{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lifecycle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Small Notebook Lifecycle" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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rgGsyWIgMYLcAZkbEdg2GqLoH+CLlC//JwAmUdRrbTpua+vk/CmxACTha81qOymvdA5gkaWjtMusvW9LOlEzidvm5HEPH7/2b1rbOvAZ9vGns7OvSiPhWO311pLoe7c2tb85rIZJ+CWwN/JXyjxq/y1PnR8T5izAvMzMzs8XO0nwPFpStZF+hZJrI38cC4zOtNxYYkfekDKBkPCY06gh4nbJN7BBJB0K5H4uS4TmHkt3aMuuuL6kWABwI3MuCL8N/k9Qf2B8gIl4CnpK0T/a5gso9W7cBh2ZdJK0j6Z11c7oYOC0ipteVr8qCh16MbHt53rAK5Uv0XElrAR/L8tnABhmkQckg1dwGHC29cR/Z1h0NImlt4J8R8WvgLGAb2lgXgIh4lBIEfpsSbNXmNKC2vpL6SNqswXATKJnK/2RWcArly/09eX4scFD2sTPwt0p2qt6TlGzXr2pjSRocEQ9ExMmUTNJ6WffDKvd39QP2oWS6VgWez+BqE+ADWXc8sFMGuEh6R5Z3Zm3/QNmOWtVo7DuA/WufnTz/7gb9VddjY0pWqlEQ1d7cNqZsTVxIRHw+IoZExMcj4s95PMTBlZmZmS2NlqQAq58Wfkz7GQCSviNp7zbajKNkHmoB1oPAupTAC+AGYBowFbgT+HpEPNPWBCLiFco9PcflmJ8GZkiaQtm29qusOhv4L0kPAasDP4+IFyj3fs2gfEmdWOn6YMoWsmk5t3dFxO3AFcD9Kg93uBZYuW4+T2VwV++HwA8kTaYTWcqImErZivhwjjkuy+cBXwJulTQJeImSyYOSJesDTJM0M193ZAtgQq7XKcD3OlgXKIHVZynbBYmI1ylB2JmSplICp+3r2hARr1G2Po7PorGU9asFo6cCQ3PNzwA+197EI+JhSgByjcpDSM7KB0LMoLxnU7PqBOA6yufquohopdwP1js/D2fU5hQRcyhbLq/Pa6kFkR2ubX4WH80trzVvGju3s54E3J7XOpqyvbDez4Dl8rN2FTAy17Bee3PbBbi5QRszMzOzpqm/C2txo1gcZ7UEy2zPTRGxeU/PpRkk9c/71wT8D/BIRJzd0/NaHEkaSdnq+OW3abx9gaERcdLbMV4Hc1mBco/bDtGkR/O3tLREa2trM7oyMzMzazpJkyKipb58ScpgWc84IjNOMylb3dq7J8zeRvlglCd6eh5pfeCbzQquzMzMzJZUzmCZ2WLJGSwzMzNbnDmDZWZmZmZm9hZzgGVmZmZmZtYkDrDMzMzMzMyaxAGWmZmZmZlZkzjAMjMzMzMza5IO/witmZmZmZnZ4kpa+HVPPyTdGSwzMzMzM7MmcYBlZmZmZmbWJA6wzMzMzMzMmsQBlpmZmZmZWZM4wDIzMzMzM2uSpSbAkjRf0pTKzzfbqStJf5O0er4eKCkk7VCpM0fSGp0ce5CkGYt+Fc2R1/LryuveeT039eS8lkaSRko6r6fn0Uh+rjt8zyWdJWlm/h4pae1ujPVlSYd2b6ZmZmZmS4+l6THt8yJiSGcqRkRIGg9sB9wCbA9Mzt/3Snov8PeI+HtHfUlaHNfwFWBzSf0iYh7wYeAvPTynN5HUOyL+3dPz6K7F9L2v+ipwYSfqHQm8IyLmSxoDzAD+2tlBch0uBsblbzMzM7Nl1lKTweqG+ygBFfn7bErAVXs9LjNdZ0maIWm6pBEAknaWNFbSKGBWtVNJG0iaLGmYpM0kTciM2jRJG2W262FJl0t6SNK1klbMtidLmpjjXSCVp/pL2lDS7yVNlfSgpMFZfkLWnybptLrruwXYI48PAK6szHFbSffnPO/LgLKWjble0q2SHpH0w0qbn0tqzUzHaZXyj+f1TJJ0Ti1jImklSRfn9U+W9InKGKMk3QncUbd2K0m6Oa9zRmW937QukjaRNKHSdpCk6Xk8VNLdOafbJA2sG6eXpMezn9VUsp875bl78n16h6Qbc23HS9oyz58q6TJJ44DL6vrdI9d1TUmfyvlOlXRP5dp/K2lMru8plbY35nxnSjqyUv7RfM+nSrqjvbVtYD/g1sr6jM2+HpS0fZaPAvoDk3K9W4DLVT6z/dpay7yG/5bUChwbEf8EnpC0bRtzMTMzM1s2RMRS8QPMB6ZUfkZ0UP+DwJ15PJbyJbM1X18IHEb5gjoa6AWsBfwJGAjsTMkSvSfrD6L8q/97KZmwrbL8XOCgPF4e6Jd1Axie5RcDx+fxOyrzuwzYK48fAPbN477AisDuwAWAKIHyTcBOWedlYEvg2qw/Jed8U55fBeidx7sB1+XxSOAxYNVs9ySwXnVuuRZjsv++wJ8r63BlZYzvA5/N49WAPwAr5RhPVa+1cs37ARdWXq/awbpMqYz9DeAkoA8leB6Q5SOAixuMdSuwGbAnMBE4EVgBeLzy3p2Sx7sCU/L4VGAS0K+yZucB+1I+R6tn+XRgndr1V+o+DaxB+SzMAFrq1rdWvgYwoG5939He2tZd33uASZXXKwJ983gj8rNe+7xUjsdU5tTmWma9n9WNeSLwtUX87/hIoBVoXX/99cPMzMysI+VPCy/4efvGXfB9qvqzuG9x6opObxFME4GtJa0E9ImIlyU9JmlDSgbrx8AXgCsjYj7wrKS7gWHAi8CEiHi80t8A4LfAJyOiltW6HzhR0rrA9RHxiEpS6s8RMS7r/Bo4BvgRsIukr1O+DL8DmKmyZWudiLgBICJeBZC0OyXImpz99Kd8cb4n602TNIiSvbql7tpXBS6VtBEl2OtTOXdHRMzNMWYB76Z8yf90ZlZ6U4LMTSmB3WOVdbiS8gWZnNveko7P132B9fN4dET8gzebDvxY0pmUQG1slr9pXYDfAVdTvvSfkb9HUILczYHRuda9KEFNvbHATpRA5AfAEcDdlM8FwA6UgI+IuFPSGpJWyXOjomy9rNmVkvnZPSJezLJxwCWSrgaur9QdHbn1VNL1OU4rcIykfbPOepT3cgBwT219K2vW1to+VBlnIDCn8roPcJ6kIZR/jNi4wZrU62gtr6qr/xywSSf6bVNEXED5hwNaWlp6+O+wm5mZmXXd0hRgdUlE/FPSI8ChwINZPB74OPBOYHYHXbxS93ouJcO1A7ltMCKukPQAZaveLZK+QMkQ1X9xDEl9gZ9Rsgd/lnQq5YtzWwT8ICJ+0U6dUZTAbWdKRqTmu8BdEbFvBmFjKudeqxzPB3pLeg9wPDAsIp6XdEkHc6vNb7+IWGgdJb2fN68dABHxB0nbUN6D7+WWuB/S9rpcBVyTgUpkALsFMDMitmswRNU9wBeBtYGTgRMo6zS2nTY19fN/FNiAErS05rUclde6B2X73dDaZdZftqSdKZnE7fJzOYaO3/s3rW2deXV9HAc8C2xFCYxfbadtdZz21rJ+HfrmuAs6kHpRMn5QPo+TgdrWyMMjorUT8zAzMzNbYizL92BB2f70FUqmifx9LDA+035jgRF5z84ASsZjQqOOgNcp28QOkXQglPuxKBmecyjZrS2z7vqSal9aDwTuZcGX4b9J6g/sDxARLwFPSdon+1xB5Z6t24BDsy6S1pH0zro5XQycFhHT68pXZcFDL0a2vTxvWIXyZXqupLWAj2X5bGCDDNKgZJBqbgOOlt64j2zrjgZReXrdPyPi18BZwDa0sS4AEfEoJQj8NguyKbOBAbX1ldRH0mYNhptAyVT+J7OCUygZy3vy/FjgoOxjZ+BvlexUvScp2a5f1caSNDgiHoiIkymZpPWy7odV7u/qB+xDyXStCjyfwdUmwAey7nhgpwxwkfSOLO/M2v6Bsh21ZlXg6Yj4D3AwJRvVyEvAynnc2bWs2ZiyvfENETE/Iobkz8kRcUPltYMrMzMzW+osTQFWPy38mPYzACR9R9LebbQZR8k81AKsB4F1KYEXwA3ANGAqcCfw9Yh4pq0JRMQrlHt6jssxPw3MkDSFstXqV1l1NvBfkh4CVgd+HhEvUO79mkH5Aj2x0vXBlC1k03Ju74qI24ErgPtVHu5wLQu+GNfm81QGd/V+CPxA0mQ6kcWMiKmUzMPDOea4LJ8HfAm4VdIkypfzudnsu5RtadMkzczXHdkCmJDrdQrwvQ7WBUpg9VnKdkEi4nVKEHampKmUwGn7ujZExGuUrY/js2gsZf1qweipwNBc8zOAz7U38Yh4mBKQXaPyEJKzVB6MMoPynk3NqhOA6yifq+syyLiVkil8KMcan33OoWy5vD6vpRZEdri2+Vl8NLe8QskCfi772YQ2sojAJcD5+R70ohNrWTGccs+imZmZ2dum/i6snqZYHGaxDMlsz00RsXlPz6UZJPXP+9cE/A/wSESc3dPzWhxJGknZ6vjlt2m8fYGhEXHS2zDW1sBXI+LgZvXZ0tISra1OcpmZmdniSdKkiGipL1+aMljWM47IbMdMyja09u4Js7dRPhjlibdpuDUpWzXNzMzMlmnOYJnZYskZLDMzM1ucOYNlZmZmZmb2FnOAZWZmZmZm1iQOsMzMzMzMzJrEAZaZmZmZmVmTOMAyMzMzMzNrkg7/yKyZmZmZLbmkhV/7AdJmby1nsMzMzMzMzJrEAZaZmZmZmVmTOMAyMzMzMzNrEgdYZmZmZmZmTeIAy8zMzMzMrEkcYNkSS9J8SVMqP9/soP5akm6SNFXSLEm3ZPkgSQd2Y/zVJH2p8nptSdd2/Ure1K8k/U3S6vl6oKSQtEOlzhxJa7TRfpCkGW2c21PS5MoafKEb82uz/zbq7yNp066OY2ZmZrYkcoBlS7J5ETGk8nNGB/W/A4yOiK0iYlOgFpANAroUYEnqDawGvBFgRcRfI2L/rvTTSEQEMB7YLou2BybnbyS9F/h7RPy9i3PuA1wA7BURWwFbA2MWdb6dsA/gAMvMzMyWCQ6wbFkyEHiq9iIipuXhGcCOmQU7LjM0YyU9mD+1wGbnLB8FzMp2g7PdWdXMjqSRkq6XdKukRyT9sDaupMMk/UHSBEkXSjqvwVzvIwOq/H02Cwdc47KvEyRNlDRN0mmV9r0lXS7pIUnXSloRWJnyt+/+ntf/WkTMzn4GSboz+7lD0vpZvpakGzLjNbW2FpVr2SAzYsMkDc7rnZTrtEnW3xs4K9dpcKffLTMzM7MlkAMsW5L1q9siOKKD+v8D/K+kuySdKGntLP8mMDazYGcDzwEfjohtgBHAOZU+tgGOjYiNs92j2e6EBuMNyfZbACMkrZdjfhv4ADAc2KSNuY5jQYC1LXADsF6+3h64T9LuwEZ5fggwVNJOWee9wM8i4n3Ai8CXIuIfwCjgSUlXSjpIUu1/A84FLo2ILYHLK9d8DnB3Zry2AWbWJpiZtOuAkRExkZIdOzoihgLH5/j35Zgn5Do9KukoSUc1umhJR0pqldQ6Z86cNpbGzMzMbPHVu6cnYLYI5kXEkM5WjojbJG0AfBT4GDBZ0uYNqvYBzpM0BJgPbFw5NyEiHu/kkHdExFwASbOAdwNrUgKWf2T5NXX910wEtpa0EtAnIl6W9JikDSkB1o+Bw4HdKdsHAfpTAq4/AX+OiHFZ/mvgGOBHEXG4pC2A3ShB0IeBkZTs2Cez/mVALeO2K3AIQETMB+bmvWEDgN8Cn4yIWZL657yukVS7hhUaLUpEnN/WgkXEBZRAjZaWlmirnpmZmdniygGWLVMysLkCuELSTcBO5Ja5iuOAZ4GtKFneVyvnXunCcK9VjufThf/eIuKfkh4BDgUezOLxwMeBdwKzAQE/iIhfVNtKGgTUBydvvI6I6cB0SZcBj1MCrK6aSwnkdqBsl1wOeKErAa+ZmZnZ0shbBG2ZIWnXvBcJSSsDgylBwkuU+5NqVgWejoj/AAcDvdrosr5dZ0wEPihp9XxQxn7t1L0P+Apwf76+HzgWGJ8PwrgNODSzR0haR9I7s+76kmr3bB0I3Cupv6SdK/0PAZ6sjPWZPD4IGJvHdwBfzP57SVo1y18H9gUOkXRgRLwIPC7pU1lXkrbKut1ZJzMzM7MlkgMsW5LV34N1BoCk70jau0H9oUCrpGmUYOWivHdoGjA/H+JwHPAz4HOSplLukWqYtcqn+I2TNEPSWZ2ZcET8Bfg+MIFyn9UTlGxQI+OADVgQYD0IrEsJhoiI2ynZuPslTQeuZUEgMxv4L0kPAasDP6dkvL4uabakKcBpLMheHQ18PtfmYEogR/7eJfufROVpgBHxCrAncFyu90HAYbluM4FPZNXfACfkwzAGt3cPlpmZNV/Ewj9m9tZS+L80s7eVpP55T1VvysMrLo6IG3p6XoublpaWaG1t7elpmJmZmTUkaVJEtNSXO4Nl9vY7NTNIMyj3QN3Yo7MxMzMzs6bxQy7M3mYRcXxPz8HMzMzM3hrOYJmZmZmZmTWJAywzMzMzM7MmcYBlZmZmZmbWJA6wzMzMzMzMmsQBlpmZmZmZWZP4KYJmZmZmSzHpzWX+M6hmbx1nsMzMzMzMzJrEAZaZmZmZmVmTOMAyMzMzMzNrEgdYZmZmZmZmTeIAy8zMzMzMrEkcYC2lJM2XNKXy880O6o+UdF4eLyfpUkkXS42ePdS0OY6R1JLHh0qaLmmapBmSPvFWjdtVkgZJOrDyekVJl+d8Z0i6V1L/HpjXtZI2yOOXu9h2gKQHJE2WtGMT5vJ7Sasvaj9mZmZmSzo/pn3pNS8ihnS1UQZU5wN9gM9HdPwgV0m9I+LfXZ/iG+3XBU4EtomIuRmsDOhuf2+BQcCBwBX5+ljg2YjYAkDSe4F/vZ0TkrQZ0CsiHutmFx8CpkfE4V0Ys1dEzG/j9GXAl4DTuzkfMzMzs6WCM1hW7xxgDeCQiPiPpJUykzUhsx2fgDcyXqMk3Qncka+vl3SrpEck/bDWoaTdJd0v6UFJ1zTI9rwTeAl4GSAiXo6Ix7PtGEk/zSzcDEnbZnlb8+ol6UdZd5qko+svUNKwPDdF0lmSZlTaniVpYp7/QjY5A9gx6x8HDAT+UusvImZHxGuZ6Xo4s1sPZYZpxex7qKS7JU2SdJukgVm+YWZ/pub6DJY0UNI9lWtulGE6CPht3XWdLWmmpDskDciywfmeTJI0VtImkoYAPwQ+kWP0k3RAJSN3ZqXPlyX9WNJUYDtJn801nyLpF5J6ZdVRwAEN5mlmZma2THGAtfTqp4W3CI7oRJsDgW2Az1QyUicCd0bEtsAuwFmSVspz2wD7R8QH8/UQYASwBTBC0nqS1gROAnaLiG2AVuCrdeNOBZ4FHpf0S0l71Z1fMbNxXwIu7mBeR1IyTkMiYkvg8gbX+UvgC9lnNSNzGDA3IoYBw4AjJL0H+CYwNiKGRMTZOYdvZND4PUkbVfp4L/CziHgf8CLwJUl9gHNzrYZm+1qm53LgfyJiK2B74GnK+3Bbzm8rYEqDaxgOTKq8XglojYjNgLuBU7L8AuDoHPf4nNsU4GTgqhxjdeBMYFfKezhM0j6Vfh/I+f2d8v4Or6zdQQAR8TywgqQ1Gsy10yQdKalVUuucOXMWpSszMzOzHuEtgkuv7mwRfBDYBNgWGJdluwN7Szo+X/cF1s/j0RHxj0r7OyJiLoCkWcC7gdWATYFxZfchywP3VweNiPmSPkoJaj4EnC1paEScmlWuzHr3SFpF0mrtzGs34PxagFg3P7LtyhFRm8MVwJ6Va91S0v75elVgI+D1uvlOUbn3afccb6Kk7YB5wJ8jorZ2vwaOAW4FNgdG5xr0Ap6WtDKwTkTckP2+mnOcCFycgdmNGRDVGwhUI5D/AFdVxr0+M4XbA9dowa10KzToaxgwJiLm5PiXAzsBN1KCqOuy3oeAoXm9AP2A5yr9PAesTQnEuiUiLqAEhbS0tHS4PdXMzMxsceMAy6oepmQ2rpb0kYiYCQjYLyJmVytKej/wSl371yrH8ymfL1ECsXa3j+W9XhOACZJGU7JMp9ZO11dvZ17tXmAHRMn23FbX584N5vsycD0lkPkP8HFKINLWXGdGxHZ1/a7caBIZSO4E7AFcIuknEfGrumrzKEFlW4KSoX6hO/fiVbxaue9KwKUR8a026vbNeb1B0r4syKYdDvwXsDXw14j4+CLMy8zMzGyx5C2CtpCIuA/4InCTpPWB24CjlZGLpK272OV4YLikDbP9SpI2rlaQtLakbSpFQ4AnK69HZL0dKFv45rYzr9HAFyT1zvJ31F3fC8BLGSACfKZy+jbgi5k5QtLGue3wJeCNYEjScOUT8yQtT8nQ1ea7fmazoGz1uxeYDQyolUvqI2mziHgJeKq2HU/SCipPKHw35SEaFwIXUbZi1nsI2LDyejmglnk7ELg3Il6kbLv8VPYvSVs16GsC8EFJa+Y9VQdQthnWuwPYX9I7s7935FxrD0d5F/BEtUFE3JBbK4dERGtEfD6PHVyZmZnZUskB1tKr/h6sMwAkfUfS3u01jIjfAd+hbG37H8oTBadJmgl8tyuTyG1nI4ErJU2jbA/cpK5aH+BHKg+ImEIJqI6tnH9V0mTK0w0Py7LvtjGvi4A/ZflUSrBR7zDgwhxrJWBupe0s4EGVB1/8gpKFmwbMV3kQxXHAYOBuSdOByZT7ymrb6GYD/yXpIcq9TT+PiNcpwc+ZOacplK17AAcDx+Ta3EcJUnYGpuY1jwB+2uAabs56Na8A2+a8d6W8f1DukTosx50JvOnx9xHxNOU+s7so98NNiojfNqg3i3I/3e0539GUrYpQtg6OX5SnSZqZmZktDdSJp3Cb9RhJY4DjI6K1iX32zy1+qPx9sIERcWwHzTrT7yDgpojYfFH76sRY/SgB0fB2Hp3+tpH0U2BURNzRrD5bWlqitbVpb7uZmZlZU0maFBEt9eXOYNmyaI/M6s0AdgS+19MT6qqImEe5t2mdnp5LmtHM4MrMzMxsSeUMlpktlpzBMjMzs8WZM1hmZmZmZmZvMQdYZmZmZmZmTeIAy8zMzMzMrEkcYJmZmZmZmTWJAywzMzMzM7Mm6d3TEzAzMzOznict/NoPmjbrHmewzMzMzMzMmsQBlpmZmZmZWZM4wDIzMzMzM2sSB1hmZmZmZmZN4gDLzMzMzMysSRxgLaMkzZc0pfLzzQ7qj5R0Xh4vJ+lSSRdL9c8cauocx0hqyeNDJU2XNE3SDEmfeKvG7SpJgyQdWHm9oqTLc74zJN0rqX8PzOtaSRt0UGdHSTPzM7CdpI93Y5wBkm7t/kzNzMzMlh5+TPuya15EDOlqowyozgf6AJ+P6PghrpJ6R8S/uz7FN9qvC5wIbBMRczNYGdDd/t4Cg4ADgSvy9bHAsxGxBYCk9wL/ejsnJGkzoFdEPNZB1YOAH0TEryWNBFqAW7owTu+ImCPpaUnDI2Jc92dtZmZmtuRzBsu66hxgDeCQiPiPpJUykzVB0uRaZikzXqMk3Qncka+vl3SrpEck/bDWoaTdJd0v6UFJ1zTI9rwTeAl4GSAiXo6Ix7PtGEk/zQzMDEnbZnlb8+ol6UdZd5qko+svUNKwPDdF0lmSZlTaniVpYp7/QjY5A9gx6x8HDAT+UusvImZHxGuZ6Xo4s1sPZYZpxex7qKS7JU2SdJukgVm+oaTfS5qa6zNY0kBJ91SueccG79NBwG8r1/RzSa2ZrTotyw4HPg18V9KVwHeAEdnviM6+tznEjTmmmZmZ2TLNAdayq58W3iI4ohNtDgS2AT5TyUidCNwZEdsCuwBnSVopz20D7B8RH8zXQ4ARwBaUL/LrSVoTOAnYLSK2AVqBr9aNOxV4Fnhc0i8l7VV3fsXMxn0JuLiDeR1JyTgNiYgtgcsbXOcvgS9kn/Mr5YcBcyNiGDAMOELSe4BvAmMjYkhEnJ1z+EYGjd+TtFGlj/cCP4uI9wEvAl+S1Ac4N9dqaLY/PetfDvxPRGwFbA88TXkfbsv5bQVMaXANw4FJldcnRkQLsCXwQUlbRsRFwCjghIg4ADgZuCqv46p21hDe/N62Ao0CvS6RdGQGgq1z5sxZ1O7MzMzM3nbeIrjs6s4WwQeBTYBtgdpWsN2BvSUdn6/7Auvn8eiI+Eel/R0RMRdA0izg3cBqwKbAuLL7kOWB+6uDRsR8SR+lBDUfAs6WNDQiTs0qV2a9eyStImm1dua1G3B+LUCsmx/ZduWIqM3hCmDPyrVuKWn/fL0qsBHwet18p6jc+7R7jjdR0nbAPODPlW10vwaOAW4FNgdG5xr0Ap6WtDKwTkTckP2+mnOcCFycgdmNETGFNxsIVCOUT0s6kvLf/EDKmk9r0K6qK+/tc8DaHfTXoYi4ALgAoKWlpcPtp2ZmZmaLGwdY1hUPU7IcV0v6SETMBATsFxGzqxUlvR94pa79a5Xj+ZTPnyhf1g9ob+C812sCMEHSaEqW6dTa6frq7cyr3QvsgICjI+K2uj53bjDfl4Hrgesl/Qf4OHBdO3OdGRHb1fW7cqNJZCC5E7AHcImkn0TEr+qqzaMERGSW7XhgWEQ8L+mS2rkOdOW97ZtjUlf39JwnwFAWZNVGRcTJnZiDmZmZ2RLFWwStSyLiPuCLwE2S1gduA45WRi6Stu5il+OB4ZI2zPYrSdq4WkHS2pK2qRQNAZ6svB6R9XagbOGb2868RgNfkNQ7y99Rd30vAC9lEAHwmcrp24AvZuYISRvnlrmXgDeCIUnDJa2ex8tTskW1+a6f2SwoW/3uBWYDA2rlkvpI2iwiXgKekrRPlq+g8oTCd1MeonEhcBFlu169h4AN83gVSkA0V9JawMca1Kf+Oujae7sxMKO+MCJOzC2HQyJifuXYwZWZmZktlRxgLbvq78E6A0DSdyTt3V7DiPgd5YEItwL/Q3mi4DRJM4HvdmUSETEHGAlcKWkaZXvgJnXV+gA/UnlAxBRKQHVs5fyrkiZTnm54WJZ9t415XQT8KcunUoKceocBF+ZYKwFzK21nAQ+qPPjiF5Qs3DRgfj6I4jhgMHC3pOnAZMr9SddlH7OB/5L0ELA68POIeB3YHzgz5zSFcr8VwMHAMbk29wHvAnYGpuY1jwB+2uAabs56RMTUnMfDlC2PbT3p7y5g08o9eW2tYSO75JhmZmZmyzR14inbZostSWOA4yOitYl99s8tfqj8fbCBEXFsB8060+8g4KaI2HxR++rEWP0oAdPwiJjfUf0mjHcP8ImIeL5Zfba0tERra9PeVjMzM7OmkjQpHyK2EGewzN5sj8zizKA8Ge97PT2hroqIecApwDpv9ViSBgA/aWZwZWZmZrakcgbLzBZLzmCZmZnZ4swZLDMzMzMzs7eYAywzMzMzM7MmcYBlZmZmZmbWJA6wzMzMzMzMmsQBlpmZmZmZWZP07ukJmJmZmVlzSAu/9sOizd5+zmCZmZmZmZk1iQMsMzMzMzOzJnGAZWZmZmZm1iQOsMzMzMzMzJrEAZaZmZmZmVmTOMBaxkiaL2mKpJmSpkr6mqQOPweSDpU0XdI0STMkfaKJc7qvSf1cImn/PL5I0qbt1B0pae3K6zGSZueaTJQ0pBlzqhuzRdI5TezvK5IOyeMxklq62P7KfD+Pa8JcfiRp10Xtx8zMzGxJ58e0L3vmRcQQAEnvBK4AVgFOaauBpHWBE4FtImKupP7AgGZNKCK2b1ZflT4P76DKSGAG8NdK2UER0Srp88BZwIebPKdWoLUZfUnqDRwKbNPN9u8ChkXEhl0ZMyL+3cbpc4ELgTu7Mx8zMzOzpYUzWMuwiHgOOBL4slT/lzMW8k7gJeDlbPdyRDwOIGmwpFslTZI0VtImWf6pzHRNlXRPlm0maUJm0KZJ2ijLX87fknRWtpsuaUSW75wZmmslPSzp8g7m+0ZGR1KvzGzV+jwus1wtwOU5l351ze8H1sl+TpV0fKXfGZIG5c9Dki7MbODttX5y7DPzWv8gacfKddxU6ffirPuYpGMqY3w7s2n3ZpbpeN5sV+DBuoDn4LyeGZK2zb5WynEmSJpcyTzeDqyT9XeUNETS+HxfbpC0euVa/ltSK3CspKGS7s73+zZJA/Mz8SSwRgZuZmZmZsssB1jLuIh4DOhFCaLaMhV4Fnhc0i8l7VU5dwFwdEQMBY4HfpblJwMfiYitgL2z7Cjgp5lBawGeqhvnk8AQYCtgN+Cs2hd4YGvgK8CmwAbA8E5e4hBgnYjYPCK2AH4ZEddSMkkHRcSQiJhX1+ajwI2d6Hsj4H8iYjPgBWC/yrneEbFtzrmt7OAmwEeAbYFTJPWRNCz72Qr4GGWdGhkOTKorWzHX9kvAxVl2InBnzmUXypquRHlPHs3rHwv8CvhGRGwJTK+b8/IR0QKcQ8lU7Z/v98XA6ZV6D9L596UhSUdKapXUOmfOnEXpyszMzKxHeIugdSgi5kv6KDAM+BBwtqShwI+A7YFrKgmlFfL3OOASSVcD12fZ/cCJueXw+oh4pG6oHYArI2I+8Kyku3PMF4EJEfEUgKQpwCDg3k5M/zFgA0nnAjdTMjdtuVzS8kB/SmDWkccjYkoeT8o51VzfRnnVzRHxGvCapOeAtSgBym8j4lXgVUm/a6PtQOChurIrASLiHkmrSFoN2B3Yu5IF6wusD7wRVEpaFVgtIu7OokuBayr9XpW/3wtsDozO97sX8HSl3nPA2iyCiLiAErTT0tISi9KXmZmZWU9wgLWMk7QBMJ/y5bhNERHABGCCpNHAL4GfAC/U7umqq3+UpPcDewCTJA2NiCskPZBlt0j6QkR09p6d1yrH8+nkZzcinpe0FSVTdBTwacq9S40cRAmIzqJkaj4J/JuFM71925lTvwbn2ptrt64pzaubC0B9QBKAgP0iYnb1hKRBXRjrlVozYGZEbNdGvb5UArccZz2gFiSeTwnKjsjXH4+I6j1wZmZmZks8bxFchkkaQPnSe14GUG3VW1tS9WEKQ4AnI+JFyrbBT2U9ZTCDpMER8UBEnAzMAdbLYO6xiDgH+C2wZd1QY4ERed/UAGAnSlC3KNe4JrBcRFwHnMSCh0K8BKxcXz/X4dvAB1TuJ3ui1ibX4D2LMp9OGAfsJamvysNE9myj3kNA/QMqaves7QDMjYi5wG3A0bV71iRtXd9R1nu+dq8YcDBwd309YDYwQNJ22VcfSZtVzm9MeXBIte8/5zbEIRFxfkT8T+W1gyszMzNb6jiDtezpl1vs+lCyM5dRMlGoPLb8ooj4eF2bPsCP8vyrlIDpqDx3EPBzSSdlvd9Q7tk6S+UhFgLuyLJvUB7E8C/gGeD7dePcAGyXdQP4ekQ8k4FOd60D/FILHkX/rfx9CXC+pHk55hsiYp6kHwMnAF8GDpE0E3gA+MMizKVDETFR0ihgGuW+t+nA3AZV/4/y3lW9Kmky5X2oZem+C/w3MC3X4HEaB22fo6zHipRtlZ9vMLfXVR4Qck5uK+ydfc+U1IcS8DXlKYlmZmZmSyq1k7gwsx4gqX9EvJzBzj3AkRHxYIN6N1CC0Pp72d52kvalPMb/283qs6WlJVpbHa+ZmZnZ4knSpHwQ2EK8RdBs8XNBZhkfBK5rFFylb1IedrE46A38uKcnYWZmZtbTvEXQbDETEQd2st5syn1RPS4irum4lpmZmdnSzxksMzMzMzOzJnGAZWZmZmZm1iQOsMzMzMzMzJrEAZaZmZmZmVmTOMAyMzMzMzNrEgdYZmZmZmZmTeLHtJuZmZktxaSFX0f0zDzMlhXOYJmZmZmZmTWJAywzMzMzM7MmcYBlZmZmZmbWJA6wzMzMzMzMmsQBli1E0nxJUyTNlDRV0tckdfg5kXSopOmSpkmaIekTTZzTfU3q5xJJ++fxRZI2bafuSElrV16PkTQ712SipCHNmFPdmC2Szmlif1+RdEgHdQZIekDSZEk7SvpSN8f6vaTVuzdTMzMzs6WHAyyrNy8ihkTEZsCHgY8Bp7TXQNK6wInADhGxJfABYFqzJhQR2zerr0qfh0fErHaqjATWris7KCK2An4GnPUWzKk1Io5pRl+SegOHAld0UPVDwPSI2Br4M9ClAEvFcsBlXW1rZmZmtjRygGVtiojngCOBL0v1D3ldyDuBl4CXs93LEfE4gKTBkm6VNEnSWEmbZPmnMtM1VdI9WbaZpAmZQZsmaaMsfzl/S9JZ2W66pBFZvnNmmK6V9LCkyzuYby0j1SKpV2a2an0el1muFuDynEu/uub3A+tkP6dKOr7S7wxJg/LnIUkXZjbw9lo/OfaZea1/kLRj5TpuqvR7cdZ9TNIxlTG+ndm0eyVdWR2/YlfgwYj4d7Y5IjNvUyVdJ2nFzML9EPiEpCnAmcDgvOazst0J2W6apNOybFCO/ytgBrAeMAo4oL01NzMzM1sW+O9gWbsi4jFJvShB1LNtVJua5x6XdAdwfUT8Ls9dABwVEY9Iej8l+7MrcDLwkYj4i6TVsu5RwE8j4nJJywO96sb5JDAE2ApYE5hYC86ArYHNgL8C44DhwL2duMQhwDoRsTmApNUi4gVJXwaOj4jWLK+2+ShwYyf63gg4ICKOkHQ1sB/w6zzXOyK2lfRxSoZwtwbtNwF2AVYGZkv6ec53P8oa9AEeBCY1aDu8rvz6iLgwr+V7wGERca6kk4GWiPiypEHAZhExJOvtntewLSBglKSdgD9l+eciYnxtAEkrSFojIv7eibVpSNKRlKCe9ddfv7vdmJmZmfUYB1i2yCJivqSPAsMoW87OljQU+BGwPXBNJUBZIX+PAy7JwOP6LLsfODG3HF4fEY/UDbUDcGVEzAeelXR3jvkiMCEingLIbMwgOhdgPQZsIOlc4Gbg9nbq1gK//pRApyOPR8SUPJ6Uc6q5vo3yqpsj4jXgNUnPAWtRAqffRsSrwKuSftdG24HAQ5XXm2dgtVrO/7ZOzH/3/Jmcr/tTAqs/AU9Wg6v0HGVbZbcDrIi4gBKU09LS4j+FaWZmZkscbxG0dknaAJhP+fLcpigmRMQPgM9QsizLAS/kPV21n/dl/aOAkyjbyyZl5uMKYG9gHnCLpF27MNXXKsfz6eQ/HkTE85Rs0BhKBu2idqofBGwAXAqcm2X/ZuH/jvp2ck6vtVFOgzod1WtkXt1cLgG+HBFbAKfVnWuLgB9U3rsNI+J/89wrDer3zXEXdCDtm1sOp+SWzF/m8S1duBYzMzOzJYYDLGuTpAHA+cB5EdFmNkHS2pK2qRQNoWQ4XqRsG/xU1pOkrfJ4cEQ8EBEnA3OA9TKYeywizgF+C2xZN9RYYETeNzUA2AmYsIjXuCawXERcRwn4atfxEmVr3kJyHb4NfEDlfrInam1yDd6zKPPphHHAXpL6SuoP7NlGvYeADSuvVwaeltSHEig2Un/NtwGH5jhIWkfSOxs1zHve3kVZjzdExA2VAK01Ij6fxx9v/zLNzMzMlkzeImj1+uUWuz6U7MxlwE+gBFLARQ2+HPcBfpTnX6UETEfluYOAn0s6Kev9hnLP1lkqD7EQcEeWfQM4WNK/gGeA79eNcwOwXdYN4OsR8UwGOt21DvBLLXgU/bfy9yXA+ZLm5ZhviIh5kn4MnAB8GThE0kzgAeAPizCXDkXEREmjKE9pfBaYDsxtUPX/KO9dzbdzfnPyd6Pg8e+SxkmaAfxfRJwg6X3A/bnF82Xgs5RsWr2hwPjaQzXMzMzMllVqJzFhZoshSf0j4mVJKwL3AEdGxIMN6t1ACULr72V7K+b0U2BURNzRrD5bWlqitbW1Wd2ZmZmZNZWkSRHRUl/uLYJmS54LMsv4IHBdo+AqfZPysIu3w4xmBldmZmZmSypvETRbwkTEgZ2sNxuY/RZPpzbWhW/HOGZmZmaLO2ewzMzMzMzMmsQBlpmZmZmZWZM4wDIzMzMzM2sSB1hmZmZmZmZN4gDLzMzMzMysSRxgmZmZmZmZNYkf025mZrYYkt5cFvH2jfdWjmVmtjRzBsvMzMzMzKxJHGCZmZmZmZk1iQMsMzMzMzOzJnGAZWZmZmZm1iQOsKxLJM2XNEXSTElTJX1NUoefI0n9Jf1C0qOSJkkaI+n93ZzDSElrd6dtth8i6eNdbPNy/l5b0rXt1FtN0pfqyjaWdIukRyQ9KOlqSWvldZzXvatYqP9m9dMi6ZwO6rzp+szMzMxsAQdY1lXzImJIRGwGfBj4GHBKJ9pdBPwD2CgihgKfB9bs5hxGAt0OsIAhQJcCrJqI+GtE7N9OldWANwIQSX2Bm4GfR8RGEbEN8DNgQHfGfytFRGtEHNNBtdWoXJ+ZmZmZLcwBlnVbRDwHHAl8WWr0QOFC0mDg/cBJEfGfbPt4RNyc578qaUb+fCXLBkl6SNKFmS27XVI/SfsDLcDlmUnrJ2mopLszM3abpIHZxxhJZ0qaIOkPknaUtDzwHWBEth8h6YN5PEXSZEkrt3MtgyTNyOPNsu8pkqZJ2gg4AxicZWcBBwL3R8TvKus2JiJm5Mu1Jd2a2a0fVsbZXdL9mfG6RlL/LB8m6b7MHk6on6ukPbLdmpIukXS+pNa8/j2zTl9Jv5Q0Pa93lyzfWdJNeXyqpItzDR+TVAu8Fro+SQMl3ZOvZ0jasa21MzMzM1sW+O9g2SKJiMck9QLeCTzbRrXNgCkRMb/+hKRaNuv9gIAHJN0NPA9sBBwQEUdIuhrYLyJ+LenLwPER0SqpD3Au8ImImCNpBHA6cGgO0Tsits0tgadExG6STgZaIuLLOYffAf8VEeMykHm1k5d/FPDTiLg8A7dewDeBzSNiSPb9E2BSO30MAbYGXgNmSzoXmAecBOwWEa9I+gbwVUlnAFcBIyJioqRVsm5tLfcFvgp8PCKez5h3ELAtMBi4S9KGwH8BERFbSNoEuF3Sxg3mtgmwC7Byzu3nDa7va8BtEXF6fg5W7OTamZmZmS2VHGBZT9sBuCEiXgGQdD2wIzAKeDwipmS9SZRgod57gc2B0RlQ9AKerpy/voP2AOOAn0i6HLg+Ip7q5NzvB06UtG62e6SdRF5b7oiIuQCSZgHvpmzD2xQYl/0tn2O9F3g6IiYCRMSL2Q5gV0pmb/daebo6s4aPSHqMEjTtQAlKiYiHJT0JNAqwbo6I14DXJD0HrNWgzkTg4gx0b6y8X90i6UhKVpT1119/UboyMzMz6xHeImiLRNIGwHzguXaqzQS2ygxHV7xWOZ5P438QEDAz7wsbEhFbRMTuDfpoqz0RcQZwONCPEtRs0pnJRcQVwN6ULNItknZtUG0mMLSdbhpdo4DRlWvaNCIO62A6j1IyTfWBUnTwuj0drn9E3APsBPwFuETSIdXzkt5f2X65t6TTa68bDRgRF0RES0S0DBiw2N2mZmZmZtYhB1jWbZIGAOcD50VEm1/cI+JRoBU4TZluyXuZ9gDGAvtIWlHSSsC+WdaelyjBBMBsYICk7bLfPpI260J7JA2OiOkRcSYlI9OpACuDy8ci4hzgt8CW9X0DVwDb57XW2u0kafN2uh4PDM/tfEhaKbfwzQYGShqW5StLqgU9TwL7Ab+qu/5PSVpO5T64DbKPscBB2cfGwPpZ3hn1a/du4NmIuJDyIJNtqpUj4oFKoDgqIk6sve7keGZmZmZLFAdY1lX9MgMxE/g9cDtwGrzxCPNb2mh3OGWL2R9VHhJxCfBcRDyYxxOAB4CLImJyB3O4BDg/syC9gP2BMyVNBaYA23fQ/i5g07yOEcBX8gEN04B/Af/XQfuaTwMzch6bA7+KiL9TsmAzJJ0VEfOAPYGjVR5kMYvyFL45bXUaEXMoT0q8Mud0P7BJRLwOjADOzWsdDfSttHuYEjhdkwEVwJ8oa/t/wFER8SrlKYbLSZpOuadrZG4F7FD99QE7A1MlTc65/bQz/ZiZmZktrdRO4sHMlmCSLgFuiog2/27X4qylpSVaW1t7ehpmZmZmDUmaFBEt9eXOYJmZmZmZmTWJnyJotpSKiJE9PQczMzOzZY0zWGZmZmZmZk3iAMvMzMzMzKxJHGCZmZmZmZk1iQMsMzMzMzOzJnGAZWZmZmZm1iQOsMzMzMzMzJrEj2k3M7O3jfTmss78vfv6dhGd66tRu8703czzZma2bHEGy8zMzMzMrEkcYJmZmZmZmTWJAywzMzMzM7MmcYBlZmZmZmbWJA6wzMzMzMzMmsQB1ltI0rsk/UbSo5ImSbpF0sYdtNlT0mRJUyXNkvSFLN9H0qadGHOhepK+I2m3Ts53kKSQdHSl7DxJIztoN1LS2p3of4ykls7MpYN+TpV0fDfaHSXpkEUdv4MxviJpxcrr/pJ+UfkMjJH0/g76eELSmnn8cht1+km6W1IvSTtLuqmL89xR0kxJUyT160rbBn0NkHTrovRhZmZmtrRwgPUWkSTgBmBMRAyOiKHAt4C12mnTB7gA2CsitgK2Bsbk6X2ADgOs+noRcXJE/L4LU38OOFbS8l1oMxLoMMDqaRFxfkT86q3qX1Iv4CvAipXii4B/ABvlZ+DzwJpNGO5Q4PqImN/N9gcBP4iIIRExr6PKktr8kw4RMQd4WtLwbs7FzMzMbKnhAOutswvwr4g4v1YQEVMjYmw7bVam/G2yv2f91yJitqTtgb2BszLjMFjSEZImZqbrOkkrtlHvEkn7A0gaJum+bDNB0soN5jAHuAP4XP0JSUMkjZc0TdINklbPvluAy2vZEElDM7sySdJtkgZWujk4682QtG32+w5JN2a/4yVt2V553ZyOkPR/ncnCVDNfmUk6M9fhD5J2zPLNsmxKjrtRln+2Uv6LDKaQ9LKkH0uaCpxICTTvknSXpMHA+4GTIuI/+Z4+HhE3t9dnJx0E/LbyehVJN0uaLel8ScvlGLtLul/Sg5KuyYza4cCnge9KulzFWfmeTJc0ItvuLGmspFHArMyWnZWfu2nK7Gq6MedkZmZmtkxzgPXW2RyY1JUGEfEPYBTwpKQrJR0kabmIuC/LT8iMw6OU7MWwzHQ9BBzWRj0AMiN1FXBsttkNaCtzcSZwfIMv/L8CvhERWwLTgVMi4lqgFTgoIoYA/wbOBfbPjM3FwOmVPlbMel/KcwCnAZOz3/+X47RXXrumLwN7Avt0JgvTQO+I2JaSdToly44CfppzbAGekvQ+YAQwPMvnsyCYWAl4ICK2iojvAH8FdomIXYDNgCmNskwd9NmufC83iIgnKsXbAkdTspeDgU+qbDM8CdgtIrahvE9fjYiLWPA5OQj4JDAEqH0uzqoExdtQPjMbA4cBcyNiGDAMOELSe7JeK7BjZ+bfwbUdKalVUuucOXMWtTszMzOzt12b236sZ0TE4ZK2oHzRPR74MGULXr3NJX0PWA3oD9zWQdfvBZ6OiIk5zovtzOExSQ8AB9bKJK0KrBYRd2fRpcA1bYyzOTBaEkAv4OnK+StzjHskrSJpNWAHYL8sv1PSGpJWaacc4BDgz5Tg6l8dXHtbrs/fk4BBeXw/cKKkdSlB7COSPgQMBSbmNfWjbKWEEhhd142x2+uzI2sCL9SVTYiIxwAkXUlZu1cpAde4HGP5vL56OwBXZiD4rKS7KQHUi9nv41lvd2DLWkYUWBXYCHg8577I20Qj4gLKNllaWlpiUfszMzMze7s5wHrrzAT277BWAxExHZgu6TLKl9eRDapdQgkupqo8hGLnbs2ybd8HrgXu7qhiHQEzI2K7Ns7Xf2nu7pfo6ZSsy7qUNeqO1/L3fPK/hYi4IoPLPYBbchucgEsj4lsN+ni1nfugZgJbSerVoE57fXZkHtC3rqzRugoYHREHdGOMmlcqxwKOjohGwXxfGmREJZ1OWUsoAWUtqzsqIk5ehHmZmZmZLZa8RfCtcyewgqQjawWStqzd69NI3h+zc6VoCPBkHr9EuUerZmXKgwX6sPDWsvp6NbOBgZKG5Vgrq/0HFzwMzAL2ytdzgecr8z+YBcFXdczZwABJ2+U4fSRtVum6dn/PDpTtZnOBsbVryOv/W2bY2ioHmAx8ARilTjzBsLMkbQA8FhHnUO5x2pJyT9r+kt6Zdd4h6d1tdPHGWuQWzVbgNGUKSeVJjXt0sc+FRMTzQC9J1SBrW0nvyXuvRgD3AuOB4ZI2zDFWUuOnWI4FRuQ9VgOAnYAJDerdBnwxP3NI2ljSSnluY2BGg7memNtVh0TE/MqxgyszMzNbKjnAeotERAD7ArupPKJ7JvAD4BkASVMaNBPw9XxQwRTKPUgj89xvgBNUHuE+GPg28AAwDni40kd9vdp8Xqd88T43H8gwmjdnQeqdTskQ1XyOcn/ONErw950svwQ4P+fci5K5OzPHmQJsX+njVUmTgfMp9/QAnAoMzX7PYMEDNtoqr13TvZRtlDfn/UbN8GlgRl7L5sCvImIW5V6m23Muo4GBbbS/ALhV0l35+nDKkyP/KGkGZa2e62KfjdxO2dpXMxE4j3I/3uPADfl0v5HAlTnG/cAmDfq6AZgGTKX8w8DXI+KZBvUuogTdD+a1/IIFWfBdgJu7MH9bRkW8+ac77TrbV2fGWtQ+unM9Zma29FL4/w3MljiStgGOi4iDe3ouAJLuAT6R2bWmaGlpidbW1mZ1Z2ZmZtZUkiZFxJv+xqszWGZLoIh4kPI4+K482v0tkdsKf9LM4MrMzMxsSeWHXNhSR9KJwKfqiq+JiNMb1V9SRcTFHdd66+VWxBt7eh5mZmZmiwMHWLbUyUBqqQqmzMzMzGzJ4C2CZmZmZmZmTeIAy8zMzMzMrEkcYJmZmZmZmTWJAywzMzMzM7Mm8UMuzMxssSYt/Lr25xvry6vnOmrb2fMd1ens3PwnJ83Mlh3OYJmZmZmZmTWJAywzMzMzM7MmcYBlZmZmZmbWJA6wzMzMzMzMmsQBlpmZmZmZWZM4wOphkt4l6TeSHpU0SdItkjbuoM2ekiZLmipplqQvZPk+kjbtxJgL1ZP0HUm7dXK+gySFpKMrZedJGtlBu5GS1u5E/2MktXRmLh30c6qk47vR7ihJhyzq+B2M8RVJK1Ze95f0i8pnYIyk93fQxxOS1szjl9uo00/S3ZJ6ddDXMZIeknR5Zz9DDfrYU9J3utrOzMzMbGnjAKsHSRJwAzAmIgZHxFDgW8Ba7bTpA1wA7BURWwFbA2Py9D5AZ74cL1QvIk6OiN93YerPAcdKWr4LbUYCHQZYPS0izo+IX71V/Wew8xVgxUrxRcA/gI3yM/B5YM0mDHcocH1EzO+g3peAD0fEQXT+M/QGSb2Bm4G9qoGjmZmZ2bLIAVbP2gX4V0ScXyuIiKkRMbadNitT/n7Z37P+axExW9L2wN7AWZKmSBos6QhJEzPTdZ2kFduod4mk/QEkDZN0X7aZIGnlBnOYA9wBfK7+hKQhksZLmibpBkmrZ98twOU5Zj9JQzO7MknSbZIGVro5OOvNkLRt9vsOSTdmv+Mlbdleed2cjpD0f5L6tbOutbpvZL4yk3RmrsMfJO2Y5Ztl2ZQcd6Ms/2yl/Be1zJGklyX9WNJU4ERKoHmXpLskDQbeD5wUEf/J9/TxiLi5vT476SDgt9lPf0l3SHpQ0nRJn8jy84ENgP+TdCJv/mwMlnRrvk9jJW2S7S6RdL6kB4AfRkRQAv09uzA/MzMzs6WOA6yetTkwqSsNIuIfwCjgSUlXSjpI0nIRcV+WnxARQyLiUUr2Ylhmuh4CDmujHgCZkboKODbb7AbMa2MqZwLHN/jC/yvgGxGxJTAdOCUirgVagYMiYgjwb+BcYP/M2FwMnF7pY8Ws96U8B3AaMDn7/X85TnvltWv6MuVL/z4R0da1tKd3RGxLyTqdkmVHAT/NObYAT0l6HzACGJ7l8ykBDsBKwAMRsVVEfAf4K7BLROwCbAZMaZRl6qDPduV7uUFEPJFFrwL7RsQ2lMD+x5IUEUdV5nM6b/5sXAAcne/T8cDPKsOsC2wfEV/N163Ajp2ZXzvzPlJSq6TWOXPmLEpXZmZmZj2id09PwLouIg6XtAUlADoe+DBlC169zSV9D1gN6A/c1kHX7wWejoiJOc6L7czhscxeHFgrk7QqsFpE3J1FlwLXtDHO5sDoskuSXsDTlfNX5hj3SFpF0mrADsB+WX6npDUkrdJOOcAhwJ8pwdW/Orj2tlyfvycBg/L4fuBESetSgthHJH0IGApMzGvqR9lKCSUwuq4bY7fXZ0fWBF6ovBbwfUk7Af8B1qFsRX2mrQ4k9Qe2B67J8QFWqFS5pi4wfI5F3AYaERdQgjpaWlpiUfoyMzMz6wkOsHrWTGD/7jSMiOnAdEmXAY/TOMC6hBJcTFV5CMXO3Zpl274PXAvc3VHFOgJmRsR2bZyv/2Ld3S/a04EhlEzL493s47X8PZ/87yUirsjgcg/gFpWHjAi4NCK+1aCPV9u5D2omsJWkXg3qtNdnR+YBfSuvDwIGAEMj4l+Snqg738hywAuZPWvklbrXfWmQ8ZR0GyWYawUuBH6Rp06OiFEdzMHMzMxsieItgj3rTmAFSUfWCiRtWbvXp5G8l2bnStEQ4Mk8folyj1bNysDTKg/GqG4tq69XMxsYKGlYjrWyygMMGoqIh4FZwF75ei7wfGX+B7Mg+KqOORsYIGm7HKePpM0qXY/I8h2Audnv2No15PX/LTNsbZUDTAa+AIxSJ55g2FmSNgAei4hzKPc4bUm5J21/Se/MOu+Q9O42unhjLXIbXitwmjJNpPKkxj262OdCIuJ5oJekWhC1KvBcBle7AJ2Z24vA45I+leNL0lbtDLsxMKPBXD6SWw4Pj4gH8niIgyszMzNbGjnA6kH5YIB9gd1UHtE9E/gBuW1L0pQGzQR8XdLsPH8aC7JXvwFOUHmE+2Dg28ADwDjg4Uof9fVq83mdEtycmw9kGE3HWY7TKRmims9RHpIwjRL81R7dfQlwfs65FyVzd2aOM4WyFa3mVUmTgfOBw7LsVGBo9nsGCx6w0VZ57ZrupWyjvFn5WPMm+DQwI69lc+BXETELOAm4PecyGhjYRvsLgFsl3ZWvD6dkeP4oaQZlrZ7rYp+N3E7ZQglwOdAiaTpl6+TDbbSp/2wcBByW79NM4BPtjLcL5WmCZk0VsfBPW+XRINe9qOc7qtPZuZmZ2bJD4f/lN1sqSdoGOC4iDn4bxloLuCIiPtSsPltaWqK1tbVZ3ZmZmZk1laRJEfGmv9/qDJbZUioiHqQ8Dr4rj3bvrvWBr70N45iZmZkt1vyQC1sm5d98+lRd8TX5qPKlRkRc3HGtpowz8e0Yx8zMzGxx5wDLlkkZSC1VwZSZmZmZ9TxvETQzMzMzM2sSB1hmZmZmZmZN4gDLzMzMzMysSRxgmZmZmZmZNYkfcmFmZmb2FpMWfu0/Q2q29HIGy8zMzMzMrEkcYJmZmZmZmTWJAywzMzMzM7MmcYBlZmZmZmbWJA6wzMzMzMzMmsQB1mJK0rsk/UbSo5ImSbpF0sYdtNlT0mRJUyXNkvSFJs1lb0nfbEI/fSSdIekRSQ9Kul/Sx7rZ1z6SNl2EuQySdGA750LS9ypla0r6l6Tzujvm4krSSElrt3P+vyXtlMf/m5+vaZKuldQ/y78s6dC3a85mZmZmiysHWIshSQJuAMZExOCIGAp8C1irnTZ9gAuAvSJiK2BrYEwXxmzzkf0RMSoizuhsX+34LjAQ2DwitgH2AVbuZl/7AN0OsIBBQMMAKz0O7FF5/Slg5iKM95Zo733rgpFAwwBL0hrAByLiniw6LiK2iogtgT8BX87yi4GjmzAXMzMzsyWaA6zF0y7AvyLi/FpBREyNiLHttFmZ8nfN/p71X4uI2QCSBki6TtLE/Bme5adKukzSOOAySeMlbVbrUNIYSS2Z4Tgvy9aSdENmMaZK2j7LPytpgqQpkn4hqVd1cpJWBI4Ajo6I13KOz0bE1Xn+AEnTJc2QdGal3cuSTs+xxuf42wN7A2fleIPz59bM9o2VtEm2v0TSOZLuk/SYpP2z6zOAHbP9cQ3W85/AQ5Ja8vUI4OrKvPaS9EBmDH8vaa3Kml6ca/eYpGMqbW7M+c2UdGSl/DBJf8j1u7Cy1p163+rWeTlJP5P0sKTRmfncP88NlXR3zuE2SQPzXAtwea5Fv7p12A+4tfYiIl7MvgT0AyLL/wk8IWnbBmtpZmZmtsxwgLV42hyY1JUGEfEPYBTwpKQrJR0kqfb+/hQ4OyKGUb4wX1RpuimwW0QcAFwFfBpA0kBgYES01g11DnB3Zsm2AWZKeh8lABkeEUOA+cBBde02BP5U+4JeldvTzgR2BYYAwyTtk6dXAsbnePcAR0TEfXmtJ0TEkIh4lJK9OzqzfccDP6sMMRDYAdiTElgBfBMYm+3PfvOKAvAb4DOS1str+mvl3L2UzM7WWe/rlXObAB8BtgVOyewiwKE5vxbgGElr5LV/G/gAMDzb1nT2fav6JCU7tylwMLAdvJHhPBfYP+dwMXB6RFwLtAIH5VrMq+tvOHWfRUm/BJ7JuZ5bOdUK7MgikHSkpFZJrXPmzFmUrszMzMx6RDO2F9liIiIOl7QFsBslyPgwZfvXbsCmWvBn5Fep3TsDjKp8qb4auB04hRJoXdtgmF2BQ3K8+cBcSQcDQ4GJOUY/4LkuTH0YZTvkHABJlwM7ATcCrwM3Zb1JeU0LyWvZHrimco0rVKrcGBH/AWbVMk2ddCtlW+OzlOCzal3gqgxEl6dsKay5ObN0r0l6jrK18ylKULVv1lkP2Ah4FyVg/UdeyzVA7V67zr5vVTsA1+T1PiPprix/LyVwH5399QKe7sQaDAQWinQi4vOZoTyXElj/Mk89x8IBYpdFxAWUYJmWlpZYlL7MzMzMeoIDrMXTTGD/Dms1EBHTgemSLqN86R9JyVR+ICJerdbNL9qvVNr+RdLfJW1J+eJ8VCeHFXBpRHyrnTp/BNaXtEqjLFY7/hURtS/a82n8mV0OeCGzZ428VjfXTomI1yVNAr5GyQjtXTl9LvCTiBglaWfg1DbGmw/0zjq7AdtFxD8ljQH6djCFTr1vnSRgZkRs18V282gwz4iYL6mWuasFWH2zfnWuvViQARsFTKYE8ACHN8iQmpmZmS3RvEVw8XQnsELdfTpbSmpz+5Wk/vklvmYI8GQe307lAQSShrQz9lWUL82rRsS0BufvAL6Y/fSStGqW7S/pnVn+DknvrjbKe3T+F/ippOWz3gBJnwImAB9UeVJfL+AA4O525gjwEvmAjAzYHs++ULFVZ9t34MfAN2oZpopVgb/k8ec60c+qwPMZXG1C2RIIMJFy7aurPLBiv0qbrrxvNeOA/fJerLWAnbN8NjBA0htbBrXgfrv21uIhyvbO2rq+cUwJOB+u1N0YmFFtHBHzc+vhkIg4OSJuqLx2cGVmZmZLHQdYi6HM2OwL7KbymPaZwA8o970gaUqDZgK+Lml2nj+Nkr0COAZoUXm09izaz0xdC3yGygMd6hwL7CJpOiUzsWlEzAJOAm6XNA0YTdlaVu8kynazWZJmULb+vRgRT1PuiboLmApMiojftjNHKPc9naDykInBlHu+DpM0lZIB/EQH7acB81UentHoIRcARMTMiLi0walTKVsSJwF/62AsKNsNe0t6iHIf2Pjs/y/A9ylB5jjgCWButunK+1ZzHWU74izg18CDwNyIeJ2SFT0z12gKZVslwCXA+W085OJmFgRpAi7N93465T3+TqXucMp7b2ZmdSIW/jGzpZfC/5Wb9ShJ/SPi5cxg3QBcHBE3NKG/NSiB2/CIeGYR+rsX2DMiXminztbAVyPi4O6OU6+lpSVaW53kMjMzs8WTpEkR0VJf7nuwzHreqZJ2o9zDdDvl4R6L4iZJq1EevvHdRQmu0teA9YEX2qmzJuVpiGZmZmbLNAdYZj0sIo5vcn87N7m/BzpRx1sDzczMzPA9WGZmZmZmZk3jAMvMzMzMzKxJHGCZmZmZmZk1iQMsMzMzMzOzJnGAZWZmZmZm1iR+iqCZmZnZW0xa+LX/DKnZ0ssZLDMzMzMzsyZxgGVmZmZmZtYkDrDMzMzMzMyaxAGWmZmZmZlZkzjAMjMzMzMzaxIHWIspSe+S9BtJj0qaJOkWSRt30GZPSZMlTZU0S9IXmjSXvSV9swn99JF0hqRHJD0o6X5JH+tmX/tI2nQR5jJI0oHtnAtJ36uUrSnpX5LO6+6YiytJIyWt3c75/5a0Ux5fLmm2pBmSLpbUJ8v3lPSdt2vOZmZmZosrB1iLIUkCbgDGRMTgiBgKfAtYq502fYALgL0iYitga2BMF8Zs85H9ETEqIs7obF/t+C4wENg8IrYB9gFW7mZf+wDdDrCAQUDDACs9DuxRef0pYOYijPeWaO9964KRQMMAS9IawAci4p4suhzYBNgC6AccnuU3A3tJWrEJ8zEzMzNbYjnAWjztAvwrIs6vFUTE1IgY206blSl/1+zvWf+1iJgNIGmApOskTcyf4Vl+qqTLJI0DLpM0XtJmtQ4ljZHUkhmO87JsLUk3ZJZsqqTts/yzkiZImiLpF5J6VSeXX7yPAI6OiNdyjs9GxNV5/gBJ0zMzcmal3cuSTs+xxuf42wN7A2fleIPz59bM9o2VtEm2v0TSOZLuk/SYpP2z6zOAHbP9cQ3W85/AQ5Ja8vUI4OrKvPaS9EBmDH8vaa3Kml6ca/eYpGMqbW7M+c2UdGSl/DBJf8j1u7Cy1p163+rWeTlJP5P0sKTRmfncP88NlXR3zuE2SQPzXAtwea5Fv7p12A+4tfYiIm6JBEwA1s3yoAT0ezZYSzMzM7NlhgOsxdPmwKSuNIiIfwCjgCclXSnpIEm19/enwNkRMYzyhfmiStNNgd0i4gDgKuDTAJIGAgMjorVuqHOAuzNLtg0wU9L7KAHI8IgYAswHDqprtyHwp4h4sX7uuT3tTGBXYAgwTNI+eXolYHyOdw9wRETcl9d6QkQMiYhHKdm7ozPbdzzws8oQA4EdKF/+a5m4bwJjs/3Zb15RAH4DfEbSenlNf62cu5eS2dk66329cm4T4CPAtsAptW10wKE5vxbgGElr5LV/G/gAMDzb1nT2fav6JCU7tylwMLAdvJHhPBfYP+dwMXB6RFwLtAIH5VrMq+tvOA0+i9nfwVSCr+xnx/q6XSHpSEmtklrnzJmzKF2ZmZmZ9YhmbC+yxUREHC5pC2A3SpDxYcr2r92ATbXgz8ivIql/Ho+qfKm+GrgdOIUSaF3bYJhdgUNyvPnAXEkHA0OBiTlGP+C5Lkx9GGU75Bwo9/kAOwE3Aq8DN2W9SXlNC8lr2R64pnKNK1Sq3BgR/wFm1TJNnXQrZVvjs5Tgs2pd4KoMRJenbCmsuTmzdK9Jeo6ytfMpSlC1b9ZZD9gIeBclYP1HXss1QO1eu86+b1U7ANfk9T4j6a4sfy8lcB+d/fUCnu7EGgwEGkU6PwPuqcuqPkcbWw07KyIuoATLtLS0xKL0ZWZmZtYTHGAtnmYC+3dYq4GImA5Ml3QZ5Uv/SEqm8gMR8Wq1bn7RfqXS9i+S/i5pS0pG6qhODivg0oj4Vjt1/gisL2mVRlmsdvwrt59BySI1+swuB7yQ2bNGXquba6dExOuSJgFfo2SE9q6cPhf4SUSMkrQzcGob480Hemed3YDtIuKfksYAfTuYQqfet04SMDMitutiu3nUzVPSKcAAoP4hKn2zPnX1b6MEma3AhcAv8tTJETGqi/MxMzMzW6x5i+Di6U5ghbr7dLaU1Ob2K0n980t8zRDgyTy+HTi6UndIO2NfRdnutmpETGtw/g7gi9lPL0mrZtn+kt6Z5e+Q9O5qo4j4J/C/wE8lLZ/1Bkj6FOVeng+qPKmvF3AAcHc7cwR4iXxARgZsj2dfqNiqs+078GPgG7UMU8WqwF/y+HOd6GdV4PkMrjahbAkEmEi59tVVHlixX6VNV963mnHAfnkv1lrAzlk+Gxgg6Y0tg1pwv117a/EQZXtnbQ6HU7Y/HpBZsqqNgRn1HUTER3L74eER8UAeD3FwZWZmZksjB1iLoczY7AvspvKY9pnAD4BnACRNadBMwNdVHqE9BTiNkr0COAZokTRN0izaz0xdC3yGygMd6hwL7CJpOmXL3qYRMQs4Cbhd0jRgNGVrWb2TKNvNZkmaQdn692JEPE25J+ouYCowKSJ+284codz3dILKQyYGU+75OkzSVEoG8BMdtJ8GzFd5eEajh1wAEBEzI+LSBqdOpWxJnAT8rYOxoGw37C3pIcp9YOOz/78A36cEmeOAJ4C52aYr71vNdZTtiLOAXwMPAnMj4nVKVvTMXKMplG2VAJcA57fxkIubWRCkAZxPyUbdn/VPrpzbJeubmVmdiIV/zGzppfB/5WY9SlL/iHg5M1g3ABdHxA1N6G8NSuA2PCKeWYT+7gX2jIgX2qmzFnBFRHyou+PUa2lpidbW+mesmJmZmS0eJE2KiJb6ct+DZdbzTpW0G+UeptspD/dYFDdJWo3y8I3vLkpwlb4GrA+80E6d9bOemZmZ2TLNAZZZD4uI45vc385N7u+BTtSZ2MwxzczMzJZUvgfLzMzMzMysSRxgmZmZmZmZNYkDLDMzMzMzsyZxgGVmZmZmZtYkDrDMzMzMzMyaxE8RNDOzLpMWfu0/qWhmZlY4g2VmZmZmZtYkDrDMzMzMzMyaxAGWmZmZmZlZkzjAMjMzMzMzaxIHWGZmZmZmZk3iAGsxJWm+pCmSpkp6UNL2nWizp6TJ2WaWpC80aS57S/pmE/rpI+kMSY/kNd0v6WPd7GsfSZsuwlwGSTqwnXMh6XuVsjUl/UvSed0dc3ElaaSktds5/9+SdsrjL0v6Y67PmpU6e0r6ztsxXzMzM7PFmQOsxde8iBgSEVsB3wJ+0F5lSX2AC4C9ss3WwJjODiapzUf2R8SoiDijs32147vAQGDziNgG2AdYuZt97QN0O8ACBgENA6z0OLBH5fWngJmLMN5bor33rQtGAg0DLElrAB+IiHuyaBywG/BkXdWbgb0krdiE+ZiZmZktsRxgLRlWAZ7voM7KlL9r9neAiHgtImYDSBog6TpJE/NneJafKukySeOAyySNl7RZrUNJYyS1ZIbjvCxbS9INmSWbWsusSfqspAmZdfuFpF7VyeUX7yOAoyPitZzjsxFxdZ4/QNJ0STMknVlp97Kk03Os8Tn+9sDewFk53uD8uVXSJEljJW2S7S+RdI6k+yQ9Jmn/7PoMYMdsf1yD9fwn8JCklnw9Ari6Mq+9JD2QGcPfS1qrsqYX59o9JumYSpsbc34zJR1ZKT9M0h9y/S6srHWn3re6dV5O0s8kPSxptKRbatcsaaiku3MOt0kamOdagMtzLfrVrcN+wK21FxExOSKeqF+siAhKQL9ng7U0MzMzW2Y4wFp89csvvA8DF1GyP22KiH8Ao4AnJV0p6SBJtff3p8DZETGM8oX5okrTTYHdIuIA4Crg0wCSBgIDI6K1bqhzgLszS7YNMFPS+ygByPCIGALMBw6qa7ch8KeIeLF+7rk97UxgV2AIMEzSPnl6JWB8jncPcERE3JfXekJm+R6lZO+OjoihwPHAzypDDAR2oHz5r2XivgmMzfZnv3lFAfgN8BlJ6+U1/bVy7l5KZmfrrPf1yrlNgI8A2wKnZHYR4NCcXwtwjKQ18tq/DXwAGJ5tazr7vlV9kpKd2xQ4GNgO3shwngvsn3O4GDg9Iq4FWoGDci3m1fU3HJjUxvrUawV27GTdhiQdKalVUuucOXMWpSszMzOzHtGM7UX21piXwQqStgN+JWnzzBQ0FBGHS9qCsoXreODDlO1fuwGbSqpVXUVS/zweVflSfTVwO3AKJdC6tsEwuwKH5HjzgbmSDgaGAhNzjH7Ac1241mHAmIiYk9d7ObATcCPwOnBT1puU17SQvJbtgWsq17hCpcqNEfEfYFYt09RJt1IC22cpwWfVusBVGYguT9lSWHNzZulek/QcsBbwFCWo2jfrrAdsBLyLErD+I6/lGmDjrNPZ961qB+CavN5nJN2V5e8FNgdGZ3+9gKc7sQYDgc5GOs/RxlbDzoqICyjBMi0tLW1+1s3MzMwWVw6wlgARcb/KAwUG0EHgEhHTgemSLqN86R9JyVR+ICJerdbNL9qvVNr+RdLfJW1JyUgd1ckpCrg0Ir7VTp0/AutLWqVRFqsd/6oElfNp/JldDnihFpA28FrdXDslIl6XNAn4GiUjtHfl9LnATyJilKSdgVPbGG8+0Dvr7AZsFxH/lDQG6NvBFDr1vnWSgJkRsV0X282j43nW9M36Cw8s3UYJMluBC4Ff5KmTI2JUF+djZmZmtljzFsElQN5P1Iu8v6qNOv3zS3zNEBY8iOB24OhK3SHtDHcVZbvbqhExrcH5O4AvZj+9JK2aZftLemeWv0PSu6uNIuKfwP8CP5W0fNYbIOlTwATggypP6usFHADc3c4cAV4iH5CRAdvj2Rcqtups+w78GPhGLcNUsSrwlzz+XCf6WRV4PoOrTShbAgEmUq59dZUHVuxXadOV961mHLBf3ou1FrBzls8GBmQ2tPZEx9r9du2txUOU7Z2dsTEwo74wIj6S2w8Pj4gH8niIgyszMzNbGjnAWnzV7sGaQgl6Ppdb8siyegK+Lml2nj+Nkr0COAZokTRN0izaz0xdC3yGygMd6hwL7CJpOmXL3qYRMQs4Cbhd0jRgNGVrWb2TKNvNZkmaQdn692JEPE25J+ouYCowKSJ+284codz3dILKQyYGU+75OkzSVMrT/j7RQftpwHyVh2c0esgFABExMyIubXDqVMqWxEnA3zoYC8p2w96SHqLcBzY++/8L8H1KkDkOeAKYm2268r7VXEfZjjgL+DXwIDA3Il4H9gfOzDWaQtlWCXAJcH4bD7m4mQVBGpKOkfQUZYvkNEnV+8J2yfq2DIhY+MfMzMwKtXNLj5m9DST1j4iXM4N1A3BxRNzQhP7WoARuwyPimUXo715gz4h4oZ06awFXRMSHujtOvZaWlmhtrX/GipmZmdniQdKkiGipL/c9WGY971RJu1HuYbqd8nCPRXGTpNUoD9/47qIEV+lrwPrAC+3UWT/rmZmZmS3THGCZ9bCIOL7J/e3c5P4e6ESdic0c08zMzGxJ5XuwzMzMzMzMmsQBlpmZmZmZWZM4wDIzMzMzM2sSB1hmZmZmZmZN4gDLzMzMzMysSfwUQTOzJYi08Gv/KUMzM7PFizNYZmZmZmZmTeIAy8zMzMzMrEkcYJmZmZmZmTWJAywzMzMzM7MmcYBlZmZmZmbWJEtEgCVpvqQpkqZKelDS9p1o00fSGZIeyTb3S/pYN8ffR9Km3Wmb7QdJOrC77Ts5xs5trYukkZLOa/J4T0haM49r788MSddIWrGz85R0iaT9uzt2J+vvLOmmPO7yWkj6sqQ/SorquJL2lvTNrvTVibEGSZrRybr/LWmnPO7qmqwg6ff5vo3o7nwr/f1G0kaL2o+ZmZnZkm6JCLCAeRExJCK2Ar4F/KATbb4LDAQ2j4htgH2Albs5/j5AtwMsYBDwlgZYwM5Ah4HnW6T2/mwOvA4c1U7dnem5eXbXOGA34MlqYUSMiogzemJCktYAPhAR93Szi60B8n27qpNj9mrn9M+Br3dzLmZmZmZLjSUlwKpaBXi+vQqZQTkCODoiXgOIiGcj4uo8f4Ck6ZlxObPS7mVJp2embLyktTLbsjdwVv5r/+D8uVXSJEljJW2S7S+RdI6k+yQ9VsnMnAHsmO2Pk7SZpAn5elqjf/mXdJikP2S9C2tZF0kDJF0naWL+DJc0iBLUHJd97tjO2gySdGeOe4ek9bN8LUk35LVPrWWZJN2Y1zlT0pGdeH/GAhtK2kvSA5ImZ6ZkrXbmuVODNevI0ZmZnF5Z/5UkXZxrNlnSJ9rroK21qBcRkyPiiQbt38iG5Xt/vqTWfN/2zPJ7JA2ptLlX0laSTs25jsnrPqbSdW9Jl0t6SNK1apwR3A+4ta7s67keEyRtmOM1+ry8E/g1MKzymf5Qrtn0nNcK2f4JSWdKehD4lKTdVbLBD6pkK/vn2GOB3ST5b+uZmZnZMm1JCbD65RfBh4GLKNmp9mwI/CkiXqw/IWlt4ExgV2AI5UvmPnl6JWB8ZsruAY6IiPuAUcAJ+a/9jwIXUIK3ocDxwM8qQwwEdgD2pARWAN8Exmb7sylBxk8jYgjQAjzVYI7fBj4ADAc2qZz+KXB2RAyjfMm+KL/8n5/lQyJibDtrcy5waURsCVwOnJPl5wB357VvA8zM8kPzOluAY1QyJw3ll+uPAdOBeykZlq2B3wBfb2eejdYMSVPauY6/ZWby55T3AOBE4M6I2BbYhRIUr9SNteiuQcC2wB7A+ZL6Av8LjASQtDHQNyKmZv1NgI9km1Mk9cny9wI/i4j3AS8CX2ow1nBgUl3Z3IjYAjgP+O8sa/R5eQ44nPxMAn8BLgFGZPvewBcr/f491/r3wEnAbvm6FfgqQET8B/gjsFUn1qlNko7MILV1zpw5i9KVmZmZWY9YUgKs2ha0TYCPAr+SpG72NQwYExFzIuLflC/WO+W514Gb8ngS5QvzQvJf7LcHrskA4BeUAKHmxoj4T0TMAtZqYw73A/9P0jeAd0fEvLrz21KCnX9ExL+AayrndgPOy7FHAatUsgidsR1wRR5fRglsoAScPweIiPkRMTfLj5E0FRgPrAc0us+mX86nFfgTJahYF7hN0nTgBGCzdubUcM3yy39brs/f1fdpd+CbOZcxQF+gYVYqtbUW3XV1XscjwGOUAOoaYM8Mng6lBDI1N0fEaxHxN+A5Flz7nyNiXB7/uo15DQTqI5ArK7+3y+POfF7eCzweEX/I15ey4L8JgNoWwg9QtsqOy/4+B7y7Uu85YO0Gc+20iLggIloiomXAgAGL0pWZmZlZj1jitvNExP0qN/MPoHyha+SPwPqSVmmUxWrHvyIi8ng+jddnOeCFdr78v1Y5bhgERsQVkh6gZDpukfSFiLizk3NcjpIZerVa2P14s22SdqZ8Qd8uIv4paQwlaKk3r349JJ0L/CQiRmU/p7YzVIdr1k6b6vskYL+ImF03l7YC3YYk3UYJdloj4vAuNI3617luo4FPAJ8GhlbOV6+7eh1v6qfBWPN483sRDY6b8Xl5pdYMGB0RB7RRr2/OqzrO+yn/CAFwMvB+yue+owDazMzMbIm0pGSw3pD32/QC/t5WnYj4JyWL8lNJy2e7AZI+BUwAPihpTZWb9g8A7u5g2JfIB2RkwPZ49oWKjrZFvdE+22wAPBYR5wC/Bbasqz8x57h6brvbr3LuduDoSl9DGo3RjvuAz+TxQZR7ZwDuILeFSeolaVVgVeD5DBI2oWQwOmtVytYzKJmOms7Osztuo9ybJQBJW3dQv+FaRMRHMmPaleAKyj1Ky0kaDGwA1AK9iyjbDydGRLv3D6b1JdUyUAdStlvWe4iyFbZqROX3/Xnc1uelajYwqHbfFnAwjf+bGA8Mr9zftVJue6zZGFjoCYgR8UCu5ZB8KMiJtdcN+jczMzNb4i0pAVbtHqwplO1Kn4uI+dDufTonUbZQzVJ57PVNwIsR8TTlnqi7gKnApIj4bQfj/wY4IR8CMJjyZfyw3Do3k5KdaM80YL7KwyOOo2QyZuTcNwd+Va0cEX8Bvk8JBscBTwBvbNkDWlQezDCLBU/s+x2wrzp4yAXly/bnJU2jfJE+NsuPBXbJLX2TKFvBbqU8cOEhyr1R4zu4zqpTKdsoJwF/q5R3dp4d3YPVyHeBPsA0STPp+F69ttaifh7HSHqKsu1xmqSL2ujvT5T37P+Ao2pZo4iYRLmX6pedvI7ZwH/luq9Obt2sczPliYxVq+e1HAscl2VtfV7ekPP8POX9mg78h3KvXH29OZT7ya7Mce4n7w/MLOG8iHimk9doZmZmtlTSgh1xtjiR1D8iXs4M1g3AxRFxQ0/PyxqTdAlwU0Rc2+Dc2pR7wjbJh0E0a8x7gT0j4oVm9bkIczmO8g8Y/9usPltaWqK1tbVZ3ZmZmZk1laRJEdFSX76kZLCWRadmBmcG8DhwY4/OxrpF0iHAA8CJzQyu0tdo/yEeb6cXKA/HMDMzM1umOYNlZoslZ7DMzMxsceYMlpmZmZmZ2VvMAZaZmZmZmVmTOMAyMzMzMzNrEgdYZmZmZmZmTeIAy+z/t3fnYXJUZfvHvzdhCbsgkRcUiKIYkSWQCbIETBBRESVIEGNcggiuIPgDxRdEXFAQV0QERAERAdkRlEXWsIRkAtnY1QT1FSQgu2ELz++P8zSpNN09PZOGyXJ/rquvqTpVdc6pUz256slzqsbMzMzMrEOW7e8OmJlZ+6QF1/0iWDMzs0WLM1hmZmZmZmYd4gDLzMzMzMysQxxgmZmZmZmZdYgDLDMzMzMzsw5xgGVmZmZmZtYhS0SAJWmepKmSpkm6TdK2bRyznKSjJd2Xx9wi6X19bH+0pI37cmweP1jSR/t6fJttjGw2LpLGSzq+w+3NlrRWLteuz0xJ50paqd1+SjpN0pi+tt3m/iMlXZrLvR4LSV+U9BdJUW1X0gclHdqbutpoa7CkmW3u+xNJO/Swz5C8NrdL2rAv30NJy0u6QZLfSmpmZmZLvSUiwALmRsTQiNgc+BrwvTaO+TawDrBJRGwJjAZW7WP7o4E+B1jAYOAVDbCAkUCPgecrpHZ9NgGeAz7bYt+R9F8/++omYCfg/mphRFwSEUf3R4ckvRbYOiJu6GHX0cB5EbEFsB69/B5KWjYingOuBvbqS1/NzMzMliRLSoBVtRrwaKsdMoOyL7B/RDwLEBH/jojf5/axkmZkxuWYynFPSToqM2UTJa2d2ZYPAsdmJmDD/FwuaYqkCZKG5PGnSTpO0s2S/lbJzBwNbJ/HHyTp7ZIm5fp0SW9pcA77SLo39/tlLesiaZCk8yVNzs92kgZTgpqDss7tW4zNYEnXZLtXS1o/y9eWdGGe+7RalknSRXmed0jar43rMwF4s6QPSLo1Myd/zvqb9XOHBmPWk/0zMzmjMv4rS/p1jtntknZrVUGzsagXEbdHxOwGx7+UDctrf6Kk7rxuu2b5DZKGVo65UdLmko7Mvl6X531ApeplJZ0p6S5J56lxRnAP4PJKvUfk92GmpJNV7AIcCHxO0rW8/Hs4QNKxedx0SZ/Jukbm9/oS4M5s4iJgXKvxNDMzM1saLCkB1op5U3g3cAolO9XKm4G/R8QT9RskrQscA+wIDAWGSxqdm1cGJmam7AZg34i4GbgEOCSzNH8FTqYEb8OAg4ETKk2sA4wAdqXc0AIcCkzI439MCTJ+GhFDgS7gnw36+HVga2A7YEhl80+BH0fEcMpN9il5839ilg+NiAktxuZnwOkRsRlwJnBclh8HXJ/nviVwR5Z/Ks+zCzhAJXPSkMoUsvcBM4AbKRmWLYCzga+06GejMUPS1Bbn8XBmJn9BuQYAhwHXRMRWwChKULxyH8airwYDWwHvB06UNBD4FTAeQNJGwMCImJb7DwHek8d8Q9JyWf5W4ISIeBvwBPD5Bm1tB0yprB8fEcMzi7gisGtE/JH54z2Kl38P9wEez+/ScGBfSW/M+rYEvhQRG+X6zNxnoUjaL4PQ7jlz5ixsdWZmZmavuiUlwKpNQRsCvBf4jST1sa7hwHURMSciXqDcWNeeY3kOuDSXp1BumBcgaRXKFLdzMwA4iRIg1FwUES9GxJ3A2k36cAvwv5K+CmwQEXPrtm9FCXb+ExHPA+dWtu0EHJ9tXwKsln1q1zbA73L5DEpgAyXg/AVARMyLiMez/ABJ04CJlClmL8u2kQEw0A38nRJUvAG4QtIM4BDg7S361HDMMgBt5oL8Wb1OOwOHZl+uAwYCDbNSqdlY9NXv8zzuA/5GCaDOBXbN4OlTwGmV/S+LiGcj4mHgIeaf+z8i4qZc/m2Tfq0DVCOUUZkxnEG5lq3Gu2Zn4BM5XrcCr2X+9Z0UEbNqO0bEPOA5SX2dZlur5+SI6IqIrkGDBi1MVWZmZmb9Yol7KD0iblF50cAgyk1pI38B1pe0WqMsVgvPR0Tk8jwaj98ywGMtbv6frSw3DAIj4neSbqVkOv4o6TMRcU2bfVyGkhl6plrY93izOUkjKQHdNhHxX0nXUYKWenPrx0PSz4AfRcQlWc+RLZrqccxaHFO9TgL2iIh76vrSLNBtSNIVlGCnOyI+3YtDo349x+0qYDfgw8CwyvbqeVfP42X1NGhrLnktMlN2AtAVEf+QdCSNr1M9UTKxVyxQWK7X0w32XwGo/959gTIdF2AX4FT6NnZmZmZmi4UlJYP1knzeZgDwSLN9IuK/lCzKTyUtn8cNkrQnMAl4p6S1JA0AxgLX99Dsk+QLMjJgm5V1kc+6bN7u8XnMm4C/RcRxwMXAZnX7T84+rpHT7vaobLsS2L9S19BGbbRwM/CRXB5HeWYKyksMPpd1DpC0OrA68GgGCUMoUxbbtTrwf7n8yUp5u/3siysoz2YJQNIWPezfcCwi4j2ZMe1tgLCnpGUkbQi8CagFeqdQph9OjoiWzw+m9SVtk8sfpUy3rHcXZSoszA+mHs5sZrPn2OrH/grK81nLQZnC2GxKZU4NfTgzqi+JiJ/nWA2NiH8txNiZmZmZLRaWlACr9gzWVOAc4JM5ZanVczqHU6ZQ3any2utLgSci4gHKsyjXAtOAKRFxcQ/tnw0conzVNeVmfJ+cOncHJTvRynRgnsrLIw6iZDJmZt83AX5T3Tki/g/4LiUYvAmYDbw0ZQ/oypcS3Mn8N/b9AdhdPbzkghKc7S1pOvBx4EtZ/iXKNLMZlGl3G1NeorCspLsoz0ZN7OE8q46kTKOcAjxcKW+3nz09g9XIt4HlgOmS7qDnZ/WajUV9Pw6Q9E/KtMfpkk5pUt/fKdfsT8Bna1nGiJhCeZbq1DbP4x7gCznua5BTN+tcRnkjIxHxGPBLynNSV1AC9Ebqv4enUF5icVv+jpxE86z3qGzTzMzMbKmm+TPebHEiaZWIeCozWBcCv46IC/u7X9aYpNOASyPivAbb1qU8EzYkIl7sYJs3Ul5m8Vin6mzR1gXAoRFxb6fq7Orqiu7u7k5VZ2ZmZtZRkqZERFd9+ZKSwVoaHZkZnJnALMprsm0xI+kTlBdIHNbJ4Cr9P1q/xKMjcprtRZ0MrszMzMwWV85gmdkiyRksMzMzW5Q5g2VmZmZmZvYKc4BlZmZmZmbWIQ6wzMzMzMzMOsQBlpmZmZmZWYc4wDIzMzMzM+uQZn801MzMrClpwXW/kNbMzKxwBsvMzMzMzKxDHGCZmZmZmZl1iAMsMzMzMzOzDnGAZWZmZmZm1iEOsMzMzMzMzDrEAdYiTNI8SVMlTZN0m6Rt2zhmOUlHS7ovj7lF0vv62P5oSRv35dg8frCkj/b1+DbbGNlsXCSNl3R8h9ubLWmtXK5dn5mSzpW0Urv9lHSapDEL2ZefSNqhvl9tHruCpD9n//damH5kfWdLesvC1mNmZma2uHOAtWibGxFDI2Jz4GvA99o45tvAOsAmEbElMBpYtY/tjwb6HGABg4FXNMACRgI9Bp6vkNr12QR4Dvhsi31H0sF+SnotsHVE3NDHKrYAyP6f02abA1ps/gXwlT72xczMzGyJ4QBr8bEa8GirHTKDsi+wf0Q8CxAR/46I3+f2sZJmZMblmMpxT0k6KjNlEyWtndmWDwLHZpZjw/xcLmmKpAmShuTxp0k6TtLNkv5WycwcDWyfxx8k6e2SJuX69EYZD0n7SLo39/tlLQMlaZCk8yVNzs92kgZTgpqDss7tW4zNYEnXZLtXS1o/y9eWdGGe+7RalknSRXmed0jar43rMwF4s6QPSLpV0u2ZIVq7RT93aDBm7doDuLyu7Ct5fSdJenOeR6Nxex3wW2B45dq+K/s8Q9KvJa2Qx8+WdIyk24A9Je2cWdHbMmu3SuX8d5Lkv61nZmZmSzUHWIu2FfMG+G7gFEp2qpU3A3+PiCfqN0haFzgG2BEYSrm5Hp2bVwYmZqbsBmDfiLgZuAQ4JLMcfwVOpgRvw4CDgRMqTawDjAB2pQRWAIcCE/L4H1OCjJ9GxFCgC/hngz5+Hdga2A4YUtn8U+DHETGcElycEhGzgROzfGhETGgxNj8DTo+IzYAzgeOy/Djg+jz3LYE7svxTeZ5dwAGZMWoog4r3ATOAGymZpS2As4GvtOhnozFD0tQW51GzHTClruzxiNgUOB74SZY1GreHgE+T1wb4P+A0YK88flngc5V6H8ls6J+Bw4Gdcr0b+DJARLwI/AXYvI2+NyVpP0ndkrrnzJmzMFWZmZmZ9Qv/b/OibW7eACNpG+A3kjaJiOhDXcOB6yJiTtZ3JrADcBFletulud8U4N31B2emYlvgXEm14hUqu1yUN9l3Slq7SR9uAQ6T9Abggoi4r277VpRg5z/Z5rnARrltJ2DjSturVbIn7dgG+FAunwF8P5d3BD4BEBHzgMez/ABJu+fyesBbgEfq6lyxEgxNAH4FvBU4R9I6wPLArBZ9ajhmtWveg3WA+gjkrMrPH+dyO+P2VmBWRNyb66cDX2B+kFabQrg1ZcroTVnf8pRrWvMQsC4vD/zaFhEnUwJ5urq6+vI9NzMzM+tXDrAWExFxi8pLDAZRbmQb+QuwvqTVGmWxWni+ErTNo/H3YhngsRY3/89WltVoh4j4naRbgfcDf5T0mYi4ps0+LkPJDD1TLawEDh0jaSQlMNkmIv4r6TpgYINd59aPh6SfAT+KiEuyniNbNNXjmLUwt0GfosFyJ8bt6dphwFURMbbJfgOzX9V23gGclKtHAO+gXP92A0kzMzOzxYqnCC4m8nmnAbw8i/KSiPgvJYvyU0nL53GDJO0JTALeKWktlZcVjAWu76HZJ8kXZGTANivrQkVP08FeOj6PeRPwt4g4DrgY2Kxu/8nZxzVy2t0elW1XAvtX6hraqI0WbgY+ksvjKBkngKvJ6XCSBkhaHVgdeDSDqyGUzE27VqdMuQP4ZKW83X626y7KlNCqvSo/a5mlZuNWdQ8wuPbcFvBxGn83JgLbVZ7vWlnSRpXtGwEzqwdExK05LXJoRFwSEYfV1ns6QTMzM7PFkQOsRVvtGayplGlan8xpbK2e0zmcMnXsTkkzKVP/noiIByjPRF0LTAOmRMTFPbR/NnBIvvxgQ0pgso+kaZRnlXbr4fjpwLx8ecRBwIeBmdn3TYDfVHeOiP8DvksJBm8CZlOZsgd05Usq7mT+G/v+AOyuHl5yQQky9pY0nRJAfCnLvwSMkjSDMrVtY8rLI5aVdBfl2aiJPZxn1ZGUaZRTgIcr5e32s91nsC6jvJmwao08vy8BB2VZs3F7SWa39s5+zwBepDwzVr/fHGA8cFa2cwv5nFxOcZwbEQ+20XczMzOzJZb69jiP2StD0ioR8VRmsC4Efh0RF/Z3vxZFkm4Edo2IxxaBvhxECeR/1ak6u7q6oru7u1PVmZmZmXWUpCkR0VVf7gyWLWqOzAzOTMoLIi7q194s2v4fsH5/dyI9Rnk5hpmZmdlSzS+5sEVKRBzc331YXETErf3dh5qIOLW/+2BmZma2KHAGy8zMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MOcYBlZmZmZmbWIQ6wzMzMzMzMOsQBlpmZmZmZWYf4Ne1mZtYn0oLr/rv1ZmZmzmCZmZmZmZl1jAMsMzMzMzOzDnGAZWZmZmZm1iEOsMzMzMzMzDrEAdZiTNI8SVMlTZN0m6Rt2zhmOUlHS7ovj7lF0vv62P5oSRv35dg8frCkj/b1+DbbGNlsXCSNl3R8h9ubLWmtXK5dn5mSzpW0Urv9lHSapDEL2ZefSNqhh32GZB9vl7RhX66HpOUl3SDJL80xMzOzpZ4DrMXb3IgYGhGbA18DvtfGMd8G1gE2iYgtgdHAqn1sfzTQ5wALGAy8ogEWMBLoMfB8hdSuzybAc8BnW+w7kg72U9Jrga0j4oYedh0NnBcRWwDr0cvrIWnZiHgOuBrYqy99NTMzM1uSOMBacqwGPNpqh8yg7AvsHxHPAkTEvyPi97l9rKQZmXE5pnLcU5KOykzZRElrZ7blg8CxmQHZMD+XS5oiaYKkIXn8aZKOk3SzpL9VMjNHA9vn8QdJerukSbk+XdJbGpzDPpLuzf1+WctASRok6XxJk/OznaTBlKDmoKxz+xZjM1jSNdnu1ZLWz/K1JV2Y5z6tlmWSdFGe5x2S9mvj+kwA3izpA5JuzYzRn7P+Zv3cocGYtWsP4PLK+R2R4zJT0skqdgEOBD4n6Vpefj0GSDo2j5su6TNZ18i8vpcAd2YTFwHjetlHMzMzsyWOp/Qs3laUNBUYSMlK7djD/m8G/h4RT9RvkLQucAwwjBKoXSlpdERcBKwMTIyIwyR9H9g3Ir6TN9iXRsR5WcfVwGcj4j5J7wBOqPRpHWAEMAS4BDgPOBQ4OCJ2zeN/Bvw0Is6UtDwwoEEfvw5sCTwJXANMy80/BX4cETdmcHRFRLxN0onAUxHxgx7G5mfA6RFxuqRPAcdRsjvHAddHxO6SBgCr5P6fioj/SFoRmCzp/Ih4pFHFOXXufZSA50ZKZikkfRr4SkT8v/p+StqnyZghaWpEDO3hfLar7Z+Oj4hv5fFnALtGxB+q7UoayYLXYz/g8YgYLmkF4CZJV2Z9W1KyoLNyfSYwvIc+9Sjb3A9g/fXXX9jqzMzMzF51DrAWb3NrN9qStgF+I2mTiD79uc/hwHURMSfrOxPYgZKZeA64NPebAry7/mBJq1CmuJ2r+X99dIXKLhdFxIvAnZLWbtKHW4DDJL0BuCAi7qvbvhUl2PlPtnkusFFu2wnYuNL2atmndm0DfCiXzwC+n8s7Ap8AiIh5wONZfoCk3XN5PeAtQH2AVQuAoWSwfgW8FThH0jrA8sAsmms4Zm0EV1CCszmV9VGSvgKsBKwJ3AH8oYc6dgY2q2TPVqec53PApEpwRUTMk/ScpFUj4sk2+tdQRJwMnAzQ1dXlP1trZmZmix0HWEuIiLhF5eUKg4CHmuz2F2B9Sas1ymK18HwlaJtH4+/NMsBjLW7+n60sq9EOEfE7SbcC7wf+KOkzEXFNm31chpIZeqZaWAm4OiYzPTsB20TEfyVdR8ki1ptbPx6ZpftRRFyS9RzZoqkex6yFubU+SRpIySZ2RcQ/JB3ZpL/1RJlOesUChaXfTzfYfwWgfvy/QJmWCrALcCqwNtAdEZ9u81zMzMzMFht+BmsJofK80wBenkV5SUT8l5JF+WlOwas9u7QnMAl4p6S1circWOD6Hpp9knxBRgZss7Iu8hmfzds9Po95E/C3iDgOuBjYrG7/ydnHNXLa3R6VbVcC+1fqGtqojRZuBj6Sy+MoGScoL2/4XNY5QNLqlEzOoxlcDQG2bqP+mtWB/8vlT1bK2+1nu+6iTAmF+cHUw5nVa/Y8V30frqA8n7UcgKSNJK3c6ECVl2o8HBHPV8sj4uf5oo+hEfGviHhPLju4MjMzsyWSA6zF24r5QoKpwDnAJ3MaG5WpafUOp0wdu1PSTMrUvyci4gHKM1HXUp5rmhIRF/fQ/tnAIfnChg0pgck+kqZRpqDt1sPx04F5Ki+POAj4MDAz+74J8JvqzhHxf8B3KcHgTcBsKlP2gK58GcOdzH9j3x+A3dXDSy4owdnekqYDHwe+lOVfokyvm0GZHrkx5VmqZSXdRXkxxMQezrPqSMo0yinAw5XydvvZ6tpWXUZ5MyER8RjwS8pzUldQAtVG6q/HKZSXWNyW35WTaJ71HpVtmpmZmS3V1LfHdcz6h6RVIuKpzGBdCPw6Ii7s734tiiTdSHmZxWOvQlsXAIdGxL2dqrOrqyu6u7s7VZ2ZmZlZR0maEhFd9eXOYNni5sjM4MykvCDion7tzaLt/wGv+Kv4crrpRZ0MrszMzMwWV37JhS1WIuLg/u7D4iIibn2V2nmOuumcZmZmZksrZ7DMzMzMzMw6xAGWmZmZmZlZhzjAMjMzMzMz6xAHWGZmZmZmZh3iAMvMzMzMzKxDHGCZmZmZmZl1iF/TbmZLNWnBdf/tdTMzM1sYzmCZmZmZmZl1iAMsMzMzMzOzDnGAZWZmZmZm1iEOsMzMzMzMzDrEAZYBIGm0pJA0pM39PyVphqTpkmZK2i3Lx0tat43jF9hP0imSNu5h/xclbVYpmylpcA/t/G+b5/NUO/u1Uc91kro6UVcf229r/HtR34GSVupUfWZmZmZLOgdYVjMWuDF/tiTpDcBhwIiI2AzYGpiem8cD7dzgL7BfRHw6Iu7s4Zh/Zru90VaAtQQZT5PxlzSgD/UdCPQqwOpjO2ZmZmZLBAdYhqRVgBHAPsBH2jjkdcCTwFMAEfFURMySNAboAs6UNFXSipKOkDQ5s00nq2i030uZH0nvlXSbpGmSrq60eynwdklvbXAOYzOjNlPSMVl2NLBitnFmln1M0qQsO6kaDEj6saQ7JF0taVCWDZU0MTN1F0pao1V5pa5lJJ0m6TsN+jpc0s15fpMkrSppoKRT8xxulzQq9x0v6QJJl0u6T9L3s3xA1j8zjzmoybjOlnSMpNuAPevGeS1Jsyv1/SDrmy5pf0kHUIK1ayVd22ycs/wpST+UNA3YpuevkJmZmdmSyQGWAewGXB4R9wKPSBrWw/7TgH8DszIo+ABARJwHdAPjImJoRMwFjo+I4RGxCbAisGuT/QDIwOaXwB4RsTmwZ6XdF4HvU5eVyilxxwA7AkOB4ZJGR8ShwNxsY5yktwF7AdtFxFBgHjAuq1kZ6I6ItwPXA9/I8t8AX81M3Yw2yqH8fbkzgfsi4vC6vi4PnAN8Kc9vJ2Au8IUyhLEpJYt4uqSBedjQ7PemwF6S1suy10fEJnnMqS3G9ZGI2DIizqa5/YDBwNA8pzMj4jjgX8CoiBjVbJwr43drRGweETe2aKclSftJ6pbUPWfOnL5WY2ZmZtZvHGAZlBv62s332fQwTTAi5gHvBcYA9wI/lnRkk91HSbpV0gzKjfnbe+jL1sANETEr2/pP3fbfAVtLemOlbDhwXUTMiYgXKMHNDg3qfhcwDJgsaWquvym3vUgJfAB+C4yQtDrwmoi4PstPB3ZoVl5p5yRgZkQc1aAPbwUeiIjJeX5PZJ9HZLtExN3A/cBGeczVEfF4RDwD3AlsAPwNeJOkn0l6L/BEg7ZqzmmxrWYn4KTsS6Nxh9bjPA84v412WoqIkyOiKyK6Bg0atLDVmZmZmb3qlu3vDlj/krQmJfDZVFIAA4CQdEhERLPjctskYJKkq4BTgSPr6h4InAB0RcQ/MggbyEKIiBck/RD4ah8OF3B6RHytnab6UH/NzZTA8ocZFC2sZyvL84BlI+JRSZsD7wE+C3wY+FST45+uLL/A/P9YWahrUeeZDLwXkNm2P+TqiZTv1765vktE/KuDfTAzMzPrd85g2RjgjIjYICIGR8R6wCxg+2YHSFpX0paVoqGUjAuUZ7NWzeXaDfzDKs95jakcU92vaiIlS/TGbGvNBvucRsm41FIck4B35jNFAygZuFp26XlJy+Xy1cAYSa+r1S1pg9y2TKV/HwVujIjHgUcl1cbi48D1zcor/fsV8Efg95Lq/xPjHmAdScOzD6vmPhPI6YqSNgLWz30bkrQWsExEnA8cDtSuR7NxrZlNyeLBgtfjKuAztf5Wxr1aX6txbigi/pHTFYdGxIkR8fPKuoMrMzMzW+I4g2VjKc/VVJ0PjJX0F+CUiNilbvtywA/ymZxngDmULAqU4OdESXMpLzv4JTATeBCYXKmjfj8AImKOpP2ACyQtAzwEvLvaeEQ8J+k44Ke5/oCkQ4FrKVmqyyLi4tz9ZGC6pNvyOazDgSuz7ucpzz7dT8nybJXbH6I88wTwyeznSpRpeXv3UF7r449yKuEZksZFxIuVvu8F/EzSipTnr3aiZPp+kVMpXwDGR8Szkmji9cCpeR4Ataxcw3Gt+AEl8NsPuKxSfgplSuJ0Sc9TrtvxOX6XS/pXPofVbJzNzMzMDFCLWWBmZv2mq6sruru7+7sbZmZmZg1JmhIRL/v7p54iaGZmZmZm1iEOsMzMzMzMzDrEAZaZmZmZmVmHOMAyMzMzMzPrEAdYZmZmZmZmHeIAy8zMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MOWba/O2BmtiiQFlz332A3MzOzvnAGy8zMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MOcYBlZmZmZmbWIQ6wzMzMzMzMOsQB1qtA0mhJIWlIm/t/StIMSdMlzZS0W5aPl7RuG8cvsJ+kUyRt3GbbI7OvH6iUXSppZA/HHShppTbqny1prXb60kM9p0ka04fjviVpp4Vtv4c2/rdu/X8knS3pr5KmSPqjpI16qOOp/DlY0swm+6wj6dJcHi/p+F72c09Jd0m6tjfHNalrU0mnLWw9ZmZmZos7B1ivjrHAjfmzJUlvAA4DRkTEZsDWwPTcPB7oMcCq3y8iPh0Rd/aiv//MPvTGgUCPAVZ/i4gjIuLPr0TdKpYB/rdaBlwIXBcRG0bEMOBrwNodaPLLwC8X4vh9gH0jYlQ7O0tq+mcdImIG8AZJ6y9Ef8zMzMwWew6wXmGSVgFGUG5mP9LGIa8DngSeAoiIpyJiVmZruoAzJU2VtKKkIyRNzizXyXmD32i/6yR1ZX/eK+k2SdMkXd2kD9OAxyW9u8H5vEvS7Zlh+7WkFSQdQAnorq1lQyTtLOmWbOvcHIear+TxkyS9OfcfLOmazNpdXbtRb1Ze16dvZ0ZrQE+DW818ZTbtm9nHGbUMo6R35thNzXNdNcsPyfGeLumblf7dI+k3wEzgV8CKeeyZwCjg+Yg4sdaHiJgWEROa1dkLewCXV9bXy2t9n6RvVM75YznWUyWdJGmApCMo38tfSTpW0kBJp+Y43C5pVB47XtIlkq4Brpa0cl73SbnfbpX2/0B733EzMzOzJZYDrFfebsDlEXEv8IikYT3sPw34NzArb3g/ABAR5wHdwLiIGBoRc4HjI2J4RGwCrAjs2mQ/ACQNomQ89oiIzYE9W/TjKODwaoGkgcBpwF4RsSnlD1V/LiKOA/4FjIqIUSpTAA8HdoqILbM/X65U9Xgefzzwkyz7GXB6Zu3OBI7robzWp2OBQcDeETGvxfk083D28RfAwVl2MPCFiBgKbA/MlbQz8BZgK2AoMEzSDrn/W4ATIuLtEbE3MDfHfhywCTClUcM91NmSpDcCj0bEs5XirShB12bAnpK6JL0N2AvYLs9nHuW78S3mf08OAb4ARF6XscDpeb0BtgTGRMQ7KZnNayJiK0rweKyklXO/7hyvPpO0n6RuSd1z5sxZmKrMzMzM+oUDrFfeWODsXD6bHqYJZpDwXmAMcC/wY0lHNtl9lKRbJc0AdgTe3kNftgZuiIhZ2dZ/WvTjBgBJIyrFbwVmZbAIcDrQKCDYGtgYuEnSVOCTwAaV7WdVfm6Ty9sAv8vlMyjZlVblAF8HVo+Iz0ZENDuXHlyQP6cAg3P5JuBHmZl7TUS8AOycn9uB24AhlOAI4P6ImNiHtlvV2ZN1gPoI5KqIeCSD6gsoY/UuYBgwOa/Fu4A3NahvBPBbgIi4G7gfqD0ndlXlu7IzcGjWdR0wEKhlFR+ivSmsTUXEyRHRFRFdgwYNWpiqzMzMzPpF02cqbOFJWpMS+GwqKYABQEg6pFVAkNsmAZMkXQWcChxZV/dA4ASgKyL+kUHYQDqrlsV6oZfHiXJT3iyYjCbLvTWZkvVZs1Ww2INaBmge+fsQEUdLugzYhRIkvodyTt+LiJOqB0saDDzdov47KMFyIw3rbNNcXn6968cyso3TI+JrfWijpnp+omRA72mw38Ds1wIknQpsQclyfoYylRDgxOrUSTMzM7MlgTNYr6wxwBkRsUFEDI6I9YBZtJhGJWldSVtWioZSsglQns1aNZdrN9cP5/NN1Zv46n5VE4EdcnpZLQBsKiKuBNagTDkDuAcYXHtuCvg4cH2DNicC21Wer1pZC741b6/Kz1ty+WbmP78zDpjQQzmU54+OBi6rPSfVCZI2jIgZEXEMJYgbAlwBfKr2LJmk10t6XZMqnpe0XC5fA6wgab9K/ZtJ2r6Xdda7l/kZt5p3S1pT0orAaEom7mpgTK3e3L4BLzeBMr7ktVqfcr3rXQHsL0m57xaVbRtRnkNbQETsnVMmd4mIf+TyUAdXZmZmtiRyBuuVNRY4pq7sfGCspL8Ap0TELnXblwN+oPKa9Wco08A+m9tOA06UNJcyde6XlBvaBymBAE32AyAi5uSN/gUqb7t7CHjZiyzqHAVcnMc/I2lv4FyVN8pNBmo3yScDl0v6Vz6HNR44S9IKuf1wSlAAsIak6ZTsUS3LtT9wqqRD8pz37qG8dk7nZnB1iaRdqs+cLYQD8yUPL1IyUH+KiGfzeaZbMrZ4CvgYJfNV72RguqTbImKcpN2Bn0j6KuWazgYOjIj7mtT5UE8djIinVV77/uaI+EsWT6J8v94A/DYiugEkHQ5cmdf8ecrzVvfXVXkC8IucbvoCMD7Pub7pb1Oem5ue9c0Cds1to4DLeur7oqrPk0zNzMzMKtT3R1fMrD9l4DYsIg7vcedXvi8rULKZI/KZtYXW1dUV3d3dnajKzMzMrOMkTYmIrvpyZ7DMFlMRcaGk1/Z3P9L6wKGdCq7MzMzMFlcOsGyJJOnnwHZ1xT+NiFP7oz+vlIg4pb/7ABAR9wH39Xc/zMzMzPqbAyxbIkXEF/q7D2ZmZma29PFbBM3MzMzMzDrEAZaZmZmZmVmHOMAyMzMzMzPrEAdYZmZmZmZmHeKXXJiZVbz8byv7jxCbmZlZ+5zBMjMzMzMz6xAHWGZmZmZmZh3iAMvMzMzMzKxDHGCZmZmZmZl1iAMsMzMzMzOzDnGAtQiQNFpSSBrS5v6fkjRD0nRJMyXtluXjJa3bxvEL7CfpFEkbt9n2yOzrBypll0oa2cNxB0paqY36Z0taq52+9FDPaZLG9OG4b0naaWHb76GN/61b/x9JZ0v6q6Qpkv4oaaMe6ngqfw6WNLPJPutIurSN/hwr6Y782dZ3qEEdX5T0qd4eZ2ZmZrakcYC1aBgL3Jg/W5L0BuAwYEREbAZsDUzPzeOBdm6OF9gvIj4dEXf2or//zD70xoFAjwFWf4uIIyLiz69E3SqWAf63WgZcCFwXERtGxDDga8DaHWjyy8Av29hvP2CziDiE9r9DL5G0LPBrYP/edtDMzMxsSeMAq59JWgUYAewDfKSNQ14HPAk8BRART0XErMzWdAFnSpoqaUVJR0ianFmuk/MGv9F+10nqyv68V9JtkqZJurpJH6YBj0t6d4PzeZek2zPD9mtJK0g6gHLTfq2ka3O/nSXdkm2dm+NQ85U8fpKkN+f+gyVdk1m7qyWt36q8rk/fzozWgJ4Gt5r5ymzaN7OPM2oZRknvzLGbmue6apYfkuM9XdI3K/27R9JvgJnAr4AV89gzgVHA8xFxYq0PETEtIiY0q7MX9gAur/RjQp7LbZK2zfJLgFWAKZL24uXfjWGSrs/M2hWS1snjrpP0E0ndwJci4r/AbElb9bKPZmZmZksUB1j9bzfg8oi4F3hE0rAe9p8G/BuYJelU5VS9iDgP6AbGRcTQiJgLHB8RwyNiE2BFYNcm+wEgaRAl47FHRGwO7NmiH0cBh1cLJA0ETgP2iohNKX/I+nMRcRzwL2BURIxSmQJ4OLBTRGyZ/flyparH8/jjgZ9k2c+A0zNrdyZwXA/ltT4dCwwC9o6IeS3Op5mHs4+/AA7OsoOBL0TEUGB7YK6knYG3AFsBQ4FhknbI/d8CnBARb4+IvYG5OfbjgE2AKY0a7qHOliS9EXg0Ip7NooeAd+e57EWOU0R8sNKfc6h8N4AXKOM7JjNrv6Zc95rlI6IrIn6Y6905Hn0maT9J3ZK658yZszBVmZmZmfULB1j9byxwdi6fTQ/TBDNIeC8wBrgX+LGkI5vsPkrSrZJmADsCb++hL1sDN0TErGzrPy36cQOApBGV4rcCszJYBDgdaBQQbA1sDNwkaSrwSWCDyvazKj+3yeVtgN/l8hmUrF+rcoCvA6tHxGcjIpqdSw8uyJ9TgMG5fBPwo8zMvSYiXgB2zs/twG3AEEpwBHB/REzsQ9ut6uzJOkA1QlkO+GV+F86ljH9P3koJAK/K63Q48IbK9nPq9n+IXk4vrBcRJ2fQ1jVo0KCFqcrMzMysXyzb3x1YmklakxL4bCopgAFASDqkVUCQ2yYBkyRdBZwKHFlX90DgBKArIv6RQdjADp9CLYv1Qi+PE3BVRDQLJqPJcm9NpmR91mwVLPaglgGaR/6+RMTRki4DdqEEie+hnNP3IuKk6sGSBgNPt6j/Dkqw3EjDOts0lwWv90GUzOfmlP9YeaaNOgTcERHbNNlef14Ds935FZRpmbUM3SWUYPEbuf7piOhuox9mZmZmiw1nsPrXGOCMiNggIgZHxHrALFpMs5K0rqQtK0VDgftz+Ulg1Vyu3Vw/nM83VW/iq/tVTQR2yOlltQCwqYi4ElgD2CyL7gEG156bAj4OXN+gzYnAdpXnq1bWgm/N26vy85Zcvpn5z6iNAyb0UA7l+aOjgctqz0l1gqQNI2JGRBxDCeKGAFcAn6o9Sybp9ZJe16SK5yUtl8vXACtI2q9S/2aStu9lnfXuZX7GDWB14IGIeJFyXZo9j1a9TvcAgyRtk+0vJ6lVFnQjynNmL4mIeTn9cGi+QOTCyrqDKzMzM1viOIPVv8YCx9SVnQ+MlfQX4JSI2KVu+3LAD1Repf0MZRrYZ3PbacCJkuZSps79knLD+yAlEKDJfgBExJy80b9A5W13DwEve5FFnaOAi/P4ZyTtDZyr8ma5yUDt5Q0nA5dL+lc+hzUeOEvSCrn9cEpQALCGpOmU7FEty7U/cKqkQ/Kc9+6hvHZO52ZwdYmkXarPnC2EAyWNAl6kZKD+FBHPSnobcIskKC8h+Rgl81XvZGC6pNsiYpyk3YGfSPoq5ZrOBg6MiPua1PlQTx2MiKdVXvv+5oj4CyWbeb6kT1ACz2ZZtdNY8LsxBjhO0uqUfy9+kufcyHbUZVIXR32eTGpmZmYGqO+PppjZoiwDt2ERcXiPOy98W1sAX46Ij3eqzq6urujudpLLzMzMFk2SpkREV325M1hmS6iIuFDSa1+l5taivFTEzMzMbKnmAMuWSpJ+TpnSVvXTiDi1P/rzSomIU16ldq56NdoxMzMzW9Q5wLKlUkR8ob/7YGZmZmZLHr9F0MzMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MOcYBlZmZmZmbWIX7JhZnZYqT8zen5/KcMzczMFi3OYJmZmZmZmXWIAywzMzMzM7MOcYBlZmZmZmbWIQ6wzMzMzMzMOsQBlpmZmZmZWYc4wFqESRotKSQNaXP/T0maIWm6pJmSdutQPz4r6RMdqGcVSSdJ+qukKZKuk/SOPtY1XtK6C9GXoZJ2abJtZI77p+v2D0kH97XNRZWkAyWt1GL7eZLelMtHSfqHpKfq9vmipE+90n01MzMzW9Q5wFq0jQVuzJ8tSXoDcBgwIiI2A7YGprfbkKSmr+yPiBMj4jft1tXCKcB/gLdExDBgb2CtPtY1HuhzgAUMBRoGWGkm8OHK+lhg2kK094podd164UCgYYAl6e3AgIj4Wxb9Adiqwa6/BvbvQF/MzMzMFmsOsBZRklYBRgD7AB9p45DXAU8CTwFExFMRMSvr2lDS5Zk1mlDLiEk6TdKJkm4Fvi9ptqTXVPpwn6S1JR1Zy9xIerOkP0uaJuk2SRtm+SGSJmf27JsNzmdD4B3A4RHxYvZxVkRcltu/nFm3mZIOzLLBku6S9EtJd0i6UtKKksYAXcCZkqZm2TBJ1+c5XiFpnazjOknHSJok6V5J20taHvgWsFcev1eD8bwfGJjnL+C9wJ8q57Nvnu80SefXMkA5psdJulnS37Kvtezd1TlmM6rZRUlfl3SPpBslnVUZ67auW904ryTp95LulHShpFsldeW2nSXdkn04N/t0ACVQvVbStQ3GYRxwcW0lIiZGxAP1O0XEf4HZkhoFX2ZmZmZLDQdYi67dgMsj4l7gEUnDeth/GvBvYJakUyV9oLLtZGD/zBodDJxQ2fYGYNuI+DLlRnp3gJy6d39E/LuunTOBn0fE5sC2wAOSdgbeQslsDAWGSdqh7ri3A1MjYl59x/Pc9qYEYFsD+0raIje/Jdt7O/AYsEdEnAd0A+MiYijwAvAzYEye46+BoypNLBsRW1EyNd+IiOeAI4BzImJoRJzzstEszgP2zPO8DXi2su2CiBie43AXJRCuWYcSHO8KHJ1lzwC7R8SWwCjghyqGA3sAmwPvowSONe1et6rPA49GxMbA14FhAJLWAg4Hdso+dANfjojjgH8BoyJiVIMx2A6Y0mR86nUD27e5b0OS9pPULal7zpw5C1OVmZmZWb/oxPQie2WMBX6ay2fnetMb3YiYJ+m9wHDgXcCPM3D5ASVAOLckYgBYoXLouZWg5xxK4HEqJWu2QOAhaVXg9RFxYbb5TJbvDOwM3J67rkIJjG5o81xHABdGxNNZ3wWUG/VLgFkRMTX3mwIMbnD8W4FNgKvyHAcA1SzLBT0c38zvKWMwBDiLMo41m0j6DvAayvleUdl2UWbp7pS0dpYJ+G4Gni8CrwfWpgQwF+dYPiPpD/BSBrPd61Y1gvzeRMRMSbVpolsDGwM3ZX3LA7e0MQbrAO1GOg9RxqrPIuJkSmBJV1dXLExdZmZmZv3BAdYiSNKawI7AppKCEjCEpEMioulNZ26bBEySdBUlUPoR8Fhmehp5urJ8C/BmSYOA0cB32u0y8L2IOKnFPncAm0sa0CQwaKaaNZoHrNik/TsiYpse6phHL77zEfGgpOeBdwNfYsEA6zRgdERMkzQeGNmkz7XoaBwwCBgWEc9Lmg0MbNH8MrR/3doh4KqI6PF5vjpzad3PqoG5//xGpQHM/4+BSyhB+Ddy/dMR0d3L/piZmZkt0jxFcNE0BjgjIjaIiMERsR4wixbTryStK2nLStFQyhS/JyjTBvfM/SRp80Z1ZIB2ISUouysiHqnb/iTwT0mjs64V8tmjK4BPZdYFSa+X9Lq6Y/9KmUL2zXymqfaM1fuBCcDofH5oZco0xQk9jNGTwKq5fA8wSNI2We9yKi9naPf4Vo4AvtogKFyVMj1yOUrw1JPVgYcyuBoFbJDlNwEfkDQwx29XgN5ctzo3kS/nkLQxsGmWTwS2k/Tm3LaypI1yW6uxuAt4cxvtAmxEeTnISyJiXk7DHBoRR0TEhZV1B1dmZma2xHGAtWgaSwl0qs4HxmYg9ccGxywH/EDS3ZKmAntRsi5QAoB9JE2jZJJavb79HOBj1E0PrPg4cEBOPbsZ+J+IuBL4HXCLpBmUZ5ca3bB/mjIt7i+SZlKyQA9FxG25PAm4FTglIm5vcHzVacCJea4DKEHpMXmOU1kw29TItcDGav6SCwAi4uaIuKjBpq9nX28C7u6hLSjPrnXl+HyidkxETKZkdqZTXqIxA3g8j+nNdas5gRJs3knJQN4BPB4RcyhvXjwrr90tzJ/OdzJweZOXXFxGJTsn6fuS/gmsJOmfko6s7LsdcFUbfbSFELHgx8zMzBYtajHjzMxeBZJWiYinMht4A7BfBp19qWsAsFxEPKPy5sY/A2/NF3v0pb4VKcHodq2mduZLSb4cER/vSzuNdHV1RXe3k1xmZma2aJI0JSK66sv9DJZZ/zs5p/MNBE7va3CVVqK8cn05ynNXn+9rcAUQEXMlfYPyUo6/t9h1LUpWz8zMzGyp5gDLrJ9FxEc7WNeTLPiq907UeUUb+3hqoJmZmRl+BsvMzMzMzKxjHGCZmZmZmZl1iAMsMzMzMzOzDnGAZWZmZmZm1iEOsMzMzMzMzDrEbxE0s6WatOC6/zSgmZmZLQxnsMzMzMzMzDrEAZaZmZmZmVmHOMAyMzMzMzPrEAdYZmZmZmZmHeIAy8zMzMzMrEMWiQBL0mhJIWlIm/vPlnR+ZX2MpNN6OGakpG3bqPtISQe304822ru0Qfl4SXMkTZV0p6R9F7atVu1Kep+k7mzrdkk/7GO9gyV9dCH7dqCklSrrsyXNyLGY2s71qauvrWu6KKkfgxb7XSepu7LeJem6Ho4ZKmmXNuoeL+n4tjrcup7BkmYubD1mZmZmS5JFIsACxgI35s92DZO0cS/2HwksKjfj50TEUEqfvitp7VeiEUmbAMcDH4uIjYEu4C99rG4wsFABFnAgUB9cjIqIofm5uZf1jaSX11RSx/40gaQBfTjsQF4+Bs28TtL7elH3UKDHAMvMzMzMXjn9HmBJWgUYAewDfKQXh/4QOKxBfWtKukjSdEkTJW0maTDwWeCgzJRsL2mQpPMlTc7PdpVqNpd0i6T7ahkmFcdKmplZl71aldf1aXhmjzaslkfEQ8BfgQ0k/SIzTXdI+mbl2NmSvinptqx/SJavLOnXkiZl3bs1GKOvAEdFxN3Z3ryI+EUeP1jSNTlOV0taP8tPk3ScpJsl/U3SmKzraGD7HL+DJA3I856cdXwmjx+Z2ZfzJN0t6cwcowOAdYFrJV3b7KLmtZuS47Bfpfy9OQbTsr+NrmmrczpR0q3A9/O6Dspty0j6S2290t4qkk7NMZ8uaY8sf0rSDyVNA7aR9LG8BlMlnVQLuhpdz0ZjIGnn/K7dJulcld+HmmNp/B0fWOnb7ZJGSVoe+BawV/Zlrx6+I+vldbpP0jcqdX85v8szJR3YU3ll+5uyjeHNrq2ZmZnZUiEi+vUDjAN+lcs3A8PaOGY2sDZwF/BmYAxwWm77GfCNXN4RmJrLRwIHV+r4HTAil9cH7qrsNw1YEVgL+AflpngP4CpgQLb9d2CdFuUjgUspGZYpwPpZ/3jg+Fx+E/AQsCawZpYNAK4DNquc6/65/HnglFz+LiUzBfAa4F5g5Vq7WX4bsHmTMfwD8Mlc/hRwUS6fBpxLCb43Bv6S5S/Vm+v7AYfn8gpAN/DG3O9x4A1Zxy2VcZ4NrFV3HWcAU4Fbs6w2DisCM4HXAoPyOryxbp/6a9rqnC4FBuT6N4ADc3ln4PwG43MM8JPK+hr5M4AP5/Lbss3lcv0E4BN1fWx0PdfK5bWAG4CVc/2rwBG5fB0l43gNMCqXr8tt/w/4dS4PoXznBlL5bvXwHRkPPJBjWxvnLmBYXo+VgVWAO4AtWpQPzmPfCtxOk+9aL/892I/yXepef/3149VQ/rTw/I+ZmZlZO4DuaHA/07HpUgthLPDTXD4716e0cdw8yv/wfw34U6V8BCXoISKukfRaSas1OH4nYGNJtfXVKtmDiyNiLjA3Mw1bZb1nRcQ84N+SrgeGtyh/gnIDfjKwc0T8q9L2XpJGAM8Cn4mI/0j6bGZslqUEaBsD03P/C/LnFOBDubwz8EHNf15sICVQbNc2lbrOAL5f2XZRRLwI3Knm0xd3BjarZLhWB94CPAdMioh/AkiaSrkRv7FJPaMi4uHK+gGSds/l9bLOQcANETELICL+04dzOjevEcCvgYuBn1ACsVMb1LUTlYxqRDyai/OA2vN/76IEH5Pze7QiJWAG+HCL61mzdZbflMcvTwlIq74DHE4JvmpGUP4jgYi4W9L9wEYNzqHVd+SqiHgEQNIFWWcAF0bE05Xy7QE1Kb+Ecm0uBj4UEXc26EOvRMTJlN8Zurq6YmHrMzMzM3u19WuAJWlNSpZpU0lB+d/+kHRIRoU9OYMSYPXlQftlgK0j4pm6PkG50azq643eA5Sb2i2AaoB1TkR8sdLmG4GDgeER8ajKCzsGVvZ/Nn/OY/41E7BHRNxT1/9qQHQHJQCY1st+P1tZVpN9RMmsXVHX/si646t9bimP3QnYJiL+q/JSh4GtjumFp2sLEfEPSf+WtCMleB7Xi3qeqQRqAk6PiK9Vd2jjelI5/qqIaPrsYf4nwXcowVhvNfuOvIPOfccfp2TQRgAvC7AkHQW8P1eHMf8/Ty6JiCP62KaZmZnZIqu/n8EaA5wRERtExOCIWA+YRfnf8R5FxPPAj4GDKsUTyBvmvGF/OCKeAJ4EVq3sdyWwf21F0tDKtt3yOZfXUqa8Tc5691J59mgQsAMwqUU5wGOUm8vvZV+aWY0SADyeAVI7Lza4AthfGRFK2qLBPscC/ytpo9xnGUmfzW03Mz9DMy7Po5X68bsC+Jyk5bLujSSt3Ms66q0OPJrB1RDmBxUTgR0ycKkF5o3q6805nQL8lgUzW1VXAV+orUhao8E+VwNjJL2u1i9JG9D6elb7PBHYTtKb8/iVa9eqzncoz9PVVL/jG1GyUvfQ+Bo1+468O/u7IjAauCnrHS1ppbyWu2dZs3IoGcvdgU+owVsmI+KwmP8Sk3mVZQdXZmZmtkTq7wBrLHBhXdn5wFhJ60r6Yxt1/IoFMyRHUt4wOJ3yYoZPZvkfgN3zBQDbAwcAXSovMLiT8sKEmunAtZQb4G/n9L4Ls3wa5bmYr0TEgy3KAYiIfwO7Aj/PzMHLRMQ0yjMsd1OeDbupjfP+NrAcMF3SHbleX+90ylvrzpJ0FyXT96bcvD+wd47Tx4Ev9dDedGCeyksmDqIEKHcCt6m8qvskes5UnQxcruYvubgcWDb7ejRl/ImIOZRncy5QebnEObl//TXtzTldQnmeqNH0QChBzRr5UodplOegFpBT4g4Hrsw2rwLW6eF6vjQGeV7jKddnOmV64Mv+VEFE/BGYUyk6AVhG0owci/ER8SzlO7txjsdetP6OTKL8rk2nPIPWHRG3UZ5XmwTcSnne7/Zm5ZX+PU35jh8k6YNNxnORVf8UlpmZmdnCUHsz8cyWLJK6gB9HRFvZUnv1dXV1RXd3d887mpmZmfUDSVMioqu+fFF4yYXZq0rSocDn6N2zV2ZmZmZmPervKYJmr7qIODqf+2v2ZkMzMzMzsz5xgGVmZmZmZtYhDrDMzMzMzMw6xAGWmZmZmZlZhzjAMjMzMzMz6xAHWGZmZmZmZh3i17Sb2VJNWnDdfxrQzMzMFoYzWGZmZmZmZh3iAMvMzMzMzKxDHGCZmZmZmZl1iAMsMzMzMzOzDnGAZWZmZmZm1iEOsKxfSBotKSQNaXP/2ZLOr6yPkXRaD8eMlLRtG3UfKengdvrRRnuXLmw9C9H+YEkf7WB9QyXt0qn6zMzMzJYGDrCsv4wFbsyf7RomaeNe7D8S6DHAWoIMBhoGWJL68icZhgK9CrD62I6ZmZnZEsMBlr3qJK0CjAD2AT7Si0N/CBzWoL41JV0kabqkiZI2kzQY+CxwkKSpkraXNEjS+ZIm52e7SjWbS7pF0n2S9s16JelYSTMlzZC0V6vyuj4Nl3S7pA3rygdI+kEeO13S/ln+rtx/hqRfS1ohy2dL+qak23LbkCx/Z57X1DxuVeBoYPssO0jSeEmXSLoGuLo+wybpeEnjK/29WdI0SZMkrQ58C9gr69ur0TjnsUdKOkPSTcAZvbieZmZmZksc/2+z9YfdgMsj4l5Jj0gaFhFT2jju98DnJb25rvybwO0RMVrSjsBvImKopBOBpyLiBwCSfgf8OCJulLQ+cAXwtqxjM2BrYGXgdkmXAdtQsjibA2sBkyXdQMmKNSon29kW+BmwW0T8va6v+1EyTUMj4oUMWgYCpwHvyjH5DfA54Cd5zMMRsaWkzwMHA5/On1+IiJsyYH0GOBQ4OCJ2zX6MB7YENouI/0ga2WhQJS0PnAPsFRGTJa0G/Bc4AuiKiC/mfj+rH+ccB4CNgRERMbdRG+2StF+OEeuvv/7CVGVmZmbWL5zBsv4wFjg7l8+m/WmC84Bjga/VlY8gMycRcQ3w2gwS6u0EHC9pKnAJsFoGJwAXR8TciHgYuBbYKus9KyLmRcS/geuB4S3KoQRsJwMfaBBc1fpwUkS8kP39D/BWYFZE3Jv7nA7sUDnmgvw5hRKcAdwE/EjSAcBravU1cFW20cpbgQciYnL26Ykm9bUa50sWNrjKek+OiK6I6Bo0aNDCVmdmZmb2qnMGy15VktYEdgQ2lRTAACAkHRIR0UYVZ1ACrJl9aH4ZYOuIeKauTwD1bbfTl0YeAAYCWwD/6mMd9Z7Nn/PI39mIODqzbLsAN0l6T5Njn64sv8CC/6kysEP9q2/nJZKOAt6fq8MoQSKUgOyIDrZvZmZmtkhwBstebWOAMyJig4gYHBHrAbOA7ds5OCKeB34MHFQpngCMg/ImP8qUuieAJ4FVK/tdCexfW5E0tLJtN0kDJb2W8nKMyVnvXvnc1CBKVmlSi3KAxygBxfeaTMm7CviM8mUQGXDeAwyuTH38OCUr1pSkDSNiRkQck30d0uB8690PbCxpBUmvAd6V5fcA60gannWvmv2rr6/ZODcVEYdFxND8zKssO7gyMzOzJZIDLHu1jQUurCs7HxgraV1Jf2yjjl+xYPb1SMobBqdTXvTwySz/A7B7vqRhe+AAoCtf0nAn5SUYNdMpUwMnAt+OiH9lP6cD04BrgK9ExIMtygHIaYO7Aj+X9I66vp8C/B2YLmka8NHMqO0NnCtpBvAicGIPY3Bg7UUZwPPAn7JP8/JFFQfVHxAR/6A8xzYzf96e5c8BewE/yz5dRcluXUsJyKbmizyajfNiLWLBj5mZmdnCUHuzsszMXl1dXV3R3d3d390wMzMza0jSlIjoqi93BsvMzMzMzKxDHGCZmZmZmZl1iAMsMzMzMzOzDnGAZWZmZmZm1iEOsMzMzMzMzDrEAZaZmZmZmVmHOMAyMzMzMzPrkGV73sXMbMklLbjuPw1oZmZmC8MZLDMzMzMzsw5xgGVmZmZmZtYhDrDMzMzMzMw6xAGWmZmZmZlZhzjAMjMzMzMz65C2AixJoyWFpCFt7j9b0vmV9TGSTuvhmJGStm2j7iMlHdxOP9po79Ie9rld0tBcXlbSU5I+Vtk+RdKWkr4laae+tNFD+/9btz5P0tTKZ3Av6xstaeO+9qc/1I9Bi/16/Z1ro84LJY2urN8j6fDK+vmSPiTps5I+0eD4wZJmLkT7B0paqcX28yS9KZef6mXdgyTdmt/x7fvax0p9f5a0xsLWY2ZmZra4azeDNRa4MX+2a1gvb+ZHAj0GWK+ym5jfp82Be2vrklYGNgSmRcQREfHnV6D9+uBibkQMrXxm97K+0UCvAixJHXmVv4q+ZEzbCrBSb79zPXnp+kt6LfA0sE1l+zbAzRFxYkT8poPt1hwINAywJL0dGBARf+tj3e8CZkTEFhExoZ0DJA1osfkM4PN97IuZmZnZEqPHG15JqwAjgH2Aj/Si7h8ChzWob01JF0maLmmipM0yE/NZ4KDMzGyf/8N+vqTJ+dmuUs3mkm6RdJ+kfbNeSTpW0kxJMyTt1aq8rk/D83/yN6zbdDPzA6xtgROBobm+FTAlIuZJOk3SmKzrvZLulnQb8KFKG4MkXSXpDkmnSLpf0lq57WOSJuW5nyRpgKSjgRWz7MxGAyxpFUlXS7otz223yrZP5BhPk3SGSnbwg8CxWeeGkobmNZie2Zo18tjrJP1EUjdwmKRZkpbLbatV1yvtrZ11TMvPtpnBuUfSb4CZwHqSDsnrOV3SNyvHX6SSEbxD0n5Z9rIxaDRWlW40+86tLOnXedzttXGSdJmkzXL5dklH5PK38ntVf/3/AAzK79QbKQHvg6pkVSUNq40B8IVKH1aS9HtJd+Y43SqpK7ftnN/n2ySdm9f1AGBd4FpJ1za4/OOAi+vO88c5fldLGpRlG0q6PMd2gqQhKlnZ7wO75TiuKGlsfodmSjqmUudTkn6Y57NNi/G/hN79B4yZmZnZEqmdjMJuwOURcS/wiKRhbdb9e2BLSW+uK/8mcHtEbEbJTvwmMzEnAj/OzMwE4Ke5PhzYAzilUsdmwI6UDMIRktalBDNDKZmmnSiBxDotygHIwONEYLeI+GtdX6sZrG2BG4BnJa2a6zdXd5Y0EPgl8AFgGPA/lc3fAK6JiLcD5wHr5zFvA/YCtouIocA8YFxEHMr8jNW4rKMWbEyVdCHwDLB7RGwJjAJ+mDf/bwcOB3aMiM2BL0XEzZSb4EOyzr8CvwG+mtdiRvaxZvmI6IqIbwLXAe/P8o8AF0TE83VjdRxwfba3JXBHlr8FOCHP+625vhXlmgyTtEPu96mIGAZ0AQdIem39GDQbq0ofmn3nDsux3yrH6ViVDOQEYHtJqwMvALUgfnvKtZ4CbCJpecr1vgW4B3gbDa5/OhXYP8eh6vPAoxGxMfB1yvcDlSD7cGCnvI7dwJcj4jjgX8CoiBjVoJ3tsn81KwPdOc7XM/9anpz9GQYcTLkWU4EjgHNyHNcAjqH8Tg0Fhmv+1MiVgVvzfB6hyfhHxKPACiqZvj6TtJ+kbkndc+bMWZiqzMzMzPpFO9O/xlKCHYCzc31K891fMg84Fvga8KdK+QhKwEREXCPptZJWa3D8TsDGkmrrq6lk0wAujoi5wNz83/2tst6zImIe8G9J1wPDW5Q/QblRPhnYOSL+Vd+BiLhf0vKS/gcYQrm5ngy8g3KD/bO6Q4YAsyLiPgBJvwX2q5z37lnv5ZIezfJ3UW62J+e5rgg81GA8IION2opKFum7GaS8CLweWJtyo3xuRDyc7f2nvqIMKl4TEddn0enAuZVdzqksnwJ8BbgI2BvYt0HfdgQ+ke3NAx5XyYjdHxETc5+d83N7rq9CCbhuoARVu2f5eln+SF0bPY1Vs+/czsAHNf/ZvYGUAHcCcAAwC7gMeLfKM09vjIh7cpzuoASMW1OyPm+iXPstKAH4SyS9hjKmN2TRGcD7cnkE+XsUETMlTc/yrSnTNm/Kc1qeEsj1ZB2gGoG8yPxr9lvggvx92RY4t/J7tEKDuoYD10XEnDyPM4EdKNd7HlB7tq2n8X+IknWrv25ti4iTKb+TdHV1RV/rMTMzM+svLQMsSWtSbpw3lRTAACAkHRIR7dz8nEG52e3Lg/7LAFtHxDN1fQKob7uvN2IPUG62t6BkCxq5GdgTeCAiQtJESvZgK9q7Ee6JgNMj4mt9OHYcMAgYFhHPS5pNOZ9OeLq2EBE3qUz3G0l57qc31/PpyrKA70XESdUdst6dgG0i4r+SrqPxebQzVo2+cwL2qAVNlXaXp2TM/gZcBaxFCR6r/4FwEyXYWDUiHs3r/0XKd2aB8+gjAVdFRG+n182l9bUOyu/QY9WgvA+eyYAZeh7/gdmvl2TQXMumfZoybXIL4F8RsctC9MvMzMxskdTTFMExwBkRsUFEDI6I9Sj/29/WW8dyGtmPgYMqxRPIaUV5Y/1wRDwBPAmsWtnvSmD/2ko+N1Kzm6SBOR1pJCWrNAHYS+X5pUGUm+JJLcoBHqNMffte9qWRmykvG6gFU7dQMjUPRsTjdfveDQzW/Ge5qjfNNwEfznPZmTItC+BqYIyk1+W2NSVtkNueV92zTnVWBx7K4GoUUDvuGmDP2nStDJShMsbZ90c1/w1yH6dMLWvmN8DvKFPgGrka+Fy2NyAzZPWuAD5Vy0RKen2e9+qU6XP/VXlT5daVY6pj0GqsyPNq9J27AthfGZ1L2iL3fQ74ByWAvoXyXTmYklGruRn4DDAt16dn/9an7j8OIuIx4DFJI7KoOn2xev03BjbN8onAdrVpjSrPi22U2+p/J6ruAqpTIZeh/L4CfBS4MX+vZknaM+uWpPqpi1B+H94paa18pmosjb8LTcc/x/Z/gNnVAyLiwspLWbojYu9cdnBlZmZmS6SeAqyxwIV1ZecDYyWtK+mPbbTxKxbMlB1JefZmOnA08Mks/wOwez5ftD1l6laXyssQ7qS8BKNmOnAt5eb02zm978Isn0YJML4SEQ+2KAcgIv4N7Ar8XNI7GvT/Jsq0sFty/wcombyXPX+T2bb9gMtUXnJRnT71TWBnldd27wk8CDwZEXdSnsG5MsfkKsr0LyhTpaaryUsugDNzjGZQgr67sx93AEcB16u8nOBHuf/ZwCGa/0KPT1KeR5pOefbmW03aqbW1BnBWk+1fAkZlX6bQ4G2FEXElJUi7Jfc7jxJAXA4sK+kuyndiYuWwl8agh7Gqqv/OfRtYLuu5I9drJlCC1Lm5/Ib8WXMzC17/FyjXtTsiXmzQ9t6U79JUSsan5gTKCzLuBL5DeUbt8ZyWNx44K8/pFspU09q5X67GL7m4jPKfCzVPA1vl92tH5l/LccA++T24g/JM5QLyO30o5XdqGuXlLRc32K/V+A8DJub4LFYiFvyYmZmZLQy1N9PPFpakFYB5EfGCpG2AXyzk1K1XlcpbEneLiI/3d18WR5kZWi4insng9s/AWzOL1pf6VqQERNtVpvD1G0k/BS6JiKs7VWdXV1d0d3d3qjozMzOzjpI0JSK66ss78jeOrC3rA79X+VtQz9H4RRGLJEk/o7yswdO6+m4lyivXl6Nktj7f1+AKICLmSvoG5cUmf+9QHxfGzE4GV2ZmZmaLK2ewzGyR5AyWmZmZLcqaZbDa+TtYZmZmZmZm1gYHWGZmZmZmZh3iAMvMzMzMzKxDHGCZmZmZmZl1iAMsMzMzMzOzDvFr2s1sqSYtuO4Xq5qZmdnCcAbLzMzMzMysQxxgmZmZmZmZdYgDLDMzMzMzsw5xgGVmZmZmZtYhDrDMzMzMzMw6pCMBlqTRkkLSkDb3ny3p/Mr6GEmn9XDMSEnbtlH3kZIObqcfbbR3aQ/73C5paC4vK+kpSR+rbJ8iaUtJ35K0U1/a6KH9/61bnydpauUzuJf1jZa0cV/70x/qx6DFfr3+zrVR54WSRlfW75F0eGX9fEkfkvRZSZ9ocPxgSTMXov0DJa3UYvt5kt7UQx3bS7ojvy/bSNqlD/0YJOny3h5nZmZmtiTqVAZrLHBj/mzXsF7ezI8EegywXmU3Mb9PmwP31tYlrQxsCEyLiCMi4s+vQPv1wcXciBha+czuZX2jgV4FWJI68qp/FX35PrYVYKXefud68tL1l/Ra4Glgm8r2bYCbI+LEiPhNB9utORBoGGBJejswICL+1kMd44DvRcRQ4K1ArwIsSctGxBzgAUnb9eZYMzMzsyXRQgdYklYBRgD7AB/pxaE/BA5rUN+aki6SNF3SREmbZSbms8BB+T/t2+f/mp8vaXJ+qjd3m0u6RdJ9kvbNeiXpWEkzJc2QtFer8ro+Dc9s1YZ1m25mfoC1LXAiMDTXtwKmRMQ8SadJGpN1vVfS3ZJuAz5UaWOQpKsym3CKpPslrZXbPiZpUp77SZIGSDoaWDHLzmw0wJJWkXS1pNvy3HarbPtEjvE0SWeoZAc/CBybdW4oaWheg+mZrVkjj71O0k8kdQOHSZolabnctlp1vdLe2lnHtPxsmxmceyT9BpgJrCfpkLye0yV9s3L8RSoZwTsk7ZdlLxuDRmNV6Uaz79zKkn6dx91eGydJl0naLJdvl3RELn8rv1f11/8PwKD8Tr2REvA+qEpWVdKw2hgAX6j0YSVJv5d0Z47TrZK6ctvO+X2+TdK5eV0PANYFrpV0bYPLPw64uFL/LyR15/h9M8s+DXwY+Laks4BvAXvl2O3VYlzGS7pE0jXA1dnERdmmmZmZ2dItIhbqQ7mp+lUu3wwMa+OY2cDawF3Am4ExwGm57WfAN3J5R2BqLh8JHFyp43fAiFxeH7irst80YEVgLeAflBvRPYCrgAHZ9t+BdVqUjwQupdw4TwHWb3AeGwB/y+WzgCHAtcCqlBv5b+e20/IcB2Z/3gII+D1wae5zPPC1XH4vENn/t1Fu3JfLbScAn8jlp+r6Mw+Ymp8LKX9IerXcthbwl2z37ZRs21q5bc1qPyv1TQfemcvfAn6Sy9cBJ1T2OxUYncv7AT9sMFbnAAfm8gBgdWAw8CKwdZbvDJycfVwmx3+Huj6uSAnGXls/Bj2M1Wyaf+e+C3wsl1+TY7MycCglCFodmAxckftcS8n2rAA8BiwPfC+v2xmULOA44Iz6726Oae2cjgVm5vLBwEm5vAnwAtCV1+0GYOXc9lXgiMo5rdXkd+x6YNPK+pqVsb8O2Kz+mgPjgeMrxzQbl/HAP2t15vbXAzM68O/JfkA30L3++uvHq6H8aeH5HzMzM7N2AN3R4H6mE1MExwJn5/LZtD9NcB7lBvNrdeUjKDepRMQ1wGslrdbg+J2A4yVNBS4BVlPJpgFcHBFzI+Jhys3wVlnvWRExLyL+TbkBHd6iHMoN+8nAByLi7/UdiIj7geUl/Q8luLqHciP+DkpgdlPdIUOAWRFxX16U39ad99lZ7+XAo1n+LmAYMDnP9V1As+dqqlMEd6cEKt+VNB34M+UmeG1K4Hpujg8R8Z/6iiStDrwmIq7PotOBHSq7nFNZPgXYO5f3pgRc9XYEfpHtzYuIx7P8/oiYmMs75+d24DbKeL0ltx2QWZ+JwHqV8qqexqrZd25n4NA85jpKILw+MCHPeTvgMmAVlWee3hgR90TEs8AdwJbA1sCtwC2Ua/+y6y/pNZQxvSGLzqhsrl7/mZRAjKx3Y+Cm7N8nKYF9T9YB5lTWP6ySNb2dEmC3M1Wy2bgAXFX3vXmI8h8ZCyUiTo6IrojoGjRo0MJWZ2ZmZvaqW6jnZyStSblx3lRSUP53PCQdkgFET86g3Oz25UH/ZSiZj2fq+gQl+1PVTl8aeYByU7kF8K8m+9wM7Ak8EBEhaSLlhnwrys32whJwekTUBwXtGAcMomQVn5c0m3I+nfB0bSEibsrpfiMpz/305no+XVkW5Xmgk6o7ZL07AdtExH8lXUfj82hnrBp95wTsERH31LW7PCWL9DdKlnMtYF9KRrPmJkoQtmpEPJrX/4uU78wC59FHogQzvXm+EWAuOUY5XfFgYHj28TTa+x40G5d3sOB1I+ub+7IKpKOA9+fqMOaP3SURcUR7p2JmZma2+FjYDNYYyjSoDSJicESsB8wCtm/n4Ih4HvgxcFCleAL5LEfeWD8cEU8AT1Km3tVcCexfW1G+zS/tJmmgyosHRlKyShMoz5cMkDSIclM8qUU5lOlf7we+l31p5GbKywZqwdQtwCeABytZmpq7gcGa/yxX9ab5JsrzMEjaGVgjy68Gxkh6XW5bU1Itg/F8/bNOdVYHHsrgahTzMx/XAHvm+NQCZaiMcfb9UUm1a/lxSnavmd9Qpm02yl7VzuNz2d6AzJDVuwL4VC0TKen1ed6rA49mcDWEktWpqY5Bq7Eiz6vRd+4KYH9ldC5pi9z3OcqUzj0p13UCJVC5oXLszcBnKNNSoWSetqZkehYINCPiMeAxSSOyqPrMUvX6bwxsmuUTge0kvTm3rSxpo9xW/ztRVZsKCbAaJSB6XNLawPuaHFNfX8NxaWIjGvxHSUQcVsmqzqssO7gyMzOzJdLCBlhjKc/6VJ0PjJW0rqQ/tlHHr1gwk3Yk5W1v04GjKVOioDxbs3s+gL89cADQpfIyhDspL8GomU6ZGjiR8hzUv7Kf0yk3wtcAX4mIB1uUA5DTBncFfp7/c1/vJso0tFty/wcombyb63fMbNt+wGU5XeuhyuZvAjurvLZ7T+BB4MmIuBM4HLgyx+QqyvQvKNMXp6vJSy6AM3OMZlCCvruzH3cARwHX57S7H+X+ZwOHaP4LPT5JeenFdMrLO77VpJ1aW2tQnkVr5EvAqOzLFBpMUYuIKylB2i2533mUG/7LgWUl3UX5TkysHPbSGPQwVlX137lvA8tlPXfkes0ESpA6N5ffkD9rbmbB6/8C5bp2R8SLDdrem/JdmkrJENWcQHlBxp3AdyhTDx+P8oa+8cBZeU63UKZO1s798iYvubiM8p8LRMQ0ytTAuynjWz91teZaYOPaSy56GJd6o7JNMzMzs6Wa2pvJZ680SSsA8yLiBUnbAL+I8ursxYLKWxJ3i4iP93dfFkcqbztcLiKeyeD2z8BbM4vWl/pWpARM20XEvA52tVl7N1Cu/6M97tymrq6u6O7u7lR1ZmZmZh0laUpEdNWXd+RvGFlHrA/8XuVvQT1HedZnsSDpZ5RpZ73+I7X2kpUor1xfjpLZ+nxfgyuAiJgr6RuUF5u87AUtnZRTa3/UyeDKzMzMbHHlDJaZLZKcwTIzM7NFWbMMVide025mZmZmZmY4wDIzMzMzM+sYB1hmZmZmZmYd4gDLzMzMzMysQxxgmZmZmZmZdYhf025mSy1pwXW/VNXMzMwWljNYZmZmZmZmHeIAy8zMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MOcYBlZmZmZmbWIQ6wFgGSRksKSUPa3H+2pBn5uVPSdyQNfKX72QmSBkv6aGV9ZJ77pytlQ7Ps4P7p5aJF0n6S7s7PJEkjWux7mqRZkqZKmibpXa9iP596tdoyMzMzW1Q5wFo0jAVuzJ/tGhURmwJbAW8CTnolOvYKGAx8tK5sJvDhyvpYYNqr1aF2SXrV/6yBpF2BzwAjImII8Fngd5L+p8G+A3LxkIgYChwInPgqddXMzMzMcIDV7yStAowA9gE+0tvjI+Ipyk33aElrqjhW0szMcO1VaeurWTZN0tFZdp2krlxeS9LsXB4v6SJJV2XG7IuSvizpdkkTJa2Z+20o6XJJUyRNqGXhMpNynKSbJf1N0pjsxtHA9plhOSjL7gcGSlpbkoD3An+q9HtfSZOz3+dLWqlVG5JWkXS1pNvyfHer1PV1SfdIulHSWbUsWQ/ncaKkW4Hv1127gZJOzTZulzSqMnYX59jeJ+kblWM+llmoqZJOqgVFkp6SdFSe40RJa+chX6UETA/n9b4NOB34Qh43W9Ixkm4D9qz7etwCvD73G5Dfi8mSpkv6TJafLen9lf6dJmlMi/2bjq2ZmZmZOcBaFOwGXB4R9wKPSBrW2woi4glgFvAW4EPAUGBzYCfgWEnrSHpftvWOiNicumChiU2yvuHAUcB/I2ILyo37J3Kfk4H9I2IYcDBwQuX4dSjB466UwArgUGBCRAyNiB9X9j2PEiBsC9wGPFvZdkFEDM9+30UJRlu18Qywe0RsCYwCfpiB53Bgjxyb9wFdlXpanccbgG0j4st14/MFIDKTOBY4XfOnam6VbW0G7CmpS9LbgL2A7TLDNA8Yl/uvDEzMc7wB2DfL3w5MqWu3O8trHomILSPi7Lr93gtclMv7AI9HxHDK9dxX0huBc8jsoaTlgXcBl7XYv+HY0iEq0yG7JXXPmTOnU9WamZmZvWpe9SlP9jJjgZ/m8tm5Xn9D3Y7aTe4I4KyImAf8W9L1lBvkdwKnRsR/ASLiP23UeW1EPAk8Kelx4A9ZPgPYTCX7ti1wbuUee4XK8RdFxIvAnZWMTDO/p9zsDwHOynprNpH0HeA1wCrAFT20IeC7knYAXqRkcdYGtgMujohngGck/QFeyiK2Oo9zczzrjQB+BhARd0u6H9got10VEY9k/Rfkvi8Aw4DJ2c6KwEO5/3PApbk8BXh305F6uXPq1o+V9F1KYLhNlu1MuWa1TOLqlID8T8BPJa1ACchuiIi5kprt/08aj+2DvehvUxFxMiXYpaurKzpRp5mZmdmryQFWP1KZZrcjsKmkAAYAIemQiGj75lLSqpRnm+7tQzdeYH4ms/5FGdUs0ouV9Rcp351lgMcyG9NI9fiWWY6IeFDS85TA4kssGGCdBoyOiGmSxgMje2hjHDAIGBYRz6tMe2z1EpCezuPpVn1vov76Rfbv9Ij4WoP9n69c83nM/928kxKUXVPZdxhwR4v+HRIR50naH/h17i9Khu6Kun2RdB3wHkp2rZYFa7h/jn/bYyvpC8zPxu0CnEoJyLoj4tPNjjMzMzNbXHmKYP8aA5wRERtExOCIWI8y1W/7divI7MsJlEzOo8AEYK98hmYQsAMwCbgK2Lvy/NKaWcVsyg14rT9tq01NlLRn1ilJm/dw2JPAqk22HQF8tUG2aFXgAUnLMX9KXSurAw9lADAK2CDLbwI+kM9OrUKZVtjX84Ay1uPymI2A9YF7ctu7VZ6JWxEYnW1fDYyR9Lo8Zk1JG7ys1gV9HzhG0mvzmKHAeBacwtjM8cAykt5Dyfp9LscQSRtJWjn3OwfYm/K9uzzLmu3fbGwbioif53TQoRHxr4h4Ty47uDIzM7MlkjNY/WsscExd2fnAWEl/AU6JiF2aHHttPvuyDHAh8O0sv5AyLWwaJWvylYh4ELg8b867JT0H/BH4X+AHwO8l7Ud59qa3xgG/kHQ4sBwlA9LqDYDTgXmSplEyU7fXNkTEzU2O+TpwKzAnfzYL0GrOBP4gaQbleaW7s/7Jki7JPvybMtXx8T6eB5Qg5xfZzgvA+Ih4Nqf/TaJcyzcAv42IboCs/0pJywDPU57jur9ZAxFxiaTXAzdnlvNJ4GMR8UAPfSMiIqdWfoWSGRwM3JbfmzmUwA/gSuAMyvTJ57LslCb7NxxbMzMzMyvUi5loZos9SatExFOZybsB2C/fzNfJNsYDXRHxxU7Wu7Tp6uqK7u7u/u6GmZmZWUOSpkREV325M1i2tDlZ0saU54ZO73RwZWZmZmZLNwdYtlSJiPo/cvxKtHEaZfqjmZmZmS1l/JILMzMzMzOzDnGAZWZmZmZm1iEOsMzMzMzMzDrEAZaZmZmZmVmHOMAyMzMzMzPrEAdYZmZmZmZmHeLXtJvZUktacN1/d93MzMwWljNYZmZmZmZmHeIAy8zMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MOcYBlfSZptKSQNKTN/WdLmpGfOyV9R9LAV7qfnSBpsKSPVtZH5rl/ulI2NMsO7p9empmZmVl/c4BlC2MscGP+bNeoiNgU2Ap4E3DSK9GxV8Bg4KN1ZTOBD1fWxwLTXq0OtUuS3xZqZmZm9ipxgGV9ImkVYASwD/CR3h4fEU8BnwVGS1pTxbGSZmaGa69KW1/NsmmSjs6y6yR15fJakmbn8nhJF0m6KjNmX5T0ZUm3S5ooac3cb0NJl0uaImlCLQsn6TRJx0m6WdLfJI3JbhwNbC9pqqSDsux+YKCktSUJeC/wp0q/95U0Oft9vqSVWrUhaRVJV0u6Lc93t0pdX5d0j6QbJZ1Vy5L1cB4nSroV+H7dtRso6dRs43ZJoypjd3GO7X2SvlE55mOSJuX5nyRpQJY/JemoPMeJktbu7XfBzMzMbEniAMv6ajfg8oi4F3hE0rDeVhARTwCzgLcAHwKGApsDOwHHSlpH0vuyrXdExObUBQtNbJL1DQeOAv4bEVsAtwCfyH1OBvaPiGHAwcAJlePXoQSPu1ICK4BDgQkRMTQiflzZ9zxgT2Bb4Dbg2cq2CyJiePb7Lkow2qqNZ4DdI2JLYBTwwww8hwN75Ni8D+iq1NPqPN4AbBsRX64bny8AkZnEscDplamaW2VbmwF7SuqS9DZgL2C7iBgKzAPG5f4rAxPzHG8A9mUhSNpPUrek7jlz5ixMVWZmZmb9wlOHrK/GAj/N5bNzfUof6qn9qdcRwFkRMQ/4t6TrKQHSO4FTI+K/ABHxnzbqvDYingSelPQ48IcsnwFsltm3bYFzNf8vza5QOf6iiHgRuLONjMzvgXOAIcBZWW/NJpK+A7wGWAW4ooc2BHxX0g7Ai8DrgbWB7YCLI+IZ4BlJf4CXsoitzuPcHM96I4CfAUTE3ZLuBzbKbVdFxCNZ/wW57wvAMGBytrMi8FDu/xxwaS5PAd7ddKTaEBEnU4JGurq6/Gd/zczMbLHjAMt6LafZ7QhsKimAAUBIOiQi2r4plrQq5dmme/vQjReYn4Gtf1FGNYv0YmX9Rcp3fhngsczGNFI9Xk32ASAiHpT0PCWw+BILBlinAaMjYpqk8cDIHtoYBwwChkXE8zntsdVLQHo6j6db9b2J+usX2b/TI+JrDfZ/vnLN59Hg3xRJV1ACxW7gl8x/7u6IiLikD300MzMzW2R5iqD1xRjgjIjYICIGR8R6lKl+27dbQWZfTqBkch4FJgB7SRogaRCwAzAJuArYu/L80ppZxWxKVqXWn7bVpiZK2jPrlKTNezjsSWDVJtuOAL7aIFu0KvCApOWYP6WuldWBhzK4GgVskOU3AR/IZ6dWoUwr7Ot5QBnrcXnMRsD6wD257d0qz8StCIzOtq8Gxkh6XR6zpqQNXlZrExHxnpxa+emIuDWXhzq4MjMzsyWRAyzri7HAhXVl5wNjJa0r6Y8tjr1W0kxK8PR34DNZfiEwnfIWvmuAr0TEgxFxOXAJ0C1pKuU5I4AfAJ+TdDuwVh/OYRywj6RpwB2U57xamQ7My5c5HFTdEBE3R8RFDY75OnArJUi5u40+nQl0SZpBeVbs7qx/MmUMplNeojEDeLyP5wElsF0m2zkHGB8RtYzaJMq1nA6cHxHdEXEncDhwpaTplKB3nTbaMTMzM1vqqBczusysn0haJSKeykzeDcB+EXFbh9sYD3RFxBc7WW9fdXV1RXd3d393w8zMzKwhSVMioqu+3M9gmS0eTpa0MeWZrNM7HVyZmZmZWWc4wDJbDERE/R85fiXaOI3yYg4zMzMz6yM/g2VmZmZmZtYhDrDMzMzMzMw6xAGWmZmZmZlZhzjAMjMzMzMz6xAHWGZmZmZmZh3iAMvMzMzMzKxDHGCZmZmZmZl1iAMsMzMzMzOzDnGAZWZmZmZm1iEOsMzMzMzMzDrEAZaZmZmZmVmHOMAyMzMzMzPrEAdYZmZmZmZmHeIAy8zMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MOcYBlZmZmZmbWIQ6wzMzMzMzMOsQBlpmZmZmZWYc4wDIzMzMzM+sQB1hmZmZmZmYd4gDLzMzMzMysQxxgmZmZmZmZdYgDLDMzMzMzsw5xgGVmZmZmZtYhDrDMzMzMzMw6xAGWmZmZmZlZhzjAMjMzMzMz6xAHWGZmZmZmZh3iAMvMzMzMzKxDHGCZmZmZmZl1iCKiv/tgZvYykuYA97/CzawFPPwKt7G08Fh2jseyMzyOneOx7ByPZecsCmO5QUQMqi90gGVmSy1J3RHR1d/9WBJ4LDvHY9kZHsfO8Vh2jseycxblsfQUQTMzMzMzsw5xgGVmZmZmZtYhDrDMbGl2cn93YAnisewcj2VneBw7x2PZOR7Lzllkx9LPYJmZmZmZmXWIM1hmZmZmZmYd4gDLzMzMzMysQxxgmdlSR9J7Jd0j6S+SDu3v/vQnSb+W9JCkmZWyNSVdJem+/LlGlkvScTlu0yVtWTnmk7n/fZI+WSkfJmlGHnOcJLVqY3ElaT1J10q6U9Idkr6U5R7LXpI0UNIkSdNyLL+Z5W+UdGue/zmSls/yFXL9L7l9cKWur2X5PZLeUylv+G9AszYWd5IGSLpd0qW57rHsA0mz83dwqqTuLPPveB9Ieo2k8yTdLekuSdssUWMZEf74448/S80HGAD8FXgTsDwwDdi4v/vVj+OxA7AlMLNS9n3g0Fw+FDgml3cB/gQI2Bq4NcvXBP6WP9fI5TVy26TcV3ns+1q1sbh+gHWALXN5VeBeYGOPZZ/GUsAqubwccGue9++Bj2T5icDncvnzwIm5/BHgnFzeOH+/VwDemL/3A1r9G9CsjcX9A3wZ+B1waavz9Fj2OI6zgbXqyvw73rexPB34dC4vD7xmSRrLfh9gf/zxx59X8wNsA1xRWf8a8LX+7lc/j8lgFgyw7gHWyeV1gHty+SRgbP1+wFjgpEr5SVm2DnB3pfyl/Zq1saR8gIuBd3ssF3ocVwJuA94BPAwsm+Uv/R4DVwDb5PKyuZ/qf7dr+zX7NyCPadjG4vwB3gBcDewIXNrqPD2WPY7lbF4eYPl3vPfjuDowi3zZ3pI4lp4iaGZLm9cD/6is/zPLbL61I+KBXH4QWDuXm41dq/J/Nihv1cZiL6dVbUHJvHgs+yCntE0FHgKuomRJHouIF3KX6vm/NGa5/XHgtfR+jF/boo3F2U+ArwAv5nqr8/RYthbAlZKmSNovy/w73ntvBOYAp+bU1VMkrcwSNJYOsMzMrKko/833iv49j1ejjVeLpFWA84EDI+KJ6jaPZfsiYl5EDKVkX7YChvRvjxZPknYFHoqIKf3dlyXEiIjYEngf8AVJO1Q3+ne8bctSpqb/IiK2AJ6mTNd7yeI+lg6wzGxp83/AepX1N2SZzfdvSesA5M+HsrzZ2LUqf0OD8lZtLLYkLUcJrs6MiAuy2GO5ECLiMeBayhSz10haNjdVz/+lMcvtqwOP0PsxfqRFG4ur7YAPSpoNnE2ZJvhTPJZ9EhH/lz8fAi6kBP/+He+9fwL/jIhbc/08SsC1xIylAywzW9pMBt6Sb7hanvIg9yX93KdFzSVA7W1Mn6Q8T1Qr/0S+0Wlr4PGcanEFsLOkNfKNTDtTnrd4AHhC0tb5BqdP1NXVqI3FUp7fr4C7IuJHlU0ey16SNEjSa3J5RcqzbHdRAq0xuVv9WNbOfwxwTf7P9CXAR1TejPdG4C2UB98b/huQxzRrY7EUEV+LiDdExGDKeV4TEePwWPaapJUlrVpbpvxuzsS/470WEQ8C/5D01ix6F3AnS9JY9udDbv74448//fGhvJHoXspzHYf1d3/6eSzOAh4Anqf8r+I+lOcnrgbuA/4MrJn7Cvh5jtsMoKtSz6eAv+Rn70p5F+Um5K/A8eRDzc3aWFw/wAjKVJPpwNT87OKx7NNYbgbcnmM5Ezgiy99Euan/C3AusEKWD8z1v+T2N1XqOizH6x7yLWJZ3vDfgGZtLAkfYCTz3yLosez9+L2J8pbEacAdtXP173ifx3Mo0J2/5xdR3gK4xIxlrTEzMzMzMzNbSJ4iaGZmZmZm1iEOsMzMzMzMzDrEAZaZmZmZmVmHOMAyMzMzMzPrEAdYZmZmZmZmHeIAy8zMzMzMrEMcYJmZmVm/k/QaSZ+vrK8r6bxXoJ0jJf2fpG91oK6DJP1d0vGd6JuZLRn8d7DMzMys30kaTPlDuJu8wu0cCTwVET/oUH3jKX/49IudqM/MFn/OYJmZmdmi4GhgQ0lTJR0rabCkmVCCGEkXSbpK0mxJX5T0ZUm3S5ooac3cb0NJl0uaImmCpCE9NZoZrdNz//slfUjS9yXNyLqWy/2OlnSnpOmSOhKcmdmSyQGWmZmZLQoOBf4aEUMj4pAG2zcBPgQMB44C/hsRWwC3AJ/IfU4G9o+IYcDBwAlttr0hsCPwQeC3wLURsSkwF3i/pNcCuwNvj4jNgO/05QTNbOmwbH93wMzMzKwN10bEk8CTkh4H/pDlM4DNJK0CbAucK6l2zApt1v2niHhe0gxgAHB5pe7BwKXAM8CvJF2a62ZmDTnAMjMzs8XBs5XlFyvrL1LuZ5YBHouIoX2tOyJelPR8zH9A/UVg2Yh4QdJWwLuAMcAXKRkvM7OX8RRBMzMzWxQ8Caza14Mj4glglqQ9AVRs3omOZXZs9Yj4I3AQ0JF6zWzJ5ADLzMzM+l1EPALcJGmmpGP7WM04YB9J04A7gN061L1VgUslTQduBL7coXrNbAnk17SbmZnZUsOvaTezV5ozWGZmZrY0eQrYr1N/aBj4GvDEQvfKzJYYzmCZmZmZmZl1iDNYZmZmZmZmHeIAy8zMzMzMrEMcYJmZmZmZmXWIAywzMzMzM7MO+f85QiC0Hm6GrwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "df = pd.read_csv('exp/lifecycle-small-book.csv', sep=';')\n", "\n", "df.set_index('id', inplace=True)\n", "df[\"Diff\"] = 5000\n", "# df['Label'] = df['Action'] + '-' + str(df['id'])\n", "fig, ax = plt.subplots(figsize=(12,10))\n", "plt.title('Small Notebook Lifecycle')\n", "labels=[]\n", "for i, task in enumerate(df.groupby(\"Action\")):\n", " labels.append(task[0])\n", " for r in task[1].groupby(\"id\"):\n", " data = r[1][[\"Start\", \"Diff\"]]\n", " d = [tuple(data.values[0])]\n", " ax.broken_barh([(110, 1)], (i-0.4, 0.8), facecolors='blue')\n", " ax.broken_barh(d, (i-0.2, 0.6), facecolors='blue')\n", "\n", "ax.set_yticks(range(len(labels)))\n", "ax.set_yticklabels(labels) \n", "ax.set_xlabel(\"time [ms]\")\n", "plt.tight_layout()\n", "plt.savefig('./../../../decks/root-causes/images/lifecycle-small-book.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Medium Notebook Lifecycle" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "df = pd.read_csv('exp/lifecycle-medium-book.csv', sep=';')\n", "\n", "df.set_index('id', inplace=True)\n", "df[\"Diff\"] = 500\n", "# df['Label'] = df['Action'] + '-' + str(df['id'])\n", "fig, ax = plt.subplots(figsize=(12,10))\n", "plt.title('Medium Notebook Lifecycle')\n", "labels=[]\n", "for i, task in enumerate(df.groupby(\"Action\")):\n", " labels.append(task[0])\n", " for r in task[1].groupby(\"id\"):\n", " data = r[1][[\"Start\", \"Diff\"]]\n", " d = [tuple(data.values[0])]\n", " ax.broken_barh([(110, 1)], (i-0.4, 0.8), facecolors='blue')\n", " ax.broken_barh(d, (i-0.2, 0.6), facecolors='blue')\n", "\n", "ax.set_yticks(range(len(labels)))\n", "ax.set_yticklabels(labels) \n", "ax.set_xlabel(\"time [ms]\")\n", "plt.tight_layout()\n", "plt.savefig('./../../../decks/root-causes/images/lifecycle-medium-book.png')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }