjgVrNmLadXQzKyKqVFxRHLTNlK6LvI3YmwnbzgAAIABJREFU\nESlLS/HlCSKSJHvELeyIyLYXLl/uxF9N23rxxZHeZcIwNzcXCXaS5x2Mw3leQKRG5jgybOIp\nS95EtLfnStLwbb7GvxT7yistIn95ub63N+7vFAt2miagPAFjmZ3yRKul8flmRjNQnmg07DAs\nra3lJMnnc8SOk/LE//gfL8nynQGbpjcaLpGXzSpElM8fqgH2U68Lun7obZXDi4C0X5544QU7\nm73Ze/uIq7qcCMMQNM2huCuATKPB/vbQiF1sPble93v3sz9q/IuAJy4Mpbe8RYstTxCRLI8a\n7AzDCYK5V72qcxm0VKreuDH8u2o16+gCMQsLShjmD98nOseRYRNPu3tj1GqBLA+/hD/+iN2d\nO7Yo1hYXvUZDH37vgRwnIKJ2u4byBMBI2u0Mn5efZsHzz+8SCQ88UJYkPw3jYol59tma75/b\n2en7htRoeILQSWn5vBSGw99LajUxlzu0SgWHFwFpvzxx7Zpy5kyt9/aje4BOjmEIus6im9g7\nUNTFRuzYiGnX0c2sqBMsBm3ApaoCb8GOSB0wJ0RRYlZ1ifXccztE4mtf21nlZGXF2t4e/kJl\nC8QsLR2659ycEoZZz+tc0GADcizDRbBhVPYEEVG1Gqjq8A3QdF0iEh3n7qfH3bnjKkptaYla\nrSHz+YYyTZ+IFEWa+pk5hGA3UbNTnnCcPIejFEy6yhOvvFK/fr02/H492ApPDzwwL0m+4/B4\nzuKkPFGreUR0507fdRMMw+8Gu1Lp0GzxflotpVA49L7F5UXATnlifb20tnYo+4+4qsuJaLel\nbNYnonJZig12huERUal0KFhks3S0ntxohJFtTyOyWYmrYBcEIZH09a8H/coTquq22yP98n7z\nm1UievDBzqZwly6F1Wpp6HexBWKWlg497IuLGpGwtdW5qMrKQ5HyCsOWUN7b6/x2NJuCpg1f\ndS+TkYioOzPvLuzuBrreWl2VbXv4zziY4wRE/pkzKyhPwLhmIdURkecVuR2xS1d54gd+4Lnv\n//7nj/UtV64YgtBaXs7JcsDnZX9OyhPVqk/773CxDMMXxYNgR6SwbYgGaLe1Uimymj93FwEZ\nVVVbrfMPPRQdDzu1YGeaMgt2c3NyGMYMwBiGR+SzS+FdsfXk7lXdfsa/CHiy9l9IfdfaGH1v\n4itXWoJQ766w8+pXa5Y1PKmwBWJWVrK9N7KFANlgHh1uhUewYNcdsTMMMZMZfq7RdYn266h3\np1IRs1nz4kXd98f9cG5ZPpErSRLKEzCuWShPOI4fhiUOLz8x6SpPNJtyq3W8R/LGDVuWd4hI\nlgMOdyklbsoTtVpA+/sfxDKMQJI64xCR2eL9WFZ2YeHQY87npVgieu65O2FYetObFntvzGRo\nlPLvibAsNZ8PiWh+Xu29AtjVbB5cCu/KZsXezawYwxAzmUGvqExGIlIGzKc8Za2WS0TlstSv\nPKFpI+1NTETXrtmqutP98ju+oxiGcxsbQ9bvZS/7s2cPrTzHgt3OTueiKsttLMNFlMs6Udjd\nVtgwpHx++AVWFuws6+6DXa0ml0rO5cs5Iv3Wrcbwb+jPtgNB8Jhx/p1UQLCboBkpT9y4USfi\ndJSC0laesG3ZcY73SN6+7WezDSKS5cB1eQx2nJQnGo2QOktwxWu1Qknq/LayRTeGBjvXzS8u\nHhoA4G2siDFNUxQrquq95S0Xem/P5UZa1eVEOI5WLApEND+vEondmfhdzaYnCNELfLH15O5V\n3X50XSISxokUJ4uN2N13n9+vPKHrgWWNNJJ0+3aQzx9EnEceWSaip57aHPxde3sOkRUZDWU5\nr/tRp9E4aIVHyLJIZHf3xjBNNZ8f/mmZBTsWau+OYehzc/5995WI6NvfHmu7WNsOiNytrS2U\nJwCGu3atTp111WFcjqOMsuFBr50dsVBoEZEsB3zOseNEsylQ5x0uXrsdKkrnTYhNIWd7UQzg\n+8Xl5UPPVybD1+wuRhCEMCRFuV0sHgpJuVzMeNiEuG6mVBJofwp/d2pXV7sdHB2xy+elIIhG\njaPbnkaMP7vrZLHLkQPmhIw+2XF7Wy6XD6YT3H//AlH7G98Y8tk1doGYpaUsUcBWe6ZOsAsj\nr5AuQTC7I3a2rRUKw0dDczmFxrsU225nFxeFBx5YIAqvXo3PxCNynFAQvO4WLNMNwW6CZqQ8\ncetWi4g4fDNj0lWecF3FdY/3gqlW1fl5l4gUJeRz+3lOyhNsv/NKpe/bjGmSLHeCHbsgVa0O\nmiHuOH4Y5s+ePRQ7NE0k4u5XXtf1n/3Zaj4fXeY1srn7RPl+tlyWaH+m19HJjq1WIIrRKFYs\nykfrybbduarbTzYr03hjRSeLhZtqNdevPJHJjLSFHRFVq5nl5YPXsCgKqrr57W8P6ahWq97R\nBWJEURCEdvejTrPpEVn9lh0WRau7hLLjZObmhp9q9i/F3n0r1nGKKytSPq8KQuPGjbH2SGGX\nYldWUJ6AsU19qiOi9XWTOA526SpPeJ42yk5WvZrN3NJSQBwHO07KE+22TES1Wt+3GcsSFKXz\nlskuSLGLU/288kqdSFhdPTQhPZPh6yJg1zPPZC5ciL41FgojrepyIoIgNz+vENHycpbiJju2\n20H3UnjPEcpEemS2nONobPCvn/Gn7Z8sdiSqqvQ7F+VywojBrtUqra5Gdgar3rgxZPysXo9f\nIEYUW5VK50Xeu9xP3D1tw+iMknpetlwefqrJZMaN174/t7qqEZGiVNfXxxp/ZSN2KE/ACZiF\n8sTmJvt94zTYpas84fu67x/vjdY0S6urEnEc7DgpT1iWQvsVij53EDWtE/vYxmK12qD3kps3\nm0R04cKhCem8XQTsWlhYfOCB6Msj9kLnJARBGIZZtkDuykqOKNzbi46GmiZJUvR1UiopREKt\nduhE6nnZyH72EXyO2GWzQr/yRC4neN5IQ6e9204wS0vtO3eGfBrsbvsRIUnt7kcdw/BFse8Q\ntSw7rVbnd8f384uLw0/4LNjd9Yjd7m6bKHPxYpaIdL2xsTHWdrGOE4qij/IEjGtGyhNbW+z3\nRD5ac+NBusoTQZA57hut6y5cvqwTkaqGfO7/wUl5wrY1IuozeZ3dQdS0zmuYzRbvTiqKtb7e\nIqJLl4q9N/I2VsRsb9f/+I+N7/me6GJgpZJydDxsEra2WkTi0pJGRKoqEZlHJzuaZtgdMe05\nQpV69jxgfD87NzdoDJjN7mq3eXkWWLiR5Vq/8kQuJ4xyTbxWs8Kw3N12gjl/3q9Wi/2+hWm1\n4heIURSLlYqocym8b7CTJIctoRwEYRjmFheHX1jI51UaI9hduVIjonvuKRBRPt/e2xsrrrAR\nO5QnAEZSqYREFh2s1QR3Lwj0MMwOv9++7e0WUW5tLUdEqkqex2Ow44Tr6kRkGH1Peo4jdYMd\nEQmC2WgMSgabmxaR211RjOFtrIh5+untMBTe/OazkdtLJYVIjIyHTQJbLG1xsfOhpfcKYJdl\nkSxHH/DYFksQDAl2vD0LLNz0m75GRMWiNMpQfXebmd4bX/1qtd1eHvyNhiFoWsyjoap2N9iZ\nZnj0UniXorjtNlEno0vLy8OPlo3Y3XW8vn69QUSXLxeJqFx2qtWxLgq5biiKAcoTMK4ZKU9U\nq6Is7xJPp9FeKSpPBEFIlCHSR9+E54UX9ojo/vvLxPH285yUJzwvQ+S3Wn1PerYt6frB2JUo\nWsOCnS2Kjci7NW+Rgrl50/on/+S+y5ejI3YjLtc3PlaV6C6Q23sFsMu2haPBLrKZFXXWRcsu\nLg4a3+JzxG5u7ly/8kSpJI+y08kLL1SJwu/8zqXeG1/72kIQLFYqg/oT/RaI0TTHMIT9+wwK\ndqrqWZZA+3u3nDkz/GjZ6iq2fZdXcm7ebBN5ly6ViGhxMWg2h/+PA7guiaKP8gScgKlPdUTU\naCi6XiNeR+xSVJ7Y3W2zX8nR32i/9a0aUfjgg4tEpKoCn/t/cFKe8P2cJO2YZt8jcV0lm+0N\ndnZ3UlGsrS1XlqOLprJRCt4uxdp2sL6uRpYxo/0LnWzLgYliVYlz5zrzEWXZajSij61ti6oa\nDR9Hgx1bjHfwiBH7ScfpY54sdiSFQqbfuahQGCnYvfiiIYrVcvnQz/7ww4tEwte+NugKo2nK\nuVzMo6HrbrvdiQGtVsyl8C5F6Qa7FhGtrub73bNLVSWi4K6fhVu3LFGssA9OZ86I7fbw/3EA\n2w5FEeUJOAmzUJ4wDI2to8bbmxmTovJE93rT0bVb+7l2rS0IVTaXRVWJw11KiZvyRBjmdX3P\nsvp+1vI8JZs9eN+VJKdbA4y1txeoanRtMN7GihjT9O+7zzh6KZCt6nIKwW531yYKlpY6I3aq\najeb0Yl9vXMcu462WNjgH9s1oZ/9FdT4Cnai6PcrT5RKCpHUaAx5Im7ccFR1N3Ljd33XCpHz\nzDOD1u+1bTWXi/mvs9mg+1HHsoTucj9HaZpvWSIRbW6a1JPRh3HvesRuY8NV1c4Hp9VVxXXn\n7u7f6RyHS5IUoDwB45qR8oRlZefnbeLv8hOTovLE7q4Z+cNQN286qto5oWuawGew46E8sbvb\nJpJLJcNx+l7C8zw105MWZNkxBz4PtZqQyUQ/ufE5Yqfrwac/feNoqmDjYYOX6zsROzu2ILS6\nyVJVD64AdjmOqKrREFAsakR+77ozkau6sXgbsbPtgMi/efOVfuWJ+XmNRvhEt7FBvdtOMLIs\nKsrWCy9EP2P06m77EZHLHQp2R0dMuzQtcByJiHZ2bCInMmrYjyB4dx3sdndDXe/8UJcvZ4Ng\nbpxVhDyPRDFAeQJgJI5TYOuo8XMaTam9vU5KGP2NdmMjyOU6bxXcBjse7E/et12370iP76v5\n/MEpUVHcdntQXbReF3O56Mc2PkfsHCcMw5j39VGW6zsR1arXu/OBrrut1tFgd2iOYw+rt57M\nruqeOZOLu2eHLItEHj8jdqbpE7kD5oSUyyqNsNPJ9rY8Nxdzn3x+79q1QT+s6+qxwS6fD7sf\ndQYHu0wmtG0W7BxRHH0TCPeun4VqVczlOkn33nsLROKVK3f/Ed3zBFH0UZ6Acc1IecL3O+uo\n8Tlil6LyRKViR/4w1O6uVCx2zn26LvIZ7HgoT2xstIjozJnA8/oGuyDQcrmDU6Isu6Y56D3A\nMJRCIRrgWLDj7UPOxob3gz+4dPQtrVzWiYLuHqCTU6v5vTsfZDIe2wikl+fJmhYT7ETR7m2x\n7O05RO4II0YOP8HOtgNBcNfW1vqVJ9g18aHBrlbL9m470bW4aNy5M6g02t32I6JYFLrBLnaO\nY5euh64rE1Gl4knSoNHBXoLgOs5dLqZTryulUueV+epXl4nopZdqd/dP0f6lWJQn4ARMfapr\nt90wzF28qBJ/oxRMisoT9bpLFBKFtdqob7S1msb2EyOiTEYMQx5fbzyUJ9gwzz33KEHQd25Q\nEGj5/MGbn6b5g4OdaWrFYvQyE5vvyE+kYBwnvH07NjMJRNYpBLvIArm9VwC7PE/W49KaKJrd\nzayIaG/PEQRj6P8oCK5l8TK51nECIldR+u48sbiYoRE+0bVaxci2E8zqqre3Fx8ZmSDIlssx\nv4Plstj9qOO6/UZMiYiyWWJ7Y9RqgSyPurvXOM+CYWjlcud5v+eeMpF37drw570fzxMkKUB5\nAk7A1JcnrlypEgmvelWe+BulYFJUnqjVXKI2kTn6pbFmM3/mTOfPmiaGIY8jdjyUJ7a3LaJw\nbS0Thrl+6/GGYaZYPHgAVdW37UFnSNPMLCxE36dZE5C/YBfcd198aBAEyzAmfrSNRqhpBweQ\ny4WOE/0QEimvdImi01tPrlRitj09apzZXSfOsgJB8Oz/n70vjZLkKq/8Yl8ycq29qtfq6kUt\nqWWgJSQLjAwMnsEDtsXBYFbDDANIB894sD3n+IBnwTJ4xufYMGMP9rGHOQbMogHMZgwzWBLa\nQEhIoqXuVm/VXUvXlpmVa+zx3vx4WVFZkS8icqlqZdF5f3XnGhWREe/G9333XssKE0+0k3QC\nALY9fPAgZUj00CG+Xh8Oe1eEpXAmw3ueuvHhfCSxY1yXEDssSe2uawzjOU6XFTvD0EZGGr8H\nnmdZtnDlSrvDx61wHOB5PBBPDNArrgfxBPGQPH48C/1K7HaReKJcdlnWYFmzXG730mOamT17\nGlxEltn+TOztB/FEoWAzjD4xoQCwa2sUWuC6CEAivm4EsoyIDDAMjqMND1Pv/rtXAu4Q0mn2\ny1+uUFkFy14LYletbkk+SCYZy6IQO0WhEDuOs5qHHcNiTwPos4odZhh3dnY2TDyhaSKAG106\nzed1jNNHjlBKzjfeqHneWJjhVD6vA3BU579slkeoMa3oOFHETtNYko1RrTKy3O6sCMu6ltUl\nsbPt1Pj45o2WJJUXF7u/PyQVu4F4YoAB4rGwoAPA8eND0H/tp12HSsVjWTPQeIoAQtjzGnli\n0EgpbStu8jpEoeCwbG1kRIYNh9UAikUDgEmnN4mdLwMMg+elRkcpTJphuh8Y3yE4DlDFE9CI\nitpxAqTrnKJs3q6kUkzrsCNCIrVix/MOCbMiKJcRNfY0AIbpnlJsO0hQafRMSGzSybPPrgHA\njTdSXD9e9rIhAO7JJ5epbyTKIfLjD2B4WAJQiNrUdQUl3EMmkWgQu1qNU9V27zxZ1ut6xs7z\nMlNTmxc0Va2trnZ/QD2P5Xk8EE8M0CuuB/HEwoLBMFViSdBvVQqCXSSeqFYRx5kcZ1Wrbe3J\n2dkSgDQz05itURSuPxN7+0E8QYb3x8dV2PDLaHmBBRuGvQSKgslQERW27WGsTUxQR/j7rmI3\nN+e86U30YdNYu75tgWHwzckHmQznusFdh5CkqpQlSRCcZt+ZahWau7phYFm3a0qx7SAVuwjx\nBAAwjBFdqj99ugSAbr55pPWpkyfHAbyf/KRAfWOEQQwp462s1CG8FU6QTHIYywCg67ymtXvf\nwjBdHoWVlTqAvGfPJtNMJo1CofvxONdleB4PxBMDbAN+tlkdAKysOBxHlEp9V6Ug2EXiiVoN\n87zF81ZzfSICp08XAeCGGxp38IrCAUCt1net/34QT5TLWBCMiQkNAFZWKI08kvZBkkkJFAWI\nDJCK+fkKADs5SSlx9FUTkMC2YWmJvkk8b0e7umwLTFPQtM0NyGQ2O4A+EBKbxSs+/MwDglqN\nleX4llwvTcBtB6nYRYgnAIDjrOhS/fnzdZYttsaHAICqChy3+vzzdG1BhEEM8XkmJT3PE5tV\n4QFoGoeQDACGITYfymiwrNfdeO358+sAMD2d8h/J5dxSqfv1lFTsBuKJAbYBP/PiidVVTxRr\nAMAwfVelINhF4ol6HYuiw/N2rdbWgnTuXAXAO3KkUY9MJPoxpRT6QzxRqWBRtEZGVAAvn6fU\ne4h3YHPFLpFgXDd0IZmbqwLA3r2Ugae+agISOA4+fJheDeJ5J9qHeVtgWWJzrSqXEzAO8gyM\n5USCsugG5MmBrm4Y+o3YRYsnAIDjzOg7uitXHEmi1+QAIJFYu3iRvlvyeQsA+7EfzSBlvNVV\nA1rsfgJIpwUABSFsWVI63e6tMsd53R2F2dkqAMzMZPxHhodxvR5lXhgNUrEbiCcG6BXXg3ii\nUMCKQhpbfVelINhF4gldZ0TREQSnuT4RgcuXDZbNi2JjLezP+HnoD/FErcbIss2yDMPU83nK\nKUnSSIlhL4GqRhG7hYU6ABw4kG59imX7SI9JMDrK/+3fMlRWIYputKvLtsBxlHR6c7kZHpYA\n+Jbc+i3iFR8BeXKgqxuGrmtFOwGSQB8hngAAnrejiR01dsJHLlddXKQXmItFG0D3LxTNIGW8\nfN6EFrufANJpAYAplUzHUTOZ9okd6u4oXLlSB7BJiZ1gYoIzzVTEW6LheawgwEA8McAA8SiV\nuETCgj6u2O0i6Dojiq4kubre1nVzft6RpE3Hzr4ldv2Aer0x8c2ytfV1yi07cZogrhMEmsYi\nFCpGuXrVAHCpVZC+qhURuC6ElYoCjc4d24AtxG5oSAKA1dXNYcdKxQJgNY1CTQIqFssSk8n4\n3dt1rWgnYNuY41D0TIggONHEbm2Nz+VCW0CTk87aGr2gVSw6zbEfzcjlFAC3ULABAGM5gtgR\nzr2+brqumsu1O1nRNb2+etXiuPXmdOO9eyXX7X5aGiGO4wbiiQF6xvUgnqhWhXSarJdef1bs\ndpF4wjQ5Wfb8sO1YrKyAnycGfUzs+kE84Zd5eN5YX6fUe6pVF8Aj9sIE/lARFcvLFsuWmxce\nH10PjO8cZme9d77TpC5p7f/eeoHnqdnsJhsgHcBmFQuZcaRW7BQF2/bmey1LpKZjBcBxfVex\nixZPCEJM0km5nBgbCy1VTk9ztdoQ9alA7EcADFMnxA5ATiZDGRsZPy0WTYSSw8Pt2ipxHHLd\nbojU8rIrCFvKkwcPJjDW8vl2vZEDQIgVBBiIJwbYBvxsszoA0HU5nUYAwDB2vy1mBLtIPGFZ\nnKIgWfZMs63x3nyeS6eb3fz7MaUU+kM8YZpCIoEAQBCMUolyB1KtugyzpRySTvMRxC6fdzmO\n3lbjOK/f5i8cB1ZX6fddkoRIBuiOAuNELrfJBppHuwjKZQsAksl4Yue6SjLZFrGz7X458Ume\nVbR4IrZUX6+nJidDl+zjx1XHGaeK4stlxPOhpT6WrReLbkTFlICEni0v6wDqyEi7tko8j7o7\nF/J5LMtbqowzMykAOHeuy7ka0oodiCcG2Ab8zIsnDEMl5uAs20eNj2bsIvGEZfGqiv2w7ViU\nSsrIyCaN61ti1w/iCcuSUikAAEmyazTtYKXiMsyWka9kkgcI9fVaWfEkiS5C7MtWLDMzQ39K\nUXC0XV/vKJVMALGZDYyNJQCgULCaXmMBQCZDYQyyDCTzgMB11Ww2foO7nu7aCTgOw7JetHgi\ntnTqOKOHDoXeabzkJTkA8dlnV1ufIsqhsDfyvFkue6RimsmEViLIoblwoQoAY2OxQb0NdF2x\nKxZZTdtyPhK31PPny118GgAgxIkiMxBPDNArdp144s/+7JnFxdDZXiocJzkywkOfuUY1YxeJ\nJxxHVBSsqti22+p01Ova2NjmRbNvid1zz8099tjZsCCvawPHkcmMlyzb1SrlulereSy7ZfFL\npwUAtlSi35uVy4yi0J/qw4rdnj38X/yFSmUVfrj7zoG4aQwPNwtTBABzbW1zh1erDgCkUhRi\nEZAnI7SlqxsGnkeO0y8VO9cFjkPR4glFQZYV+netrNQx1g4fDk06vu22cQD84x+vtT5Vq22J\n/QiA1LAJsaNWTAnI+OmlSzpsmKS0g66PQqUipFJbiPnwsApQn52lDwvGAiGO5wfiiQGuP3z4\nw1Of+MSpjt7ieemJCREaDuM7s1nXDRxH0DRGVcFx2urgW1Zm797NC3HfErvvfGft7Nmkosy+\n9a0/IFao1x6uqxJipyiurlPqPfU6aiF2ImzMfrWiVGKJbKgVfVUrInBdJqxU5Ie77xzILF2A\nDbBsfX19czdVKjYApNOUip2msZ7XOCNI7OnQUPwJ0mfEjiGxBxGviS7V//Sna7AR3khFLqew\n7Npzz1GIo65HOf+JolWrNVTh1IopAXGhn593AGBqKpRfBsDz2PO6oRm1mpzNBjstPF+cn283\nzSwAMmM3EE8M0Ct2nXgCY7nNMCuCYtEAUKemFGhUKfqxYreLxBOuK2kak0yyES4bTS9GCA0d\nONCs4hQBQNf7zib6u9817ruvftttc/fff3xiwjt58qGHHpq/xtvgeerQkAAAiYSn65S6SL2O\neX7LrQlpSxWLdGJXq4npNH1Xc5zXP5SC4Nw59KEPlalLmh/uvnMgs3SB5AOW1UulzR1YqTgQ\nQuwSiU1iFxF7GkC/ETuOQ9HiieikkzNnymGxEz5Ude38ecrtta5zEQYxsuzUakxEK9wHw5jL\nywAAU1Ohf0UAPI+7a8UaRoIM+Wzd1MrSUpfXN4x5UWQG4okBtgG7iNUBAMZSRx70s7NlANi/\nX4M+rtjtIvGE58nJJJdIMCSTMRpnzxYA+CNHNo2deJ7tz/yPeh0sS3/44bvW15Pvfe9Pz5wZ\nu+uuqcnJH3Xa9+8FGGtkeF/TcGv8PADoOub5LVUNssiFETtdlzMZ+uxmH1bsPI8tFOg/DFVt\n6/fWC0jyQbMnGQDwvFEub25SreYCoFSKsiXJ5KY8meT8UmNPA+i6VtSM973vkS984WyPHwIb\nFbto8UQiwUQQu/Pn6yybl+WoHnQ2W1lYoNT8DIMnyiEqSA2bEOtmH8dWMIyRz/MA9ejNaEbX\nR8FxUuPjwW9JJOqrlBnCtkBm7AbiiQG2AbtIPOG6CEDskNhVAODAgRT0mblAM3aReAIhJZXi\nkknO8+LXrbNn1wHg+PFAMdLuQ2InCMzkJABAKiX99V+/ol4/9qlPnVpaevk3v3n52mxAPq8D\n8GR4P51mLIvCHnQdAsSOyABJi6oVpqnmcvRFuq9qRQQIsQcP0q/2ySQXYde3LSgUbAAjkIUl\nCFalsnm1qVZdAPrVUtMaKaUQUvyjQhCw6/a6wH3uc2N/8RfLPX4INIgdihZPJBKM64YeiCtX\nHFkuRn/LoUPW3BylO2FZoqaFfq+qeobBt0PsWNYqlWSWpWuGqOj6KHhednIyuDfSaatY7HIe\nlFTsBuKJAXrF7hJPkCFxw+iA2M3P6wBoejoDPaifdhq7SDyBsZrNCskkh3H8bPK5c1UA6+DB\nTPODDNN3mQcA8NrXKv/+328pkn3oQ7cAOOXyNboVIGWesTEFAFIppjV+HgBMkxHFLVd8ssiR\nBa8VjpMaG6OvMX14Lhw4wP3RH2WorCKRiPJh3hYUChSDXFHcIk+u1byA3YyPVEoAkIn4hhC7\nycn4Ga+um4DNsO2hYnEbCjyuy/I8jhZPxBliQzIZGjtB8C/+RapWO9Lq9GbbcoTzXyKBTVOo\nVBwAJ7oUx7JWvZ7i+Q7GZHkePK/jo7C4WAWQDhwI+i0PDXmVSrs4KBAuAAAgAElEQVSC3AAQ\n4mWZHYgnBri+QHykOkqNXFw0GabM8ywAcFyXfkUDENi2ByCl00ImI7RD7GZnDZ4vBAxy+zB+\nHgA8D1opBcPopdI1InbLyzpslHkyGc51KfUe02QDxC6TkQFQGPv0vPT4OH3QQhC2gVJsL1w3\nlJ0kk1F2fduC9XW31SBXlh1d31yA6vWgKtlHMskDsJWKBZGxpwGIInheT5zMNF2EMqXSNgwg\nkgT66JkQTWMjeuJra8LQUIxu4N3vPgrA/N3fnQ887kvCQ74XW5bY6uPYCp63bTsnih0sEoKA\nuzgKFy6UAODgweAk3+goo+vt6jZat0WS2IF4YoBesbvEE0SV1lG40Oqqw/ONm8g+bD8R7Bbx\nxNqaDgDptJDNigA8WcYisLTkNeeJETCMbRh9R+y+8Q37k58Mrussa5RK16gnQqIwSSzm0JCA\nEGVtsCxWkrbsOpZlAAwqsSsWDQB5cpLOvwUBO05/XVrPnWP+039apy5pqVSUXd+2oFxGPB9k\nA4ri1uubS76uI5al3xoSFUuhYABAoWAzTJ3cTEajO0rRjDNnCgBsvR5PImNB3HGjxRPpNI9x\n6HdVKomRkZgpi7GxhKpe+OY3gw0Kz1PS6YisMMZxZF1H7RA7hLKS1IEuVRAAoY6PwtxcDQAO\nHcoEHp+c5G07+GCbwJgThIF4YoDtwG5hdbBB7JrDtmPR7NHah+0ngt0iniDEbnhYbl7GIrC0\nBMlkcNilP4Pd6nWo1YJbxbJm64M7hJUVEwATU9yhIRFjtdWg37I4WW7dSKtWo6ymFy+WYEM2\n1IptGdvfXngeV6nQaUEqJfj1sB1CuYxFMUgaVBUZRjOxwxxHJ3bEd4bINqldXSoEAXo8Cs8/\nXwQAw2hXARoBUrGLFk+k01Gl+no9s3dvPEM6fHjl2WeDP0uMNSIJpyKT4VxXrlZDK6Y+BMEF\nYBWlg9ZMd0fh8uU6gBVQ2wDA/v2K5+W6c8TEmJckdiCeGGAbsIvEExvErgMOtL7OKEqjEtOH\n7SeC3SKeKBRMABgakqNdNppeL2SzwQsxwzj9lnkAAKLITEwEfxs8b1Wr1+i4NJd5RkYkAJbQ\n6GbYNifLrf1ik2oAdOVKFTZkQ60QhL4jdgix+/bRx6f8cPed+3aqQW4igSxrk23oOuY4ete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9u3dvCsC+dKmzLBC/YjcQTwywDdhF4gnL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AD90qVBIg2WBYZxYs0Tqkq8d+aNG00Ap0+P\n8mR/9Mgy2/VjhvGxjz3juswHPpAoD4uDiB11sieE7moJzRM0Ynf6dNTYwDsLReFwcMbb3TVZ\ndgQBs1RNZ2yb6YaLJtY8IYqM63JbWwbLjriTDs8bzbgJNa7LCUJH6kzNE1NGQGDBcuAk1nFQ\nqzleH2smQ/qFXavlMIx/n6DCjvoquui60Be39ZMw/XQ00FQsz3Nh+1kux9H2v4Houjo3FyxS\n77vv1je/GbNA7+xogBMxgY1has3mDM/HlC0S0rp2zQCwtJTUzTdYxK7dzq+sBP+9HLd/9eog\nTknLAss6seaJTIZY1uFOub7eJqSeydzZ5glfB7VA/uRPnNXVpHlYHLjX6/VUg0B4Gq5IYp7I\nZFgA99xzZ0tqL7LM4SBit79v8/wI5tSpagph543YTax5gu4Le3s2z484E51setBhxG5qnpgy\nAgILllWVmGZq9WNZzp/92cupvqXZhDcglM0y3u3z4BW6/cJOkjjArNd7KuosS8rlYm6YY5WK\npRE7WSZh5omZGQGQwqrlbDs7Px/8t7z1rfL+/v2+djA+9vcNQpoRHfxZtm5ZC4IQs0mzrLax\n4QBYWkoaR/GNUUqIaRZPngze+0WxfOvWYOYJMIwTa57I5RjbPkzQbG+bLDtI5vdYoShs148Z\nSKWi3bz58D//5yl+Jk1j+R7MaLp5qCTmiWyWBXDhwl0yKBYHETsq7CqVFHP5Ishmuf7+7WG4\nLsvznUVggs0TDMDv7zuCMODU6TAkyfIZ6oOYmiemjI4w84SipJ7kDeC//bfn3vGOe375l7+R\n/FuaTSKKhxtqNtuzfVLabZdlAzZdQrR+YZfPxwo7Jrau6MjQNBtAPt8OM0/Qri77+wGxKMdx\nHSe/tBR8Lv/X//o+QPwf/yOqzK5UshgmqtGrIDQBUZJiBBPL6ru7HIATJ5KaCQaIm5ZKbdfN\nnTsXHDrKZJpbW6l+XgfbJgzjxJonslmWjsSlbG/bonjH98iVJBYgET3nPvnJZ12X+dCHHk7+\nMzmOAfRGI9XOxCc3Tzz0UF4ULyePIB5/VJUH0GpZAKpVIsspfCdhpOom6I3YTax5QpIY1+Uq\nFRLYZ2C4nxzQ6sGLZTkAK0mdr5maJ6aMC1Vl0g58BPDNb9YBfOIT933lK9cTfkurxXh9rL7t\nkxIh7BqNHs1h20qhECPajlUq9sA8ERozKxQEhAi7zc0GwJ04EeZpzanqxc9/PlgvUsplm+Oi\njqeSpAGQpJiyRY4zymUJcJeXxyjsXnhhH8B99wWPfp+Z0ff3B7msponuBPQI8nnO62LZ34cs\nj/hkf/R4/ZiBfO5z1okTz6VVUYSkEHaW5QCcLLMJa8bf9a77NO1cqtdzzPEKu3qdVdVUWexg\nUnUT9FoyJzMPi84hh6/VOFUd8QBoSQpo9eCF6u9ujd3UPDFlWMLME5lM6kneAF56yZmbe3pu\n7tIP/7Cxt5do22u3WUU5FGfdifJedB0cF7BPMIzRbPYIO9fNzM7G7O7edqC3HRqxE8XZMPME\nbf/r6+pCob1M19ZCtdRDD+0+80xUxqpScXg+qi6NrnGKEutHMZvNHCHN5G6+JNVdPl58sQLg\ngQf888Qo8/N2rTZIv37LIiwbb57I53lAtqzOW1Eus5nMiE/2Rw8NEtDTRT+1mn79+sPveEfq\nxBwhequVdAYJ3dUkiU1onrj7oDV29Co0m3wuN4I0XKpugo7DSVJnn51k8wTA1GriyAdAK4ob\nXddELz09ZWFqnpgyEgILljMZNqJmP4z1dXl1tfn1r5+zLOl1r/tWkm/Rdc6rGwoFHhA1zer9\nGhIi7PRm8/B7Gw0DEIrFmAzysUrFHjzSQth+RptHlMsBC/SNGw1Etlz6kR/JVqv37+yE1mLX\n6xDFqKU/k7EAKErsXHZT14sMkyKDk8SP6ePy5SYh1bCpVsvLTKs1SPMR2yYc58aaJ2ZmBICU\nSh0dXKvx+fwdXwcTLew+8YlnXJf94AdT5GEp/SeuCLy7WhLzxN0Hjdi12zYATZNyuRGUuKXq\nJuiN2E2weYI2nckE9hkYBkWBt1NSP92zDf3v1DwxZQQEFizn83zy2tsu5fLcPfeQc+dmPv3p\n2rVr3/2TP/l3sd9iGIJXN8zMCAB2d3uifZoGng8IALCs0Wodfu/mZgPA7GxMoHEASTE+DMMB\nwHFOmHmCtv+tVAKyA5ubbcCOyH7+q391P+B+5jOhZXaNBhM9qCOXs3HQYCICUbQcp8hxKdx8\nqsoBTKqJouvrBs+Xwj67tiYYRnDUMxrbJizrxponikURwM5O585st+WZmTu+xjyT4XFQtt/P\n5z5nraw8F2GaDsN34oqG3gOiyCKZeeLug3qrqbDTdXlmZgS6KmU3wcPK/Yk1T9Cjha7ni8UR\nS45slvQ7Ar3Qsw19BDA1T0wZnjDzRDbLAWxE8U0/hmHr+olHHlEBvOc9D77znd/4oz96/R/+\n4Ytx3yVkMocLGc087u21e7+G4fmAAADHmV5ht7vbBrCwEBNolOWYgvGjhKZiG439MPME7eoS\nIux0QmocF/qAzM0p+fzFv/zL0Br/ZpNVlKgVhO4xCYSdDTCCkKLbSGx1Vz8bG7Ys18I+e+6c\n6rqFVD+QYlmEZd1Y88TsrASgVOooD01T5+fv+KXJ22jDR62mX7v20NvfnlSfeWFZs91OKg7o\nb1cULqF54u5DEFjApsLONNXZ2RFEa1J1E3RdvivsJtY8QZ8F255dWBhxPieTCWj14IUKu6l5\nYsrYoWZM3yTWaJ566hYgft/3LdD/fvazj58////91E/lX345NMoCwLKkbPZQN/i2T4phMKIY\nsMFwnNX2aImdnTaApaWYAMNBY4VjcSTSdQcAy4YqJ0FgAb1aDdh6t7dNjovppfnII+Vvf3s+\n7LOtFpfJRKXM6OE1toMMdVdIUgo3X3QSMJCdHSafDy3cvPfePEC+85295D+QYlmE4+LFxNyc\nDKBU6vyNpplfWTkulZoDQzczerrw8Wu/9qzrCqn8sF1SCTt6DygKNyE14yGY9CrYdm5+fgT3\nVapugl5hN7GX4EBXCUtLI87n5HJsxPQgHDwCNCOPqXliyvCEmSfyeQEphd3XvrYDGG9840r3\nI9/4xmt5vvY933MtYmipZUn5/OEJ1bd9UgyDEYQAYcfzlq4fPgC7uxoSCLuDWopjEbEzDAew\n19bWwswTAAhp+8y/lN1dWxBisp9vf/tMs3nv1avBHdd0XcxkojZg2iQvl4sJIciyC0CWU0TL\nvL27ElIui4HzxCgPPjgL4OLF1L3lbJvhODfWPEHvTFrs6Diu4xRWVu74qVZeP6aPz37WXFl5\nJrnN2QvHWclzqgc1dtzEmicAEGJpmmMYtutmFhdHcF/RboKJvcl8t3J/Ys0T9JADIKzPwMDk\ncgGtHrx0HwH636l5YsoICCxYLhYlhNTsh/HMM01RXPf6IotF+S/+QiqXz//sz/592Hc5juwV\ndrSkzCfsTJMVhAD9IQhWu324DZRKBmDmcjHL4gCSYnxomg2YHBc6eQIAw2jVasACXa0SWY7Z\nP9/znvsB7fd//6XAzxqGmMtF7aMLCwKAXC4mN0GrJFU1hZuMVnfV6ym0YKOhLiyEytCFBZWQ\n5iuvpO4tR2vsYs0ThYIEOKWSAWBjoy3u4FcAACAASURBVA5wq6t3/FSrMGHnOO61aw+97W2D\n5GEB8LylaUn1GY1U0ePWZJonABBiaJqzsVEHyPLyCIQF7SaYpE2047gA2+21MeHmCQAnToy4\nRWKhwLtu1Fpx0Bthap6YMjoCC5Zp7W1gl40wXn7ZLRT8ibC3vOX04uLF558P3SFcV52ZOUw9\nZDICYFYqParLNFlRDBR2jq4f3h50jkLs6/ROZrztmKZLiGUYRph5AgDDaIGl6NUqoygxFyiT\nEebmLn7hC8H6zzTlQiHq+VpZkdGxKkdBi/Cy2RQ6gF6FwFhRGO12/sSJKO3FcXs3bqRu7uo4\nDMch1jzBMISQNr0zr1ypAjh9+o4PbISlYi9fLrtu7s1vnhvsx/K8nTxiR+8BReExqeYJAICp\n687Nm3WMTlgk7CZ4YF6ZdPNENxN6+vQg5voI8nke4CKGANH5Q1PzxJSREWaeCJzEGs3Ghnry\nZED5fD6vl0rByqBW0/sblBCi+UrKLIuTgkoURNExjMPbo1y2WDa+eZ63a9Rtp922AWt9fT3M\nPAGA44xGI0AzJey48drX1l96aSXwU5alzMxEHQ1XVhQkFnap2jTQq5BK2FnW3JkzUaUqslzd\n2Ejdg8q2GZ6PN08AIKRdr9sArlypATh/PrhV8h2E14/p5eLFMoAHHhjEZQyA523vgxlNt8Bo\nYs0TABjG0jRnfb0J4NSp0QiLhN0EqbCjBy1MvHkCcNfWRizsqKE+sMk8hT6A3cHTU/PElHER\nYcYMo1KZu/fegIs1NxfaOZa2NfE1KGGYVq3mmyfBSVJAdkAUHcM41CW1msOy8cZMejI7JqlY\nGrGL/hqOM5rNgN2u3RZzufiF+53vXNC08y+8EOAqcBw1up/zffcVAf3s2ZiVLptlAEQH//q+\nRUAaYbexUQfkc+eiSr6y2dbOTurlwnGYhHkPlm3TO3N9vQ3od8FUK68f08vly3XAPn9+wHms\nvlB6NN081ITUjAdCiKnr7va2BjiD1TX2wzB6YG2uDyqsvWMPRvLb7zhozJiQuiSN2BVLhZ2v\n1YMXX8RuQh6EqbAbI2HmCWrGTD7Ju9UyTfPEq18dsCQtLzOtVvBSRRuUUCdsF4Zp9wk7PjBi\nJ0muaR4+hNWqw/PxqZwBYkXjQ9cdQqxo8wTPm62gQKSmycVi/PP/znfeS0jt05++1PftFqDO\nzkZVNZ08mdvdtd/0ppPRv4K6K4rFFHUhEWX7gXznO/sA7r03KkhWLBrlcuoiLTooM9Y8AYBl\ntXrdAXDrls6yqV0axxWzPxV77VqbYUrJ54j48IXSo+mGKybZPMEwtmG429s6IfWIBkYpf6aR\nJGLn67Ux4eYJlg1tqDQwdIPb3w/dm2hvBKosMTVPTBkJYQXLhKQQdl/72gbAf9/3BdyOq6u8\nYQQf/amwW1zsKSztzzzatqAoAbeBJMEr7Op1CEJ8iVVEi4ejxzBcQqxo80RYKbphZBcW4rde\nQWAXFy9+6Uv+S0n7OS8txVRqz83FWwSyWQ5AqjYNYUnAMC5erALO/fcHzxOjzM87tVpqQ4Nt\nMzyPWPMEPKHTrS2L52MazdwpEGLRfcXLjRuGIERNGY5GFF3LSioKdd0BXBommVjzBMNYuu7u\n7JgjFBYJm850283Q/06seYLqKkFI7b6KZXb20FAfiKbZgNM9R03NE1NGQFjBcreiKAl///e7\nQPu1r13q/9SZM4rjFAM7nuztaThoJNGF4/R6vWc9chxelgPWGlUllnUoJppNIorxCda0saKx\nYpouIXa0eUIUrVYr4M+37WxCLfXmN+svvXTB17pvc7OJBP2ck0CL8ObmUuzKisIDbnJhd+1a\ni2HK3UNtICdOsO126IC1MFyX5XkSa54AwPNGo+EC2N93JSnRKOQ7AUPT/Pfezo6rKIPvcKLY\nE0qPhhrDD/49oeYJhrEMA6WSzfMju69SCbtuHnBizRO0LEGSUnRZT8hBq4fQuiZdd7qPAKbm\niSnDE2aeQGdgV1Kf4zPPtCRpPTCJcP58FmAC2xSXSgbg+GJCguDPPDqOqKoBJxhZJrZ9uNO3\nWqwsxz8PVBz0RyluC4bhMowdbZ4QBLu/YknTLNfNrq4mkmW/+qsP2Xb+4x/vmd67tdUCsLw8\ngkKxfJ4HsLiYdgadkVzYXb9uCEJUp2sAp06JlhUV0guEpmKTmCcEoaOwSyUmk7lLJAjtoOb7\n4O4um88PvsNJEiwrubBzCDEBTLJ5gmUdw3DLZXeEwiJhN0Ffd9yJNU8AACxFGf1zLUkcYAQ2\nmafQgpzuf6fmiSljhGX1QDNmIJcvk2JxP/BT9947A+DFFwOES6ViEtJimJ5wlCCYvgCV6wan\nYhWF2PZhlKjdZmU5XiikjRUF8tGPfvO3f/vZYX4CxbJASMwrkSRH1/3b5I0bteQtr86dmzl1\n6v/9/u/3XM2E/ZyTQKuDl5bSpUEJMZNfha0tV1Fi9pvz5zOum9nZSTGyFoDjMDyfKPckima7\nzQCo1/lc7liYb4aHYcx+YVetisXi4DEDRekJpUfTDVdMSM14ICxrGwaqVZJqfEs0CbsJ+pqo\nTewlAECImc2OJVRGSNPXw8uLL2I3IQ/CVNiNkTDzBDoRu6Sn51u31LW14CXpzJkCYFy5EpDZ\nqVSs/s5zomjR7bOL64qZTEAAQFUZxzl01Oo6Hz1HwYMxZI3df/2v3JNPjqAag0bsos0Tsux6\nzb+Ua9dqAE6eTGqg+/mflzY3X/Pcczvdj+zu6oAe2885Cd/7vcsPPfS3r3tdQCI+koAkYBh7\ne/ExJGqtoDaL5LguJwgkiXlCkhx6ZzYaYqFwLGo0h4cQyzD8T02joQ5Tve0LpUfTDVdMsnmC\nCrtGg1PVkR0YEnYT9I09mFjzBADAyOfHksnpdwR68UXspuaJKSMgrGCZ48zkwq5aXQzsdQKA\nYQjLlq5dC9iVKxW7v0GJJDm6fqhjHMcFhEBhl8mwvcIuZkCWh4CC8VRUq2vV6ggGD5gmGMaO\nNk/Ismua/m3yxo0GgHPnkrZSe9/7Xs3zm7/8yy92P7K3ZzLMaHIuCwvqc8893u3DlBBCAmJF\nYZTL0vx8zGH6gQdmAfell9LZGhyHFQSSxDwhy507s93OzM/fJfqD+jF9H9T1mZWVwcu3JSmF\nsOumYjHB5gmWdSyLNJt8LjeyA0PCboK+JmoTa54AQIgdfr4eiuj0l0/YTc0TU0ZAWMEyz5ve\ngV0R1Gq6ZS2/9rWh3c5EsbyxEbAr1+sOx/njfLLsaNrhFlupaAAJFHbZLOe6h3Vdpilms4le\ncCpJ0c/TT2+5brHZTF2n3w+N2EWbJ1SV9Au7zU0N0IvFpNYHhiGPPXblS19ac5zOLl6pJOrn\nPD5oU9YkX7mxUa9UlmIPsbmcSEj1ypV0qdjk5glZdgyDB2AYmfn5u2TlpX5M3wcta2ZtLW3F\n5CGqyjhOUolGjeH03xNrnmBZ2zRJuy2m6vIdjSAkajpDm6h1I3YTa54AwDDm3NxY9AbH6bVa\n6Frn62Y6NU9MGZYI84Qg2O1khbx/93cbAPvYY6GZOFVtBhaD1usuz/uFnaK4huHtTqcDyGYD\nAgDZLAdIXaViWVI+n+huGVLYfeEL6wBMc37gn9DFssAwTrR5QlWJZfm3ye1tg2HStVL72Mcu\nGMbapz71PP1vpeJw3O0UdrQpa+yXfeMbt86f3yTE/PCHL8R+Mcs2y+V0ayIVdknME6oKKuxs\nu7CyMoIU9nGA+jG9JOkFHY2q9oTSo6FnG0y2eYLjHNMkui7PzIwsWiaKidpE+5qoTbJ54oMf\nXP+lX7p/HD+Z54ObzFO8ZxtMzRNTxkqgGTOQr399j5Dmww8vhH1BPq/t7wdEOFotIgh+Tamq\nMM1DHUOFnaoGpmI5gFQqnVO+bSuFQiIvXmDvruQ89VQT0F03u72dLjjUj2mCZWNeiaoS2/Zv\nk7u7Fs+nK/J7wxtW5ua+9eSTnUZZ1aqbpO3f+AiMFfn47GcvPvooK0mtixeLr3vdcoKfaSRp\n8dAL3x2UGY2qEtMUSqU2oCT0Ix9/WNafin3hhfhe0NFkMqzrphB2dFebkJrxQHjeNU1iWZnZ\n2ZFFgkXRNc34n9Zu24DdbWgwsZcAwEc/+voHHhhwPnI0PG8EtqyiGIbLMIe7wIQ8CFNhN0Yi\nzBPJhd2zz7Yl6abP3Oplbs6uVgMyO80mkSR//otun93/1moGgEIhYJ/I5wUcKD8kGJDVJbBg\nPDkvvMAXiy8AePbZ3YF/CMWySKx5wldKSNnddUQxtaz8l//SeuWVV29s1AHU66O04A1ArLD7\n2Mee/hf/4sTp05du3nzgzJlEOoNlzeQ9eijJzRPZLGPb4qVLZQBnz94lBeYMY/sidpcu1QA3\nuhd0NIrCAkkzubruMszUPOFYFrHtXKou39GIopuk6Yy3jyAm3TwxLgTBiqhr0nV3ap6YMmLC\nCpYlKcCMGcjly8zcXFSf+sVFNJsBmZ1Wi+lvUEK3z+5/63UTQC4X8CKpsKtUdHQGZMnFYqLK\nniSxogi2tubf8IYaYF+8OOz4ARqxizZPZLOs4/i3yUqFDNBy6Vd+5TUMo33oQ88AaDQYWb6d\nPTuoEzCMn/zJv/sP/+Hhxx9/+uWXH01uy2BZM22ZlutyosgkMU9ks4xtS9eu1QGcPTuCCsvj\nAMs6vtrCq1dbhMT0go4ml+MBlk6Xj4X6h+i/J9Y8wfOuYbCuqy4vD17a6EMUE3UT9FXuT7J5\nYnxIku1r9eDFsg4fAUzNE1NGQljBsiz31LpFsLWVCet1QgmbKqZpnCz74yu5HGvbh6tbo2Hi\nYGa8D6+wo1nRIxB2jYahaaceeyzDMPuXLg2birVtwrJutHkil+Nc15/4q9fZATojZDLCI498\n+8//vAig3eYU5Xb27GBZS9MCroJh2I888jd/9Eev/zf/5h/++q/fHBEJ7ofjrPSpWFYQmCTm\niXyecxx5fb0F2CdPhlqF7ixo2b73I+vrhiAMNQmXWp26ofRoDMPtViNMrHmC591GQwZI7Ii/\n5PgG84Tha6I2yeaJ8SFJtqaFarVumSllap6YMiwR5glJSjoXqFZbvP/+qK9cW5Nsu9h1OXTR\ndV5R/B/M5znXPewkQiN2+XxAKnZmRgJQrRoAdnZaSDwgK7DFQ0K++MXrgPDWt56UpNL168NG\nvCyLsGyMeSKf5wHBNxCs0RByuUEe/v/0n040Gg/+7//9SrudvO3fWAiL2H384//v2We/57d/\n++Lv/u6jaX9mwm77vfCCwCQxT9A7c2NDY5jqqCa133Y4zvFdhc1NR5aHmlhKT1zlcqIr0Y3Y\nTbJ5QhCgaVkAJ06MoGE4JWE3QV/l/iSbJ8aHorj9Tea7+Cqtp+aJKWMkYfv4Uqlt20uvf31U\nCdT581mAv3zZr10MQ1BV/zqey/mEnQW4gX10aeEdVX47O20Ai4uJessxjB0XnQnlS1/aYZj9\nhx9eyGbrm5sD/pAulkU4LmYny+V4APv7PRblVkuamRlkC/zRHz2fyXznox/d0HUxm729ws6x\nrIBo3NWrGsdt/8IvvGqAn8lxlmGkiPAZhg0wkpQo8UEV9vXrBscNm4I/PvRfhd1dNpcbarBV\nJsMDqNfDE+0eDAMsa2NiasYD4TiX5jROnRpZJDhhN0FfKnZiL8FYkWWXGuoD8VYjYGIehKmw\nGyMR5onALhv9/PVfrwPMY49FORbvu28GwMWLfmEX2HluZkYA2K7Xtdm0AD0wH1coSAAqFRqx\nawNYWEgk7FjWHjgV+8wzVqFwA8DMjLa7O2ylM03FRpsn6MAun7DTdaVYHPDR+LEfKz3zzEOa\nlsnnb+fywXG2HpSs29tzBGHAqR6C4CQZo9SFxkEFgUlinpiZEQDcvAlRHMHQkWMCbbTh/Uil\nIszMDBWKpicuGkqPhQatMdnmCUGA6xYAZ3FxZBG7hN0EfRG7qXliHGQyJELYWVZPxG5qnpgy\nAsIKlmW5ZxJrGF//+j4htfvui/LQXbhQBKxXXvFH+C1LyuX815dun10d02jYhAQX6wgCC5iN\nhgVgf98AnLm5sUfsXnlFPXOmBmBx0a5Wh12FacQu2jxBt8lyuedNMM3s4mLSOes+fu3XXuO6\nomGcmZm5nSW6HBccsdvbg6IMWLzI87Zpplgx6DwlSWKTmCdmZyUAW1uCqo5sUvtth+Nc2+55\nx+p1dWFhqLks1OpE/eyxGAY4rvPrJtg8AYAQMsoUv6omajrjK/CamifGQSYT0LKqi2kSr7Cb\nmiemjICwguVMhknSZfT55zVFWY/+Go5jGKZ89aq/Ha5ty/m8/w6m22ep1HlVrVaosANAiFav\nWwBKJYOQZsJCe5YdXNiVyycfeYQFsLrKDj98wrYZjosxTxSLEvqEnePkFxcH3AUXF9Vz574F\noFgcUBqOhP5YEaVcZrPZAfuwiKKbpNt+F+rclCQ2iXliZoYq7Gw2m0iy3BHQDmrej2habph5\nYjioiKU1ErF0I3aYYPOEKBIAHDfKSHBCYefrtTE1T4yDTIaxrAhh1xOxm5onpgxLhHkil+P6\nu2z0c/UqOz8f76EThPLGhn+hd11lZsYfoKbCbne3ExRptRyGCd1HCWn//+ydeYwkeXXnX/zi\nzjsrq7q6q7uquqprjh6GGVYM7VmGYWAY1hzGYIRhLS3SClvCC6y9aEEgMAZsI/sPa2WvZAlW\nsrSyZXttBGubY8SMluG+zAiD554+pu/u6q4j77hj//hlR0ZFZkZEZsYvM6viff6azIyJis7I\n+MU33nvf9xoNGwB2dy1C4oZ5BMEZqhLL48yZHdtefOihCgCsrcmWNe7wCZqKDTdPzM+rsFfY\nbW+3AZRxOiP89/9eBIBKZZoBElF0+0bXajWxWBxxXZMkJ2aPHgqdpxTTPEFPRLs9XyxO002c\nLKLoWtaes2BZc8vLY83VKJUUAJc+cUXiCbuUmycAQBDGddn7CUxcHIRp7onYoXmCBcUi7zgD\njX22zfkbFKN5AmFILsfHWReuXy+srkYHMLLZxrVre5Zsx3FdVy2VeoWdCgDb2x0do2kuIQMf\n/QnRm00HAHZ3bZ6PmyAbVLYfyVe+ch7AfutbjwPAHXfkXTdLm/2OjG0TMapOj94mq9Xul3D+\nfA0Ajh0bPRH827/98kce+da7370+8h7GRxCcgKSgtFqZubkR7+6KAnG67XvQGjtvUGY4CwsZ\nALDtQyMf3gwSSMXevNly3dza2lg1BoJAAAxaIxGJ5x9KSc14X2jETlGSDFjmckKcboK9lfsJ\nHgNCKRSEEGEXsNCl5EKYZrbowBNinigURADZspzwso96/cjdd0c/aBYK7Zs399xxb9xoAWTn\n54OxAXr79HRMs+nw/EDh6E0aqNVcUYy7LI4s7L7znaosn5+bWweAu++eA4Cf//zG0aOj1xrT\nVOzKykpIUYUgEIC2P/5x7lwNYHHMHrmPP/66cf738RFFt+9Z0LT84mJYv+sQZNm17SFWDE2z\nAUBR+EqlUi73abXoJ5eTAEwAcXHx4FTAiOIeYffMM1sAmbvuivgqIuE4PbawI7SfYrrNExwA\nqGriwg6qVT2817Suu9SVTFlfX48sNkWGpVQSAVTHcfsWC5km55WZAkAanBOAETvWDCpYzuf3\nTGLty9WrDcdZeNWrosc9VSpWYKoYbSlcqQSFnSTxAPrOTkfMtdsuzw986OR5o9VyAaBeH2Ly\naW9dUUyefpocOtQJkt999wKA9eyzY3W+cBxeFCHcPAEAHNeu1bq3ycuXWwDuysr+7pErSWDb\nfRSSaRaXlkbMEcsyxGy+SKHmCVmOZZ4AAI5rA8DIhzeDiOKes/DCC1UAuP32BIRdzNlu9NmG\n/ndqzRN0WnEul2RlVT4vQow20YGIHZonWFAqiQBk0M2UFuR4L9E8gSTAoILlOF1Gn3jiEgD3\n2tcuRf6VQ4eg0diT36FVdLSiLgDHtapV69bhgSAMXO8EwaTCrtHgZDluSfvIEbvLl+duv12/\n9acJz988fTroCBkK2yaCAOHmCQAgRKvXu4vvlSsaxzUUZX8/WPdWdwGAYdiuWzx2bMTywZhN\nWT1ojZ2qCnHMEwBASBsAjh5NbO7T1AkIu7NnmxxXn5sbd/4BIUazGasS0bKIKHbuaik3T+Tz\nSdZuUm9yHGHnr9xH8wQLqO/q5s3+xUL+ZxtA8wQyPiHmCfpbpAO7BvGTn+wQsh1nQPvSEq/r\neza7eVODAZ3nCGl7OkbXI4Rduw0A0GwSRYl7MfSVFJFYltNsHr///u4BK8rOhQtjXYGOQ0QR\nws0TAMDzeqPRXXw3N02e3/c9cgOSgnL27C4AWVkZscZrWGF3KxUrxDFPAAAhGgCMfHgziCxz\njtM9CxcvGoKwNf5uCTFo8WskXplpms0TikIAoFBI8t8es5ugZXFonmAN7UUaU9iheQJhSN/2\naQGeekrPZq/E2dvqqmJZe3rwbm3pANC3ISfPa7WaJ+w4URz4ICuKNm1I227z8Sef9vbuisM3\nv3kBIPumN3XDk+MPn3AcnpbXhMPzhl/Y3bhhi+K+75HbNxV75kwVANbXR8wyZzKxmrJ60FRs\nTPMEAAiCDgBra/s7Ce4ncBauXLHHnCdG4Xkj5tBe766WkprxvqgqDwDlcpL//JjdBAMRu9Se\nAqZQQ/3W1qBU7B4LXUouhP2db5pxQswTcR74XnpJPHQo1rzwEydyAMrFizVvevr2tgGgZzJ9\nGisIgtFodO4KUcLOosJO08TFxbi96SQJRojYPf74NY6bf/Wrj3rvzM1pW1tjVQXRGrtw8wQA\nCILRbHZvk9vbrqru+x65ssw5TvDqfumlBgBsbIxY4zWssDMMBwBUVZiby0WaJ+CWsFtfjw5R\n7xckiXPd7lm4eZPk82NVF1B43owp7OglAOk2T9Aau4WFJG92MbsJBiyZaJ5gARV2XquHAIGI\nHZonkAQYVLBcLisQJew2N4tra7Fykbemim177+zuWhzX304ril1hZxhEkgbmdGTZ0XUCALre\nZ+zsIEaL2P3Lv2j5/Dm/rWlx0Rlz+ITr8qLIRZonRLGTcaZUqySTGbGF7+zQN2J38WKb42q5\n3IhyOWZTVg8vFRvTPCFJJsfVRz68GSQgr7e3xXI5gfbLgmDFrJezbd5bgVJrnqARu4WFcUcU\n+qETFyO9yf4G0YDmCTbMz2cAXM8RGCAQsUPzBJIAgwqWSyUFwAnvMtpsLt19d6z76MmTFQDn\nxRe7WZ5q1RrUeU4UjXa7s7gYBpGkgYpNlh06aaDv2NlBDPJjhvPii+ry8p5KuOVlvtUaK3hD\nU7GR5glJsrwvBABqNSGfH2ua5ywgy5zjBO9kV68agjB6+eCwwo5G7BQlrnlCkkyejxWi3i9I\n0h5hV69nFhbGmidGEQRL12Ndj/5qhNSaJ6iwO3w4SVMO7SYY2SY6ELFD8wQLCOEA2v5epH68\noDUFzRPIuISYJwAAQBv0WwSAc+d2HWfu1KlYWTNFEThu1z9VrFZzBgk7WbZarc5ab5p8eMSO\nThowTaVYjPtTEUXwF4zH5MaNIy9/+Z531tcV0xxr+ITrCpLERZonJMnStO6/rtWSi8UE7r7T\nRVFIbyr2+nVbkkav8crlBADZceLemXTdAbAFIdbkCQCQZUuW9311ox9Z3pOKbbcLhw8nsORK\nkh1TpHl3tTSbJ2gq9siRcc3IAThOGzZih+YJRhDS9lo9BAhE7NA8gbCFEI0O7OrLt751GQBe\n97pjMfcmSbsXL3YVZL3uimL/fKKi2O1257ybJq8Mfo5VFJf2LbPtTKkUV6tJEjdsxG5zs2ma\nxx56aI+KvfPOAoB67tzoIRwq7CI3UxTHL+zabTVGPdisoyic6wYjdtvbXCYzeo1XLicAcLVa\n3Dy1YTgAQzwcK4qjqgmUoM0OikL8Z8E051ZWxponRhFFm9ZIROI4Am32kZKa8b5kMgIAHD2a\nsNs6TjfBQIFXak8BawjpOgIDBCx0KbkQsJCTISHmCehpnxbgX/5ll5DNI0cOxfxbqlq7erW7\nyjQarij2jxQqil2rdW42ti2EpGJVFSxLBADXzZRKcX8qsgy9saJwvvrVlwDuevObV/xvvuxl\ncwDwi1/cjNPwpS+uy0sSiTRPKIrjd2kYRqZS2fcPPAFJQdnd5fP50Wu8CoVOU1ZaYBSJrjsc\nZwHIcSZPAMDb3y5dvXpghV2jYbhu4fjxPh2IhsUrfo3EcYgo0oFa6TVP3H//4RMnvv/yl59K\ndreE6CFP5hTL4vzhIjRPMILn2/V6f5Hturz/K0+JeQJ/ZGwJKVgOb0b1zDNmPn8NIK6wC0wV\nazY5We6f51VV98aNznk3TSEkYqeqnGWJluW4bib+SHtR5IZNxT7xxLYgXF5d3ROevPPOCoD5\n/POjpw5pxC5yJVVV1z/b3rKKi4vXRv6jM0JfYVeryceOja6cYnbb99B1B8AEAEIIIdFC5E/+\n5JdGPrbZRJaJl4p9+umbAEt33DHWqDqKKDrtdiwrgOuKNGIHKTZPrK4WT59+IPHdEmLGiNjx\nXoNoABAjZ1cjI+Fv9RDAC1pT0uCcAEzFsiakYJnn9RBhd/68uLg4hKYpl43d3e7C3WoRWe6f\nBctmXcPoRuxUdeBDfDbLWZZ440YLgPROJxuEogwt7P7t39xKJdizThAIz984c2acziOCJJFI\n84SquqbZ+eocx3XdwuHDCeTLpouq8r3CrtVSy+XRq6xi9u7yMAyH42wAiGmeOHioKg/Q+Wm9\n+GIVAO68cy70/4iFoux5FAnBdQVaYQYpNk8wIk43Qdvm/M+VaJ5ghL/VQwAvaE1B8wQyLuHm\nCW9gV1+q1cyhQ0P8/g4dcuv1bpYnpKVwNsuZZueW7zhSiLBTVc5x5GvXmgCwsBDXUyaKfaq7\nwnnppeLGRp/mLKq6c/786ILAdUVZJpHmiUyG80agXrxYA+CPHk24znry+CWFh6blDh8e/YF1\neGHncpwFADHNEwcPReEBBMtymTHCXAAAIABJREFUAODMmQZA+8iR3Pi7lWXXsmIlW1xXpHMX\n0myeYEScboKBiB2aJxghSaa/s4GfQKU1micQtngDu/qiaepQrdKXlnhN62Z5NE3IZPqHqbJZ\nzrI6ESnbFjOZgb+BXI63bYmOnV1cjFsbpCjE7wSMQ622fN99fYJkhULj2rVxqoK64YoQslnO\ntjt//aWXagCwupof44/OBKrKA/CGsUfcW1bp8OHRk0Exm7J6mKZLI3aphTbaaLVMALhwQReE\nm4nsVlEgtrDr3NVSUjM+SeJ0Ewz02sBTwAhJ6rZ6CBAQdim5ELDGjiHh5glvrkNfTDM7Pz9E\ncGV1VbGsivfSMKRstn81VT5PbLsTfnMcKVzYua68ubkNAIcPx/WUSdJwEbsf//iK6y698Y19\nalorFX1ra8SsqOO4ALyi8JHmiVyOeMLu4sUGAKyu7vupVlRSNBqGN3Je0yzXLS4vjx6MHFbY\n3TJPQEzzxMFDUXgAaLetQkG+fNlSlCrA8vi7VVUufsSOPtuk2TzBiDjdBAO9NtA8wQhFsTWt\n/yLvr0aA1JgnMGLHlpCC5UBf3AC2XZifH2IJOH4847rZzc1OQtMwpFyu/84LBd5xOnd315Wz\n2YGiJ5fjXVfZ3jYA3IUFVhG7Rx+9DKC/4Q0rvR+NM3xC0ywATpZJ5OSJbLYr7C5fbgNYieTL\npgsVds1mV4SdPr0DwK2ujt70oVCQAdzI3l0elgU0Yhdz8sTBw5PXALC5yeVy/YfBDL9bzrZj\nPjuJ9BggxeYJRsTpJhjotYGTJxihqo6uxxJ2OHkCSYCQguWQngWW5bhu/siRIVql33FHCXxT\nxSxLGTQrolgUYgq7QkEEkDc3dYCWIMT9qchyHz9mCD/6UTOTOacofW78y8tCuz1ipIfmv+KY\nJ/J53nU7X8i1azohVf9ks30K7d3lF3ZnzlQB4MSJ0V2ZhHAAenxhZxguIak2T9Cz0G7TQkOx\nVEpgnhh0hF20SnMcF0CgUUNA80TSxOkmGEjFonmCEZmMq+uDHh1Fv7BD8wQyLuHmiRBhd/ly\nHYAMNQPnrrsqAPDCC9Vbf1opFvsrtlJJBFBvzQ+Qc7mBoZR8XgDgrlwxCBki0qCqPMAQwu75\n56Wlpf61R+vrimUdij/qwI+u00GlfKR5olgUPWF3/bopCAehurlX2F240ARw19fHmtLGcXqz\nGbdsDs0Tqto9C7WaOj+fTMVhNkscJ1rY0WcbeldD80TiSFJn4mIIgQIvNE8wQlW7rR4CBCJ2\naJ5A2CLLjmH0F1Xnz9cAYHl5iIRgqaRwXP3s2Y4Cs211kLArlyUAbnu7XavpACRU2IkAcOWK\nxfNDND/zOwHjcO3aobvu6n/Du/POAoB05kyYLBsEvavRO2s4xaIIINB82daWI0kHYapVNivC\nXmF38WKb42qZzFidtIYSdpYFhOz74WzjQOV1q2UBQKuVP3IkmfU25tBeegnQY0hJzfgkiSPs\nesceMD6olJLLcV7Lqh72ROxSciGgsGNIuHlCVV2vy0aAy5ebALC8PJw3UxC2vKlirpstl/vf\nwkslCQBu3mzTTrMhwq5YpFtygjBEEsfvBIyk0TA0beWBB/r/S++5Zx4A/u3ftuL/dQ+a/6KT\nJ+bmwpqHFYsiAOzsaACwu8up6kHIWPklBeXqVVMQRp/PRiHEiGzK6uGlYiuVyrFjcYfjHSTo\ncwX9KZpm+dixZPrTxhR29O/SVCyaJxJHUVzTjKjWCkTs1tfX8/l977ifQXK5bqsHP5blABCv\nGgEAFhcX0+CfQGHHlpCCZVUFr59cgGvXNADn6NHhlgBVrV29akOnWFsql/v/6UpFAYDNzVa9\nbgBALjfwZlMqyQCwvS1I0hC1Qb1l+yF85StnAaRf+ZU+zgkA2NgoA+jPPTfK8AmaipVlPtI8\nUS7LAHDzZhsAqlWSzSZTCDVd8nkJABqN7lnY3LRledxg5FDCzovYpdY8QeOmrZZlGLbjlBOZ\nJwYA+bzgutF1Gn5hB2ieSBpZHvhk7hHIA6J5ghGFAu+1evDjVVp776B5AkmAkILlTIajk1h7\nuXpV47hafL8CJZ9v3bhBAOD69SYADJoVMT+vAsDOjr67q8OtrrN9ocKuXldkOe4UKbh1I4kZ\nsfvnf94UhIt33TXf91NCOEEYcfgEvatls2KkeYIKO/pt1OtioXAQSmtpyrXd7qZNt7a4QR1w\n4hOnKauHaQLPO5Bi80QuJwGAptnPPbcFQG6/PZk2OrmcAMBHXmL04YrGbgHNE0kTp5ug64r+\niB2aJxhRKPCO00fY0buAZwwHNE8g4xNunshkBlrbNjdHKeEvl43tbREAaEvh+fn+z/RU2G1v\n63SEQIiwK5cVAGg2s4oyxJXgdwJG8uSTZGnpUsgGqrp74cIo16GmxTVPzM0pALCzowNAq6WU\nSgehLMyLFXnv7O4K+fwQAr0vQwk7L2KXcvNEu20///wuAJw8mcA8MbhVPhE5tPfWXY0eA5on\nEiZON0HXFejkDwqaJxhRLAqu2yccfss/1BV2aJ5A2JLLkUHCbnvbEcWhW17Nzzt0qhgVdgsL\n/VvRzs2pAE61atJOs6EROwXANYyiqg4hrfxOwEguXDh8771hqc9CoXH9+ii/0lt5qOgMYKWi\nAsDurgEAup6ZmzsIuZJcTgJw/RG7el0qlcZ1Zcbptu9hWRyN2KUWGrFrt+3Tp+sAxvJyMhE7\n6mqKFHZU1tPrMSU145MkTjfBQCoWTwEjikURQAkM2oGeagRIzYWAwo4h4eaJXK5/9BgAdnZc\nWR46/3jkCGm38wCwva0DwKCWwoRwAO2dHZMWYNFxAn0RBAKg2/bcoOlkfekt2x/E9etNXV97\n4xvDGnDMzxujDZ8wDAcAZJmPNE+USgpVugBgmtlK5SBUYBDCAZh+YddqqXNz4wZs4nTb9/Ai\ndqk1T3hn4cIFjee3kuqPSGskaPFACP6IHZonEick5eJD8Bd4oXmCEbSg/MaNYKmJV2ntvYPm\nCSQBQgqW6VyHvh9VqySTGTprtrIim2YFALa3DQAnZFYEIVqtZtFOs6VSWBU2x+kAci43hCDw\nOwHD+du/fREA3vOejZBtFhedWm2UYQk0FZvNipHmCUI4AI0KO9suHTlyQGrMOc7UtK4i1/XC\n4uK4mlUUbT32D9OL2KXWPAEAAKam2ZcuWbI8riXZg0bZaSlFCN4lQF+ieSJZMpk43QRFf4EX\nmicYMTcnA8DWVjAaQm9DXpkpoHkCSYSQguVCYaC1rV7nc7mhi83X1jKuW6zV9O1tg+NaIeEB\nQtq1mt1oWABGuEWD4zQAGDTEoi/0RkJvKuE8/nhVVc8cOhSm21ZWBE0bpTLpVo2dEGmegFtK\nt9UyXTc71MCP2cbwR+wsq7S0NO6tXRTt+BE72+YEwYUUmycAgOMsXXeuX4dsNrH+iDGFnT8V\nC2ieSJrIpjN0qqE/D4jmCUbQVg9bW8FfuD9oTUHzBDIu4eaJQkEEEPpa25pNqVAYujjp9tuL\nAPDss1u7uxbHhZXo8bxWrzvNps1xEeEXQqjBYghhR/2YcVKxv/iFvLoaUce6sZGxrIX47Y49\nqLDLZMRI8wQAEKLV6/bZs7sAsLw8+jTVmcIfsWu1TNfNLy/3L7uMT5ymrB6WxfG8Cyk2T8Ct\ns7C9LZRK4zpXPGj5BK2RDUHXHej6o9E8kTCRws4/+YOC5glGeK0eAu/Tu4Bf2KF5AmFLodDt\nixtA05RiceglmE4Ve/HFarVq83zY07kg6M2mG0fY8bwBAKXSELHr+BG7a9dWXvWqiG3uvLMA\nIL7wwnb8A6AYhgPgxGwZQ4jWaDgXLtRhyIEfswwhlq53fkWnT+8AcMePj/tPkyTHMOL+GNA8\nAQAcZ2maU60qlUpicQJaPhE5tFfTbACX+odSUjM+SbLZgbU0lL6V+8wPK5VQAxwtLvfTG7FL\nyYWAwo4h4eYJOtehr7AzjGylMvSpWVzMAjTPnGnUak74rAhJMhsNt9VyaEAuhFvCbogCqd4O\nan35xS82bXvpbW+LqGMdefiErjsAJgBEmicAQBCMZtO9fLkFAMePF4f9W7OJP2J39mwNAE6c\nGPefJstu/IidbXO0si615gkA4DjTMNxmM3f4cGK3E0EgAEa9HiHsdN0BsGhJBponEqdQEMO7\nCfZONUTzBCNKJQXA3t0Nngsvb+O9g+YJJAFCCpb9fXEDmGZ2fn6UYnNB2L5wQa/XXVEMC8WJ\notlqcXGEnSCYAFCpDFGbJQgEwKZpoBD+z/85B9B629vWwzdbWysBtF94Yej8ha47dAJ9pHkC\nAATBaLXcy5fbAO1wN8k+wh+xe+mlBoA7vmaVZTeyd5eHbRNaY5dm8wQ9C7peSmqeGIXjtMiI\nXbttA3QvcDRPJEtkN8HeiB2aJ9jBce1Bws6vrdE8gSRASMEy7VnQWxYAAI5TXFwcZRVWlOrl\ny1arxYUPAZNlK6awE0ULhhR2ABAo2+/Ld77TLhZPx+kzJ4o3Rxg+YRgOgAUAccwTomi223D9\nusHz1WH/0MziF3aXLmkctxvn2w5HlqO77XugeQI6qVjXceZWV8ctcNy7Wz1ytpv3bENB80Sy\nRHYT7M0DonmCHRzXqlaDjzr+MlMKmieQcQk3T9C5DtVq8NPdXQ1AOXx4lLhRLtfa3OSaTS58\nVoSi2JrGaxrwfMTtlgq7QUMsBkGdgOHbPPdc4bbbIjwNFFXduXhx6M663l0tjnlCkqx2m9vc\ntEQxMevi1CHE8n56V64YopiAZo0zRsnDtgmN06XZPEGIdeWKAyBubCSZgyPEaDQiLgq/sEPz\nROJQb3KIsKMGMn/EDs0T7OB5rV4PXhGaZgcqrdE8gbCF1nvWakFp9dJLVQA4enSUeeGlkr69\nLbZaJFzYqaqj63y77QpCxLOLJNkAcOjQcMGGQAe1XhzH3d5ef+CBWIHAYrE5wvAJw3D94Ypw\nZNnWNLK97cry0AM/Zhaet72I3eamI8sJ3FHidNv3cJxOKjbN8Lx97ZoIAHfeWU5wt4QYkRE7\nTXM4rrO8pKRmfJLQlEvvk7lH38r9CRxYOqGtHgJvepXWHim5EPZf4YvruufOnTt79ix99CkW\ni7fddtvy8vK0j6sP4eYJSeIBTNoX18/ly00AOHZsFAPj/Lz99NO5TEavVMJyrJmMe+WKoOsg\nCBEP/VTYHT48bAcQMzxi99hjL7nu2jvfGaugfn7euHp16PilrjscZwPAyspKZFEFFXa7u46q\nHpx0Fc/bXv5ze5vLZIZOZ/cypLDjPfNEuZykrNlHEGLv7GQB7I2NJL8Bnjcih/b6n23QPJE4\nkd0EAw2iAWB9fT21xaasEQSj0QheEbeC1t2uNGlwTsD+EnY7Ozuf+9zn/vqv/3pzczPw0crK\nym/91m995CMfUdUkC1nGJ7xgmeO0XmvbpUtNAFhZGWWs5JEj5Kc/zfO8ncmECRRVdU1T0nUu\nRsTOgcHTyQZBiBUesfvHf7xCSOG1r40lx48cgRdeGDqNZZquZ56I3FhRnHpdrNUgnz84pWA8\nbxtG50ZerQqFQkQ9ZRziddvv4KViCSGEpDQ5wPN2o1EmZEsQDiW6W3MoYQdonkiayG6CvZZM\nUUzSQIP4kSSz2ZNuocZw/ztpcE7APhJ2V69efeCBB86dO3fbbbe95S1vWV1dzWazAFCr1c6c\nOfPtb3/793//97/0pS898cQTMxUb0DRNUQZGmziu3VsWsLmpA2ijeTOPHRMNo2wYrWxoiC2f\n56iwE8WIbI6qugBaJjNsjZ3pJQH78qMf2ZXKWYBKnL2NNnzCu6sZhiEIQriwUFXXMETb5o8e\nDU4b3L8IguPV2NXr0vHjCfzTcjk+vrBzXUJvZLZtO46Tzrsaz9umuagoFwGSFHaiaLWjIrCG\n4RLSXV7C1yJkWEolBcANaTpDhZ1/UKmu65IkYdyUBZJktFrBL9YwnEBBDnVOHPi46b75533q\nU5+6dOnSP/zDP/z6r/9676e2bX/hC1/40Ic+9NnPfvbP/uzPJn94faHmiZBsLCF9rG1Xr+qE\nVAFGWYLX1jKOUzaMnXw+zC6QzXKWJRsGoZnWEGTZJaQ57MEQYhtGmLA7fbpy6tSNmHs7cSJj\n2/OGYUvSEA9bpgn0rnbp0qVisViphIlIRQHTFHSdlMsHp8ZOEBzT7Kx0rVZ2fj4BYZfJkPBu\n+35sm5ckDgC2t7ebzebx48fHP4B9B887AGo2m3DJPM9bXjh2ELruEtI1T5w5c+ZlL3sZqoqk\noN0EQ5rOUGGXy3UX/3Pnzi0tLRUKo2RjkHBoOU3gzd5Ka+qcOHr06OSObBrsm/zI1772tfe+\n9719VR0A8Dz/gQ984N3vfveXv/zlCR/YOPC83mgEhd32ti2KI8qLEyfyAETXj+TzYWe2UOBt\nWzGMOBE7IGRoQeBvtNFLo2E0mxuvf33cIsKTJ4sAwnPPDdej2DRdWmMXh1yOM03JMDIj9IWe\nWQShm4o1jPzCQgL/tFxOiC/sXJc/6A/G0QiCAwCFQsK1m5JkR0bsvGcbSE3N+IQJ7yao6w6A\n638cxVPADkWx2+3gk3+g4w+k5kLYN7exra2tEydOhG9z8uTJmXIyh5snAEAQzFYrKIC2tx1J\nGjG4cvLkHAC4brZYDAtuFQq84yimyctyRJlOPs+J4gjCzg5pW/alL50GkN7znojWxB50+MRT\nTw03Vcy7q8WZPJHNcrYtmWZ+YeHgKBFRdC2rc4FbVmlpKYESq1xOAJBjju51HCKKHKR78gQV\ndnNzCbfOEkU7cgSIPxWL5gkWcJwe0nRG0+yAJRMnT7Ajk3Ha7eDq3Ruxw8kTs8XS0tLPf/7z\n8G1+9rOfLS0tTeZ4YhJesCwIZrMZlFa7u5yijGhgXF0t0l7z4UPASiXRdTNxhN3/+B/3/tVf\nDX0z8Dfa6OXRR2+K4sXbb49bNre8XABoPv/8cMks03QJcSDe5Ilcjti27DjFw4cPToG5KLo0\nFdtoGK6bW15OwFdEu+3XarHm2buuQFOxaZ48QRu+JH4rkWVH1yNWb9ME/6xeNE8kTt9aGo/e\nXhs4eYIdJ05wOzsLgTcDZaaAkydmjXe84x1f/OIX//RP/1TX+9xUms3mpz/96X/6p396z3ve\nM/ljCyG82zsdeBCgViPZ7IjeTEI4nr8JAHNzYYt4qSQCyIYhRQq7tbXSu951+/CHERax++lP\nydLSpaF2KIo3zp4dLpnl3dXiTJ7I53nLKgPIS0uz5aoeBy9id/r0DgC3ujpKA50Akd32/bgu\nTyN2aZ48QSN2S0sJ30skyYkRsQOe32OeSPYYkPBugr15QJw8wY4HHywaxsrNm3vyS70Ru5RM\nntg3j9Gf+cxnvvvd7370ox/9gz/4g1OnTi0vL+dyOdd1G43G+fPnf/KTn7RarQcffPD3fu/3\npn2kXSLNE4JgaVrwAa5eF+fnR+9MIcvVVmspSthJAKBpWUWJNfthWHjeCbmPX7y49Ja3XBxq\nh9lsddjhE0OZJ3I5HiALAImonxlBFF3bpsKuCrB4222l8fc5lLBzHAHNEzRit7aW8AODLLuW\nFSEWLYvzwhVonmBBeNOZXmGH5gl2vO1tq7/7u/yjj55/73tPem/6y0wpKTFP7BthVyqVfvjD\nH/7FX/zFX/3VX33rW9+y7e7ZEkXxla985fve9773ve99+yvKKst2bz6l3ZbHKbXOZhutVsQQ\nsLk5GQBMM6+qTFZ5nrctq/+eL16sGcbxN71pOHdIodDc3BzuzFoW589DhVMsdjpxrKwcnAoY\nUXRtmweA8+ebAM7x48Xx9xnZlNWP63ZcsWlGFF0AOHEi4QcGWXZNM2L1NoxOvBBSUzM+YcKF\nXW+4CE8BO9bWSjx/9Ykntt773u6bvanYlJyCfSPsAECSpA9/+MMf/vCHNU27ePEinTxRKBRW\nVlZGLh+xLOurX/1qeJ7oySefvOuuu1qtVjab5TjOdV36p/P5fPhLnudvu+02TdM0Teu7sara\nr3iFXKvV/J+++tWKKNYAIP4f8r+cn9dv3IBKRa7VaoM2rlTkhx+uESLkctzIfyjk5eteR86e\nhb57fuKJs488svqud50Y6u8uLJhXr2ZC/kW9L++5R1pe5lzXXVlZIYSE/79ra+Ijj9S+/e3c\n8nIh8W9jWi9PnZJPn+YB4No1/Q1vuKZpOVEcd8+FgvjwwzXb1lzXjdyY5/mNDalWq83NzZXL\n5Zn6cib28v77paefdjc2isnu+VWvkioVMfwscBzH8673cmNjY+rfxgF7+fDD9vHj8qCzcOwY\n/8gjbf+nhw4dyuVyLJZcfJnP5+fmLv3iF7Z/qXcceN3rHP8dNpPJ0O9//L/baDQefvhhmEn2\nk7DzoA6v3ve3trZ2dnY2Njbi7+ry5csf/OAH26GdA3Rd/9CHPrS1tVUsFmVZtizrypUrALC2\nthb5khAS8unSEnn/+5UrV674P/3IR5yvflUEgKH+kPfyjjvcZ5+FQ4eUkI3LZemTn7xCCPzz\nPwsj/6GQlx/6kPRHf9R/zydOcL/3e5dzuduG+rtHjsDubm6ow3jve7OuyxmGIcuyaZrhG6+v\nwyc/eeXs2XlFmY/ceL+8fPe7s9/8JgcA9br9yU/uXLlSG3/PhYL4yU9eKZct+sWGb3zoELn/\nfsn7eR+YL3aol//pP2W/8Q395MlKsnt+97tzpsmFn4W5OWFnx/F/yuJiT/PLD3+YiGJ20Fl4\n6CH1/vubgU8zmcxM/RMO0ssTJ5rVasn/aTbL/+7vcv477LVr1wBAVdXx/+7169c/+clPzuhM\nHfcA8bGPfYzFv+jzn/88ANTr9RH+33a7HfLpqVPfWlj4SeBNjtv96Ed/OMLforz97d8CcJtN\nI2SbalUDcAHc//JfvjfyHwrh+PHv3XHHd/p+dOTIj+6669vD7vCDH/w+IdeG+l/uuuvbKys/\ncF1X13XbtsM3fuyxcwCuIFwY9sBmmbe+9VvZ7NOu6z788BOFwi8S2Sf95fyv//VvcTYGaH7m\nMz9xXdeyLMMI+0EeYB566AlCthLf7bve9W1FeSF8m42N725sfNd7Gb4WISOwtPSjV7ziW4M+\nfc97vi3Lp/3vaJrmOA7740opH/zg9wPX2v33PzE//1P/O6ZpmqaZyJ+jPs7vf//7iewtWWZS\nbB4UqHnCMAYWJCmKa1l75ixZluO6+SNHRp/8c+yYCGD4BxT2UijIdIJeNsukJFEU3UE1dpub\nx3/pl4b+1W1sZBxnQdOGcDN5NXaXLl3a2YnwiMzNKQAgSY1hD2yWkSRwHAEAtre5TCaZUWmF\nggzghDRl3YsgSQQAtre3L1++nMgB7DtEEUQxeYuSqnK2HVF/YlmEWjcAoN1unz592kVLZqKI\nYp8iaY/eAq9z587RdB7CgocfXnCcuX/9124vW9vmaNMrj+vXr89Us1tGoLCbJtksZ5p7FNjV\nqw0Acvjw6MLuP/7HlVOnfhi5Gce1ACCTYSLsBKHbGtfPk09es+3FX/3Vw8PucGUlC0AuXqzF\n/19sm+P5uLcxKuwU5UD1g1AUzrYFAKhWhUIhwW4j+rDCLs28612VN795uOY+cchmSeTQXsvi\nPGHHcVxKysYnSXg3QcuCwPAbPAVMedObjgMYX/9693ILtHKE1FwI+6bG7r777ovcZtaiApGT\nJxQFAhG7c+eqAIXl5dE9dK95zbEf/zi6yz/HtV23wC5iRxttBPj7v3+J4/JvecvasDukXTZi\nmjEptk0UpTN5ItIrXS4rAJDNHihhJ0mc6woAUK8rGxuJBSM5Tm82o1vPGIYNwCsKDwCVSqVc\nLid1APuL97//5e9/f/K7zWb5yNlutk2oJxdw8gQbJMlptwfmRnTd9fcRBID19fXUduqeAJmM\nqKov/OAH3bWutzdCGsZOwD4Sdj/72c8AQBTDMowz2Hgw3K6by5FAPuXq1RYAHD3KvJsaz7cd\npzNIIHEGRey+9z2tWDwtSfcOu8NSSQaA3d1Y7dMoXsQuzkpaKikAdi43c7+fcVBV4jgiALTb\nmbm5SQs7TbMAeBqxI4TMaInxviWX4x0nWtj5f/s4eSJxZNk1jIEPjb1N1MLvX8j4HD5849ln\nuz96f9Casr8aoo3MvlltP/rRj2az2aeeekobzEc+8pFpH2aQ8G7v2SwJrM6XLrUAnOVl5h0s\nBcGAW5GwxJEk6Buxu3JFOnJkiHSqR7EoA0C9PkQ+0bI64Yo4kycAgOO0Umm4HsgzjiwT1xUB\nQNfzhw8ntpyFd9v3aLctAFBVHtI9eYIRmQwPEFGwYdu8F7EDnDzBAFl2LWvgc2NvHhAnT7Dm\n5Enr6tV572VvxM6yrBkMACXOvhF2f/iHf7ixsfEbv/Eb++gOEWmeyOV4x9mzOl+/rnNcTRCY\nnxemwk4QOq1xA9RqmYWFUcTTCMLOcTrhijjmCQDguPbc3IFKVClKR9jZdvnIkcSiNTxvxhF2\nrZYJALLMQ7rNE4woFEQAnn7Jg7Bt4kWI0DzBAkWBEGHnn/xBQfMEa/79v8+228e966I3Yofm\nidlCFMW/+Zu/efrppz/xiU9M+1gSo1AQXHePsLt50+L5SVz5ksQ6YtdH2LVa+cOHR/nJ0Rq4\nWm0IYWfbwUs6HJ5vLC4eqCi9qhLXFWs13XWzx44lNtKKECOk276HrtsAgOYJRtAiivDZbo7D\ne8IuJTXjEyaT4QJF0n76Vu6zP6hU89a3LgPIjz12nr50HBK4C6TkQtg3NXYAcPLkyWvXroXE\nUd/85jeXSgkMxEyKSPNEPi8AKI7jEtL5qW1t2aI43Lit0ZAkE25NiEocUeyfijWM8srKjRF2\nKEk8gDGUsHMcnkbs4pgnAOAb3yCvfOWrRji2mUVVeQDpxRdvAhw+fjyxqk1BsOIIu1upWAHS\nbZ5gRLEoAcDOjnbkyMAza9vEG+mG5gkWqCpn2wOFXW8eEM0TrPl3/26R47b/3//bfMc7NqAT\nsduzAZonZpHw8ckPPfTu6dMVAAAgAElEQVTQQw89NLGDiUN4wXKhIAJwu7vtublOQGV721XV\nsDEYSSHLNtxKcSaOJHGOE9RStZruuuUTJ7Kj7ZPjjDg1+x5eHirmSvr616+MdmAzi6ryAMLz\nz+8CHL7ttsQeeATB0mOYWGjEjrpi0TyROLmcCAD1ephP3HEE//KD5onEUZQwYWeaEAgXoXli\nApRKF558snNdBMpMAc0TSCKEFywXCiIA7Ox0t6lWiaoO4f0cGdoKhJGwk2WOtsb188wzWwDc\nHXeMOIqe47ShhJ2Xh4ppnjh4UOPCCy/UAezV1RG/9l4EwdK06MAPjdjRGjs0TyQO9YlXq5HC\nrnum0DyROOHdBHsjdmiemACrq9UzZzrhA9sOpmLRPIGMS6R5olwOdvGo1/lcbhK3QEVxgJmw\nE0Xojdg9++wOALzsZZXR9kmI0WgMJ+zoXS2meeLgkckIAHD2rEbIboJ2HFG04ygEfyoWzROJ\nQ4sowjs7Og4vyx1hh+YJFoR3E/RP/qCgeWIC3Hsv2do6Sv/b7x+ioHkCYQ597N7e7t4nm02p\nUJhEeCmTcQFsRWGSi/f8mH7Onm1yXOPQoRFTsYTocUq7PLwau9RChd3Fi7YoVhPcrSjahhG9\nbhiGA7eEHZI4cXzirtuN2KWkZnzCRAk7LpAHxFMwAV7/+optL505swP97gIpuRBQ2DEk0jzR\nm0/RNKVYnMRTdTYLHMcqNdO3xu78eV0QtkbeJ8+bzeYQktdxOpXjKysrc3NzI//d/QsVdpub\nvKIkOQNXkpw4wo5G7OiTQ6VSOXYsehoKEp9SSQGAej0sqeQXdmieYEE2ywfaGvjpzQOur6/n\n83n2x5Vq3va2NQD761+/AACOE4zYLS4upsE/gcKOLeEFy71dPAwjW6lM4qTkchzHsSrm6xux\nu3zZVtXRQ0c8H6vLhod3VxMEIZ33MyrstrbkbDZJO05MYeeP2BFC0AyYLIJAAIzwob2uKypK\n90yheSJxwrsJ9go7URTTuRZNkrk5VZIufve7VfAV5HjwPJ8G/wQKO7aEFyyXSgqAU6121wXL\nys7NTeJnl88Tjhti9OpQ9BV2N2+SfL418j5F0WoPo09clxdFDlJsnrhlnMznckmeaFl2TTP6\nJ6pp1BUrAJon2MBxWpSw4/19BNE8kTjh3QRtO9hrA80Tk2Fh4dpTT3Gwt5UjBc0TyLhEmicI\n4QA0f8TOtguLi5N4sP7P/3n1ne98gdHOZZkABIXd9rZULo+uMATB0vUhHnbRPJHN0nlic3Nz\nSeramMKORuyosEPzBAs4Tg+3E/kjdmieYIHXTbDvp47Do3liKtx+u3bpUhk6wm7PXQPNE8gk\n4DitXu+szrWaDqAePhwxAjIRXv/6lX/4h9cy2nnfiF2tljl0aHSFIYqxumx4uG4wCJ82cjkJ\nAGx7fn4+ctshCB+j5KHrDoA9geF4qYUQPWq2myjLne8/JTXjEybcm9xrycRTMBlOnVIbjTXH\ncXvvAim5EHDZZUikeQIACNG99mxnz+4CwPLyiL7R2UFR+N6IXbtdPHZs9CyzJDlDRexct3NX\nS6154pYjlU92VJqicHGEnabZAJ1QNJonWEBI5NBekfYyBDRPsCFK2PGBtR/NE5Phl3/5iOtm\nv/3ti44jeB1/KGieQBIgsmCZEL3R6KzOly83AeDYscSmP00LWSYAnKbtKWWwrPmVldHb5sWs\n2ffREXapNU/QiB0AHD2aZLdCVYWQbvsepulyXOeJBc0TLAi3E7VaJgBHJ39Q0DyROOHCrrdy\nH80Tk+Ghh5Y5rvHYY1f9xnAKmieQBIgsWOZ5w+vicelSEwBWVsLGpu0LaJzAbxbb3Gy6bnZj\nY3TNKsuOYQxxQaJ5QhAIgAUAy8tqgrvNZMK67XvouuNF7NA8wQKeN6OEHXipWEDzBAPCuwn2\nVu6jeWIyEMJlsy/9+Mdt1xX8lwCgeQIZn0jzBAAIgtFqdS71a9c0gDbtULWvoXGCZrO73j39\n9BYA3Hnn6BNLY9bs+xDpYaTWPAEAAAYArK0lmf2JKewMw/EidmieYIEgWCFSjfYRpC1vAM0T\nbKBr9SBvcm/EDs0TE2N5eefFF5VeYYfmCWQS+Lt4XL9uEFKb6uEkA72d0FsL5fnnqwDuyZMj\nzhMDAEVxTXOodF7wkk4htKPNxsboerqX2MLO5biD/2Q8RUQxzCdOH6u8VGxKasYnDO0mOKhN\ndG8eEE/BxLj7bndz87DfP0RJyYWAhS8MiWOeEEWz3e78zra3bVFsTuTQ2EKFXb3eDVWePdvk\nuGqhMLrCiGnGpGiaBSDQJl4rKytpKKroC8eZrmstLyeZ3A/vtu/hr7GrVCrlcjnBY0AAQBTt\nkM6O/lm9gOYJZoR0E+yN2K2vr2Ox6WR48MHiF7+4DOAG2p2kwTkBGLFjTWTBsiTZXhePmzcd\nSToIwo7eTnS922Tr/HlDkkafJwYAqspZVnTNPoUWGNFwRWrNEwDAcSYhO4Qk+c/PZnnXjVVj\n50Xs0DzBgvChvYFULKB5gg0cN7DpjOuKaJ6YFr/6q8cBCIDg9w8BmieQRIgsWJYkW9c7Z6Fa\n5VT1IBQ4U2Hnr7G7etXJZMbKMmcyXBwzJoVqSnpJp9Y8AQCEWKI4+hi3vuRyAoBkGGGtcWFv\nKhbNEywI94kHInaA5gk2EGIMahPtuoJ/pBugeWKCrK4Wef4q7PUPAZonkPGJY56QZccTdrUa\nyWRYjfmaJHTmAR0qRblxgy8Wx5pYmskQ244bcvBH7NJsniDEUtWEY8B0jFKtFjFo2LKAkI6e\nRvMEC2Q5TNi1WnuEHZonGEGIMThiFyzzRfPEJKlULoOvzJSC5glkEiiKo+udX16jIRYKEYGQ\nfQG9ndBbC2V3V56bGytmk83Gqtmn0HCFLB/8kHs4hFjZ7Fh6upd8XoTB8zE90DzBmnCfOH2s\noo9YkJqa8ckT2k2wT+X+BA4JoayvN6FH2KXkQsDCF4bEMU/4zZ7ttlwoHIR0SW/Erl7PLi6O\npTBi1uxT/KnYNJsnCLEKhYRzoOFNWT38ETs0T7BAlsN84vTqQ/MEa0K6CfZG7NA8MUle+Urp\nRz8KCjs0TyAJEFmwrKpgmp2nal1Xy+WDsPLSmQfNZjdgo+ulpaWx1FUux7tu3AkK/ohdms0T\nPG+VSgnHgOng893diIidabqesEPzBAsUBSKFnaKgeYIt/n5VPXSM+b6N0TwxOR555BAABE5B\nSswTuNqyRdM0RQmLM2WzXbOnaWbn5g6C1FYUAcDV9W7piWVVjh+/Os4+CwURQHYcN47H0185\nbhiGIAiEHIQvdlj+23/T77tvOdl95vOxInamCYR0NKVt247jiGJc7wsSh3A7Ubttg2+sHMRY\ni5AREIT+3QQtywHgAxE7XdclSUJtNxl+5VfW3/Wu77zhDff736TOiQP/nJnGu93EiGOeUFXO\n8wRYVuHw4QPzVG16qdhz53YBlDvuGKubWi4nAHCRNfsUfx4qzeaJz372VW9724lk90nHKPnD\nsX0xTeB5NE8wRFE42w6P2FneUxCaJxghirbeb02i/i06XNEDzROTRBDIF7/4Wv+zDaB5ApkM\nuVzH7GlZjuvmFxeTnNc+VUwvYvfMM9sAcPLkWFVWtGZ/ZydWDSKtsfP3ekCSInw+podldSN2\nCAv8z4S9tNs2HShHSUnN+OQRxW6/Kj80adBbuT+hw0IGkJILAe98DIljnshmiePIAHD5ch2g\nuLSU5Lz2KcJxpqZ1hN0LL9QA7Ntvnxtnh7S0K9KMSaERu0xGhHSbJ1iQy0kA9qBu+x6WxfF8\nJz6E5gkWhPvE/Q2iAc0TzBjUTdDfcckDzRNTB80TSAJEFizncrzrqgBw/nwNAI4ezU7isNjD\ncZYXsTt7tkXIliSNpa6oGbNajdXnjwo7NE8wQ48h7LqpWDRPsCCbDbMT9babQfMECwZ1E+xt\nEA1onpgBUmKeQGHHlshu78WiSLt4XL7cBIDV1STHek4Rf8Tu0iVTlsetciuVZIhRs08xDAdu\nRezSPHmCERynN5sRaVbL4jxXLE6eYEG4sNM0B8Dc+85BaKU0awzqJkjn7gQidjh5Yurg5Alk\nXOKYJ/J5AUDUNOvKlTaAc+RIbmKHxxSOs3S9s4Rdu+Zms40xd0hLu2JG7HTdAXBpjDDN5glG\nhHTb97AsThA6PwA0T7AgvLOjrjuEdG9gaJ5gxKBugn0jdmiemDponkAmQaHQ8QRcv65zXE0Q\nDsgZIcQyjM5d5OZNYcx5YgBQLisAEJkBpGiaHQhXIAkSR9jZdrfGDmFBoSAC8LSWq5dAKjYl\nNeOTR1HAsvoIu1tlvns+wlMwdVJyIWDhC0PimCeoJ2BnR9vcNAWhDlCa1NGxhRDbi9jt7iob\nG+NOLFUUAcCq1WLJNV13ACwACdA8wYCYETtRxMkTDKFDe6tVnZYcBDAM1+9KRvMEI1SV6yvs\naMQucGrQPDF10DyBJEBkwXK5LAPA7q6+ve2IYsLz2qeIP2LXbOYTuZrilHZRDKNrCUTzROLw\nvNlqRUTjbLubikXzBAvCh/bquutPxQKaJ9igqv3bRAdGulHQPDF10DyBJEBkwTL1BOzs6Ds7\nrqIkPK99ivgjdrpeXl5OYOoAx2n1eqxUrD8PheaJxAmZj+lh28TTcmieYAH1iQ+a7eaf/EFB\n8wQLBnUT7Cvs0DwxddA8gYxLHPMELR2rVo1qlahqrCZt+wKet+mt3LIcx5lbX8+Mv0+O0yMz\ngBRd71oC0TyROIJg9e2278cfsUPzBAvCfeKBVCyaJxgxqJugv5WmB5onpg6aJ5BJUKmoAFCr\nmfW6kMsdnKgGIR1h99xzWwDCxkZ+/H3yvNFsxhJ2pulyHI49YMWg+Zh+/BE7hAU0YjdY2AHP\ndy+BlNSMT55BTWdoF09FQfPEbJGSCwGXXobEMU9QT0C1ajab4sLCwRF2PG+bJgcAzz67A7Bw\n111jjZ2gxKnZp/jDFWieSBxRtCOFnePwXsQOzRMsCJ/tFkjFonmCEYOE3a1ZvXvusGiemDop\nMU/gj4wtcQqWaemYpmWKxYNjnuB5h0bsXnyxDmCsrSXg9hUEsx2vCtFfY4craeJIkhND2HUj\ndoQQQjA5kDClkgIAg6pOLYvzJn9Q0DzBgkHdBG9VgwTNE5M6LqQ/KXnIx9WWLXEKljmu3WjY\nhpGpVA7O6RAEh0bszp/XBOEmIQmECgTBiqzZp/gjdmieSJxB8zH92Dbx7mJonmCBIBAAY1Bn\nR9Pck4oFNE+wYVA3wcCs3ltvonliyqB5AhmXOOYJACBEbzRs08zNzx+c2BLPO5bFAcClS5Ys\n7yayT0EwY96b/DV2aJ5InDjCzh+xQ/MEIzhOGyzsuuYVQPMEM7xugoH3/f4tDzRPTB00TyAT\ngueNRsNxnMLi4sHJlYiiSyN2169DLjfuPLFb+7Q1LVbkr7fXA5Igg+Zj+nEcXpKwoostIT7x\nQCo2JTXjk2dQN0FN6xOxw1MwdVJyIRycENEMEsc8AQA8r29tOQDK4cMDJz/uO3jeMU0CAFtb\nYrmcTBsXSbIjA0UUNE8wRVHcvt32/bgu70Xs0DzBCEKMRqP/A4x/Vi+geYIZ1JvcK+wMI9gg\nGtA8MQOkxDyBETu2xClYFkXz+nUCAEtLCTR7mxFE0bUsAgC1mlqpJBM8kyRH02L9Yi0LCOmE\nK3DyROIoCvQdfO7HcYgodr52nDzBCELiRuwAzRNsoN0Eq9Vgvc3urk1IsHAEJ09MHZw8gSRA\nnIJlQbBu3pQBYHk5x/6IJoQguLZNAKDZzB89mszPTJY7UcBITBO8uxqaJxJHUTjbjhR2gpeK\nRfMEI0JGgFgWEcU9H6F5ggWDugk++yxUKjcCb6J5YuqgeQIZl5jmCVE0a7UcAKysFCZyXJNA\nkoBG7Axjbnk5mVCBLLuGEethy7I4LxWL5onEGTQf04/rdmvs0DzBiBBhZ9sEzRMTYFA3wUuX\nCmtrweZMaJ6YOmieQCaEJNmaVgZo08ZUBwMasWs0DNctJzJPDOKVdlEsCwJ5KCRB4gk7Ac0T\nrBEEa1AYzrKIP/WakprxyTOom2C1euzee4PXCJ6CqZOSCwELXxgS0zyhKI5tLxCyDaBO5sAm\ngCSBbfPPPrsFcOS225KJRMYp7aKYJvB8JziB5onEyWaJ4/Tptu/HdXmvxg7NE4wQRWuQT9xx\niHcJAJonmCEIBEAPNJ154YVtx5l/8MGbgY3RPDF10DyBJECcgmVJcgBEUUymJ8iMIIrgOPxz\nz+0CwD33LCSyzziBIoq/chzNE4mjqsR1I37YrivIcmd5QfMEI0TR1gc4zm2bD6w9aJ5gBMcF\nhd03vnERwPnlX14NbInmiamD5gkkAeIULKuqCwCS1GJ/OJNDkjjb5k+fbgA0Fxeziewzk+Es\na2hhh+aJxBk0H3MvghexQ/MEI0TR1vX+a7h/8gcFzROM6O0m+IMfVEXx4txcMAOD5ompg+YJ\nZFximicUxQUAVT1Qy64kgePwL72kieJWUvtUVc5xYkUdbJvz8lBonkicXE6IFHb+iB2aJxgR\nMgLEtnlZ7gaH0DzBjt5ugs88A5XKtd4t0TwxddA8gUwIVQUAyGQi9N/+QpI4xxEuX7ZVtZrU\nPnM5PrK0ixLozookSy4nAIiGEd6eUJQkXF7YIssDhZ3j8P6IXUpqxqdCbzfBixfzvZZYQPPE\nDJCSCwELXxgS0zyRyXAAUCgcqBFYssw5Dn/jBsnnm0ntM5MhsSN2RBBw8gQr6HzM3V3t0KGQ\nJLugKJ2vHc0TjAiZ7RZwJaN5gh29TWeq1WP33tuntAbNE1MHzRNIAsQpWM7lCAAUiweqDkyW\nOdcVt7fFcjmxSGQ+L7hurI4wtt2N2KF5InEGzcf0MAwbgEPzBGtk2R3kE3ccwZ+KBTRPMCMg\n7M6d23WchQcfrPRuieaJqYPmCSQB4hQsZ7MEAMrlA3XByzJxXaFezy4sJCZYczkBQHGc6Byr\nbRNPSKB5InGosOvttu/RapkA4KVi0TzBCEWBQZ0dHYcP9BFE8wQjAt0Ev/71CwDOI48s926J\n5ompg+YJZFximidyOR4AKpUD9RihKMR1xVarcPRoYv+ufF4A4BqN6BCg3xKI5onEGTRGyUPX\nbQDwUrFonmCEqnKDhF0gFYvmCXaIoqXr3a/6+9/fFcVLfasU0DwxddA8gUwIKuwOHYrVyGO/\nIEmc6wqWNb+6GsvuEAcaKNrZiQ48OA6P5gl20DFKkRE7WT5QzyozSEhnR9cVvVQ4pKZmfCqI\nou2P2D3zDMzN9bHEAponZoCUXAhY+MKQmOaJYlEEgIWFA1UBo6q862YB+PX1ZJrYAUCxKAHA\nzo62uloM39JxuqlYNE8kTrmsAECtNjC7SiN2XioWzROMyGQ42+6/bvhn9QKaJ1gS6CZ48WLu\n9tv7h+XQPDF10DyBJECcguV8XgCAY8eSGag6I8gyAeAB4K67ErujR2YAPfypWDRPJE4+LwFA\nszmwVKXdtgBAVTv3MDRPMCLUJy6p6p7nGTRPMCLQTXB39+i99/b/taN5YuqgeQJJgDgFyzQQ\ndfRoYpGtWcC7qdx551xS+6TCrl6PLsP3V46jeSJxMhkRwA6MUfJDhZ1XY4fmCUaEjAAJpGIB\nzRPM8HcTPHdu13EWX/Oa/osemiemDponkHGJaZ54zWuW7rzzu694xaHJHNVkoDd1jquWSrEa\nlMSBZgCr1eiInT8Vi+YJFnCcVq8PXB9pKtarsUPzBCNCW3YLfmGH5gl2yLJrGJ2f+qOPXgBw\n/sN/WOm7JZonpg6aJ5AJceRI7tlnH8zlDlSihEbsJCmxeWJwq2Y/TsQuYAlEGKA3mwNbagdS\nsQgjMhkeoM+Dk2HYAMSfik1JzfhUkGXX8yb/8IdVUbw8qHE3noKpk5ILAVdehsQ0TxxIaMQu\nk6kluM9cTgKwQwJFHv5ULJonWECIESLsDMMBn7BD8wQjCgURgG+1zExmjze20TAAVC8VDmie\nYIm/m+BTTzlzc9cA+jSxAzRPzABonkASIJ2qDgAyGQEA8vk+c3XGQwsp7fJw3e76ieYJFhBi\nBOZj+rlVY4fmCbbQ2W69I0BuRUzRPDEJ/N0EL1zIr60NXPTQPDF10DyBJEBqC5ZptKZSSbhk\nnuP0RiN6qK7r8l6BEZonWECIEZiP6ScQsUPzBCMGzXajfQQDqfDUrkWs8XcTrFaP3nPPwGcY\nNE9MHTRPIOMS0zxxIKERu0OHEl7FCAkr7fLwp2LRPMGC3sHnfjTNho55FgDNE8ygPvHd3aCw\nazZN8LmSAc0TLFHVTjfB8+ertj3QEgtonpgB0DyBIKNDowXHjiWcgCPEaDbjhN+CvR6QZBEE\nK0TY6boDvlQswohSqf8IkFvCuvv9p6RmfCpks51ugo8+egHAHWSJBTRPzAApuRBw5WVIms0T\n2awIAMePJ9brhMLzYRlAD9flRRHNEwwRBEsPxom6GIYDYBPS+drRPMGIQS27e13JaJ5gh9dN\n8Ac/2BWES4uL/Z0TgOaJGQDNE0gCpFPVAcDCQobj6qdOzSe7W543Wq046STBm2eF5gkWiKKl\naQO/VcNwALqFLGieYMSg2W5U2AVm9aZ2LWKN103wliV2IGiemDopMU/gassWTdMUJeGo1b6g\nUJANQxSEfLK7FQQrjrBzXcFvnhAEgRB8hkkSUbR1feAtStcdjrMAOr1zbdt2HEcU+4+rR0am\nUJAB3F6feKtlwa2ouUdq1yLW5HIC7SZ44ULuxIlGyJa6rkuShNpuilDnxIF/zsS7HUPSbJ4A\nAEFI/tcVngH0IXq9HtA8wQJRtA0jTNgBdMNIaJ5ghCAQAKNX2NEaO3/PczRPsCOXE2g3wd3d\no/fcExYNQvPE1EmJeeKA61bkgBGeAaQYhg3Ae6lYhAWBwecBDMPhuGjzMjI+HKf3Crt224a9\nNXYpqRmfCrSb4NNP37Ttw695zXbIlngKpk5KTgEKO4ak2TzBCElyQjKAFE2zALp97NA8wQJZ\ndpvNgd+qYbgc11UbaJ5gB8fpvZ2iA+1mAM0TLKHdBP/v/70AcDjEEgtonpgB0DyBJACqumSR\nJFvXI360t8YedGQHmidYIMuuaQ4Udrdq7DqgeYIdhBi9Lbt13QGwA7UQuBYxgnqTv/e9tiBc\nOXIkF7IlmiemTkrMEyjs2ILd3pNFkpwQPUGhbfc9SyBOnmBBuLAzTdefisXJE+wgZFDELviF\n41rECNpN8Pnns+XylfAtcfLE1MHJE8i4pNw8wQJFcQ0jQtjpug0AXo0dmidYoChgWQNdrpYF\nfmGH5gl29B0BEoiYAponWEIjdjdvrh4/HjEaG80TUycl5gkUdsh+IjxQRKGpWH/bfSRxFIWz\n7YHfsGG4hKB5YhL0FXaa5gDseZ5E8wQ7ikUZABzn0MtfHrE04SmYOim5EPDmxxA0TyROeKCI\nEmi7j+YJFvgHn/eC5omJIQhWb4q1N2KH5gl2lEqd7oCveU3EjxzNE1MnJeYJ/JGxBVVdsmQy\nnGVF/GgDbfdxJWVBuLAzTSCkW/hFCMEG0YwQRavXJ67rLiHBQiJcixhBuwkCiG9602r4ltij\ne+qk5CEfV1u2YMFysqgqZ9sR9ydaY+dF7NA8wYJMpjP4vC+muScVi+YJdoiiHSdiB7gWsYTj\nNEG4Gm6JBTRPzABonkDGBc0TiZPJhAWKKLSJlyfs0DzBAm/weV9ME3i+K6bRPMEOUezTACiQ\nCgc0TzCG4/RISyygeWIGSIl5ArNUyH4ikyF03nYIVNgpCv62GRIu7CxrTyoWYUffESC9qdiU\n1IxPC0KM1dVm5GZ4CqZOSk4B3vwYguaJxMnl+JAMIIWmYr0aOzRPsCCfF1x34ET5gLBD8wQ7\nZNnZ3Q3GsHuFNZonmFIuX33jGwdeDh5onpg6aJ5AEgBVXbJks3yInqDougO+Cei4krIgk+EB\neE2z+kZGLYvzp2LRPMEOWXYtK/jcguaJCbO5eV+czdA8MXVS8pCPqy1bsGA5WfJ5ASBC2Gma\nDeBKEk6eYAidj1mt6n0/DdTYoXmCHbLsmmZQWxvGnu+fgmvR1EHzxNRB8wQyLmieSJxcTgAg\njUbYV6rrDoBFSCfrhOYJFoQLO9vm/KlANE+wQ1GgtwGQaQLP72kQjeaJWQDNE1MnJeYJFHbI\nfqJQEAFgZycs9mAYDsDBfyabLuHCzrI4QUANMQlUtU9nR8viApM/0DwxC+ApmDopuRCw/Igh\naJ5IHDqWsVrVl5cHbhNo4oXmCRbQE1Gr9Q+d2vaeGjs0T7Cjb6foQCoc0DwxG6B5YuqgeQJJ\nAFR1yVIsSgCwu9s/UETRdQegW9GFKykL6HzMer1/5ZxlcaKI5olJ0Ldlt2lyghCsscO1aOqg\neWLqpOQhH1dbtmDBcrKEB4oouu5wXDcPheYJFlBhV60OjNj5U7FonmBHNttnBEjAlUzBtWjq\noHli6qB5AhkXNE8kTrmswGA9QTHNPW330TzBAnoiGo3+S6RtE3+cFM0T7OjbKbq3xhHNE7MA\nmiemTkrME5ilQvYTNFA0SE9QeucpIYkjSTyAFSrsUENMgmyW753FYlnBVGxKasZnHDwFUycl\npwCFHUPQPJE4hYIM4NRqYXk903T9qVg0TzCC47TBwo7zR+zQPMGOvp0dLYtT9r6H5olZAM0T\nUycl5glMxbIFVR0D2vV6RMTO3+tBEAS8n7GA4/Rm0+77keMQnu9G7AgheD9jRC4nAPCtVudR\n5+tfP/vyl3/nwoV7S6XgqcG1aOqIoohr0XTheT4Nz/ko7NiCBcuJE6InKAFhh+YJRnCc3mr1\n/2Idh/f7/9A8wQ7a2XFrq/2Zz/zL/PyTb33r2vnzc//1v/788ccfCGyJa9HUQfPE1EHzBDIu\naJ5gASFGoxEm7CwL/KlYNE8wghBjsLBD88SEoJ2i19cbn/3svcWi9r//97O12t3/83++OpPZ\n01kDzROzAJonps6ApAcAACAASURBVA6aJxBkFiFkYKCIEojYIYzgebPd7i8UbJtgx67JcNdd\nc5nMs6dOXf/zPxfuuScYpfNA88QsgKdg6qTkFKCwYwiaJ1gQoicogbb7aJ5gBM9bg06E4/CS\n1F1A0TzBjhMnys1mGeBk+GZonpgF0DwxdVJinsAfGVtQ1SUOz5utVoSwC5gn2B9UGhGEgQrb\ncXj/t46TJ2YBXIumDk6emDopecjH1ZYtWLCcOCF6gmJZeyJ2aJ5ghCBY+oDRbq67J2KH5olZ\nANeiqYPmiamD5glkXNA8wQJBsMLvUJbFEdJVcmieYIQgWLreP7UXSMWieWLqoHliFkDzxNRB\n8wSCzCKiaGlaWKlQoMYOYYQo2oOEnevyoojlXDMEmidmATwFUyclpwCFHUPQPMGCED1BCUxA\nR/MEIyTJGSzsBDRPzBRonpgF0DwxddA8gSQAqrrEkSRb18NKCGx7zwR0XEkZIUmOpvU/EYGI\nHZonZgFci6YOmiemTkoe8nG1ZQsWLCeOLLuGEfa7tSzOP88KzROMkGXXNPuvkq4ryHL3HKF5\nYhbAtWjqoHli6qB5AhkXNE+wQJYdwwh76gqkYtE8wYgQYUenYnov0DwxddA8MQugeWLqpMQ8\ngcIO2WfIsmtZYdlV2yb+VCzCiJAT4bq8P2KHTB00T8wCeAqmTkouBCw/YgiaJ1igKGCa4cKO\n85fVoXmCEbIMgxW2qCjd7xzNE1MHzROzAJonpg6aJ5AEQFWXOJkMN1TEDldSRqhqyIkQJKkb\nsUPzxCyAa9HUQfPE1EnJQz6utmzBguXEURSw7bBbVGACPZonGKGqnG33uVEZhg3AoXli1sC1\naOqgeWLqoHkCGRc0T7AgmyV99YSH4+yJ2KF5ghGqyjlOH4XdapkA4I/YoXli6qB5YhZA88TU\nSYl5ArNUyD4jkyGOI4dsYNsEs68TIJMhfYWdrtsA4K+xQ6ZOSmrGZxw8BVMnJacAb4AMQfME\nC3I53nXDhJ3j8P5ULJonGJHN8iEROzRPzBRonpgF0DwxddA8gSQAqrrEyWb5yIidv4karqSM\nyGb7K+x22wIAWe4KOzRPzAK4Fk0dNE9MnZQ85ONqyxYsWE6cfF4AUEI2cF0ezRMTIJfrfyJ6\nU7FonpgFcC2aOmiemDponkDGBc0TLMjlBACe5vv64ji8fwI9micYMehE9Ebs0DwxddA8MQug\neWLqpMQ8gcIO2WcUCiIA7OwMDD8EauwQRuRyAgBUq3rgfRqxU1XMgM8QaJ6YBfAUTJ2UXAi4\n+DIEzRMsyOdFAKhW9aNH8303cF3eX2OH5glG0BOxs6MdOZLzv98bsUPzxNRB88QsgOaJqYPm\nCSQBUNUlTrEoAcDubjBQ5OG6gj8ViyspIwoFCQBqtWClgWE4sDdih+aJWQDXoqmD5ompk5KH\nfFxt2YIFy4kzSE94uK7gH3uA5glGDDoRNGKXyXTvYWiemAVwLZo6aJ6YOmieQMYFzRMsKJcV\nAKhWw4SdPxWL5glGDBJ2mmYDmidmDDRPzAJonpg6KTFPYJYK2WcUizIA1OsDI0Cuy/sjdggj\nBp0Imor1R+yQqZOSmvEZB0/B1EnJKUBhxxA0T7CgUJABnHo9JJwu+oUdmicYUSopANBoBE+E\nrjsAoCjdtQXNE1MHzROzAJonpg6aJ5AEQFWXOIRwAFqvnvAI1NjhSsoISeIBzN4TYRgOgE0I\nTp6YLXAtmjponpg6KXnIx9WWLViwzAKO05tNe/DngiSheWIS9D0RmmYD7MnPonliFsC1aOqg\neWLqoHkCGRc0TzCCEL3R6C/sHMcF2FNjh+YJdvQVdrrucNyeN9E8MXXQPDELoHli6qTEPIHC\nDtl/EGK0Wv2DcHTClX9QKcIOQvTeE2GabiBih0wdNE/MAngKpk5KLoT9XX5kGMbPf/7zRqNx\n/PjxtbW1aR9OEDRPMIIQvdkMEXaSX9iheYIdfRW2rjsctyfZgeaJqYPmiVkAzRNTJyXmiX0T\nsfujP/qjJ554wv/OF77whcOHD586derhhx9eX1+/7777/vVf/3VahzcIVHUs4Hmz3e6fVKLd\ncf01doIg4P2MEX2FnWm6gVQsIQTvZ1MH16KpI4oirkXThef5NDzn7xth96lPfeob3/iG9/Jr\nX/vab//2b7darV/7tV97//vf/8ADDzz55JOve93rzpw5M8WD7AULllkgCGar1V/Y0Qn0/ogd\nmifYwfNm7w+8N2KH5olZANeiqYPmiamD5omZ5sMf/nCxWPzZz3725S9/+fOf//z3vve9L33p\nS7Va7XOf+9y0D60LmicYIQjWoJsUrbHzDypF8wQ7BMHqDZ32RuzQPDF10DwxC6B5YuqkxDyx\nL/MjN27cePHFFz/xiU+cPHnSe/Od73zn29/+9scee2zYvT311FO6PnCiPABcuHBhaWnJr8/o\ns6+iKHFe6rruOE7MjfFlnJeiaOk61/dTb57V1A8yDS8FwapUeE3T/J+WSoQQy7+xxywcczpf\nGobhJQFn56hS+NJjpo4qPS9t2/Znw8fZla7rGxsbMJPsS2FHv1+/qqPcfffdX/va14ba1Zkz\nZ+65557IB9lPf/rTV65cyWQyiqIYhnH69GkA2NjYiHy5trZ27ty5mBvjy5gvRdEuFoW+n5pm\nFgAyGc77dGVlxbbtF198cab+CQfj5eqq8/u/Xz59+rT/09/6reI3v2kBgLfx+vp6uVyekWNO\n7cvV1VWO46Z+GCl/SXsUT/0wUvuyVqsBwMLCwvi7On/+/Je//OVmswmzB7dfgvMcx33sYx/7\nkz/5EwCwbbtSqXz84x//+Mc/7t/mN3/zN//xH/9xa2trqD03Go3wAqCf/OQn73jHO3Z2dpRb\nUp3WbHnN9PHlhF9ubHyf591nn31176ePPXb+zW9e+/nPN+++e36mjvlAvlxZ+eHiovXjHz/g\n//Q3fuN7X/nKoVbrzhk5SHyJL/Elvkz8paZplUrl8ccff/WrXw0zxn6K2F24cOGnP/1pqVQq\nlUof+MAH/vIv//J3fud3MpkM/fS55577+7//+4cffnjY3eZyufAN8vm8pmne6QTfqY186c9S\nDfv/4stBLyXJabX4vp/SVKyqCt6nhmEIgjD1Yz6QLyXJqdW4wKXRaLiE2P6Nbdt2HEcUxVk4\n5tS+9NaimTqqVL3UdV2SJJoKnJ2jStXLgDgbc8+tVgtmEhK9yczwd3/3d6961atuu+22hYWF\nP/7jPz59+vSjjz5KP/rbv/3b++67r91uf+pTn5ruQfpB8wQjZNkxzf6WddruxD+B/v+3d+/B\nUZX3H8efvW8umws0CSDhbgqWgRShQcQfIpRCoBZHKIgtBkLLTeQSLKO2gDIFqxQEB4e2FrFW\nwVLa6YilzATbyFVCx0IZQChkoOF+S8gm7PXs749t183Jatpmzz7Hc96vv7JnF+Zkv7tPvvuc\n57MP4QntOJ1KIKAeQ4LBiNWqxB8hPCEd4Qk9IDwhHeEJfXnjjTfq4tTX19fV1cW+9bSuri4n\nJ2fr1q2DBg2Se55IAbdbBAKJG7tAQBHNU7HQjtOp1Ner9zUPBoXNpiR8PGQxyRfu6xwlkM4k\nJfjC/P0rKyv7nHunTp06a9Ys1UypdOw8oRGXKxIKJX7pRi/Fpqd/2m2w84R23G7Rcuo0FBKq\nGTt2npDOzc4TOsDOE9KZZOcJg7zIWl0nJwtdnRbS0y2hkHqiKMrvV0TzS7GMpNpJ2GGHQpbY\nGrsoq9Wqtw9dJsRYJF00EguJTPIhn9FWW6rvLkJSuN0iHE48RPp8YSHCVuunMxMBdp7QjMsl\nEjV2wmZrtpaLnSf0gLFIOnaekI6dJ9BWhCc0kpFhDYcTTz8EAooQzXoIwhPayciwBINu1cGW\nl2IJT0hHeEIPCE9IZ5LwBI0dvng+p7FruVEptPN//5ft83WvqamLPxgKWQhP6A3hCT2gBNKZ\n5I1AY6chwhMaSU+3RiKuhHf5/eoZuy5durRr1y4l52U6M2d+xWJpWrfuRPzBUMhitzebGWrf\nvn3nzp1Te2pohvCEHvTo0cPj8cg+C1MrKCgwQ36Cxk5bdHVayMiwfVZj13IHervdzt8zjaSn\nOzp1Or5jR7P5uXBYPWNntVqJsEjHWCSdw+FgLJLLZrOZIT9BY6ctFixrweOxRyLqpV1RLS/F\nEp7Q1KhRoZqa3qHQp89wKGQhPKFDjEXSEZ6QjvAE2orwhEYyM+1C2H2+BO/PQCCiauwIT2hq\nwYIiRWn31lufXo0Nh62qS7GEJ6QjPKEHhCekIzwB6FRWlkMIUV/vb3lXIKC+FAtN9euXn57+\nyZtvXosdCYctXHfVG5OsGdc5SiCdSd4IDMAaIjyhEY/HIYS4dctXUJChuisYjKi+HZedJ7Q2\nYMDlw4fzYzdbztix84R0hCf0gJ0npDNDckIwY6c1ujot5OS4xOfN2DW7FEt4QmtTp36psbH3\nsWP/mrQLhy2qL9gnPKEHjEXSEZ6QjvAEkoAFy1rIynIKIerrEyxeDAaFasaO8ITWpk27x2q9\nuW7dJ9GbimIjPKFDjEXSEZ6QjvAE2orwhEaiM3a3byd4Yltue0B4Qmt2u7VLl0927frX52BF\nsapm7AhPSEd4Qg8IT0hHeALQqezsaGOXYBIoEFCvsUMKjB1rqa39SlNTUPxrjZ3sE0JzJlkz\nrnOUQDqTvBFo7DREeEIjOTluISJeb4IZ9WBQqL4dl50nUmDhwj6RSMYvf3lcCKEoNlVjx84T\n0hGe0AN2npCOnSeQBHR1WrBaLUL4E87YhULqNXaEJ1KgZ89cj+f4O+/UCSEUxep0NnvCCU/o\nAWORdIQnpCM8gSRgwbJGLBZ/Y2OCS66hkEW1xo7wRGqUlNz42986CSEUxaZaY0d4Qg8Yi6Qj\nPCEd4Qm0FeEJ7VgsPq83QWPX8lIs4YnUmD69g8939/79FyIRm8PRbFqC8IR0hCf0gPCEdIQn\nAP2yWgNNTQnm4UIhi+rbcZEakyZ92Wa7/NprZxXFproUC+lMsmZc5yiBdCZ5I7DwRUOEJ7Rj\nswUbGxM0duGw+lIsO0+khtVq6dXr9O7drpYzduw8IR3hCT1g5wnpzJCcEMzYaY2uTiM2m7+p\nKcHMXCgkVDN2hCdSZvx45+XLX1GUdFVjR3hCDxiLpCM8IR3hCSQBC5Y1YrOF7txJ2NipNyol\nPJEyCxf2FcKuKO1Vl2IJT+gBY5F0hCekIzyBtiI8oR2HI5Tw71Q4rF5jR3giZQoKMtq1Oy6E\ncLmaDSyEJ6QjPKEHhCekIzwB6JfdHvL7E1zUCIetqo1KkUr3339btGjsIJ1J1ozrHCWQziRv\nBBa+aIjwhHaczrDPl7Cxs6gaO8ITqTRrVuF77wnCE3pDeEIPCE9IZ5LwBC8ybdHVacTpDPv9\nCaaFwmH1DvSMpKlUWtpj4MCq0tKi+INWq9VqZQ5PMsYi6RyqsQkpZ5IP+fzN05bP53O73bLP\nwoCcTsXnS/AWDYcThCfsdjuNRcpUVw9THQmHw4qi8FdNLsYi6fx+v9PpZN5UomhywvCf9vlr\npyHCE9pxuSKBQIJXb8v9rAhPSEd4QjrCE3pAeEI6k4QnDN63wqjc7kgwmODV2/JSLACTrBnX\nOUognUlKQGOnIcIT2nG5IqFQglevolhVs+yEJ6QjPCEd4Qk9IDwhHeEJJAFdnUbcbpFwxq7l\nRqWMpNIRntADxiLpWGYqnUk+5DPaaotve9dIerolHE4wSrZcY8fOE9Kx84QeMBZJx84T0rHz\nBNqK8IR20tIs4XCCGYhIxK76EjXCE9IRnpCO8IQeEJ6QjvAEoF8ZGVZFSdDYKYpVdSkWAOEJ\nPaAE0pmkBDR2GiI8oZ2MDJuiuFoej0TsqsaO8IR0hCekIzyhB4QnpCM8gSSgq9NIZqYtEvmP\nGjtGUukIT+gBY5F0hCekM8mHfEZbbbFgWSMZGbZIJMHX6EciNqez2aua8IR0hCf0gLFIOsIT\n0hGeQFsRntBOVpZDCEcgEFYdbzljR3hCOsIT0hGe0APCE9KZJDxBY4cvpMxMuxCirq7lJITD\n5eJVDTRDeEIPKIF0JnkjsPxIQ4QntJOd7RRC1NX58/Mz4o9HInZVY0d4QjrCE9IRntADwhPS\nEZ5AEtDVacTjcQgh6uv9Le6xq9bYMZJKR3hCDxiLpCM8IZ1JPuQz2mqLBcsayclxCSHq6po1\ndooSEcLudjd76xKekI7whB4wFklHeEI6whNoK8IT2snKcgohGhqatQs+X0gIoboUS3hCOsIT\n0hGe0APCE9IRngD0KzfXLYSor2/WNDc1BYUQqkuxAEyyZlznKIF0JnkjsPxIQ4QntJOT4xZC\neL3NJtX9/rAQQnUplvCEdIQnpCM8oQeEJ6QjPIEkoKvTiN1uFSLQ0NCssYvO2KWl2Zs/khe5\nZIQn9ICxSDrCE9KZ5EM+o622WLCsHYvFp5qxu3MnJFrM2BGekI7whB4wFklHeEI6whNoK8IT\nmrJY/F5vs50noo2dy9WssSM8IR3hCekIT+gB4QnpTBKe4CoVvqisVn9TU7OpuOgaO9WlWAAm\nWTOuc5RAOpOUgD+BGiI8oSmrNdDY2Kyx8/kIT+gR4QnpCE/oAeEJ6QhPIAno6rRjswXu3Gl2\naenfa+wIT+gL4Qk9YCySjvCEdCb5kM9oqy0WLGvHbg81NTVr7KIzdqpLsYQnpCM8oQeMRdIR\nnpCO8ATaivCEphyO4McfZ+7f/+mq/EBAES1m7AhPSEd4QjrCE3pAeEI6k4QnaOzwRfXUUyGv\nN+v++zt07nxw/foj4jNm7AAQntADSiCdSd4IFj7DtWr//v3333+/3+//HxapBAIBlrZoau3a\nv61e7b94cWBa2pmioktHjgzz+8NO56cLKUKhkM1mM8ObWbcURVEUhcWOcjEWSRcMBu12O2OR\nROFwWCRppV0gEHC5XPv27RsyZEjb/7fkYsZOW4ykWlu4sPjChZI9ey717Xvp6NH+QgTiuzoh\nBCOpdFarla5OOsYi6RwOB2ORXDabzQz5CRo7bbFgOTWGDu186NCwy5cdW7fWqO4iPCEd4Qk9\nYCySjvCEdIQn0FaEJ1IsPz9j0qQvqw4SnpCO8IR0hCf0gPCEdCYJT3B9BAAMziRrxnWOEkhn\nkhLQ2GmInSf0gJ0npGPnCenYeUIP2HlCOnaeQBLQ1UnHSCodO0/oAWORdOw8IZ1JPuQz2mqL\nBcvSEZ6QjvCEHjAWSUd4QjrCE2grwhN6QHhCOsIT0hGe0APCE9IRngAAGAHhCT2gBNKZpAQ0\ndhoiPKEHhCekIzwhHeEJPSA8IR3hCSQBXZ10jKTSEZ7QA8Yi6QhPSGeSD/mMttpiwbJ0hCek\nIzyhB4xF0hGekI7wBNqK8IQeEJ6QjvCEdIQn9IDwhHSEJwAARkB4Qg8ogXQmKQGNnYYIT+gB\n4QnpCE9IR3hCDwhPSEd4AklAVycdI6l0hCf0gLFIOsIT0pnkQz6jrbZYsCwd4QnpCE/oAWOR\ndIQnpCM8gbYiPKEHhCekIzwhHeEJPSA8IR3hCQCAERCe0ANKIJ1JSkBjpyHCE3pAeEI6whPS\nEZ7QA8IT0hGeQBLQ1UnHSCod4Qk9YCySjvCEdCb5kM9oqy0WLEtHeEI6whN6wFgkHeEJ6QhP\noK0IT+gB4QnpCE9IR3hCDwhPSGeS8ISIoDXV1dX/23ObnZ199OjRwsLC5JYM/5W33nrr8ccf\nl30Wpvb9739/48aNss/C1Hr37n3kyBGuxsq1e/fu4cOHyz4LU1u2bNmyZcuS+B9WV1fL7lAS\nsET4DPcfOHLkyP8wf3vz5s3p06fPmzevU6dOWpwV/hPr16/v3bv3qFGjZJ+Iee3YseP8+fNz\n5syRfSLmdfbs2V/84hfPP/88vZ1EK1asGD169KBBg2SfiHm9/fbbaWlpzz33XFL+N7vd3r9/\n/6T8V8lFY6ehK1eudOjQ4fjx43369JF9LuY1aNCgSZMmLV68WPaJmNfy5cs//PDDDz74QPaJ\nmNehQ4dKSkoaGxvT09Nln4t55efnb9iwYeLEibJPxLymTZsmhHjjjTdkn4i2WGMHAABgEDR2\nAAAABkFjBwAAYBA0dgAAAAZBYwcAAGAQNHYAAAAGQWMHAABgEDR2AAAABkFjBwAAYBB22Sdg\nZA6Hw2KxsIePXE6nkxLI5XA4KIFcTqfTZrPZbDbZJ2JqjEXSmeT5Z0sxbZ09e7ZHjx6yz8LU\nLl682K5dO7fbLftEzKuxsdHr9RYUFMg+EVNjLJLu3LlznTt3pr2W6NatW0KI3Nxc2SeiLRo7\nAAAAg2CNHQAAgEHQ2AEAABgEjR0AAIBB0NgBAAAYBI0dAACAQdDYAQAAGASNHQAAgEHQ2AEA\nABgEjR0AAIBB0NgBAAAYBI0dAACAQdDYAQAAGASNHQAAgEHQ2AEAABgEjR0AAIBB0Nhpoq6u\nbsGCBd26dXM6nZ06dZoxY8alS5dkn5TB3bp1a/HixV27dnW5XN27dx8/fvzBgwfjH0BRUmnR\nokUWi2XGjBnxBylBCuzcuXPYsGEejycnJ+ehhx76y1/+En8vJUiBkydPfve73+3YsaPD4cjL\ny3vkkUcOHToU/wCqoIVgMPjMM8/YbLaBAwe2vLfV59xQRYkg2fx+/4ABA4QQjz766I9//OPp\n06c7HI7u3bvfvHlT9qkZ1o0bN7p16yaEGDt27I9+9KPHH3/cbre73e6jR49GH0BRUqm6utpm\nswkhysvLYwcpQQps2rRJCNGzZ88f/vCHixcvzsvLczqd+/bti95LCVLg2LFjHo+nXbt2S5cu\n/dWvfrVixYoOHTrY7fbdu3dHH0AVtHD8+PEBAwZ4PB6r1Xrvvfeq7m31OTdYUWjskm/NmjVC\niJ/85CexI++++64QoqKiQuJZGdvcuXOFEK+++mrsyPbt24UQpaWl0ZsUJWWCwWBxcXH//v1V\njR0l0NqVK1cyMzO/+tWver3e6JHTp09nZmbOmTMnepMSpMCUKVOEEB988EHsyJEjR4QQDz74\nYPQmVUi6+vr6tLS0gQMHnj592uVytWzsWn3ODVYUGrvkKy4u9ng8Pp8v/mCvXr3y8/MVRZF1\nVsa2YMGCESNGBAKB2BFFUdLS0rp27Rq9SVFS5sUXX7RYLDt37lQ1dpRAay+//LIQ4k9/+lP8\nwfjnlhKkQElJiRAifiyKRCJZWVndunWL/kwVku7GjRsVFRXR5zxhY9fqc26worDGLsl8Pt/f\n//73r33tay6XK/740KFDr169WlNTI+vEjG3t2rWVlZUOhyN2JBAIhEKhzp07C4qSQmfOnHn+\n+ednzZo1ePDg+OOUIAUqKyvT0tIeeughIYTf7799+7YQwmKxRO+lBKnRu3dvIcQnn3wSO3L9\n+nWv19unTx9BFbTRrl271atXx4//8Vp9zo1XFBq7JPvnP/8ZDocLCwtVx7t27SqEOHv2rIyT\nMqOf/exnwWBw8uTJgqKk0MyZM3NyclatWqU6TglS4OTJk927dz927NjQoUPT0tKys7N79eq1\nefPm6L2UIDWWLFmSm5v7ne98Z+/evZcvX/74448nT57sdruXLVsmqIIMrT7nxisKjV2SNTQ0\nCCEyMjJUxzMzM2P3QmtVVVVPP/300KFDZ82aJShKqmzevHn37t2vvvpqdna26i5KkAI3b95s\nbGwcO3bs4MGDt23btm7dumAwOG3atHfeeUdQglTp06fPgQMHgsHgAw880LFjxwEDBpw+fbqy\nsjJ6iZYqpF6rz7nximKXfQLGFLv8EROJRBIeR9Jt2bJl2rRpffv2/cMf/mC3f/oKpyiaunr1\nakVFxbhx4x599NHPegwl0FQgEDh37tybb745derU6JGJEycWFRVVVFRMmjQpeoQSaO3EiRNj\nx44NhUI//elPi4qKrl69umbNmjFjxvz2t78dOXJk9DFUIfVafc6NVBQauyTLysoSiXr86HoX\nj8cj4ZxMIxKJLF++/IUXXhg9evRvfvOb2LNNUVJg/vz5gUBgw4YNCe+lBCmQmZkZCoUmTJgQ\nO9KxY8cxY8Zs27bt+PHjlCA1pk+ffuXKlVOnTt11113RI5MnTy4qKiorK6upqaEKqdfqc268\nonApNsm6dOlit9vPnTunOn7mzBkhxN133y3jpEwhEonMmDHjhRdemDdv3o4dO+LfjRRFazt3\n7ty6devChQutVmttbW1tbe3FixeFEE1NTbW1tbdv36YEKRD9KkfVEvK8vDwhRENDAyVIAa/X\n+9FHH5WUlMS6OiFEenr6iBEjLly4cOrUKaqQeq0+5wYsirQ8rnGVlJSkp6c3NjbGjoTD4U6d\nOhUWFko8K8ObP3++EGLlypUJ76UomqqoqPicQWbJkiURSqC9J598Ughx8ODB+IOjRo0SQpw/\nfz5CCbR39epVIcR9992nOv7tb39bCHH48OEIVdBYwq87afU5N1hRmLFLvvLy8qampuh3SkX9\n/Oc/v3jxomp7JSTR7373u3Xr1s2fP/+ZZ55J+ACKoqny8vL3mtu6dasQYtSoUe+9915ZWZmg\nBNorKyuzWCzPPvus3++PHjl8+HBlZWW/fv2iiT9KoLW8vLzu3bsfPnz41KlTsYN1dXWVlZVZ\nWVl9+/YVVEGGVp9zgxXFEolEZJ+D0YTD4eHDh+/Zs+db3/rWgAEDTpw48e677/bt2/fgwYPp\n6emyz86YevXqdebMmXnz5rV8hqPfPkBRUqyuri43N7e8vPz111+PHqEEKbBw4cJXXnmluLj4\nkUceqa2t/fWvfx0Oh3ft2vXggw8KSpASv//97ydMmJCbmztr1qyePXteunTp9ddfr6mp2bBh\nw5w5cwRV0EBVVVX0G9GFEKtXr87Ly3viiSeiN59++un27du3+pwbrSiypwyNqaGhIbohvcPh\nuOuuu+bOnXvjxg3ZJ2Vkn/MKr6mpiT6GoqTSrVu3RPOdJyKUQHuKomzcuLF///5utzs7O7u0\ntPTQoUPx2uU0AgAABfxJREFUD6AEKbB///7x48fn5eXZ7fbc3NyRI0e+//778Q+gCsnV8osz\nY06fPh19TKvPuZGKwowdAACAQbDGDgAAwCBo7AAAAAyCxg4AAMAgaOwAAAAMgsYOAADAIGjs\nAAAADILGDgAAwCBo7AAAAAyCxg4AAMAgaOwAAAAMgsYOAADAIGjsAAAADILGDgAAwCBo7AAA\nAAyCxg4AAMAgaOwAAAAMgsYOAADAIGjsAAAADILGDgAAwCBo7AAAAAyCxg4AAMAgaOwAAAAM\ngsYOAADAIGjsAAAADILGDgAAwCBo7AAAAAyCxg4AAMAgaOwAAAAMgsYOAADAIGjsAAAADILG\nDgAAwCBo7AAAAAyCxg4A/jt2u33w4MGyzwIAEqCxA2AWJ0+etFgso0ePln0iAKAVGjsAAACD\noLEDAAAwCBo7AOY1ZcoUi8Xi9XqXLFnSrVs3l8tVWFi4du3aSCQSe8wf//jHe++9Ny0tLT8/\nf8aMGXV1dar/5MqVK3Pnzu3atavT6czLyxs/fnx1dXX0rsrKSqvVOmXKlPjHl5aW2my2vXv3\nav3bATAhGjsA5uV0OoUQEyZMuH379tatW//85z/fc889ixYt2rx5c/QBe/fuffjhhy9fvrx0\n6dKVK1f6/f6HH37Yav105Lx27VpJScnbb7/92GOPbdq0adGiRX/9618feOCBqqoqIcTIkSNn\nzpy5ZcuWysrK6OO3b9++c+fO+fPnDx06NNW/LQAziACAOZw4cUII8Y1vfCN2pLy8XAjx2GOP\nxY6cOXNGCDFu3LjozWjS4tChQ7EHzJkzRwhRUlISvTl79my73V5dXR17wPnz5z0ez8CBA6M3\nGxoaunXrdvfdd/t8Pq/XW1hYWFRU1NTUpN2vCcDM7FK7SgCQ74knnoj93KNHj/T09NraWiGE\noihVVVU9e/YcNGhQ7AHf+973XnvttejPkUhk27Zt/fr169y58+XLl6MHHQ7HkCFDdu3a5fV6\nMzMzMzMzN23aNGLEiFWrVjU2Nl64cGHv3r1paWkp/P0AmAiNHQCz69KlS/xNh8MRDAaFEJcu\nXbpz506PHj3i7+3du3fs56tXr16/fv369esdO3Zs+d+eP3/+nnvuEUIMHz589uzZL774oqIo\nFRUV9913nya/BgDQ2AGAw+FIeLypqUkI4Xa74w+63W6LxRL9uaGhQQhRXFy8atWqlv+8U6dO\nsZ/Ly8uj83xTp05N0lkDQAI0dgCQWPSCqc/niz/o9Xoj/87Mejye6A+f/6XHiqI8+eSTBQUF\noVBozpw5VVVVsdYQAJKLVCwAJNahQwen01lTUxN/8OjRo7GfCwoKvvSlL508eVL1HSjXrl2L\nv7lmzZoDBw6sW7du9erVe/bsWb9+vaanDcDMaOwAIDG73T5kyJB//OMfse+lE0Js2LAh/jET\nJ070+Xwvv/xy7Mi1a9f69ev3zW9+M3rz1KlTS5cuLS0tnTRpUllZ2fDhw5999tnTp0+n5lcA\nYDZcigWAz/SDH/ygqqpq3Lhx06dPb9++fVVVVVNTU3Z2duwBy5cvf//991euXHnp0qVhw4Zd\nvHhx48aNN27ceOqpp4QQiqKUlZVZrdZYkHbjxo39+vWbNm3ahx9+GP99eACQFAwrAPCZxowZ\ns2XLloKCgjVr1rz00kv5+fnbt2/PysoKBALRB+Tn53/00UezZ8+urKycMWPGSy+9VFxcvHfv\n3q9//etCiLVr1x44cGDFihVdu3aNPr6oqOi5557bt2/fK6+8Iu23AmBclkjczjkAAAD44mLG\nDgAAwCBo7AAAAAyCxg4AAMAgaOwAAAAMgsYOAADAIGjsAAAADILGDgAAwCBo7AAAAAyCxg4A\nAMAgaOwAAAAMgsYOAADAIGjsAAAADILGDgAAwCBo7AAAAAyCxg4AAMAgaOwAAAAMgsYOAADA\nIGjsAAAADILGDgAAwCBo7AAAAAyCxg4AAMAgaOwAAAAMgsYOAADAIGjsAAAADILGDgAAwCBo\n7AAAAAyCxg4AAMAgaOwAAAAMgsYOAADAIGjsAAAADOL/ATmzC4439pQAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x, type=\"l\") \n",
    "lines(x, col=\"blue\") \n",
    "grid(equilogs=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FH/Wk7yp7GLzcnwplnkr0X+WixPaFH/Wk7yZ8YuNifDm2aRvxb5a7E8oUX9aznJ\nn8YuNifDm2aRvxb5a7E8oUX9aznJn0exsTkZ3jSL/LXIX4vlCS3qX8tJ/jR2sTkZ3jSL/LXI\nX4vlCS3qX8tJ/jR2sTkZ3jSL/LXIX4vlCS3qX8tJ/szYxeZkeNMs8tcify2WJ7Sofy0n+dPY\nxeZkeNMs8tcify2WJ7Sofy0n+fMoNjYnw5tmkb8W+WuxPKFF/Ws5yZ/GLjYnw5tmkb8W+Wux\nPKFF/Ws5yZ/GLjYnw5tmkb8W+WuxPKFF/Ws5yZ8Zu9icDG+aRf5a5K/F8oQW9a/lJH8au9ic\nDG+aRf5a5K/F8oQW9a/lJH8excbmZHjTLPLXIn8tlie0qH8tJ/nT2MXmZHjTLPLXIn8tlie0\nqH8tJ/nT2MXmZHjTLPLXIn8tlie0qH8tJ/kzYxebk+FNs8hfi/y1WJ7Qov61nORPYxebk+FN\ns8hfi/y1WJ7Qov61nOTPo9jYnAxvmkX+WuSvxfKEFvWv5SR/GrvYnAxvmkX+WuSvxfKEFvWv\n5SR/GrvYnAxvmkX+WuSvxfKEFvWv5SR/ZuxiczK8aRb5a5G/FssTWtS/lpP8aexiczK8aRb5\na5G/FssTWtS/lpP8eRQbm5PhTbPIX4v8tVie0KL+tZzkT2MXm5PhTbPIX4v8tVie0KL+tZzk\nT2MXm5PhTbPIX4v8tVie0KL+tZzkz4xdbE6GN80ify3y12J5Qov613KSP41dbE6GN80ify3y\n12J5Qov613KSP49iY3MyvGkW+WuRvxbLE1rUv5aT/GnsYnMyvGkW+WuRvxbLE1rUv5aT/Gns\nYnMyvGkW+WuRvxbLE1rUv5aT/Jmxi83J8KZZ5K9F/losT2hR/1pO8qexi83J8KZZ5K9F/los\nT2hR/1pO8udRbGxOhjfNIn8t8tdieUKL+tdykj+NXWxOhjfNIn8t8tdieUKL+tdykj+NXWxO\nhjfNIn8t8tdieUKL+tdykn9uN3atra0bNmxobGwcNmzYeeedpz5Ot2QmNwsKcjv53EX+WuSv\nldmcqK0lfw3qX8tJ/jmzPPHII48sX778yI9UV1cPHDhw/Pjxl19++fDhw8eOHfvOO++ojtd9\nToY3zSJ/LfLXYnlCi/rXcpJ/zjR2M2fOfP311zsvly1bNnXq1KampquvvnrKlCkTJkxYv379\nZZddtnXrVuEhuyOVSjmZ37SJ/LXIXyudTrE/IUT9aznJP1d/IDl9+vS+ffuuXWF3rlgAACAA\nSURBVLt21KhRmY+8/PLL11577Zw5c5599lnt2brmZHjTLPLXIn8tlie0qH8tJ/nnZGO3b9++\nLVu2PPDAA51dXQhh0qRJV1111RtvvCE8WHc4Gd40i/y1yF+L5Qkt6l/LSf458yj2SIcOHQoh\nHNnVZYwePXrv3r2KE50EJ+98bRb5a5G/Fr95Qov613KSf042doMGDerbt++uXbuO+nhNTU2f\nPn0kR+o+J8ObZpG/FvlrsTyhRf1rOck/lxq7P//5z+vWrXv//ffr6uqmTZv2zDPPNDU1dX72\nvffeW7JkyYQJE4Qn7A4nw5tmkb8W+WuxPKFF/Ws5yT+XZuwWL168ePHiIz/yi1/84pprrgkh\nPP/883feeWdzc/PMmTNFp+suJ8ObZpG/FvlrsTyhRf1rOck/Zxq7hQsX7j/CgQMH9u/f369f\nv8xn9+/fX1ZW9sILL4wbN057zhNyMrxpFvlrkb8WyxNa1L+Wk/xzprH72te+1sVnb7vttqlT\np+blnfST5e3bt3/2s5/tepqypaUlhLB169ZPfvKTxcXFra2t27ZtS6fTw4cP5zLnLvPz8w8f\nPrxjxw5Tp3J1OXTo0JKSEvkxjrrs1atXCKGionXx4m2pVPr224e//36xjctQUVGRrVcePbr5\nxz/ekU5n5ZCHFy9e2bt375aWFgv/BHPicujQoUVFRR0dHaZOxeUpXP7xj38MIRw+fPhku44I\nUul0Wn2GrKmtra2rqxsxYkT3/ycdHR0rV67surH72c9+9oMf/GDv3r1nnXVW5vH8wYMHQwgl\nJSWncLljx44QwpAhQ07/pbg8hcuampoQQllZmalT+bn86KOP8vPzzz33XFOnCiEsXLiwsvLp\nvLyNY8YczMsL69aVtLen8vKCgcun8/KmjRnzcV5ewem/8kMPfXDWWW2LFp2VjUO2jBlzyYIF\nC8aOHWvhn2BOXNbV1aVSqYqKClOn8nOZxe+/dXV1/fv3X7169UUXXRSMSVRjd//99z/22GNZ\n/xtVV1dPnTq1oaGhd+/ep/9qmcZi0KBBp/9SOAXkr2U2//nz53/zm/8Swkb1QY5VHcLUEFpC\nKDr915o9uyaE8NBDWcm/JYQea9as+fznP5+NV3PBbP07kcX8W1tbi4uLbTZ2OfMoNjGcDG+a\nRf5a5K/F8oQW9a/lJH8au9icDG+aRf5a5K/F8oQW9a/lJP+caezGjh17wj/zwQcfRDjJacrM\n8xUU5EzyCUP+WuSvlfm1E7W15K9B/Ws5yT9n/npvv/12CKGwsLCLP5MTvyok87bXFRUV6oM4\nRf5a5K+V+bUTVVXkr0H9aznJP2d+88SMGTN69er17rvvHvrL7r33XvUxT8zJO1+bRf5a5K/F\nb57Qov61nOSfMz+x++53v/vGG2/cdNNNa9as6frndsY5Gd40i/y1yF+L5Qkt6l/LSf458xO7\nwsLCn/70p5s2bXrggQfUZzkt+fn5TuY3bSJ/LfLXqq/PZ39CiPrXcpJ/zvzELoQwatSoDz/8\nsItBui996UuZN561zMnwplnkr0X+WixPaFH/Wk7yz7G/XmlpaRefvfTSSy+99NJohzk1ToY3\nzSJ/LfLXYnlCi/rXcpJ/jjV2CeBhctMy8tcify02J7Sofy0n+dPYxeZkeNMs8tcify2WJ7So\nfy0n+dPYxeZhctMy8tcify02J7Sofy0n+efMVmxitLW15cQbKScV+WuRv1Z5eVtmfwIS1L+W\nk/xp7GLbs2dPZn4TEuSvRf5alZV7MvsTkKD+tZzkz6PY2JwMb5pF/lrkr8XyhBb1r+Ukfxq7\n2JwMb5pF/lrkr8XyhBb1r+Ukfxq72JwMb5pF/lrkr8XyhBb1r+Ukf2bsYnMyvGkW+WuRvxbL\nE1rUv5aT/GnsYnMyvGkW+WuRvxbLE1rUv5aT/HkUG5uT4U2zyF+L/LVYntCi/rWc5E9jF5uT\n4U2zyF+L/LWyujzRHkK46KKLsveC2bR48eIbb7xRfYqjUf9aTvKnsYvNyfCmWeSvRf5aWV2e\naA8hhPBsCH+dvdfMlhv37dunPsNxUP9aTvKnsYstM7lZUEDyGuSvRf5amc2J2tos5n9BCGOy\n92rZ0lN9gOOj/rWc5M/yRGxOhjfNIn8t8tdieUKL+tdykn/C+1aDnAxvmkX+WuSvxfKEFvWv\n5SR/GrvYnAxvmkX+WuSvxW+e0KL+tZzkT2MXm5PhTbPIX4v8tfjNE1rUv5aT/Jmxi83JO1+b\nRf5a5K/Fb57Qov61nORPYxebk+FNs8hfi/y1WJ7Qov61nOTPo9jYnAxvmkX+WuSvxfKEFvWv\n5SR/GrvYnAxvmkX+WuSvxfKEFvWv5SR/GrvYnAxvmkX+WuSvxfKEFvWv5SR/ZuxiczK8aRb5\na5G/FssTWtS/lpP8aexiczK8aRb5a5G/FssTWtS/lpP8eRQbm5PhTbPIX4v8tVie0KL+tZzk\nT2MXm5PhTbPIX4v8tVie0KL+tZzkT2MXm5PhTbPIX4v8tVie0KL+tZzkz4xdbE6GN80ify3y\n12J5Qov613KSP41dbE6GN80ify3y12J5Qov613KSP49iY3MyvGkW+WuRvxbLE1rUv5aT/Gns\nYnMyvGkW+WuRvxbLE1rUv5aT/GnsYnMyvGkW+WuRvxbLE1rUv5aT/Jmxi83J8KZZ5K9F/los\nT2hR/1pO8qexi83J8KZZ5K9F/losT2hR/1pO8udRbGxOhjfNIn8t8tdieUKL+tdykj+NXWxO\nhjfNIn8t8tdieUKL+tdykj+NXWxOhjfNIn8t8tdieUKL+tdykj8zdrE5Gd40i/y1yF+L5Qkt\n6l/LSf40drE5Gd40i/y1yF+L5Qkt6l/LSf48io3NyfCmWeSvRf5aLE9oUf9aTvKnsYvNyfCm\nWeSvRf5aLE9oUf9aTvKnsYvNyfCmWeSvRf5aLE9oUf9aTvJnxi42J8ObZpG/FvlrsTyhRf1r\nOcmfxi42J8ObZpG/FvlrsTyhRf1rOcmfR7GxORneNIv8tchfi+UJLepfy0n+NHaxORneNIv8\ntchfi+UJLepfy0n+NHaxORneNIv8tchfi+UJLepfy0n+zNjF5mR40yzy1yJ/LZYntKh/LSf5\n09jF5mR40yzy1yJ/LZYntKh/LSf58yg2NifDm2aRvxb5a7E8oUX9aznJn8YuNifDm2aRvxb5\na7E8oUX9aznJn8YuNifDm2aRvxb5a7E8oUX9aznJnxm72JwMb5pF/lrkr8XyhBb1r+Ukfxq7\n2JwMb5pF/lrkr8XyhBb1r+Ukfx7FxuZkeNMs8tcify2WJ7Sofy0n+dPYxeZkeNMs8tcify2W\nJ7Sofy0n+dPYxeZkeNMs8tcify2WJ7Sofy0n+TNjF5uT4U2zyF+L/LVYntCi/rWc5E9jF5uT\n4U2zyF+L/LVYntCi/rWc5M+j2NicDG+aRf5a5K/F8oQW9a/lJH8au9icDG+aRf5a5K/F8oQW\n9a/lJH8au9icDG+aRf5a5K/F8oQW9a/lJH9m7GJzMrxpFvlrkb8WyxNa1L+Wk/xp7GJzMrxp\nFvlrkb8WyxNa1L+Wk/x5FBubk+FNs8hfi/y1WJ7Qov61nORPYxebk+FNs8hfi/y1WJ7Qov61\nnORPYxebk+FNs8hfi/y1WJ7Qov61nOTPjF1sToY3zSJ/LfLXYnlCi/rXcpI/jV1sToY3zSJ/\nLfLXYnlCi/rXcpI/j2JjczK8aRb5a5G/FssTWtS/lpP8aexiczK8aRb5a5G/FssTWtS/lpP8\naexiczK8aRb5a5G/FssTWtS/lpP8mbGLzcnwplnkr0X+WixPaFH/Wk7yp7GLzcnwplnkr0X+\nWixPaFH/Wk7y51FsbE6GN80ify3y12J5Qov613KSP41dbE6GN80ify3y12J5Qov613KSP41d\nbE6GN80ify3y12J5Qov613KSPzN2sTkZ3jSL/LXIX4vlCS3qX8tJ/jR2sTkZ3jSL/LXIX4vl\nCS3qX8tJ/jyKjc3J8KZZ5K9F/losT2hR/1pO8qexi83J8KZZ5K9F/losT2hR/1pO8qexi83J\n8KZZ5K9F/losT2hR/1pO8mfGLjYnw5tmkb8W+WuxPKFF/Ws5yZ/GLjYnw5tmkb8W+WuxPKFF\n/Ws5yZ9HsbE5Gd40i/y1yF+L5Qkt6l/LSf40drE5Gd40i/y1yF+L5Qkt6l/LSf40drE5Gd40\ni/y1yF+L5Qkt6l/LSf7M2MXmZHjTLPLXIn8tlie0qH8tJ/nT2MXmZHjTLPLXIn8tlie0qH8t\nJ/nzKDY2J8ObZpG/FvlrsTyhRf1rOcmfxi42J8ObZpG/FvlrsTyhRf1rOck/9xq7dDq9ffv2\nbdu2NTQ0hBD69u07cuTIwYMHq8/VXU6GN80ify3y12J5Qov613KSfy41dnV1dXPmzHnuuef2\n7t171KeGDBlyxx133HvvvT179pScrfsyk5sFBbmUfJKQvxb5a2U2J2pryV+D+tdykn/O/PV2\n7949YcKE7du3jxw58sorrxw6dGivXr1CCPX19Vu3bl2xYsWsWbOWLl26fPnyfv36qQ/blczk\nZkVFhfogTpG/FvlrZTYnqqrIX4P613KSf840djNnzty1a9eLL7543XXXHfvZ9vb26urqu+66\n66GHHpo3b17843Wfk+FNs8hfi/y1WJ7Qov61nOSfM43dsmXLbr311uN2dSGE/Pz8adOmrVy5\n8uWXXzbe2DkZ3jSL/LXIX4vlCS3qX8tJ/jnzPna1tbXnn39+139m1KhR9t+iJj8/38n8pk3k\nr0X+WvX1+exPCFH/Wk7yz5nGbtCgQRs2bOj6z7z99tuDBg2Kc55T5uSdr80ify3y1+I3T2hR\n/1pO8s+Zxm7ixIkvvfTS448/3tLScuxnDx48OHv27Ndee+2GG26If7aT4uSdr80ify3y1+I3\nT2hR/1pO8s+ZGbuqqqpVq1bNmDHj4YcfHj9+/ODBg3v37p1OpxsbG3fs2PHWW281NTVdcskl\nDz74oPqkJ+BkeNMs8tcify2WJ7Sofy0n+edMY1dWVrZ27doFCxYsWrTozTffbG9v7/xUYWHh\nmDFjJk+ePHnyZPuPz50Mb5pF/lrkr8XyhBb1r+Uk/5xp7EIIRUVF06dPnz59+qFDh3bu3Jn5\nzROlpaVDhgwpKio6tdfs6OhYuXJl1w/dN2/eHEJobm7u1atXpt8/ePBgCKGkpOQULg8dOnTK\n/1suT/8y0/rLj+H8MvOVJT/GkZeZ/56XF8aMOZiXF9atK2lvT9m4DHl5eWPGNOflHT79V25s\nzM/qIcfl5RWsW5c2k1Xn5V91/mzGVJlxqb3M+vdfm3KpsevUo0ePkSNHHvvx2traurq6ESNG\ndP+lduzYcf3113fd2GWm+mpqakpLS4uLi1tbW3fu3JlOp4cPH85lzl3m5+cfPnxYfgzPl0OH\nDi0pKZEf46jLTLv5iU+0fv/7O1Op9O23D3///WIbl+ETn/jE97+/Oyuv/KlPNc+duzOdzsoh\n277//e+nUj1vv73VTFadl9/80582hxDkdXVs8RcVFXV0dJg6FZencLlr164QwuHDh0+qe4kj\nlU6n1WfImvvvv/+xxx7L+t+ourp66tSpDQ0NvXv3Pv1X++CDD4KDd742i/y1zOY/f/78b37z\nX0LYqD7IsapDmBpCSwin+FziSFVVH4Ss/eaJhhBKQ1gdwkXZeLXs+usnn/yHyspK9TGOZrb+\nnchi/q2trcXFxatXr77oInP1n5M/sctpToY3zSJ/LfLXYnlCi/rXcpI/jV1sToY3zSJ/LfLX\nYnlCi/rXcpJ/zjR2Y8eOPeGfyfyU1Tj7e7vJRv5a5K/Fr53Qov61nOSfM43d22+/HUIoLCzs\n4s/kxDtKZw5ZUJAzyScM+WuRv1bm107U1pK/BvWv5ST/nPnNEzNmzOjVq9e777576C+79957\n1cc8MSfvfG0W+WuRvxa/eUKL+tdykn/ONHbf/e53R4wYcdNNN9ncLu6+VCrlZH7TJvLXIn+t\ndDrF/oQQ9a/lJP+c+YFkYWHhT3/60zFjxjzwwAP//M//rD7OqXMyvGkW+WuRvxbLE1rUv5aT\n/HOmsQshjBo16sMPP+xikO5LX/pSWVlZzCOdAifDm2aRvxb5a7E8oUX9aznJP5cauxBCaWlp\nF5+99NJLL7300miHOTVOhjfNIn8t8tdieUKL+tdykn/OzNglhpPhTbPIX4v8tVie0KL+tZzk\nn/C+1SAPk5uWkb8W+WuxOaFF/Ws5yZ/GLjYnw5tmkb8W+WuxPKFF/Ws5yZ/GLjYnw5tmkb8W\n+WuxPKFF/Ws5yZ8Zu9ja2tpy4jdkJBX5a5G/Vnl5W2Z/AhLUv5aT/GnsYnMyvGkW+WuRvxbL\nE1rUv5aT/HkUG5uT4U2zyF+L/LVYntCi/rWc5E9jF5uT4U2zyF+L/LVYntCi/rWc5E9jF5uT\n4U2zyF+L/LVYntCi/rWc5M+MXWxOhjfNIn8t8tdieUKL+tdykj+NXWxOhjfNIn8t8tdieUKL\n+tdykj+PYmNzMrxplpP8169fv23bNvUpjuMTn/jEWWedpT6FX26WJ5rffvvtl156SX2Mo1H/\nWk7u/zR2sTkZ3jTLSf5f//rXN2z4IIRS9UGOVlp66Ctfueqpp55SH8QpN8sTuxYu/D8LF65Q\nH+No1L+Wk/s/jV1sToY3zXKSf0dHRwizQqhUH+Ro9fW3Nzc3q0/hl6flCeofR3Ny/6exiy0z\nuVlQQPIa5K9VXl5SUqI+hGOZzYnaWupfg/rXcnL/T/hfz6DM5GZFRYX6IE6Rv1Zl5cX/43+o\nD+FYZnOiqor616D+tZzc/2nsYnMyvGkW+Wul0+l0Wn0Ix9wsTxhF/Ws5uf/zdiexnXPOOU7m\nN20if625c1etWrVKfQq/5s49x83+hEXUv5aT+z8/sYvNyfCmWeSvVV9/6NAh9SEc87Q8YRH1\nr+Xk/k9jF5uT4U2zyF+L4XEtlie0qH8tJ/f/hP/1DHIyvGkW+WsxPK7F8oQW9a/l5P5PYxeb\nk+FNs8hfi+FxLZYntKh/LSf3f5YnYnMyvGkW+WsxPK7F8oQW9a/l5P7PT+xiczK8aRb5azE8\nrsXyhBb1r+Xk/k9jF5uT4U2zyF+L4XEtlie0qH8tJ/f/hP/1DHIyvGkW+WsxPK7F8oQW9a/l\n5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3f5YnYnMyvGkW+WsxPK7F8oQW9a/l5P7PT+xiczK8\naRb5azE8rsXyhBb1r+Xk/k9jF5uT4U2zyF+L4XEtlie0qH8tJ/f/hP/1DHIyvGkW+WsxPK7F\n8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3f5YnYnMyvGkW+WsxPK7F8oQW9a/l5P7P\nT+xiczK8aRb5azE8rsXyhBb1r+Xk/k9jF5uT4U2zyF+rvPzwhx/WPv300+qDHG3NmjXqI8TA\n8oQWyxNaTu7/Cf/rGeRkeNMs8teqrBwbwqEpU8w1diFsC+Fc9RnOOJYntFie0HJy/6exi83J\n8KZZ5K+VTneEMCSEdeqDHOu6EP6oPsMZx/KEFssTWk7u/zR2sXmY3LSM/LXmzn0uhM+FcLP6\nIE6xOaE1d+6qm28ON99M/Ws4uf/T2MXmZHjTLPLXqq9vDIHpcRmWJ7RYntBycv+nsYvNyfCm\nWeSvVV5eFkJJba36HF6xPKHF8oSWk/t/wv96BjkZ3jSL/LUqK28OYWBVlfocXrE8ocXyhJaT\n+z+NXWxOhjfNIn+tdDodAtPjMixPaLE8oeXk/k9jF5uT4U2zyF+L5Qktlie0WJ7QcnL/p7GL\nzcnwplnkr8XyhBbLE1osT2g5uf/T2MXmZHjTLPLXYnlCi+UJLZYntJzc/xP+1zPIyfCmWeSv\nxfKEFssTWixPaDm5/9PYxeZkeNMs8tdieUKL5Qktlie0nNz/aexiczK8aRb5a7E8ocXyhBbL\nE1pO7v80drE5Gd40i/y1WJ7QYnlCi+UJLSf3fxq72JwMb5pF/losT2ixPKHF8oSWk/t/wv96\nBjkZ3jSL/LVYntBieUKL5QktJ/d/GrvYnAxvmkX+WixPaLE8ocXyhJaT+z+NXWxOhjfNIn8t\nlie0WJ7QYnlCy8n9n8YuNifDm2aRvxbLE1osT2ixPKHl5P5PYxebk+FNs8hfi+UJLZYntFie\n0HJy/0/4X88gJ8ObZpG/FssTWixPaLE8oeXk/k9jF5uT4U2zyF+L5Qktlie0WJ7QcnL/p7GL\nzcnwplnkr8XyhBbLE1pz5776P//nnp07d6oPchyjRo36+7//e/Upziwn938au9icDG+aRf5a\nLE9osTyhVV//9sqVB1eu/LX6IMfa+elPFyW+sXNy/6exi83J8KZZ5K/F8oQWyxNa5eVlIfyv\n2toF6oMca34I/6I+wxnn5P6fpz6AO3v27MnMb0KC/LUqK2+urLxYfQq/Kiv3ZPYnIEH9azm5\n/ye8bzXIyfCmWeSvxfKEFssTWtS/lpP7P41dbE6GN80ify2WJ7RYntCi/rWc3P9p7GJzMrxp\nFvlrsTyhxfKEFvWv5eT+z4xdbG1tbZn5TUiQv1Z5eVl5OW+9L1Ne3pbZn4AE9a/l5P5PYxeb\nk+FNs8hfi+FxLZYntKh/LSf3fx7FxuZkeNMs8tdieFyL5Qkt6l/Lyf2fxi42J8ObZpG/FsPj\nWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL+tdycv9nxi42J8ObZpG/FsPjWixPaFH/Wk7u\n/zR2sTkZ3jSL/LUYHtdieUKL+tdycv/nUWxsToY3zSJ/LYbHtVie0KL+tZzc/2nsYnMyvGkW\n+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3f2bsYnMyvGkW+WsxPK7F8oQW\n9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3fx7FxuZkeNMs8tdieFyL5Qkt6l/Lyf2fxi42\nJ8ObZpG/FsPjWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL+tdycv9nxi42J8ObZpG/FsPj\nWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL+tdycv/nUWxsToY3zSJ/LYbHtVie0KL+tZzc\n/2nsYnMyvGkW+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3f2bsYnMyvGkW\n+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3fx7FxuZkeNMs8tdieFyL5Qkt\n6l/Lyf2fxi42J8ObZpG/FsPjWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL+tdycv9nxi42\nJ8ObZpG/FsPjWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL+tdycv/nUWxsToY3zSJ/LYbH\ntVie0KL+tZzc/2nsYnMyvGkW+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3\nf2bsYnMyvGkW+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3fx7FxuZkeNMs\n8tdieFyL5Qkt6l/Lyf2fxi42J8ObZpG/FsPjWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL\n+tdycv/P7cautbV1w4YNjY2Nw4YNO++889TH6ZbM5GZBQW4nn7vIX6u8vCyEktpa9Tm8ymxO\n1NZS/xrUv5aT+3/OLE888sgjy5cvP/Ij1dXVAwcOHD9+/OWXXz58+PCxY8e+8847quN1n5Ph\nTbPIX4vhcS2WJ7Sofy0n9/+caexmzpz5+uuvd14uW7Zs6tSpTU1NV1999ZQpUyZMmLB+/frL\nLrts69atwkN2RyqVcjK/aRP5a6XT6XSa4XGZdDrF/oQQ9a/l5P6fqz+QnD59et++fdeuXTtq\n1KjMR15++eVrr712zpw5zz77rPZsXXMyvGkW+WsxPK7F8oQW9a/l5P6fk43dvn37tmzZ8sAD\nD3R2dSGESZMmXXXVVW+88cZJvVRdXd2DDz7Y9TsWbt68OfN/2qNHj4KCgvb29szPcgcMGMBl\njl7W1NRk5aVmz559wQUX5OXl/ed//mdTU1NxcfHnPvc5C5fXXXfdxIkXPPVUW21tQWlpe2Xl\nnry88NRTAwxc3vLUU9tCCOpjHHvZq7bW4KkG1NaG0tLSysq9eXl5p//KIYTsHbKjsvJ/5+X1\nMFlm9z/1VJHJf6AFtbWHDBzjOGXWq1evbN0YPVzu3r07hNDR0XFSLUccOdnYHTp0KIRwZFeX\nMXr06GXLlilOdBJs1oEfbW1t7e3tWXmp1tbWefPmVVY+kZfX67nnQm1tKC0NpaUhLy/ILysr\nW/NMzln06FHUr19PhsdV+vdv69Gjo7XVZHE40K9faQglhw+rz+GVl++/6RwRQrjvvvsy/72t\nra1v376PPvroUX9m8uTJ/fv3z/r/9Y9//OMQQkNDQ1ZebdeuXbt27crKS+EUZDH/lpaWEEII\nq0NI2/tPjxCeVJ/hOP+pqnqiqup5+TGO959rQ/i0+gzH/c+PQwghtGQp/11VVbuydLB66v/k\n8zdb/09++tOfzsqN0bKs3/9Xr16dlVfLrlz697Y///nP69ate//99+vq6qZNm/bMM880NTV1\nfva9995bsmTJhAkThCfsDifDm2aRv1bmvqM+hV8sT2hR/1pO7v+59Ch28eLFixcvPvIjv/jF\nL6655poQwvPPP3/nnXc2NzfPnDlTdLrucjK8aRb5azE8rsXyhBb1r+Xk/p8zjd3ChQv3H+HA\ngQP79+/v169f5rP79+8vKyt74YUXxo0bpz3nCTl552uzyF+Ld97X4jdPaFH/Wk7u/znT2H3t\na1/r4rO33Xbb1KlT82yOi///OXnna7PIX4t33tfiN09oUf9aTu7/OdAJdUfv3r1zoqsLbt75\n2izy1+Kd97X4zRNa1L+Wk/t/wvtWgzxMblpG/lrpdGYFDxpsTmhR/1pODhrFLAAAGPBJREFU\n7v80drE5Gd40i/y1GB7XYnlCi/rXcnL/p7GLzcnwplnkr8XwuBbLE1rUv5aT+39uzKUlSVtb\nW9e/wQxnFPlrlZeXlZeXqE/hV3l5W2Z/AhLUv5aT+z+NXWxOhjfNIn8thse1WJ7Qov61nNz/\neRQbm5PhTbPIX4vhcS2WJ7Sofy0n938au9icDG+aRf5aDI9rsTyhRf1rObn/09jF5mR40yzy\n12J4XIvlCS3qX8vJ/Z8Zu9icDG+aRf5aDI9rsTyhRf1rObn/09jF5mR40yzy12J4XIvlCS3q\nX8vJ/Z9HsbE5Gd40i/y1GB7XYnlCi/rXcnL/p7GLzcnwplnkr8XwuBbLE1rUv5aT+z+NXWxO\nhjfNIn8thse1WJ7Qov61nNz/mbGLzcnwplnkr8XwuBbLE1rUv5aT+z+NXWxOhjfNIn8thse1\nWJ7Qov61nNz/eRQbm5PhTbPIX4vhcS2WJ7Sofy0n938au9icDG+aRf5aDI9rsTyhRf1rObn/\n09jF5mR40yzy12J4XIvlCS3qX8vJ/Z8Zu9icDG+aRf5aDI9rsTyhRf1rObn/09jF5mR40yzy\n12J4XIvlCS3qX8vJ/Z9HsbE5Gd40i/y1GB7XYnlCi/rXcnL/p7GLzcnwplnkr8XwuBbLE1rU\nv5aT+z+NXWxOhjfNIn8thse1WJ7Qov61nNz/mbGLzcnwplnkr8XwuBbLE1rUv5aT+z+NXWxO\nhjfNIn8thse1WJ7Qov61nNz/eRQbm5PhTbPIX4vhcS2WJ7Sofy0n938au9icDG+aRf5aDI9r\nsTyhRf1rObn/09jF5mR40yzy12J4XIvlCS3qX8vJ/Z8Zu9icDG+aRf5aDI9rsTyhRf1rObn/\n09jF5mR40yzy12J4XIvlCS3qX8vJ/Z9HsbE5Gd40i/y1GB7XYnlCi/rXcnL/p7GLzcnwplnk\nr8XwuBbLE1rUv5aT+z+NXWxOhjfNIn8thse1WJ7Qov61nNz/mbGLzcnwplnkr8XwuBbLE1rU\nv5aT+z+NXWxOhjfNIn8thse1WJ7Qov61nNz/eRQbm5PhTbPIX4vhcS2WJ7Sofy0n938au9ic\nDG+aRf5aDI9rsTyhRf1rObn/09jF5mR40yzy12J4XIvlCS3qX8vJ/Z/GLrbM5GZBgbnkV69e\nXVVVpT7F8fXv3/+FF17Iyk/RzebvRHl5WQgltbXqc3iV2ZyoraX+Nah/LSf3/4T/9QzKTG5W\nVFSoD3K0P/zhD7/+9bsh3K0+yLF2hPCj5557rqio6PRfy2z+TlRW3hzCQKv/BpF8mc2Jqirq\nX4P613Jy/6exi8328ObZIdynPsOx1oTwo2y9lu38k4/hcS2WJ7Sofy0n938au9icDG+aRf5a\nDI9rsTyhRf1rObn/09jF5mR40yzy12J4XIvlCS3qX8vJ/Z83KI7NyTtfm0X+Wrzzvha/eUKL\n+tdycv+nsYvNyTtfm0X+Wrzzvha/eUKL+tdycv/nUWxsToY3zSJ/LYbHtVie0KL+tZzc/2ns\nYnMyvGkW+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3f2bsYnMyvGkW+Wsx\nPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3fx7FxuZkeNMs8tdieFyL5Qkt6l/L\nyf2fxi42J8ObZpG/FsPjWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL+tdycv9nxi42J8Ob\nZpG/FsPjWixPaFH/Wk7u/zR2sTkZ3jSL/LUYHtdieUKL+tdycv/nUWxsToY3zSJ/LYbHtVie\n0KL+tZzc/2nsYnMyvGkW+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3f2bs\nYnMyvGkW+WsxPK7F8oQW9a/l5P5PYxebk+FNs8hfi+FxLZYntKh/LSf3fx7FxuZkeNMs8tdi\neFyL5Qkt6l/Lyf2fxi42J8ObZpG/FsPjWixPaBmu/z+9//77Y8eOVR/jOPr37//6669npSdz\ncv+nsYvNyfCmWeSvxfC4FssTWobr/8Pm5v7r19+pPsaxtobwvcOHDxcVFZ3+azm5/9PYxZaZ\n3CwoIHkN8tcqLy8LoaS2Vn0OrzKbE7W11L+G7frvH4LBxm5NCN/L1ms5uf+zPBGbk+FNs8hf\ni+FxLZYntKh/LSf3/4T3rQY5Gd40i/y1GB7XYnlCi/rXcnL/p7GLzcnwplnkr2V4eNwFlie0\nqH8tJ/d/GrvYnAxvmkX+WoaHx11geUKL+tdycv9nxi42J+98bRb5a/HO+1r85gkt6l/Lyf2f\nxi42J8ObZpG/FsPjWixPaFH/Wk7u/zyKjc3J8KZZ5K/F8LgWyxNa1L+Wk/s/jV1sToY3zSJ/\nLYbHtVie0KL+tZzc/2nsYnMyvGkW+WsxPK7F8oQW9a/l5P7PjF1sToY3zSJ/LYbHtVie0KL+\ntZzc/2nsYnMyvGkW+WsxPK7F8oQW9a/l5P7Po9jYnAxvmkX+WgyPa7E8oUX9azm5/9PYxeZk\neNMs8tdieFyL5Qkt6l/Lyf2fxi42J8ObZpG/FsPjWixPaFH/Wk7u/8zYxeZkeNMs8tdieFyL\n5Qkt6l/Lyf2fxi42J8ObZpG/FsPjWixPaFH/Wk7u/zyKjc3J8KZZ5K/F8LgWyxNa1L+Wk/s/\njV1sToY3zSJ/LYbHtVie0KL+tZzc/2nsYnMyvGkW+WsxPK7F8oQW9a/l5P7PjF1sToY3zSJ/\nLYbHtVie0KL+tZzc//mJXWyZyc2Kigr1QXLI7hDCJz/5yayMR3zjG98IISxYsOD0XyqdZlbm\npFVW3hzCwKoq9Tm8ymxOVFVx/9Gg/rWcfP+lsYvNyfBmVn0UQti+fU5WyrW+/hMhhG3bBp/+\nS4XQHMJXs/E6jjA8rsXyhBb1r+Xk+y+NXWxOhjfPgGtCKDr9V5k7tz2EEEJWJi0aaOxOFsPj\nWixPaFH/Wk6+/9LYxeZkeNMshse1GB7Xov61qH8tJ99/WZ6IzcnwplkMj2sxPK5F/WtR/1pO\nvv/S2MXm5J2vzeKd97V4530t6l+L+tdy8v2XR7GxORneNIvhcS2Gx7Wofy3qX8vJ918au9ic\nDG+axfC4FsPjWtS/FvWv5eT7L41dbE6GN81ieFyL4XEt6l+L+tdy8v2XGbvYnAxvmsXwuBbD\n41rUvxb1r+Xk+y+NXWxOhjfNYnhci+FxLepfi/rXcvL9l0exsTkZ3jSL4XEthse1qH8t6l/L\nyfdfGrvYnAxvmsXwuBbD41rUvxb1r+Xk+y+NXWxOhjfNYnhci+FxLepfi/rXcvL9lxm72JwM\nb5rF8LgWw+Na1L8W9a/l5PsvjV1sToY3zWJ4XIvhcS3qX4v613Ly/ZdHsbE5Gd40i+FxLYbH\ntah/Lepfy8n3Xxq72JwMb5rF8LgWw+Na1L8W9a/l5Ptv7jV26XR6+/bt27Zta2hoCCH07dt3\n5MiRgwcPVp+ru5wMb5rF8LgWw+Na1L8W9a/l5PtvLjV2dXV1c+bMee655/bu3XvUp4YMGXLH\nHXfce++9PXv2lJyt+zKTmwUFuZR8kmQmx2tryV+jvLwshJLaWvU5vKL+tah/LSfff3Pmr7d7\n9+4JEyZs37595MiRV1555dChQ3v16hVCqK+v37p164oVK2bNmrV06dLly5f369dPfdiuZCY3\nKyoq1AdxKjM5XlVF/hqVlTeHMLCqSn0Or6h/Lepfy8n335xp7GbOnLlr164XX3zxuuuuO/az\n7e3t1dXVd91110MPPTRv3rz4x+s+J8ObZjE8rsXwuBb1r0X9azn5/pszjd2yZctuvfXW43Z1\nIYT8/Pxp06atXLny5ZdfNt7YORneNIvhcS2Gx7Wofy3qX8vJ99+ceR+72tra888/v+s/M2rU\nqJN9i5rt27cPGDCgf5fuueeeEMK2bdtaWlpCCK2tre+9997mzZtP7XLLli1/+tOfsvJS2b28\n+OKLR4xoCaF/RcVfrVz521WrVo8YMcbG5Q9DCBUVf5OVV66vP7tPn7/O0iGHVlRUrFzZYSmr\nzss3Vq260MAxjr5ctmz+gAEr5Mc43uWmEP6vgWMce3lPRUXFypVvZeWV+/T565/9bG2WDvm5\nlStXrlqVtpRV5+WvRox42sAxjr4cMKCpvv5Z+TGOd/nvFRUHDBzj2MvbV65cuXXrVmvff//4\nxz+GEA4fPnxSLUccqXQ6N34sPGzYsM9+9rNLlizp4s9MnDhxw4YN27dv7/7LdnR0rFy5suu3\not60adPdd9/98ccfl5WVZX6Qe/DgwRBCSUnJKVzW19eHEPr06XP6L5Xdy+bm5nfeeSeEkEql\nCgsLU6lUpoLll4cOHdq2bduIESOy8sp5eXmpVCo/Pz8rh9y2bdsFF1yQl5dnJKvOy7q6urKy\nskwB2zlVYWFhU1NTU1NTaWmpqVOlUqn9+/d/9NFHQ4YMMXWqlpaWzPsAfPKTn8zKK+fn5xcW\nFqbT6awcct++fYMGDWptbTWSVeflvn37ioqKevbsaepUmcRCCH379jV1qpaWlubm5tra2uHD\nh5s6VeayX79+F1xwQVa+02Xx+29dXV3//v1Xr1590UUXBWNy5lHsxIkTn3zyyXHjxlVWVhYX\nFx/12YMHD37ve9977bXX7rvvvpN62by8vMsuu6zrP1NSUhJC6NWrV+r/fTyf2dvodFKXmXdp\nKS0tPf2Xyu5lr169/vZv/zYk3QcffBAcDM+aRf5a5K9F/qfP5vdfU3Kmsauqqlq1atWMGTMe\nfvjh8ePHDx48uHfv3ul0urGxcceOHW+99VZTU9Mll1zy4IMPqk96Aikfw5tmkb8W+WuRvxb5\naznJP2cau7KysrVr1y5YsGDRokVvvvlme3t756cKCwvHjBkzefLkyZMn23/7QSfDm2aRvxb5\na5G/FvlrOck/Zxq7EEJRUdH06dOnT59+6NChnTt3dv5MdciQIUVFRerTdZf91jPZyF+L/LXI\nX4v8tZzkn0uNXacePXqMHDlSfYpT5OSdr80ify3y1yJ/LfLXcpJ/zrzdSWLs2bPnZN+TBVlE\n/lrkr0X+WuSv5ST/hPetBjkZ3jSL/LXIX4v8tchfy0n+NHaxORneNIv8tchfi/y1yF/LSf40\ndrE5Gd40i/y1yF+L/LXIX8tJ/szYxdbW1tb1L7rAGUX+WuSvRf5a5K/lJH8au9icDG+aRf5a\n5K9F/lrkr+Ukfx7FxuZkeNMs8tcify3y1yJ/LSf509jF5mR40yzy1yJ/LfLXIn8tJ/nT2MXm\nZHjTLPLXIn8t8tcify0n+TNjF5uT4U2zyF+L/LXIX4v8tZzkT2MXm5PhTbPIX4v8tchfi/y1\nnOTPo9jYnAxvmkX+WuSvRf5a5K/lJH8au9icDG+aRf5a5K9F/lrkr+Ukfxq72JwMb5pF/lrk\nr0X+WuSv5SR/ZuxiczK8aRb5a5G/Fvlrkb+Wk/xp7GJzMrxpFvlrkb8W+WuRv5aT/HkUe2JF\nRUUhhOLiYvVBAACAFZn2wJpUOp1WnyEHbNiwIVs/v3344Yebm5tvu+22rLwaTtaiRYtCCOSv\nQv5a5K9F/lqLFi3q2bPnrFmzsvJqBQUFn/nMZ7LyUtnFT+y6JYv/8Pr37x9CuOWWW7L1gjgp\n//Ef/xHIX4f8tchfi/y1MvmPGTNGfZAzixk7AACAhKCxAwAASAgaOwAAgISgsQMAAEgIGjsA\nAICEoLEDAABICBo7AACAhKCxAwAASAgaOwAAgITgN0/EZvNXy/lB/lrkr0X+WuSv5SR/flds\nbHV1dSGEfv36qQ/iFPlrkb8W+WuRv5aT/GnsAAAAEoIZOwAAgISgsQMAAEgIGjsAAICEoLED\nAABICBo7AACAhKCxAwAASAgaOwAAgISgsQMAAEgIGjsAAICEoLEDAABICBo7AACAhKCxAwAA\nSAgaOwAAgISgsQMAAEgIGjsAAICEoLGLZ//+/XffffewYcOKiooGDRp0xx137N69W30oL/71\nX/81dTyPPPKI+miJdfjw4e985zv5+fljx4499rN8OZxpXeTPl8OZVldXd++99w4dOrS4uPi8\n886bOHHi7373uyP/APV/RnWdf+Lrv0B9AC9aW1uvuOKKP/zhD9dcc82FF164devWRYsW/eY3\nv1m/fn2/fv3Up0u+/fv3hxBuuummIUOGHPnxCRMmiE6UcJs3b77lllu2bNly3M/y5XCmdZ0/\nXw5n1McffzxmzJj//u///vKXv/zVr35127ZtS5Ysef311996661Pf/rTgfo/w06Yf/LrP40o\nnnjiiRDCY4891vmRJUuWhBD+8R//UXgqP2bPnh1C+P3vf68+iAsHDhzo2bPn2LFjt2zZUlxc\nPGbMmKP+AF8OZ9QJ8+fL4Yz6xje+EUKYP39+50eWLl0aQrjyyiszl9T/GXXC/BNf/zyKjWTR\nokV9+vT51re+1fmR66+/fsSIEc8991w6nRYezInMv6KVlZWpD+JCW1vbtGnT1qxZM2LEiOP+\nAb4czqgT5s+XwxlVWFh4xRVXTJkypfMjV199dc+ePTdt2pS5pP7PqBPmn/j6p7GL4dChQ//1\nX/81fvz44uLiIz9+8cUX7927d/v27aqD+dH5ldze3r5r166PPvpIfaIk69+//+OPP15YWHjc\nz/LlcKZ1nX/gy+EMmzt37q9//esj829tbW1razv33HMD9X/mdZ1/cFD/NHYx7Ny5s729ffDg\nwUd9fOjQoSGEbdu2KQ7ly4EDB0II8+bNO/vsswcPHnz22WdfcMEFzz//vPpcHvHlIMeXQ2TV\n1dWHDx++8cYbA/WvcGT+wUH9szwRQ0NDQwihV69eR328d+/enZ/FGZX5V7TFixd/+9vfrqio\n2Lx584IFC77yla80NDQc+RN7RMCXgxxfDjGtWLFixowZF1988dSpUwP1H91R+QcH9U9jF08q\nlTrqI5lximM/jqybOXPmXXfd9Xd/93ed99NbbrnlwgsvfOCBB26//faioiLt8Rziy0GIL4do\nFi9efPvtt48ePfq1114rKPj/vuFS/3EcN//E1z+PYmMoLS0Nx/tXsfr6+hBCnz59BGdy5vLL\nL7/mmmuO/LfkT33qU1deeeXHH3+8YcMG4cEc4stBji+HCNLp9OzZs2+++eYvfOELb775Zv/+\n/TMfp/7j+Ev5Bwf1z0/sYhgyZEhBQcGOHTuO+vjWrVtDCCNHjlQcCmHAgAEhhMbGRvVBfOHL\nwSa+HLIonU7fcccdzz77bGVl5dy5c/Pz8zs/Rf1H0EX+f0mS6p+f2MVQVFQ0ZsyYt956q6mp\nqfODHR0dK1asGDx48FHvkYisa2xs/NGPfrR48eKjPp7Zfs/MLCMavhy0+HKIYPr06c8+++w/\n/dM/Pfnkk0d1FdR/BF3k76L+VW+g583TTz8dQqiqqur8yI9+9KMQwkMPPSQ8lRPt7e0VFRW9\ne/fevHlz5wdfffXVEMLf/M3fCA/mwXHfIJcvh2iOzZ8vhzMt83a43/rWt/7SH6D+z6iu8/dQ\n/6k0b4cYRXt7+xe+8IVVq1ZdddVVF1544ebNm5csWTJ69Ojf/e53JSUl6tMl37//+79PnDix\npKTkxhtvHDRo0Lvvvvvqq6/26dNn+fLlF154ofp0SbNixYpf/OIXmf/++OOPn3322V/96lcz\nlzNmzCgvL+fL4Yw6Yf58OZxRI0aM2Lp1a2Vl5bHFfN999/Xr14/6P6NOmH/y61/dWTrS0NCQ\n+bXEhYWFFRUV3/jGN2pra9WHcmTNmjVf+tKXysrKCgoKBg0adNttt23ZskV9qGR69NFH/9IN\npzNzvhzOnO7kz5fDmdPFN9zt27dn/gz1f+Z0J/9k1z8/sQMAAEgIlicAAAASgsYOAAAgIWjs\nAAAAEoLGDgAAICFo7AAAABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo7AAA\nABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo7AAAABKCxg4AACAhaOwAAAAS\ngsYOAAAgIWjsAAAAEoLGDgAAICFo7AAAABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAAEoLG\nDgAAICFo7AAAABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo7AAAABKCxg4A\nACAhaOwAAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo7AAAABKCxg4AACAhaOwAAAASgsYOAAAg\nIWjsAAAAEoLGDgAAICFo7AAAABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo\n7AAAABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo7AAAABKCxg4AACAhaOwA\nAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo7AAAABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAA\nEoLGDgAAICFo7AAAABKCxg4AACAhaOwAAAASgsYOAAAgIWjsAAAAEoLGDgAAICFo7AAAABKC\nxg4AACAh/h+BN9gWLXWDpwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “ ”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(x, main=\" \", xlab=\" \", ylab=\" \",xlim=c(0,25), ylim=c(0,25), col=\"blue\")\n",
    "grid(equilogs=TRUE)\n",
    "box()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}