rskrisel/API_workshop.ipynb

## API_workshop.ipynb
{
  "cells": [
    {
      "metadata": {},
      "id": "e1b3ce49",
      "cell_type": "markdown",
      "source": "# Getting started with APIs"
    },
    {
      "metadata": {},
      "id": "bae7ac82",
      "cell_type": "markdown",
      "source": "![PlanningPME_API___how_the_dedicated_API_works_.png](attachment:PlanningPME_API___how_the_dedicated_API_works_.png)",
      "attachments": {
        "PlanningPME_API___how_the_dedicated_API_works_.png": {
          "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvoAAAGdCAIAAADsZED9AAAAAXNSR0IArs4c6QAAAGxlWElmTU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUAAAABAAAARgEoAAMAAAABAAIAAIdpAAQAAAABAAAATgAAAAAAAABIAAAAAQAAAEgAAAABAAKgAgAEAAAAAQAAAvqgAwAEAAAAAQAAAZ0AAAAAO90qtwAAAAlwSFlzAAALEwAACxMBAJqcGAAAAgppVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDYuMC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6dGlmZj0iaHR0cDovL25zLmFkb2JlLmNvbS90aWZmLzEuMC8iCiAgICAgICAgICAgIHhtbG5zOmV4aWY9Imh0dHA6Ly9ucy5hZG9iZS5jb20vZXhpZi8xLjAvIj4KICAgICAgICAgPHRpZmY6UmVzb2x1dGlvblVuaXQ+MjwvdGlmZjpSZXNvbHV0aW9uVW5pdD4KICAgICAgICAgPGV4aWY6UGl4ZWxYRGltZW5zaW9uPjc2MjwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAgICAgIDxleGlmOlBpeGVsWURpbWVuc2lvbj40MTM8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4K9GwNrAAAQABJREFUeAHsvQeUZcdV733yTZ2mJ+egURjNKFuSFSxbkiVnHGXAxgZswgLD8ofB8D7APAyYBWvxePCB4QEGY4xxwH62hYVxELaVcxzFGUkz0uTY8aaTvt8+1X3mTve9PX177u2+3VOl0em6dap2Ve1K/7Nr1y4zjmNDO80BzQHNAc0BzQHNAc2BhcsBa+FWTddMc0BzQHNAc0BzQHNAc0A4oOGO7geaA5oDmgOaA5oDmgMLnAMa7izwBtbV0xzQHNAc0BzQHNAc0HBH9wHNAc0BzQHNAc0BzYEFzgENdxZ4A+vqaQ5oDmgOaA5oDmgOaLij+4DmgOaA5oDmgOaA5sAC54CGOwu8gXX1NAc0BzQHNAc0BzQHNNzRfUBzQHNAc0BzQHNAc2CBc0DDnQXewLp6mgOaA5oDmgOaA5oDGu7oPqA5oDmgOaA5oDmgObDAOaDhzgJvYF09zQHNAc0BzQHNAc0BDXd0H9Ac0BzQHNAc0BzQHFjgHHAWeP1aWj2uU8WZptlSqprY/OCAavrJrU/4/KhAg1JGsWlbkRGHgek+d3AgcAph6Ht2FMZ2gxStCb5wcbY1hOaayuQu0VSJ5nv/aaqyOvJkDpxm/5lMUIc04oCW7jTijA7XHNAc0BzQHNAc0BxYIBzQcGeBNKSuhuaA5oDmgOaA5oDmQCMOaLjTiDM6XHNAc0BzQHNAc0BzYIFwQMOdBdKQuhqaA5oDmgOaA5oDmgONOKDhTiPO6HDNAc0BzQHNAc0BzYEFwgENdxZIQ+pqaA5oDmgOaA5oDmgONOKAhjuNOKPDNQc0BzQHNAc0BzQHFggHtN2dphtSm0lommULIkEj+yjzvj+Mmw3ib21dav3taMB2029HmWtpNuoPtXGm41d8gFpKUIU0y5+wUrS9vBHH1XLRy3nYUaqUitl8zrAy0ynGgokTG1UztkePD+QKPZbrGVZsmHYQVB3H66g6quZOml1GIM3dbIt3VHXmRWE03JkXzaQLqTkw2xxIV9/ZzljnNyMO2G6mWCratuvm82XDDB3XL2RLltk9I2rzN9GxKJsxTW/x4siwY/43Dd+HGZ2FdeYve+d1yTXcabr59DLQNMsWdIL53x/ESrjUwkyes9VY859v7eVU0/wxbTuTjyzjcNW469GXntp17Gixuvfg8VGrq70F7TDqBWN4WXfhrOW9l5yzdsvaRUt7AYBmFFYMSyOeDmuqWS+OhjuzznKdoeZAR3JgfFOrIwunC3UqDkRRHNvxkZL1vQde+PZ92w9XM96iNcdia5FxZiloHsr27Tp46KXjR3fsP37d1pVvumpLn2dahqm796l60MJ/r+HOwm9jXUPNgSk4MOHKL4QKTcsVpqCuX80WB2zLHA3NH9z/7A8ePzhkL7N6uiInn8maYVSZrSJ0RD62k+lbujqO/JdHjt797KG+3p7rtq3uci1D452OaJ+5LISGO3PJfZ235kCHcEBBnBToCOSZgIM6pKC6GI04YBq79xcffO7Awarl9Cw5enBvPn65x/CD3NJGKRZkeHRod+QWSl5vFOf3lcMndx+59NxVBVeDnQXZ2s1VSsOd5vhFbL0MNM2yBZ1g/vcH0d2ZfTff+dbuczRN88eMDw8M7xsKhs1+q1hdVnDefvkFr960qDJ0fPYbdw5zDLouvfeZvd/ffuxImBkIoh17jxeroZmJow7bzmp3/5nDJujYrDXc6dim0QXTHJhtDrDENr3KznYZdX71OWBGpu9Hdq4Q+dnS6Mi63viy9f0XLXaKq9bVT7BAQ+Mg3P1yNSwetbs2BpZ1YOBoKbDkOLqW7yzQFp9+tTTcmT6vZh6T74qYA5HoEsaxAvWEcIYi/d6Ikw9sO4oilOrERYbhMDxVGsuwIysyIpKGkWVbkRCBEvFiMzDjM0sVMeGPfrSeA/Qn/cU5fbYqXKhGtGWd1hiUeSHZOuSZDO2ZrMyRYRay5oGy02sMGlljbyVbLo5EmRVZmUzOIFf27MjP+4u7vWOHCnm3nCvnmUfNshEXOooLqsVVkWh0XEcVb0EW5rRG6YLkSMsrJd3aMo1AJh3VpwXrmJYVJ/AnmeZAPmaIuJUo6dwUGXHIT4CNPGPQkdBxwmQqlKQhA8QiWDvNAc0BzQHNgYQDdmT4IV+BGdPLRRgYNLJhbMZ+oNmjOaAXy7b3AdO0keuY9glWg3UANpHh8MoWcU4Uh9jDsuUgqYnU1eJJsRJsZCG84bvNAOmQKkRizQtADgPZCONQhEbaaQ5oDmgOaA4kHJBPy3LFQA7uZCIz47oZE8l48impOXSGc+DEGnyGM6J91Ucww74Tspp068oyAoYkpq8AOoFIbiyDTUWEOzgx9iY7V2L6PDZC0A9yINl2JqYvQIh9sUTcgwcRuhUkwp72lV5T1hzQHNAcmD8cQOaNEpNZLRrl0dLgYMZm+z+W6zW0O+M5oHV32t4F2G4CvsiufGwH6N2E/u89cet9R3b2eu51y8/7yNlvAOzEYSjiH/kGiRLpDuhHlHtsQI8Z37b/8f/11H9lHHtNrve3tr5pc2Edkh4ktEYkqjwiJ9JOc0BzQHNAc8DgyojAs4M+p5p3jHIw0uV1+2W/6pcd58yyLq37wmQOaLgzmSctDhF5DOb5QSWmwJfPv/Lw9/Y92Z3xgDOPHn3h7u7t16+6hEvsTGQ92D9FFJvoIMt2VSLgOVAe+MRj/7fgOFnD45DpP+64448u+UlHNBohB1GNdVrcXpqc5oDmwPzlQMY1r3/1lmWXXbDMNqqVsOi5m5Zzc5bJd6R2ZzgHNNyZpQ4AQEFeE5rxrsHDYBUur4stYf6BKlYxgv3FwWpYNWwHiY0XGr5jWkEYONZqZ/GoX0FFJ3JMdrWQ6Iz4oxXEOSbbX1aIcEe2v/SO5Cw1os5Gc0BzoMM54FfLK/ryGc9cwpegGR9BqF41q8ao4/R0eMl18drNAQ132s1h6FucopITVmwqI8YRFWQTgxCJGCfqcrtQNv5/Hv63IX8IfWYvdlBNZufLZZcqMv735e9fk+tBcdnm+yQ2QUG2bTthaNmefKxYaDeLpvMs1EFnoTmgOaA50PkccJglY9M1Ro2RIaZet6vXMDKul+V2dO3OcA5ouDPdDgAEwU0Zm1GGFRyRvXCwnJj41cYUiAQFnYPFoSX5AvIYOWYFpUR3OQiqsRX7gofE0g5YB6kr2nVxFNmWgzaz6bjkK/GTnasqQZYzXBntzuTs2OHEZZIRoCcR9ICU9FEtYVVbnOoAso24sJz0bJwcBrRRf5fudoquPgf1D4LA8+RSa8qGn1agqDxLpVI+n8dkVZi4bDbLX6LNQjO1ikvQUU6VGf/slH8OWrH5LMPAdDwZcnF5yHTk2IfhR4GVrcSZjMd2vji+Hf0KonMj41mVOMtMmQtz1UKOV7nQqBArbPo6dDcasdw8YyEKfdvmEoqqGVbi0RHf6/EyGWb5UTvjip5Q2fDjkWw3XTApSxMP1dBpglnosWleZ6ZHw52WtTsnsBh3KCVzmpwxqWCHeDgzbrl/9dz3vvTyQ/9948ffvenyr+59wDSxCVG17e4LFm+0fKcaiOFPknJk0sEgD1iH4wRGtH1w91k9SwteT2wymtnqCi7uQ0/Z/t/P31aKqx85601rCupCHAE9bI8lIiRRdmbkTBhLLaunJqQ5MBcccF3B/eVymczBNKqHj4yMdHd3E1KpVAh0HMf3fX4iBJ2LMuo8W88B1zX5GOS7L4o9B1sclhPaNreedkdVOdwayZkN1AMyrsjLmQQ9/rbCmU6PH3MeNrH5IQQztpNzenuRqKN+EImuAR+e5GmFUVVfQNoKlredhoY7rWOx2Ck3ndgOxSxOItrh08Ayj1aGP/7Yl58a2mPF1l88852Pb7n5f174nq/tvr/b9d697lWbu1b+n50/rBi+3GGHgQhQi8HdxpxBj4A3X93z0BtXX/y9G37z4498YTgYeVXfmp8/640HywMvDu4zbfcTT3zpw5tuuHb5FtGCFi1nIcFUD1wa87aucpqS5sDccgCgg3QHh2gHiQ7oBwfWOXLkSG9vL1inWq1mMhne5nI5nsh+5rbAOveWcEDwDBdDxIaXy5ZiY++A/+LBgZFKnHc8oC2fddXAB3PQ6LFlDQ0P59ymBTl1y5mLjoVOVAmAUa7jZkZKxVzGXr9h0aqcucS1ECYKrMIEWiQWZB05i6Jdp3NAw52WtRDQBrwTGCF7WmJlB3VkK3pl9PCH7/vn4/6ofBOYxtf3PrLIK3xo8zVvX7kVNR7G8Fd23fvvL9/L/gFjlW8TL8LWDoZ4MKgMejFHq8X/+cT//f3z3/n/XfE+UXQ27b3Fw3/81DfR8pEcLP9zL/5gMCi+ec1l4Bs+ReS6CXbSLMFNgni00xxYKBxAcqNkNmoPix0rQA8YaMmSJVSxWCyypQXiUSgH+aiGOwuj5aNY2hRYgUTn6T3lO7a//MRLewZG/YEgh9hcUE4Y0foW3SOTL1WjnNEaA8qOP5zJukG14lhWJp8ZHRrmO3LtqhXvuXbTqzf1e2INLQpkIkZXiM1TrUM5D7qbhjtNN1LDTSIf44BKrUN6P9GO+yMfvOezSGVcI4PIRwQ3UfS5F+787oEnr1t6LsDkjoEXDhaPykeoXIRlkwghqSPbxYKNgDOE7Bh+5Wfv/7url529Pr/82cFXHh3cBayyLNsF74iFwugbL9/vWfYNKy50DGS8kZvsabXwbomG9W2ac6eVoNmN7ZYXu1EBWp7RabFp/iRulm8K64BjkNzwRLTDUodjG+vxxx9/+OGHP/zhDwOJWBkV9FEaPO3jR6P+0Kocm+VPI42yZum0qvytomPaGctEW4f7T72HXth717P7j46wxZTJ5LOYKwsq5VzGZQerwtTpV7NOxkLY0wp3xF2RtzOxW7KCIBuEkedaob9v0LzriZe2ru1f6nGdTxhEjud6rhtVQ8Q7zX1ftrv/tIIHC42Ghjsta9FYrHfyUSkbSWwnA11+4YEvIJ4xLNc3sC9oujYiT/aoor3l4//+yn1gGVFXRoZjuzYACfAidpUdtJ1dxDsG+pai4CxXwNjVuw8/d3f8LFvFnD9nfxozEmwakzLmLi3T/PdX7llTWLyla50UAdU+ZKuBoJ6W1a0DCM33WbsDWDi/iwDEAcHQDcA0dH/cscR97Wtf27t37/79+z/wgQ8QKJIAvY01v5v6pNJXwzjrBEa1anpdhwaLh0cDw+3uKTgjvo0qT1AZqZSGC/lcxjFKflH0AaLWwJ28WTIro54IymO/WIoMz3bsQb/85EvDRZ+tNTEdO3aRs2NjKyQ5nXJSyfWPTuOAhjstaxHQis25AU6GM+nG4V/v/OFLQ/uSLSV+otTGNRC+mE4WJISyjcAV5mU0ipnHOQ/D4QESMn5EDQfwA/DBI8iJwSTvbGQ+Ee2Fng5iophtK9vn3LpsnHlR9PfP3/6nF/+ka3KGQS4btWyERHI+RTvNgYXBAVAOcAfRDoiHIfP888/ffvvt9957LwocaPCwpdXV1UU4bxlWCHjQ41kYFT/Da1EOoxzbmChEMsGKc2PbrZarSwv2+eeenYnLpaFji3t7LMsZHOWwVNZCvbgVrs8eLo76ue4eZu3tO/fuPVYKvZ6y4Q6WSgGTeBjZJqJE5E5yolbr7rSC5W2noeFOy1gslgPZfkKTPzYOVQY/u+NHsiEllzywx2WJwp3D+XLBP+gv26KHg/QmFmGO4SCh5wYslH34D8yUACbkQTiAD+hFSNi8QWQbexxT9yI7FPATJCo8bsCrsPjNfQ+9a801XJpuY4AQ0U/LaqYJaQ7MPQcGBwdRSWa5e+yxx77zne889dRTAJ2enh4GCeezQDko7rDDNTo6yg4XGs3t3syae46cGSWws8xk2B4QDYEIiY6TMTMO5geuXbT/fdde2od1+lIugbbWaCmfyxaMxDbH6fPGspcPDZZyvYsGDONrRnT80R3H0ZGPnFyuSz5Y2TLLAHcMX/axAlek8Np1Ogc03JmqhZhDeZ2ADnny7Yhjwq2bhq9KzqCLjUDT+vSOH4pBwVi+RCGAjAYrgQJjACGAnSgO7Mgz7Tct2XbhkvUbckuwPSj2dsZuAxXhjVgWlL0uNBX8HcP77jn64p7RI6K0AxnGPkQY/fyUw5c4Utg/2v/UG1Zf3G0XCMI6syq2qkJtgQlRr2oDlZ9wFV95+EqekLwmLcDuFAM8pQbxyf6UVOqZojyTX00IqaUPwbTkteETkqT5EodmJQlP/ERTryakZfkkDk7RIQ4e4uAmUJ5fPzlaQl3EpR6q1v46NeKbkt8o2QwIBkyDn0EH1nniiSe++93vPv3008RB2EORh4eHQTY0CnHQ3YHzygYP0h3C29oQ5F5Ln86jfqY9pPbtFH7iK1ITCFIjEB4A7vOf/zyvoI/jJ8+61IiDq32lQhrxuTZmJ/sLqGpZGat7OdbJshZbWXHVj3ts47Cz2c34bpW9rd6yVfJiK+/1RFbRNLC70wJXRT/IKLrRYJfZW3W8g3F/KTC7vMgcZPaN42yfWTzsFvqGDdfzcgKxRGH5hEvbolF/SCOcSKN9beaAhjtNM7hRNxXEwQWgcTTsl257+TFRy0HHgD1dpmWUcIAycRTawJMQ84CvXXrOL5/9+lU5LH6KYwyDh+RcldwS6iDRIVDOdiUbUtv6Nr5z7VW3H3rqczt+FJiBC5IiM9nGIjKgSlR5QFKhEd538PmbVl4s+8iyVzY29+FRU17qgTh+xqFklzj1Sv3krfLwxI8jSvqKmEkY4qmxQEVqPPxEfHy1UznxVRxIpeEJKclOhaRxSEopVHyehBMzzRF/GqgoqJ+qwEQDmvBUHhUhpZ9WhLe19BWaUSHqlSpVWjZFZ/JTJZkcrkOm5kAjvgFTgDicuqIVWPL5iX/Hjh2s+gcOHOCVAjo0aF9fHyezaCBQEfgGD2gAAMQrUrVbukMuqoLkO3VNp35L8roUKD+n63mlDqAp80LUtNHnFuOjbkaN+Fw38jwKpHvUlpZqqt+tqi/UsGEPV4Ny1asW+61S2QxzYYAlQ3/ENN2K4biG4WY5GxJzBfuwlSnUlofiqRK2qjy1xLV/ZhzQcGdmfKuTSjp3sjB/b//TsqklqEAwBQ9gj8hrwCQhVgTdW9Zd/ivn3jCmhIOMxgy82OV2cyCL6PIAlBLBifhiWbYTQvGNy7ae073895/8etUfFUWeRHzEqySCfJkjInrw6M6bV12EDEnUnskxcYqCiplSA0uh58CGN1kwpaZoYGSkyDclK0p/f7/rjsmxVIQ0miLLMFap1FPRl0lnHAYRooY6IXiUvzaaolMslrNZT71N46QVJ05KPykANIUsgfyEsiJONPVTUUgD8agceYuHtypE+dUrAlV4SoE4KlptOJG1mwUOKMEMG1LkBf/ZnPr+97//jW98gxYHzYBvwAEAnYGBgYMHDy5evJiWUgYGgQKo79B7k9YzG8OC1lRC9RBoUbDTpKh6OJVN6UCc6lBfXjEYQW881dt2w7i0DB3uqWVXWlQZsOmP0/NUmVFtJloz71gXrF2cz/WgjJAxqqORv7If0uTjMcmHgZUX2MP0Ld1VXozPOcpTt5ynVzSdeoYc0HBnhoybnIwtK7H2Fxn3HN0pG1fJgBCIww1ZooyMrEZOql/ev+Ej590g50tEOZndLgYHslEecpuWOk8lJpYF+aiRg0dUmgE0a7JL/8eWN3/qya/zCzUgyUHOt4uX3WQ2uA4Ujx6rjPa7XIZX/4uTReKuu+5J7lKXGlC2nt6uDRs2rFq1KlGbjlGMeOThxxii7/3x96xcuVwi1bgUYeBRczQvVSAeNbDVK/WUcokTOY0a/DXE8FrPPvvsf9/+w0JX7u1vf9uiRYtSamlkEirKhKQ54k8LoCIQRyVJEyqPylc9CcGj/MQn91SAlPwco5CuPRNIqTj62W4OsBtFFmxXAXRY7/n5lre85bzzzvv6179Ob2HVJ0Qh8o0bN4J+hoaGQD/EBycpcEAcwtPma1OB6UiK8oSM0vBp5psmTxOqEORYnLEvFAoK9PCWwYuu0jTJLvhoMIQPHyYdAR5tcNXQ9CyuJkR7IbpoU//5m0zPMTJGeDSy86K7wxHYsOqHfMuCdUSQPw600nZsQ6E0ydPigIY7p8W+CYnBJWxbPT90QFRrEjjC5harND/Za8IMZ9bwfn/rW5CsINIJueAcm4KWi5I/F4CaMbZBOX2APR15k3whIOdhB0wRIwjpj7upZ/WVy8+9/+BzcjMF8hk2s3iI5AhJDJAo3DN6tL+vJxXtMPZSlICfJWTnC7soNn41q+J58KFHLr300utecw3BRBYUBRZIvlmJoyjwTalCVNqUJj/T+Rq/+qmI8wTR8ZZi8kwoTZyZ7r7r3qof+ceHn39+5xVXXJEklC08YkNKZT0Z2fCqtgCSa+JU/ISI4CHCFJ307ckhYyBMlUzF4UlyntCHQm3yNIL2tJUDdFHwCttYLO0s+ao5li1b9rGPfQytnVtvvXXnzp2IHon20ksvIc5B8gHWYQ9LKTIjFKHhSAVKaGs5a4mn/WRCX6qN08iv0qrumsYhkHrxZA8LlENdwD2wBZGVlu6kXFKeZLyKN/VMiDCzny4fp6hjAqgiIxP5eZdLIwyjXCm4DkZCAj90PCz/2I7pYxKWnxl3bMpS2dEDcfhV+86sDDpVazmg4U7T/FSduG4y0Um2jAOVgQTrIDtAIiGgH50eYBBCmBtWnNftdWN03Mb8sjiPFIySGDtVaOCAi0QmKuo4MtDANzLkRMiDaIf/2QxjO+wtKy994NBO9KB9QVExmj4Q4n48YALSo0OVYbHMLAmSHBLpCz5IMvCYLsFPohit/CALUXOxHnnk0f5Fveeff54anOrJS8qRiEBY/UVOoyjyVs3OUsya8PRtEnNMvJRQkNxFFVYEKsqpt/GVr7787rvuy+WyZ511FtnxTmWS+CVyUrwTujgKgkBLlXCMWFI7SsLPtGD4VTnHYybMkmJQ37FNOuLwM0FjJ0IUTZURT8iqpwqf/ITi5EAdckoONOIbQAfIgmADj9qQYplXkr/zzz9/69atzz33HJIenitXrgQHEBO4s3btWvAQqEhaOI7BChA5ZRlOJwL9arxrSU9L/c3STHssxU7TQo2fPDEthOyKcH6yZ4ceTyMYpz6QUgqpp5ZsGjiPPOPT2FRFpo44mUiFhyfYOFWaU73DkI+ZKIajkImAx4qrUSUK0N2RQ+dYUfOQx5Oja7oYODTjLjphbR9ISiQlUfPS5NxqI09+q0PawQENd1rGVQAGK6psaXGTC0sv0w//kqGXCDfkFqyrl53FoEz2oZDJYCWLE+p+hIBH5DroJxNRcI0Iawjh+q3kgWRI9Jfl+BUfEtaa7KLlme7DpWPIURN7g2QUgqZIi9BoKCiK6k6N4o5auVNcItNHbGxYv+6GG1/Hqxdf2HXHHXeS+4MPPMxawjoh72WqlVInUIBz8tG+fXt5qgVmeHiEOJkME6/L/Ms4R7sAZYujR4+yy6CMoBBBmBHHbDFAjA0I6nrgwCF2Gfg07+npIgKOHLsKPbl8pr+/j+jo8SCUQVEByocOHeELnk929DOAPclEJjRJxRrA1zzfu+oCASUPYDFAGFAuV1UcKgIdVQYCgU1IAqhZAl+kaqVShcB8PosFgNHRUkofD7lTO0WHnwrxJOXVj7ZzAHBDTyMbWkeJamgI/DSE2sqhz5xzzjlYUkan55lnngES0R+IT+dUzU1/4GejZaZVFVD0VSdRz9OhrLofz5QUHrKg/4Pn4APjC86cThYLOq1MCzjhXmvQjpx6Z4+qEoipNJeDJHz7IVxzUcvkAi+nzD1eo+WCx8uoWjZzhUy5InupyqWNqJpVlU0/55wDevy0rAnGLkJnwkIOInIdGQkCYBA6IMOR7wBrWbYbPCTAhZHJeazIGgmd/3jy4EgVazno7nDHr4eUhv0ppEIBhnqM4LJVha1LOVop+v8svKLQwySYyR30HQ69A0iw5ixjPdnXIkZIOiUySmqmJlCGXzrw8PIGhNHdXSDw4ksu5Hzv4OAQxksIV1Mq8dUCQ+mfe3YHxtyGhoYJBGGsXbuGYzIsSK+57pqLLrro9tt/8NKLu0ESK1aswPKbGuebN29+45tupop8a335y/8+MlxkKeJj/aWXdhGBSlxx5asuv/wylqQHHrj/qe3PIRt+17vfAQz61n/818GDh/AsWtS3c+cLqgYXXHDB666/Tg62RRFT/3e/84Pdu3cnrwxUOsA9+/btA/f8xE/e8thjT9x/34MJRIMl8flbz7vhhhvI8Fvf+taB/Ye2nH/uTTfdqN5S2c//y5fI95Zbblm2fMnn/+ULgDZeqRyTmDcl4igJSHg4dkpO5auf7eOA+kpOQQ+gFfSpABCtj4cVhcDLL7+c1n/55ZdpXLa3QLp0LfR4gETEBwOpJO0rJwME4qrD80w9zeaoBmbtU1EgBFZQU34ydsBwCvGofJvNZeHFhz84Bmci3R6rHyFjwOe0KxyUB30zM1xCOzIuY6a+Uq7ELopjzuCw1VXwsZrvl+LQdyNnpMRF7V5gy6209FueZK76g5RQu47hgIY7UzWF6rIqRtpxawNPSoyQJenliANAPHydylvBGcl4lLNSoWuNyQxkxwrQY5p//L29t+/EkBXYKBmnyFSANGwaG4bcjIek5+HjX79l44oe5C9Cfnxsc3iLfKCNGhDZyADDIdcRheeazRoVzlMVW70iGdYIVeDIyCgSGvxq44BqqgmDkctpy127dn3nO99HakQCMhwpjj7z3HMSBUgmqi2MeSnH0NDo8PCOBNlRBmPHjp2LFvVfdfWrKHK1Ah9MjPwLUJMqsH0W33fvg8uXrVy/YbXvi9YFpUr2mGIWLcgeOXLs6NEjpBLAYTpPbN/OJsX5WzcDR778pa8NDA0pOpT5meee5QnNil+hMBH3bkRyyQCwjJVv+1PPkuXrb7w+FPtH1jNPP49gYPXq5cgOvvud/64GVdloNBFBY6HO56Cb59Eo8FSu1CYwKcCYaIefauKSuictpZ7knXqSksy/B3cz0CZwggrCGXgFF23RH1Mbju2qUSO+Icmg49MN6JB4wC6gHJ4s8/zEUSBwAE/keYh5PvrRj7744otf+cpXCJzGae2WVYeSqD6RFGpsAEJ9rKPUy4cqUKm04vR8VWCSqFSqdtSdmNQa0Y4iqDhAnGTQJRPFJPpjMEjkwskSKzOKbDoziUyKO58C5JwDozoBNpR7jHvJMKSK6W/CaQPZpB+fIqdZyVLINYWOZ/r0udDwg2z3sdh8/OnhrzxVGRo6PDA4yG1dSJvlZqwIwb2g6rqUq1bXuUvNy9b2vubStZt7DPPoC16hr5RZjAXYuvFVi/NUBBuRrZtWB86MAxruzIxvp0g11onVCtkwLsPTOj7CAs91LKw0oY9Z8mSsynWhZuyw9nBBlmUWAQio/ieTmCJ2mmOD5Lt27f6PW7+NZ+/efSz2FHjz2Zv4WamUyYKfLDCs8bd//weyQxYbF1ywbcPGdYcPHb3vvvuYUIBjarpPpEFMMsbGTesvufiyw0cO3nHnPdDhEA1wB1LQUVoUqOmsWb32qaeffPaZHYRjFRe449iijwnWURN9Qo0ZLN66bcu552x5+ZVdDz70KMS3b9++7YLzuAYSKRRwcPnSpddcexVEHn7o0d27X4YC0xFPReTiSy645pqrhodH/+mzn3vqqWdfe921LBuHD4OfjO999/YP/vT79u07sGfPXpEyCUwUHImLjOCXfvkXkwmTeU224VUj0jrJcX24397ln+JpBwcAMXBeHUcHwYAP6BUsM6pvTGYR4ej0fOhDH8JDQjqbwhBjy//kBC0KoYdAiRwn0FPhEwLVT1VCkgB02N7ldD0CKsRUrKNEoPdSZspPlWECDibAAcA30h0i4J+CeN0cz7RA4c/EBjkFD7Kex83MYtYeIOpkj5SCu7e/cudDrxyOemkLbi2hvXhWJzX0BLrYBtn98sHSoZdJk79i/cZFa7H3XK76XqLiPCGy/jknHNBwp2m2T57gJpIAsCffoBPDk8mxJjlinPD/vWnV3913bLQ8atsZUTBm0hNVHdZgvgkc2wyu3dB9Vl+GoERXeYxkDZGJmfAdNMVbeZd8nIwWyy/u2kViAvhI6u3tue66axnX8h1FCIfIsh56NojQmT3O3ryZ7STW+w0b1jmudecdd7OjJlrZiSM+R0be9KY3ME2vWr1sx86XDuzbr+Q0zD44IixbvuzKK0E/1uo1y1/YuYuJm6mEcPWWJzM+P1UIE/2NN95IYdasXfH8czuR0/AWt3vXK8TE8Nwt7323bBWa5urVqz//L/8mplbGP3wJVDgMmAUkY7uPTBRlCkvM++97GJEV0SbMiqS799772TtAvMEuWKLToz7f5ZNa1bTuE+J1w+dPYP2v1XaXvxHfCGfVV3rK9Cj8NAodplEr0EuBDuvWraNHEUfFB0/Qi9pdBeirWvBUvW6KHBlK4DA6HnGUEtIXv/jFDRs2oIF00003vepV8m3AqAHc4KGjIqHEr7hB1aCPa8SEKfJVJZwiwrx/lYw/qslAVP83VyMUjUXbAAl2zDWkO/cfueepA4+9MuT0inARrC2nGBLqzCyoHNDB6tL3Yr8U+IdK7v07DvTl3bVXrbGCUUHu835+qFvdeRmo4c4sNVsyzZ20LgJf+Lemy/vD1y8TfR9R9GF8+ej9cBcF0Adcwpouxge5e9QSjZwWORHNQFXNvIWurvXr1199zauVYi9lECiQTN+JAq+Y82FSTsIEjbGuWNa96fpPTOLz2UrRKR4PNUfzU4WoCMkkLonUasS0zlsSKlc7I+DP55nlZU5hcmclA+7whc9PRPrkwDJAqkR5GcTj9PX1clI3CSGKzEtPbX92314M8B4kr82bzwL3sNIQ4aKLREvpgQceJM7ZZ29GrLPz+Z1JJmKNFxMaDz7wiJAw4t6+7nPO2ZyWCg/10rNWwpy2P4AvdCdahCaD8zQ6oIeeQEjdvIE17MYKTk3MEKuewE9S1Y3fqkA6sOohad9LPXWzUDInakfZ1NAghJ+IOdmMu+OOO1772teipkZasB2dXCEbWAFZ4I5CPKSdAeKpW54FGUiLNAveuWI0n+mxXKcacSWW8dye47sHfaN/nRmNYFXZTdTD6Vp8CMIx2VRr4CwjzOR6vO6eV0b8e5/b++ZXremOrWzWCTmIq11ncEDDnTa0Q/IBV0tXBuGkQDaECIwMX2yVA3YSCzXcbs5CzqccO1lEYGqTC9FRYR4XpdSSnZlfxERxtHHjhhtufB2oAiCSLgySHeWUDx35mE6OU4nKDqrBaO9SCSAKisnJkCeOIBJVL0KYo1mQiKOgjCobRNSqgAekgo4O29+13CBdQkQpzcAl4Qlzi0pO2kCuBhwLYU/qyJGjAwODL+/ew0YYcY4cObJv335hY1JyKMM5wA27ALzdtGnjG954YwJoZJJCKbu7p3DnHbLXduPrX3vPvfeDbJJSmRQedl9//bWsnZR0/fq1qgCK8vjC1nCmU5H1syUcoNfRHOAAHCrw9E8alyfrfV369F4aSD2Vjgvoh4SN4tclMoNA+gb9jYR4lKvt2JMJUkLqpT4MGCOAeGx7gsrpcvx86KGH2LEF7gB6tmzZQn2hgEI9Sej2oBzi4Fc5TiZ+BobACuEG/5ixTmNo2sir+ZqJ0DIMKoa1/8jQES7m6umzykXkutzZJrxVmSXZSOS6DrODkTFSCY6Xw0ODFQyoZcKMnKVN9BPqptCBs8wBDXdmmeEnspMRGqIgGxsDDwTRIcfKyOgVLeOQGyWMzNlhYRPLvxFVTUvdsXDSVwIzbLJanyA4bR/DVVAOwnKgQKImPDZrQyGZQsQSD2sGJ6QKhfxIsfj88zuYcNeuW33s6MD9998vpUos91CGBMfIjJ8ADtE4TgQhQhBShEulxC+FV348uPEkJ+YOQtJXeJLkY3qdKuEFF27lDE4Qmt+49dZt559PfL6MIS8fdPKpLSCJmOedd+6ll12MSuiiRZxgx43xrVIpXXLJRXfdeS+qHoiyjh8fTIomMYS+aZx//jaZy2RzjyRjBU6rIPG0az8HgKrwHBCglnxuivjUpz61Z88eZX5mcv7AGmLSgqBkMASdFpyk0M/kyK0NIVMcpVUu/Vk3F4oEZCEmHgYLFaScYDs8x48fJwl9D+00cA/aPDfffDP2FzhvSGQwnIrPGFSyrrr0z9zAsRkG9s+EB47X5QdoK8smOMZ05Nw5KozY12Hugu/J7Xu8km9SXON9bczBcolWNTJzGZBSEeNpWF4GRBncPKFdZ3BAw52m22GGoyrJRwZMOihNtma8+IW/Mnf/DceeOMVoy7EgBpuoJ4eG7V74+bD7EjR4YvToZPU9gQwgBp1xeDCxCieyOPkN4YzfBJFYLCpJNGCKiJUSgoKfMIyuflYqIoZBAnTrf/wnIQCL7dufIhrFhAil5FsTD45ozMK8wg+FRPFZbm1M6BvM6ZBXH6Z4CFSveEKWBSDJGlGxiHkwL5dG4G0Y+mVCON5VFfpr1qzi6PvjTz4JWHr66WeShLJ3VqqUSYVLxEJRvpBdvFgdaREAhFPJwTdLly59y1vfmBijQymbAshOfFJszrOYn/7r/wNTATyIhd705jckUE0hNkXnJP4ryjzJN/XPT88YypzlwjfiGw1Kr6Db0GfY02HJRxEHrKOaaXIhkZcQCDoHGRAfTMBP1SEnR25hyFi3SeAOZFkQCaFSavhMzogaUVSKRzRGHyWkgvxEGEmVeaXKTC0eeeSRBx988Oqrr77qqqu2bdtGF2WwEJNX0MdNJp6E1G/HxvEbkOmw4Pq1alDIpLKN+FM/DbFhr+tlPbhrmFkr6PJszHkQm6aE5+JJJDr85HcjxMN5uLyDrk7U39MdHXw58M0q5l4dT0yE1HON+km9uDqsNRyoP4O3hvYZS6XhfHQSRzAzyAdBfOg2wTEYz8G4oMAF/nG5RMU2/HDwoURfhxDcdIHpFLObDFe0XTgq4LCpnGXsQlcFJlnII7Fywq4Ue9aSI9s6b7jppp6+XimEZRa6u87dcl42n+PGwmTrSszX4tS2V1J4+WwlhIVHyBkG2wqQYkInI3XiCdUcIhCNonrcKOzKGsBqwU+i4edJQtALSTC4jLIgIfwk8LrXXvuud719y7nnQhZbPu985zvWrVuLBCkBOnJoGWqQEpYm6BDIgofiQQTKrDQbN65FrEVe+TyVYPoSBkiZM3JzPWVMGag8yRNWTJf/UmftToMDLP+0IC1Ct6FZWW/ULQrSTvUcWYEbeEMSHLYuVap6cVsZRvEom3LKzxNH4es6lK/pnZQN3ENXxE400VDfoSdTBYV1iABBwnnefvvt//zP/3zbbbdRaPazSIX+MhU8DdYu/KTwqtlKYmQeITuTG9+YSNVLI4NGMOJEVQVrBOgwKdBsbKsn/xrRDzm/BY4dGLDDUsaKuFLCc5Ivw0YJdPisc0BP4tNluRpILH6NRpSsi1g5FrzCPxjLwFN+WVGTt+iHnMgOs3kBd6Fv/sPopT8yyodRxZSBxc1ZYhEnsApbghXv4LOC+9JR3EmehAvqwGUkJLHOLPmFvEAqQTj0ReVZfp4wrCwJxt2yZUt+9md+il/MpwpA4E9WdP5KwksuufiCC7bhYebliTvn3E2bz96wd+9ehjwnoQgvVa4gHNPHPG+48TowBBVU8WHPzTddr0IksWHc8t53QJ8ZnCfRWA9+4iffQ4SkAPFFF289f+s5hKujtm992xt5NR5ZkrzzHW8lXyKkCAb70RdetA3lGxXIqkC9uayYvC64cMvWbedCOclZHuRJvRRZsk6SSFvgecPNN5EXCw/RfuoDP54mwaOYo4qRhCcsTVBsQqE27rz3w4Sxs2vSEaSDyrP5ZaNVjGBFpwCorQAFEPMAZZDJgYHSDjkhI9UivFWSwgQZ1wyzCbFb9xO+4RQ9ugrFoNiE1Ha/2twIFylC8iFBb2ffjfjUjkCi4VcV4YmDIKId9Hg4sYUf+RZJQO2gIn7Wkl3w/oQzJ9US/vAbPggrmCQALEx4KvSkiNP64VVLZj5brlSzzIhYR8utrFoDVjyi6I2BHqEumU7hMHxftoJsT66CpZ7sub3RsUG3v9cv+jXTUW1yugo0qR0eKqK6TdoNamNqf6s4wEKpXWs4oPouIIfPBNHKAfGIZGGMeDJaxFif+i0/I444BtGSK6O+Ww2rZMQu5t54IteJrYAtYKWUgnaNLPu2i5VCg40ny2NqHJY9YqSkQo5jXKzpSe7siIF6EplNY9VmtZwk5Tmp4mqkyfdpItdJCBIm8wijkTuJ0thjn5iskgnKUaR4qnHLhK5CVHymaX5Ch588IaWQjfLzivhq5ONX4IOYKgmReYtTP1nPuCFy/76DROA+UQKff36HMvd87rnnEEhMnpNdSla9IiEeAlXt8KsapT9VNH4qj37OJgdAt/QQmh7+0zGUiRoCFZqZzZKcMi/VQ1R3UqUlCUWtm5AasaRRHZRykFeBXVAzOnToEJIbxDb0Rk6ng4EAdldeeeXb3vY2tlwBfKQCEjEkoQ8H1BCrS/9MC1RzArVWOAT+JCidqeZM44Su73Q5oOHOdDk1nXgs60RjTVd7vQJ3RO/1xKfb2MdgsvAnwxTbtbHFjSxhASAQWoEcQDczJlfwYh85cgXHQCSZ+kVahI4PR5si/5WRI9ziYos1QiQf4BuG+pgKTlZpxrFhPA6tJpdcTdATwtUCkwbK5JHADiKrSVbmkwT9qKcikpIikPjqVUpEedSrWr9KNSHJ5GhpCAUgCauF+nbHr86TE4Z//fp16Canoq/a3KGg8koD+UmgClevav1pNO2ZKw6w8LPAs3eTAF0X3Z1PfvKTgAP1+TtXpZqcb7OdBxzDDi+dDdSi8PeP/diPUTvkWOxnoc2DOvYll1zy7ne/G9uDRAbrIPhBJwnwN769K3vHHQj7JjNnFkLgpOTCn3RWVfPqLOSts5ifHNBwp5XtxgyI8Zxer3vIHxH8MQ441MxITn44pgEnSyyXgIpcGttoIBk2Y7DhLwmQ8QCROOeN/CY2fPRsfNmpiiyUexjPZnzv0eerZsiJLsxjgXTIEekHKidgHxL0uaI0Aw6AwNR1kzIkX0bKw3NC/NoQAEcaDbETTnDcJJcmSauMRwVKEoXbxlFRGp5GnkAvTasiwK03v/nNGAnkYsjjxwb5jOaD+Oyzz2Y7jO2/E5K0GiqTKatMa8Nrc1Fvawho72xzgOZIJIwizwAEkD1oAADUSGoy2+Ubz4/iqV5Er1aON2ngeKwTf0Fs/ECuQ3UU9OEguhLYAGvQwcfYoLK7w0/iAPgYdIA8uIGHnxDHT14niJ7BPrihas/f1H8G80NX/dQc0HDn1DyaEGOKoSWGAiNjba7/qXAYKU1tQlIxKiu+GH5VsySDlauKEhkPUhwfLws2Qh10eiDDZViRGYhdYAysoZ5jWlyGLnIio/rNPQ9C3DGQBYlBUO6dAOygPABOAvGszPYmGsECn07pauui/LUhY+VMphXC+ameTLiUCuLqJx5eqRDJETUGBYiShIqIiqziKDq1GdX6hULiTqKZZJFEC9Ge5p8iQsRxD9yeRoXHKU/OMQ1JPaoYp3w2G/+UBGc9wkkdddZyb8Q3tnuUGI+WpTCs/fwE7iiJyKwV75QZUX5VhRTrnDIJEQDoVAfBFWMB6EOlLr744lRHB/Sj8A1MQBQEZZgAzkNlh7xIRXwY0iCj+u2oCtkgyTwIrl+rxgXvtPp2Wnkac27hv9Fwp/VtfPHiddsHdyd7TCK3SR2TF1tXCWhBSMM6zUEAMTWI0CfZBBMAgQgHIQ7CHtCLBXpBxMP2FhtXERY7SBV8+vnbB/xh9HUCm5NdEZdqERugAwV20LJWbk2+XxCA2gVL867xMPzUQlITdtLnUfpWxVRPFaieYxQEqkn1+JmSIoQfgtfk5VjlVXyqr2LWxk8TKo+KWetPI7M8CPFxEVHyUyqC1CmlXEtNRa4NSf0pzTRERZ4cnkbgFXHSn9rTPg6wicMCjzADhrO009AwH0+n8Z9S4eAD3Q+MwvOUPKEKxGR/CuCCnIYLa9/5zneee+65+CHFrhaVZesKTAMqQgKEhyRKdwc/9PGfMpczJ4Lwn5kmcdIYWsxz5rT9jGqq4c6M2NYgEaIdVvrXLz/vX1+8k8En6yPzochkxhfLRPIhwg8JxKKVY4i9GYAKho7R2wH9gHcE1iSyHFHc4R3WqkzL9oPiZ3bf9eCRFzhgxD0TgBxEPkyTEJIzWlyFbhhbule5pnw4JvrK9UvZaNmgSDiZv9NlPcEu4BYWHFLhVEUQPSUxxyslv2TST/5K8iTqCRjET17JbHSyUwRrwyRhkovKqDYJ4cRUb/GQnVRTAk6inCZXFCYQJxCn6PDEr8imgcpTm0r5ya7Rq8mRdcjpcADBhkIDPFn7aSDQD/4OXOkpm3JpfekkJwZCGpp4eEVFqAWKOEhrEOR84hOfUFHURhXhpCWCEmgBjNRbPORCfKKRECR0MuEz9FcyHmuxzsTp5Qzli652Yw5ouNOYN02+AZqIaCayzu9Ztap78f6RAYV1IMN0xboqB00UpGCV5T+cCdYhLLnJUo5UoaIjdzxwXCm5ooGbDWQba6g8+tDAi/+598kj/gC4h3s8OX7JYs10yCF1TlcnJWWrK7p6xTkBwEcgQJOlH4/OxDruHfsrxUwClYenIl4bqKKmMSdQqP1JqpSOkJrkVOAp4QWFkps2xDrjCSCSEpxcC/JRb3mFq/UDmwhJI0wqkQSklOu+1YEt5AA6LjQHjcKqz+qOFgvnlTpwjU87nvSn8VGTeiYzhFcAFxzSHaV6DIIBxlFTUB1ICEeIogDoUdCHnyojeiCcUfrLk4mfySFqFpmC82cyc3Tdazmg4U4tN6byM90wMfFsNK5E0QahA/glNn75rOt/97GviwhGzorLyVQReSQax0JBNJITuYTs+4jBHKQztx584s5DT+dND3UcV1STJSMOXQ1WS4dKgxWgFHYJBRyFkS2GjQUkiapygk74pIyjVZn+zYWVcmALcUzjzaxGlZRdqHoOSifAE4Ufj0NFlDf18BN/rKyIji8A49HH/qrItUkmRFA/TxlB2JzsptXGbNQ0E7KoTYJ/+qnoAKw904w/IdOO/amqIzxRYjn5reBg2tSzWnZW/TQ/cAAIAC2W2sD07dx66AyqAKo7Tb9XKKxDWrAOTxICbqggXQswpMjigSzPtI5EIw4uDZngqZadSmDwCRCUiovyS6qjduT1HTTsnsSa6ITIHfizxx4qB3bVyPI1Z/hY6uMYmjNmEopxJ33ypFInDEcoLlMSfomQCHqb7bXwGRXIpP/LRDfWmidlNa0fkjApCx7xn+obiThJFfSn1LTY25JIGu60hI1CBMiClCZ0BKncvHzLP/Xc+9LoAeQvbDXJAiJyGu5iksUy7eggjER3B6uCxo5j+7cPHQCoeJzKYpTb8gY0kwwJdqrEw1lzMgL3JIGSqex2AYGYMe3olrVXgY/4LgY/Bc0OeiHWGpeWrTXkNBXNAc2BaXCgq2BkwDrcU+kHo6VitRxH1cFMHPaEcgFL57uSb2NYzPWsnGfa2YLAF9FViq2w3PmF1yWcFxzQcKdlzcToBK6HyG5kV8v6kwvf8eN3/50IXzg+ij6dJbaRRS0Hp7aD0NMJEdCwrSU70LmMhzYKH3ho6gjUQXrDi0RMI0WUeOAY5EV88CVfDwnq4Wot2QAz42uWbN3Us5KtNJ8LKJJb1MmrZXVrhlAK5ppJpONqDmgOnBYHOKqORlBoONl8b9bLRaZfsMLFrlU15f64zndYG+MEKlrpJrelyU1+VmDYGO7Ii4q2dpoDLeCAhjstYKIioUSpqJPEtglm2VBY8j+2vulPnr4NUYwv5wcwGwhWEdmPiF8AMEAZ2eASGSwOUbaAoXGbWci0RYFZ3svb5PoDSQaYSFCPJAPwiBZjbK72lrx/3WtIy2whqsrcdzlHWEfKOi7FFcimneaA5sAscQCMwLSSMcyg6mPyolwcOh6VC1VHbqDrfCeX4cSh5ZeMEKMDuYjjaobtZG0q0vmF1yWcFxzQcKeVzZQIbkAkIdo1bGK9a81lB0qD/7zrnuRUtlz9aWJpR7ZsLW6PkH0sAAE/EykMxzaSaAlEUNtVIBmwkgiIJJbAIq6LELvLwCIEQKAdyavX7f61LT8mmAnxERMGlJNjUmRUt24KXU1+pYoxObwRnckxJ4SohBr0TGCL/qk50A4OWFkxz2jFbhRUK2Ep15Mzsvk419tVGW5Hdi2neSju7razLjv2XjbI5MsVrBGMdCHzMevfDNPyAmiCC54DGu60uIn5RuGAlRwpT9Saf2nz9QXX/Zvn7xQxDTrECY4RZd5EW1kBAoU/OLahpDLoAPGNlmAc0fbhl6jHQtMKMrGTWCOUI+xhFHhmZnWm76Nb3pCx2Ahjryuw5GAH1gkTEvVq1gjr1Is7wzAqVQtxJvycIVGdTHNAc2BKDiBWZhMIo6N5l7kiDjPeC4NB7oBhY6FrPriibRTCqlEqBU4myhjVYnmxXdq6rjcxRD8fKqDL2PEc0HCnxU3kGI4oGoNW+NASyY31wfVXb+5a/odPf3ugMlIJE0XiZBuLjFPwAagZk+6MS2TGAEsCj2TbC62cEFEvEhsBP4itHcu9uv+cD5x1LXBIhEbkK5Z8xAIzgEkICmI64dKfAqBm0dVCn1nMVmelOXBmcaCKcp/hsGNuhhzhHzoS2rfevffb9x8caHyYq6MY5ISlfFwJq6XA6zEKS7yweMOm7LolWzOeXqQ6qqHmcWF0T2pl44EkQCQijgHvcJWnbC9B37li8eavXvXhv37+BwJVCGFjSu1OiVHlxJ+gGKICSogAUJF/osIsUiG2r0Rtx3RBO0QP4vicwsq3rbnsot61EWZ3pAacZ6+ylRVyTJ3rtyQLLPokKkLydladxjezym6dmeZAwoHIRTzM0dCI7yzOuvd0Ly2PGMfKeS8zP05mDZvdsYvaTlBx+0atQjSyb1vFcTLdRlzSLaw50BIOaLgzXTYCUIiqno3SSAwxxhEmpmdE7SZRGRZxS97O/+aWt5xEQWjxPxAG/BMMlIucM/eYsZQOM4AHP3AIPR3UdAToRAU3f37P6qsXn31R/3pHxD0AGoiQJTpAcmKL/9jmohgJZJLinHCpvOfk4BMRWuRTYqRUhkTJW0R4jsmoiiQNcZLcbN5XMOa2NYSLmJFB153uh9/i+G+CttvI8/nON2B9anqnVRAfnig3Bd+9wOUAJ03kGz7KfC43CAeV2I9yziKzu68SvBAu21Q6vq/r2H6uF46cKrPRFNTa96oRT6hg3Uy7ojLfiU5Yjqt7zNzaUmZxKa5mvNgvE1/S8P+EtPyUWVJeif0d9Xk3IU7dvGoDmT8xdu25VuSXrUzsV0PLdOTIbDqF1cZu7OcaET5EKYvNrc4icOeGH06PUMT69ZUyJ6ab8CjXiGON89RvmuOAhjvN8auFsRlQnMVCtpPcg25dvnhT3pErcjhrhT4zHhwD2I3Mbi9b8LJnFZatyC3qdfKhWGdG5MPw5tb1ti9LLayyJqU5oDlwmhzwHe7IK3NO27BEh9fngg2rK5M3gtLxsDjqBMOeP+yYQRdCHj6WuFFOPoTmxNVf5pNZrU554kBuezcdP/J9VHe6HLsnHqoe32/m+urE1kGaA81zQMOd5nnWshScs2L3Sk5c8U39uqXnvWbJZiAOejrp90AqKUlDQmQ3cmY9ESKJzrOK0rIyaUKaA5oDncyB2K1y2wQfPI7tBFUT4QeWuiLPMnOLIjfi0nTehrKZ7XCpHsqCsZOZk+ok+/h1cuYzr75zcugoukhk01cAAEAASURBVLbPZnwcsjUv34JmZm4KX7+EOnSec0DDnTlrwBTByMWiidhT7owYd+otTwVneKKDLAIf7osAHamzXXIY/USS8aT6r+aA5sCC5YBfKVum7doOl+flPDd2bWYJ/h0pG74f9mXN0bjkG6ju4UwXTMSu15y45PBpnZyTnf7J4Z6bGahWnUyczWB/1S9VgmKcLWUX56rFyZF1iObADDig4c4MmNaaJCj0cNCcXVs0d7C4k+gj47FFgYId4EnfQHbMvaGEy8VdwJ45tSPYGg5oKpoDmgPNciBrsOmTjX2/MjrEGfNszgvjgGtHF+WWXbTUrV62uurk/djIuJggRQ7shMHcqCrLHFXPyYxXz3XF5iB2UwFoUdkPc6OhtbI75C6JudE8qldCHTbfOaDhzpy1IFgHx4QEsokDhNNcFiqGkVHGESkOv0/+DEI4rCCRaOzJLph80qXinzmrhs5Yc0BzYBY5YJtd8qkjirtiyCu0vNjKMHXYxsCmJca67mWuW/ARAVuoAHKiM2ZzaxZLV5NVfbRDyWvi1Horx6NCv+nZYakYm90oD/sjRWdod9VbWhtL+zUHZswBDXdmzLoWJBSwklw6IefRxZqOmFrmgi3kNzKd1ThiBnaQAKDxWUTODsgJdV5NcJMlQyrC5JgTErb1Z2eWqq1V1sQ1B1rOgWI4ioCE29QzhT4OLR2phBzQsrN9pQrwx893eQhzfC4kBlf4vocSzxxdIsG+e926y7daPZeLraEoz049ZzVc5kGmt0zOzPQb+g6JeuzSYTPggIY7M2Baa5KMjXqADtiGsa1sD8qx8jrThBjeieXgAqcmyV7iJxth/K0tTYOZpDaK9msOaA7MZw4U/HKRGzRddqxeemX03kd37jk67BTypWy/URkuuHG1WoktB/sVRlDJWEbJmBttX9uur1YYNpA29XrursFKtsdbzK2mwwPVyFq1eul1r96yyda6O/O5u3ZS2TXcaaI1lHUEMW3TEgfKmUBn4u+a1/JKLtwSEzviVa84xq48488JP8eD1d8pX54c9XR+JdnUyatOkGTTIPh0StCetGJDo05hgantyW+WqLJ5mtw5zTUk0rcSOSMiRtOvV9kWlmm+8y2xqSL9QU0Lsvs8MyenxcU8KLSSbx92relqDak5YZ9llLOx4QZFN+N9++k9B6v5XGbUdGp1dJSqsipQrX9mRZyNVICjquVaR0PTL8VmwQ/819jFdTYyqoqTcUulop3vxpSN52VHR31D9Bijqp3FrFC1eNDoXzIY2D1O7I0WS4X6V6Kaid352iGMNB2Xt43DVXNlr2OODHl2zszmBsNin2OGVj4IAj4q+chEBO8HoeV6XiZj+iMikh8fHdJkid8vDnXlu4dML+5b7O9/8mDuwn4/PlKNurKNmlJGG2lpa7YeE0tp0gNmg9dnah4a7pypLa/rrTkwJQdmvn5PSVa/PE0OBJWqI3ZHo8APLTtvurmu/OLEGN8c6eicZn3Gk4M8gA2mjQ1FI7IN9rMc/sd4EGfQOF4PKrDjcjWoBjGwg6082z8SlgMvH3uAIYyrBiUrj/JjRrbx6roY7HJCGE73ZtfMsO1qZWR5X1dxaDTrZkEew0ODvd19peFjnlWxI0GKthyGRbcyZnMw9EdRplbkZYAk6EQ8cdzT04PpR7Ma236pO2/Goxykr/R356uYBdCuMzig4U5ntIMuheZAZ3CAz01xyBr0d2ZntMiEUphG4Hl5iwNX1XJohKMl38wj1CjnFtDF4cC5yBaZF9a9I8stVrh3WQQhwA4MCXG8o+KHvV7v0EGjpxDbdnYwtAbKhu1nvHIYivJSHcc9gyRUIB5SAncSl8kg3AyL5aKxOBcFbk8haw35hp3DVKPcxyMmxkFgFiZgyTuKquXE9ofCOik1cE8xCD1OlhkVs3xsw9JuTsTZ1ogV57EUW6c0OmguOKDhzlxwXeepOdAxHBgDN5PKo6byScE6YI45YCH/SJAoa7DtmFwH6iJlsOc9OOVsGfcwxBxSjfjH/V8YVOV6k9C0M9VKxcNSh+3mslYGa9GmWylV/um50m177/LCY56bK5l2OXB68oXK0BHbWla3hTiuD7yhV9PhRX+IG3sQGrnulz90djTqFzjOz6aVZWzbuOL+HY9a3hIx5WhbbGH5PprfvscJedQJghB7IArrkAuk0jMlxSjveaEXlsNKaePKtVmH1N5QqYJSed3y6MDZ54CGO03zXLq4dmceBxqtJ/O+PyQCeWqhXNqw/Ez97fC0m347ylxLM2FbbUCL/Y35E1fYz4qCDJs8Ecu/GQZ+3iNgfujoNGKTa1tgEHa0sL8BfkNQAtxgK4t9JA+dGXR0gtDhfRXFHQfcsrnr7NLIaOR7VcchsmeyFeVVi1grHKmbBSDHjATuIKJBKUfiBE4cuNv3jJ6/shdQElRdju5ftH75tuV9jx4cMWyO92Ol0Q0dESlV2fiKQza/wJrplwBmQ2gmfuJy3T1h6bgTVvq73HPXrUAfJ0BbPNfNFljd8pCkbrgObB8HNNxpH2815dPigNwp1t4F97SKt1ATM32Lk49Wzf1ObGTHzpdLVcvimgUzrPpL+7r2jAxZcdn02DeZxw4QEiZyk8QWh4c6DEahud/dqFTZb7LjICgNybZTdTSIrB7PPurvCa0w022ziVWtlmKjXHW8sJc5Y3EDLkTBOLIPHdGnCSzLt+0fPLnn/LOWRKNskAWGa23os95x1dlDP3p6z5ERX6zW57mV3QFNIhBCPuS4cVAUvIOUaFxhWX5YVmngoFfet3pJ36suOOuis7vdaLRUqcY9XVzkql2HcEDDnQ5pCF2MiRzQWGciR9rzW4EbRZt5O81EMI92nccBVlaayeERRxkzuGjLutFnDlZGqhVjfsMdrKii5kLVbO4CM5zAD0aL0dBw0MfmEZKZSgllmrM2LN9wPPPKQMUMgkXDJYPNKCcLEDI4ts61qZXQyhYq1d1NNdrDr+QPDBnLnFzVtAuWkw0GL1mTO3rFprsef3n/8ZEjIwMBQh0nx5YWkqUsMii5xWfMUVqc4zgIhwr+sbPWL73srJUXbVm+0jOs0RIWhAYRRY1H1n/nnAMa7sx5E0y3AI2WH8bbdEnM83iqnnoRbkczqt7VqI+1I0dNc2YcCMIqCW3LMU2/p5C59OJNB0asgUPmrpF5PjJkV4jTTE6yk2VWqmCd8uBAcfmqLg5ccSQqn+m6aNvy54Jq+cldgweOVrv6fSfLPYJBGGWdrGcHxQo2QmwrW193B32gMT0bEFUCGentKB+Xysce2r77potWVDjnFpSi6oBVil5z8cYVq1Zvf+6Vx1/Yf7xsliNrmKNwQZSz7UrK5gTrgD7BOrhXn7fq6gvWblvb5XGl4eCAGR7N5JaN3V02s5bWqVrNAdHbajXNhUkP7TZ2fHnWovs5qeoEkxwNjJc2XbQJZE+ZvlG+zdJplFEj+o3itzucLX9UHfmS41mbV7k8v82+csDXY8mge9u5HYeGeQaR7xqBnDJpp9u2dH5/9zJzqsmT/sBqN+NpASKoGzO3QIEFNKEqh48a8Z5+WPdVpTq/dXfkEuR6LpvNKj6nT+Xxg/rx69GYKgwYk45rPBCHw+pJMjwTHGCpLrlMpn5/bvQ5Ctm0uckX/aRGMetmpwNnwAEt3WmaaXTTptO0NgFaFbUCnRYVp1kyDeM3fNEkF1pFp8lsm40+9/2h2RJ3RnzNt6nboVn+ZDJzYz156lpM/20juAMFBQvUU/3k2ar6BtzBMX5AXQEdOI8DgpCL8td6ALf8rOfqwy8o1Iusw+aAAxruzAHTW5vlSdCntaQ1Nc0BzYEO40BDGcA839RmD6sup2uxTm3da/11E04zEMkcMaGGU+BGPfmpKChPilrS8An0NaqZwJAO/KnhTgc2yqmLxEbPnKOcRptNc16wU7NPx9AcmLccaLTccrJp3tZJCt5IBqKkLESYUHE2oVpS31opjsI0ZIQT2zzjjp/jXhRz6udbGyeNrD0dxQENdzqqOZoojEIbgi2wU9GMa/ewbASDmimjjqs5oDnQHAemUPdpjlCHxU7FKqpcTF8qpFX1VdTSXNT0yBO4owLTHFUBGuWbUugw/uninOCAhjsneDFNX2d16+agjlSxs8o/TaZ3cLR5z88TH66zyuX5zje1LraPZc3yZwrdl/YVsoWUm756mfPhrXDcVZECmgltqn5OCOQ4V4Ns62uXN2rHCWQb0NTBreSAhjut5KampTmgOaA50FYONFo+OVHU1nzbTbzRhxvSlAlVVkCh0Qm1psuJ7eZxvZtaTyM40ijfRlKfpsujE7SNAxrutI21mrDmgOaA5sBscaDR8jxb+Z9+PvXFjCm8SCuoQEn68zQzTmEWBKGcOnR68CvieFR2qec0M9XJ54QDGu5Ml+1qMDD2UtW56aac//HSYT91VSZEa3Y+ajb+1IU55VvM0p8yTm0ErMhj3t6SG30whsabMbPPjliDreNUV6FSKAHgx4ODRRa3O2MLn//MCBtllm0ylcqnITcuY8CVGFyfYbrcFkROOM+qoA4lk76QiUyuhcbKHLcneo0OxNYpzBRBAbbxDSQDYTRuZISMsWFXHZ/rp0h7Oq+o2ukkn/O0NCtGmHji1KFomm4GlUqTqOHDU7k0fNo1rW8PZtrJTxGReQ/7QIVCoVQqYWuqu7t7eHi4r6+vWCzmcrnjx4/j5xVmciqVCh2VQIwJEZMQ0hKYz+f5CdNGR0d5SyARqCwMTCbVmENSUOCVsmWl4iev6patNfWt7YWK5ynnp/DULVDdwJTIhLdUnBAYhUdJsBrFnJBQ/5wxBzTcmTHrzpSEjEbGoRqcqUdVXgU2YsTUb9NU6SCfED8NT2O21lONm+v8MUJvTL6ajs3tf+PnSChzIzocnuOSZSKiHIDf4v4drnsOgmymwAWHLlcfRtweWKkEVYzJWhZggydzu40ZEGbCyAgibumJ49FQVgjXzdgYsI8tYA9TpC+aDs3BtelwT/GcTOXkn1RTu9njgHC9g93IyAgQB1hDF1UoBxwDcOF2BQAKSIVuCezbs2fPmjVr+ElMwhctWrR3794VK1aAk3bv3r1u3Trik5CKAoB4EpPFno6X4MYQiAOo6urqAvEQzpOEHcwVXbT5xIHmZvz5VLO2lbXDZ6U21JvvD6jK4jeh7kxSNSHp6ticDkENhZPOmtaGt6FSWKvnwsFmHLCPu5dtM5S7S8e/CWGBU1/KQgzgi8hqkAjKhG4Fgc/dyp/58reWL1+6cdO61auWdeWztpEFW3ANdFQtw2iugTYiLmbmNkMzY9mO5Y46ORaSEkZkuXGQt1h2tj0AkIl9tFY4yV0aVtq4lucUoBXkG9KozathpDPmBdxQDE/Zkno6hAc9PT1DQ0P9/f0HDx4EguBeeeUVcIySvoBRKCdwZ8OGDQCawcFBgM6uXbv4CTYaGBjo7e0F64CZADFgGuIA/cE61Jqa0sOhowIV7oEaeIi0inKHMEEXY15zQMOded18s1N4pSp4yk/P5lDO7BR9qlwC+bicvgt83/I8x/PU/J5u/RiN6cARpnIcGAUoF3FXQLlc5K6GAwPPvHzQNqPeruzaNSvP2rRmxbIlrpdHrIN5EYMrD/0y5j0Q5Vimz09BN0h3EP5Hhh9GgR/6lerJV1lMvx4NY0o5a12TBg5qk2r/9DmQdJAxzqu1n7QT22L65NoWE9gBggGvLF68GCCCW758OX2SogKDli5diqSH8gNZjh07RkwKAhhCxoMHrMNb7knADx3gDqnAOvRr4qsiE4IsB8CUboqBqxDzAI9UBP3UHDhNDmi4c5oMPCOSp7PwQqqt1+SV62xGoaaDxg9fo2ASURxA/CEynJNRwjiP+GCFb0htkJ0QGX0c9GNcMzo2iq4PQiIH/0A5GNyx++nnXiTympVLVixbun7dilVL+gtdXWx1hZXqUKnq8QHM60oJtR7+QcljBXCtkEugW+1YcnBQ5UnJW01+Ar3W6F5MIDqvf6bMp+d0WkUQxiiUAyIBo1BCPCAb5D2o76BzQ+FBP+Ab8BCRDx06BKwB95CKt/hBPErjB/kNoIfk1JGY7HnxRFxETCVDIj59HJDEk8idxgpdnnnKAQ135mnDzV6x1RRMfinoGfew3LZ4RUzzUtm1tZKVqP4mVMNMTSc00Ct2RFCTRFJ/UMusmwSIwmQN1gE3iJiGq5sNkz0qrtxRisEmKChGQSaqhpEfhIeGRvcfH3p0+7OeZS7q6123avmmDWuXLe5FJiSmJLH2IWgnpAQ2YMviMue62TYdCM/TzazaxILqtJstDqQ9P/XMVs7TzQe8gm7ye97znhtuuOETn/gE+1OgkyuvvPKyyy77whe+AOKhh99yyy28JQ6IZ9myZQQePXqUDPj56U9/+ld+5VeQAyHjoY4AJjxAGcYInsOHDwN0Lrnkkv/8z/8kvpIVgY0OHDhA+HSLqONpDkzJAQ13pmRPvZcdOx/VK2yrwmRpHV/+0JYVuQUfZuPUWy9mSLJr73I7mBxxGq/Cqf/KGSpwBlX3x/CO8MA0Sg3oIAKyDBSUzRCYEiWHLyw3cMycZ/O9islWwTBUEVWcjGdnjGMjRQphGbZrGqNHRw4cG3nkmV2OaV1w3tk9XYWli5Hx9+Q9TmRxgfaoX654nuh7tsNJsRBGKTTXjgwSmmfkOKrDzbp8qBtYJ/EsBlEkhDdXXXXVt771rV/7tV9jH+qhhx5C+xhHOL2FrahvfOMbv/7rv468BzRz5MiRJUuWAHRAPEh6Vq9ejYYy+IaElBqUw5OfYB0kPQ8//DD0t2/fvm/fvnPOOQe/UlUmSQeyoiVcb/f4akkhFxgRDXcWWIO2vjoWS67lMiUxN7HdzgqPvi0qtJblMxPJZDSOg9ShIea+1heiDRT/4Qu3NktVzVA8VcXx4AB/dekQRy0D8E0BRCIT6EeEM+c7CH/gHCrIIEle2V6OtyAo2f3ioIoRl6s+Oss/evg5BEp5z+7tyixb3LV2xZJVK5Yu6l0cVUbr5jvjQHJXaSkMHvWcMTWdcIFxAK0d9pte97rX/cmf/AlCGnapgCYAGjRs7rnnnosuuujFF1+kyoAVoAyCH6Q77F6xt4WKD9Dn2LHjCtyAhAAxzCRqomAgoNf84IMP/sZv/MaXvvSlO++886yzzkKMBE5ipwz6EFlgnNTVmSsOtOW7fK4qo/NtBwdQmQ2qoUgdbM+Qc0Nsplgsw2EA7sGDriKruPyTNXueYB0YFVrZZv8FZoZ/vuHxJK3yNyIS2TliVmOXCLGT5ycenrabNywvYIMr0XaGoSY2eOLACn07CiwuIIyDOPITVWXTcOzIjSPPLhrRnsHRh3fs+497nvrct+7+26/+4P5HX3pl32i5mjHNghF6xHMj10Hv0/RtK0IzyQW+iFYzeEr0QqffNxTuUapC7XtOvzwdGxMUyxKewsSZlRNwAB2ejB3Buxz1S+QfM6PWvlRo2EB8/fr1lJDT5hQYkQxiHsQ2zz//PGVmH+rtb387e17U4hvf+OaWxP3bv/0bqeBSoSCnsb785S9fcMEF7FL9zd/8DfiJmEpf51Of+tT111+PZOhf//VfUyR0xx13vPOd70Rb+VWvetV3vvMdvriAQf/wD/+wbds2KLzhDW9QEqA/+IM/gOaFF174j//4j3CSkjz99NPsqaH68453vINNNxj71a9+9fzzzyfaV77yFeRJFJ4iURGK1D6OTU2ZouLggHJTR9ZvW8IBLd1pCRs1Ec2BdnFAjPYgHmJuxvCPZQZRPFL2h0vlB4tD0dPPYNhncf+is9av2bBuTXdXgXhscQUBx7cCx7IzmVxGpHAoPVdcbUenXU3UArqseVBRT+WhvVtAt3UkEMm8/PLLHCbftGkTQAQ9G1R2QBg/8RM/8cQTT/z0T//0f/3Xf/3CL/wiCsjf/OY3//Iv/wLgwv7ra1/7WvRvEAiBVCjLM88889nPfhZLPB/84AcR//zsz/4s+j3f+973gC9bt24FguzcufOBBx5AH+iuu+76wAc+8Md//Me///u/j4iICFB785vfjJbPZz7zGVDXCy+8wK4ZFMAuoCgi3HTTTSCb97///cAmgA7aQuAe0Nhtt91GtLvvvhugQ2GAOEAiWI1CNDTBTK1jkqbU0RzQcKejm0cXTnNAfQUK2HE8rA1ypl2F7B0dzrEEZdzSSOWlh580Hnysf1HvssX9W9cu7V/Us7Svn5Pr1UqpXB1Fs8LLeA1vNtQsnmsOpChHFWTCz7ku3Vj+qOAAL+hx4InHHnsMAQ8aORdffDEbWx//+Mc/8pGPPPLII+eeew5gAokO2sqgGSAIr0A/CGaQ2eB+6Zd+acOGDcCae++9F6j03ve+F8zxwx/+8JprrmH36tprrwUVPf74469+9auR2fzMz/zMz//8z9PzQSekZZ8LRPXkk0+Ct8iUyC+99NLnPvc58iUvpEQf/vCHwT2U5P777weNsa22atUqysnuGKIpKCMBuvTSS5H3AHEom9qg7xD26mLMAgc03JkFJussNAdmzoFCNsfygIHCkNO6QYCYR8w0x3Hv4uWAmWLZ97DV5nVHfunw0eGjx0d3Pf0YSVYsXXLOpvVnb1rPEkVqvqEtSw/2mbeCTonYBgfEOe+88/7+7/+evSc2jDhChXoNgagtA3RALSjcfP3rX7/99tt/7/d+D6YhegGd029RYCPCxo0b0dQBZyCn+du//VuEMchX/uzP/gw0w6YVpIgD8V/91V+Fwvve93615QTiQSC0f/9+dsqQ64CQsOiDTs+jjz5KCAiGjCgbwhtAD3tkCHU4BcZmFmX43d/9XcDQJz/5yZ/6qZ8i1R/90R+9/vWvB+5AhLSUpNOkaLqntY8DegZsmred+e3VdDV0gnnCARYA1gzPdiKHzQ62tuSCLVx1tIguFabaOMnlV8tWZPb09i1a1Ltp7YXLFi9BzJNzTb9cREvUcSwWAzkLVtfN0Z6JHkd1W0OxpQOZAxxhJwjpDnAHfMMhrOuuuw64cPXVV/NEpeZ973sf4haEN7jf+q3fYrtKVZAkRLBtC+SNlg+7S+ASNrBe85rX8ApsRDSkMmvXrgWsQIE9LMQzSGJeeulFQAlSH9AJ2IU+DGp/7rnnkNwg3YFFvAIw7dixY+XKlaAW9rmIhgcQxgYWO24gG3JBZQc96I9+9KNgIJ5kAdBBWEXuDC6QVt2G0IELjwMa7iy8NtU1WlAcwBQzMzIq4Nj7QTUWm8qi32jGeRQtK+WM56xcjnHCjauWLu3uyoNscl3sYVX80ohZsfK5TC6XqVbLpUrZc8Sqm3YdyAHaM3Ws1vg7sJCIbTiZBUQAPSCkUcfREdtQVDRjgDu33nor4ZxL/9M//dOf+7mfA74QGeEN20Y4wAoUUBm++eabASh/9Vd/BSJhX4mtKzSR3/KWt1BxQAwbVWxdcVDrL/7iL5AeoSoETYgAlYgDtPrYxz7227/928iByJeEyJPY9mIbC+jDdhWiHfL92te+hp40bEQ4RDT2s5D3UBg+EhDwAHfY5AJygXWUnegO5LYuUjs4oOFOO7iqaWoOtIwD2XyBW7QitrMijDLHWQd9Zc6rh1desm358mXLli6246hcHDXjoKsQospz4OjhrOdlMg6H54aGBlhFMoVcT19/eUQf6G1Zo7SQUGeCm8kVpJygFnaUAD1vfetbv/3tb6NQDIgBNOAB7nAzKCIToAkaOcgUf/M3fxOQccUVV/zO7/wO8emHv/iLv4i05vLLLwdzfPGLX8Sjzkyh0EN2bHJBGViDojEn0oFTn//859nY4vwX4AZ4BBL68z//c16hhowcCMkNx6yIwKYYW2MIflAk+su//EukR/fdd9+HPvQhDnDxlmho/KDQwzn5d73rXQil2NsiOwROlJZSTa6pDlmoHOjQL4kOZDc70IwQ9TXTgcXTRWqWA3/6xR81m2RO4lu2x2Fyx4wWdefXrly6cc2K5cv7unJOsTjsudy7JUgo61j4w2pldGQo17MYOIQoCNsBwCI/jDmZVY3iXAMbAaFcZ8Ht635oF144NBLYuTj0PTPkyq621nfLkvlhn2kKJiAtYEJgzWadJhqAYAbLJ6mQSZAcOlCDAh6lszJF1rP/CqELYAUZiSohp6XADaAfNrkAH+gCU2ZEJrwF6yBroV5MmISTECkOVQPKEALTiE8d2VEinJ9wD7kOIkyIEwH8RCqS4wFOEVNdTAEeUvTJiFRwgJ9IdDC7zJNiEAgdsoNOShBMww4X1KADnxHnQIfCKD0hsph9TqY5wisKhqPM1FRVKn2rPS3ngIY7U7GUjshrOiVPxpgaigybqdJ0zDvTkD1pMZGD5RxxIX7qUg7kFmJxYs6O2kl1MHXnmWJIED9jj5cRtmCS6duLingYioTzlpkC5EeEqiUGNvBY3IUQx4TzFuZUY0+tk5JjkgVvcTnHICGOaFDDkRa/CsEzy445t6kcmRmZXnGKD6rYVIHPyinoqLrDFuoLi8j0M998CEs7JBRni+FlYUoU+XYvp8oJMCLAR5XLuVzPcizz4qVdS5ctRvze01OgBX2/xKaWcC9p3ymynuYrP4aQiI4ip3vnwWHgDldaZOg25NBON9/hDoOFZqVNebLWwioakXaZAc/QuiUtdKApnSK5G5znDEjpJPOFA7Q4ba3mB6YUtdc2Xwo/T8upN7Oabjg6aNNp5iKB7/MhZVs2pR0rsFz7GJuL81Zyyqcai2AgWTgZdZjxNT25OwCEBEbhWqfEAhbTd9HpE4hDzORzP4qwpyzQxw65LSoxBwNuibn9QNKyYBfiYTWI1ewPGnJYt/m0KgseYoTzhIfM7IqTM1shIHKajs+ppijw9UmtgTtqHVKFpzoKI04mpcKJhiMJ1VQeI8vmFOzkXxD7YxdxwMFMcJQGYqMq45pL+nvXrVm7aeO6Zct6Sgf5qJV84RyQW2VEzLRZJ2fdZAiVGEM2ypM8pdhN0mkuervpN1eaToqtOKP500ltosuyEDig4c5CaMW6dRBZDsd1uLQpsS/H7AnW4f8jA0OsvdhicZEdsIYCbRKHCoiYTGaRwxOLUEjIxkSDDkkRyUhAIpmIHd4HxASyiKyBYElOTiQUkZHcFcXB54idFI6gcpt3FGHyTiIkQh2Vo5Bv85oqJW7gZpA1hccpegoZ4G9ER1VW1VQhJBUyVKygUOzJP+5KRADmI0aBMVuX9yLtX7OSI+T9+awThQEaxsGRw0uWLAVtIlnkJC+tRQHgreSbtE+Dys0kWBU1rU7qmQktnUZzQHNAc6DDOKDhToc1SOuKw5qaEAPByN8E6yBWiM3CMgQ4YJMql1RiESMEj4jrt0rcNkBMM3YFryCqMR3bMu3SYQzbscqqNZuYIrbxrdDtDWMrigODu7mRG4XsikjqYxFaIuKQhViuA/hJ8jaj6mCKFSRiIukhZK6WVWqhijHNJ+UkCY6qqTIrxENIIwpp1VQcfuJ6MoBOLotgz8/s68mtWL5y7epVSxcv6rdl+wgAFAfF8mAAcvRsI5tzRkdLYzzncJYIiQRg4Rpl2qrwWciiVUVdAHSSJm17my4ARukqaA7MmAMa7syYdZ2eUFbmxFFQFknWZjWlesGwWj75iZ4AR5xznmPbWJ/gkiUWW8Q4dsCaG4SW7Ya8dzw2s3ilwEpkihQHKBPGDhdcci4aHOTYCIZCW/bEzH5DVBACzkuXywHSi0Siww4QgiCKo4qBR5VKFWxOWKmqM/2sVeFVfGqRJmxEByYkHB5ju0rCc22fu7h/6ZpVHKpa0p3z5MKsqBrHqADJZdFwUnhiY+Q+rMAxdrvQkrJRJ0ahSpZDWEtJoMzGWlqG0/FAalzAl3gTeRUhp0NTp22KA9ICiZvsaYqOjqw5oDkwBQc03JmCOfVfpVNS/dcdE5qsjqAKBDOgGcQCck0MK2UXOiIm66fDP9AHi2cYVYLQ2Od3AXEq1WC0Uh4eKQ8Vi1zPhIBnb1WuQ8elGEX0dT1vtYcBGC5mMnvy+e6ubCHDRQWyXC9zRxzT8CDvIaHgvku51tsMwmG7j4UcRzEU3lKsmit+1kKW6TQa5cRNPxUxU6cSKrHQe9/8WgFLAEvkav6wZQATRcU7t6gPDoMsfZpBKXPTaC7vS7QCOAciCkKlbJxOsacR5wR0m0bklkWhOi2jtbAIKc5o/iysVtW1mXsOaLgz923QphKIHg2qNxz+QWE5ARl+FTvu1bCwnDuyq6ExPBweHykfHy4ODI8Wy9UDpSxrbbnqcwPl4Mjo0EiJ08tIfeLCIrAOr9JyAmqAO+bocW4nYEempyvX21XoyrpZT5R5V+TK+azX113g4PSirlx3xmZTho216ugg2r4kpDCQAgrM7YSu0Ftaqf+fvTcBkiQ7z8Pey/uorKPvnu6ee2dn9l4s9yJALMAFQAAkAEMmpSBABmzxCIsRokXJQdshORShEGWKQVKELDpIyhQp0wzThAWSAIgbMBYHASwWu7M7s3NfPX13dd1558uX/l7VTGMx073bPdM13T2bb3trsrIy3/G/zJd//v/3f/8bbqC3OAUFPcfBvc5jG3vWO3f1yN7BGDjkE/kuBIBtWSicuAGhE5IEqaHbrqgYyBwoOb086SmiwZANXSCg0ARi5VBQJwqOWb/Z9brzBvvRyV55g+Pyn3MJ5BLIJbALJZCrO7tw0jbW5Z4lAI9o8aAU3iXuuQHo2L96DpabqNpoLTW8lsc84JJlZMtWlLiD2HNCFfifotRk3KRQTnRTdefQoDA0dNnW8QRO4ySIg8SaQgbKLImrHtHDFIHTJOuA7oVpWsY9mi7bUlayldGKPVwpFS39ncNt0GmAYwMaDyqEloCHa+/JvbEBbfFR0Bg2W2PXSHYtfh49752+Xj2rFqzeSHGY0FMo1Qwde1BSKJAydoh7EOgn2xbZhaBBQiz4QUGkG7A88GMhWKvrbYLlDEfiV0wptM+uqrTZEbze8egKfsZnz+rS+/p6J+S/bZ0EblA0u9fA1tWe15RLIJcAOFZyIbyOBPDEwkOlt/TgUfdaC8frnNWnn9Sk1Y2CgmqiZiK+XMRA4QEZmLaURDKLwEanZlzpWgfgrortgXaQLnjRdCO+Uo8vrQTTy+2VdmBIXSuB6CUeb0AlI7QKoOWECXQy/kSclYkHq3i2MhL7RDGwhUcgDEKiIJqrqydocQ3AE3IdQCIgyVQSJiCWYBNqk5cRzyXzrk9mBDPNnzNpqBQfGCUHh8nBAXWypI8UZEdXlMSl8Oxw8OEh2EsCWihVDYq4pcjrqgioGHghcYCE0CSSJWoJtd1+2ewTBaKGlaur80FTE3RwvT4IbaRbhJWmp44wgeYmMouJzalhALjEXAm0TRwBbJos8EzwXvVOF4oMzoKw46QnX6HndOsRnyhZKmZCbPT+gZS7xqFr3/r2D66uNesGyGhsbGT68sXx4XFovrAMOqUKpIHEFdCUNNVKGXKwy/DRBbHrWGa4ermtWd2u3Xlt1q//s3o93MKAUAfOwicuG1zzva+3UE9+yi6SwOqkY6NXdlHnd2lXc3Vn10wc1x0giKGBAdsqtBGBae1++FUskSC3kTWbZWoroa2Ie2Hy/PHparNxdWFlseb6jHLdVnUH4FjX255kAo4hB53WyfrC6RMhopPGBpyp8aHhSvnRAwOiZ6ZUUDKdCgbglHWw7stKEeaNLl4F+FxMExDRwFRD+dmeKdN1VSgxovlr5HIgNeIZh8kMOjEyUiGODc88rFxASUErBM1skNBOCDUntRVYaaDnsChhyGu1PQPYolZHR4evzs7dc/RI5EatemtgaASIo3bbdQqVhAH6FbEwK5SMVrs2PrmnU+8QaZsmbIvGm1eTSyCXwN0hgd298t4dc7DBUQQED1SE7ODxIfIGsDiRaYzna0EiwBQjqrxN5FpEzi11Tl5auDRXvRoaeFvMUoOqpqxDc6CcRX47IPiyHYVFLjxiil7gRqHByUqDvwoGINn/+isXD+wZevDQnsOjhUETnL6ZQTP4bUJEJiGyS0SKIS5J54gX62JcNLI9vO/QdaDKCD1MljVVWLxQYBqDew7GGuwPoct0EU4KeBU1eXlhUS1UFMUmDOYcOYwDhMFZpoVsPb1zd+lnrdYYGqicOnUJLEGGVa7VmyIJEW9GSagqUqflT04M+0GqmUYEzSeNVCnPOL1Lpzrvdi6Bu0oCubqz6enEM2/T52zFCbDrgM9Y+EAAXGUR/kXwOJh+m4kZZnSu5r108eIL52cuV71ItbXCQEANIqWwj+APcT2wivSe1sj5sC0F/jWkZwJDPjQY8D3jlR/IHcR+zcX00snZrx8/e2DYfsuRqYcPj08MlOFNKysiew5PwP4M/43I/wSfG+LItitGGsl8oOh0w7+FlwfC7NpyOPNd7IdGZqgKfFXwusHzFoeRUxmkejFKiesGhg3LkHA/CtfVNl0/6076da/cugf88A/FYsH3QyS1KA0aZ07PVEpmp90cqAxxKsVBjHQKCwtLlu0EQZRyzyw4aRT+cAXXvm3XfbRmZ3bgzlw+O3BS8i7tagnk6s6umT5LwaPfhwoAx4gOtK+iJSl1g/SFpn7yzJUXTp6udgLVqWijo0nE6q43ZIlMBbA3sC4mBtHoIuJH1hAavi1jjpGkAr4fFqNbwCfoYJIBX48sLbf9cmHQ0EYvd+pnvn7my8enH33g6IP3HXjKiQzEtlsaYcDMhEBaU1W1NINvT/evhUT13FXCpSi8a8J7VTC1KIEbJ2DAFysITtOQ+ArKzXKns3x1en6+FrjNtz/2YKVgcJn6QaiLtFi7uATtpmoZyEXabLb3TE5oUladmzNU7naCUqkCFLVWKAGGdP/946+cWLSLhbsUurOLZzDvei6BN6cEcnVn18w7klQL8mKAdEyb6nbVTU9fWbg8u/xfTgSIF8/UYTpAQUwXhTFSdlZsk/oNXdEsHU9fA2/eeAJBZUBKB3ubrDsIaweloYHUCTDVgEUGIUhJhwWsXKgAoNOOQDNclAZKdcK/emrpqyfmFx4wD0yOHNs/PlywNcWjgQcuaAghRGKu7SgI7M9Eolhh44GWA0MbegHLSDtCfmYNA4O2E0RsYW75ypWri0vLiHPzkyzwE52wH3nwvrKAkKOOXQ9kcUwDgFproLzcapEkWVpZdAxFZVnBMGSSBB2/i2FSLp/yygWrVVtG4uvtmK68zVwCuQRyCfyQBHJ154fEsZO/gPuGqjrALy0mT890Xp6uv3Rp+cpiM5WL4NEBOR20IcTsIPIHLH+Cccd0kN0B2FGW+kCWiDzLqqKCtm6bHrgFA2m1EH2d+j2OZnjZYNsBUw+SfCMOO6MJArDgt8oIuHyQC/yvX6ntX06vNNOH9w3sG9Qdy8mAhI3BMnw9GOzOzhZUnB58B81iG5/gMfI8P7EGl2uNq9OX5uYXmm6QYDLgtaJ6rdMxnYo1aGmpr5lFliCyTGTbwK93tuNb3NqXPvvJX/vHv/Zv/rc/eM8HPtiqLw8PFH/6g+8/f/IloppPPv30L3zslx554qm5+Ssf/sl3feeVs2PDY22vvcU9yKvLJZBLIJfA5iWQqzubltl2+dQRB65qRsjoqemlb56YeWG6WU2L3JgsxQtQY4iqA+ECYAhPY2CZEbndkUvCCKHCHsSULBVh6yQDO07cDTHf9LBv/4TIB4UMwDuZrkP5QqB2xGHkActzW2RNh5tNV4GnllJOWQT1ra5PNudrc0uvLs6X3/bg1AP7RgzZSGIAZbYHOwXdDDLoKjroJmnUOwCpzM0ufOvqiiAIgBJDQRCgYVzIS4ZBqAUwGJntgNHAFUHmBrgZCUV2jh5d4O3Lc6tqEJrbJsrx579LFPXF57/9zh9/d3mwRCJ2/uTJ3/zNf/ujb33mk5/61C//w498/+TFK5cvkkSyLateXVTWse5s1320iaFu66G5fLZV/H1vvPfK1Pdm8gZeI4Fc3XmNMG7ahEEE+3rBONgAchYhx/2+TBWw6ErwFyACKVZAYSJlaBWR5KOWPhfQL51r/s13567UopIzNGQw7l8I1SEBjxBokh5MAmnQ4S6C+hMJqpbrugHIgPGwTq9/vWmsfd8BVUC0gQ4AuyPYfZLexZcBUg19Ab8IA1V3DGDeU5Wh6IJkD7aSoU+e9l5cnvvQk9q7j5QnLL0aUlMGF42Ig0oUm8q6QjKFCbPPpsaAuH2QLsJBZsIPhbbDAHnCML+mriAtFYw0DCFhiMCSlRi5NRJmGKW2m5yeWZmF/2alCTZqRPsjJs7Qxbi6bQvzFOLkRDdEVnge+A2FpHsnRxfcml4ad1MSBZ4qX4vq2lRvN36wrPJ2mNqO47dq+4cKXnMFeGE3SjW6doQUHquAVK0+XLEhCgG4isKWFnHwItqILIv8QLjzouQ//1//8R/+wj//T3/48f/5f/rVJNyf0oAqTFcnC+XJn/75j/77P/6jC2dnVV+H4u2GnbRQUbO1I9G6BrKND2vHHblq6lvt2S2vDKgKpeckxQYqRFW3XNtqf/KNnSwB+MWx2qCH3cm/xtW+kzt8F/QtV3d23CQi43gQReAR1BBLJZ658EGBjE853Uy/fvz8c6cXWok5ODKGfrf9Ome6tvZTbMeNa7MdajNdijPFcgZNp+XVvvh3r0SN8bc/cnjUUWUp5nEAzxjCzQDFBmU07QJpNtUEjzxDGGwoAOCZiBUnqmHgGVNtedAVddNWFD3hUsN1qys1wHJPnL0I5yDsNECIp0g6JkMx0jA7UJTWbFemyCMG/x1bXnG/9XevfIe+BHZrGN+QbXXN47dqJ8L3OmFs2w7IjX7qnU+XDAsZzGDwQ2zbek30nqzX9JzrB7U67ujEhAdoUpZ5bmt4cJAG4We+9AWjaL/vPT/xJ//xt7/25a99+Gd/6cy5i3BAOo7IDUJjxusuQrcWAIen2UC5VO38QJG6XvHqv5tTT1dPyzdyCeQSyCVwCxLI1Z1bEFp/T4F6w2OG4B4N/wPcCtphSWt7ySdeXDp5ZulqLTAqJWBlXdcFz3ChOEoSwVl89xW1OOq6vpR5iG3mknZppc5OLS1x56OPj6oOorpUCa9HyByO9KMcYWqIU9tcyBY4iHTDwkMaCgg8adBwwOIIjuDS2ESzFV6eXZlfXKpCz+l0AEBGdnOqCL4i/APiamGLAn20YNmBPrq27GNf2AKBLOdIjxrE4FIWcVuaGvXZrKHBSCUZNaS9j5EFxNFUCvYb4MK7KSjW7qqw5lwvq9vDo6NLS8tpwp1icaBY6DQXLUm+cuHEkWP37j90YN/Bey5cOnH6zJXh0UHVNGr1drvV+MtP/cX+h47ASjE4WLFs89zZ00PjR1YrvN7C6r+5urMqinwjl0Augb5LIFd3+i7izTZAqapQjkzjSD+FhzGT1IVm8MK5ua+dambEtAfhWchidyWLOaA84N9L71J1B0NT1Ygh9t4NwS9kD45UOf/aqcV77OCxeyf2FDUJPD5wisHMAkyQMO9sTt0pVIYAZwrB7IP8pbLaiXm11lqurlz6+ovIh+DDwpZAUYEmBEadomZrUYwkCeIJDRg4CoXHq0s8uB70WINpB8YcGHSQFssABxLOpthOk7WdO5u9TtY7PkYq+qJNBdtNCMYCEZCXhpZlI+/9eqfcsF8Mj2RLS1VTMwsjhdriilLUFOTAoOwPfu93/sm/+CdIO/tT733/f/j4b/3aP/ttP/VYq/Uv/vmvw7f4zPvf9q9/4zcqg+VXjx8POu3DB/eFRAu8u1Mdv0Fo+ddcArkEdrgEcnVnx00QEELQcpAqibEYuczbiXRiZuXLL16K+BBsGjJhFPS1NCuYKhIuhJ26ei370o4byG12CEOzZMEIzTlUkjRT9FTSYpZ99fglAzR29w7bQCKJmC6RviqKoq4/axNt1twYppogTpdqzQvTc9MLS1B9TKuIzFjicS+biq0iliqMWRjGSJqKaHk0BECyTEEwiJypIm0q2hN5VdcqcHPBPQ/SI+g7QFMBkAXNB2aiAlBV/Sx1t20rgHpHEgkSDrOSBwZuzVbTdbQsMViA2F9j4On1zrZKcRj6XgzBmpYTZ+yLn/sMiI8+/ru/93u/9WdSvKQY+v/7yU889fTj1LF/43/5tx/+B/9geuU8THGmUZZUDVGCrVqdQV3X+jvefsoyrzuXQC6Bu0cCubqz4+YyS7mmgYQ3hiML+TIXqtGJmfa5BrEGlDjE0zkxYdeg8KTgqUzAGyjSfN6NRSUMkBoYcASgLyNBGGUytwwTopia7ewdLR8aRLbTGPoHjDs8AnxH4Hc2Xqq1+qnT585fvoozrfKwpltRGtdbrZJtg9YwTSJkdodfRlElDVyHmsZSoQYJJCnQVUhvAYpnwQu9rkfGDVz0HA4sEREnlAmuIbuEasYtd+OdvIUjhwYdJK/3WIR7GxYmjSsJrpsoUAAJf92CTvZK7yiQDFlFe2lhec/U8MzcLPib5ubnS4MDn3zuK3FdLxnBkw8dWqk2B0YGMy+0yuWWB2OSaVYGlmZq4H+SnQIUHdsoBvFGrUqv27v8x1wCuQRyCdyWBHJ157bE14+T4ZpB9k8gPIkiBSk5M1M9OduKnb1G0lbAmaOqTNYigDFYqkiSpevg6u9HN7a9Tl3T/TAKU47cp1A7ZDVGDAMsW3Fh8sRs8+CwPlHeW0D6dMZUWUllQXezqXJwanzvntGnO8H0wuKFy3MLK3WDKMWKzZBOtWu8MRQpk0gasSDyQjikxL3yA5yOIA2CdQcR9enaObxUpdC10iHdu4BTi/gLoI1kpqr95Q2ChHiU8TgFp1HGoK8ZhgEQmAqg9AblI5QeBFaxcKndmpwamb6y8ODDB8J29Hu//dv/8l/9q0SSp6bGV+Yv/Mqv/w+/+7/+xs987O8jDTqSSMA2Vh4dBd6piH+mprIgxvRpWbRdvAcbHGx+WC6BXAJvEgnk6s6Om2g8a6DMJElEJK3jJ2evzF5eCtS99yhug2pqwCU8j6lsGo4t8SiIgx69744bxm13KEDYv2lLkg4y6Awh55JqIicVT6g1fOnq1TNl9sThEd2WEZqFtAyvY2VZryM06kBPqliKc3Dvw8eOpkRaqNbnFpauLLdbrZbneSyBbKHkcGTDUlU9SYJeVaBChGcLBcgeAIYAslqzqKqDWUwZ0rhKhmpDO4IrC3viTQbMr1n56+0EsZKG2LKCLqVhkMrImyapkmwSsrZVSYyki0a6oU4pU0ccs9WOxqbGz11cJtw/vVhbmJ1OiXZ1rnl4376f/ejHfukf/eu6W/3W8ZctuhcEQx1PJPqANWzv3n3ffvl4caCyVIt1QKPykksgl0Auge2WABVrXV7WkQCEg+coEBgwLuCQer0O50S/JUapKQDKSSeS9M+ej37vc2dKpUEnmO/IzjrdfHPttuKmZ09Gkfexp0Z/+uGKygLFHvQ8hEFtDqq8ntQyyfT8cKnWmMXTfbnRbCPXpQjISiSRf747+8CRI2NpV0fADwoUUBEMD7gVtpEoA0ehclg3qF5iCAJPMykJQGODWHCGdPTrgWjW69Am92toKPYFxit2f/UffYxGCZBeLPKBlV6zJoSMqyRBVD9XnAtLHYac9Ak4AEQo+ZrHb9XO+4Z3txqEKwHLgrDZSRIQS71r4xbUbsgT6jUWGejU3Vg/kYsN1d5aVVs1Oxuvh+OSBjwtQ8ShINuEURoAO8Z40VCENxqsSxRkVKBCl1TYo7nkkwKn4EyNkE4XVx7uoyhOWULKxAetBBFoN1kQjykFZhSgqlvRCuySNIOtVUa6wC7vGe61pOqERqQVElsT5m2fSbEnyQGlFjHAKXGNXh4YSAJrpwtyD1kubnxQd+BIXD+9pwkmXYRi2IhB6e8ddwcGtcObyK07O26C4sg3TA0I2URRq9Uqbgk8izw4TDYHTdlx49qqDiVEhVcGawRIAoFgxhKLLBT0GsXiFjSS+M2CZgwcnLjvnn1+nNXrLmh3Wq53bnYaxhpoQkBNJWBKVHRBEiBcWiAj1CnV8IjCQytimC5BNgNEFTJkZUBZh/6QpSCaLhIqkaJr/b3pIo+BxdGEA1BXWrWmwpkFVSvDU3ndC2h1ne1tdD/zt6ANXUtd9XdDR27kIEh+ayvcSKO3eYzwu8MgDbWGZwDZ6bJSVBygxpLIg7M3xX0hKfiLqBRC+WC04oQ85LwTS/WWGi6S8HIWXuDxcuCFUIyQ7w/qo6YamVEiusNVS5r4CSqZRHJSEH7KxCMJQ7AhCaaqPFCMtq7FuixYVbNYZ8lALHdoG9ZvmskIbyWpBGwAeMuEdXbT7u7bFMwbny4El5sb3lhOW3ZEf1feLevmTqpo9dnQp07BewIVBwAdwFWQdtoQiFk9kcx1H1Z96sdOrTZVbLj5BL9gDEQNsCk61AtDkRmsJ1tRSgUddM2JV0PAkiopo0VluFDivPTwgwd9L1qu1hZrQDm3Wm4MlRRutlajoSLzl6YjZh3pI/Cp6gaQPRrzATzKYoaQ+fe+44nRooYpjQF0xpttX4tqQiBAbyeBPzFSZmEEXQer6rq8RNcVm+7ae+fW337fR32VMSrf2gdVTxqrn9jobfd7FLdfP6cLlBRU4lCK0AGoawGT2lT2Q2UUzl68AEA/0STPoCE+JZq0j3+XR0tZcE7yzvJwQXGb1ENuv8SyYmHqQYFxVBiJbLBpEWoszP+xokxq+mOy+YjsHFHKRbmoS6YWyeNQFfBGIXOXpAFO4tzCOikpLt5A4HAWhiIG06pKUySvhVVoZ0Hmt/b6uf15fDPUkKs7O26WDTgjWKaaBQQAwSZLkyhVQXFnE6A+84LAb8WA9VoBQzHSfwEXo5pQIBSQBW6RcGLB4o91tGtZpsg1BuByJsEfFAfjleL+PVOc7IOjZ36xdXl6fqXWmKmuwOeZZFjVMW/AXYHyGcs29DClq/0gJNwvmLquYjZFsnrJ6O9NJwlPCGw5EJTeqdWwqorkD7A2aW8QmbVF8nvTVbP63BKivg1/xO2cu41CTzJHJt08KnJKwGXJ9QzO31hvlS87yWApGtKwbrVns5UvsvqnXfd4KewIRUQQjAvtBmGVBMGLPbICcat1NR5sJH6auLgVx07XqXGGFD6fGFJi7KHqE5r5HqreP3t/VSdFmwwUKeysaDtMMh8E4ISXEAUJvzFVE+FzZiBliFOQRvU3QuB2Z+A2L57bbf7NcX5/V943hwy3eJR4sjY91ymXeOyPlGwSzTGpIOKAtrid3VqdQAYkniMnYJfBKzaXEJQVpxw+rq1Zz9wI0W+aZmiC0Ag5H5C/nUONySwFlpmQCBULBIjK1Kizd+wYJxx5Eqr1xtWZhYXFahMMzKACElOVtVxft0qFYsFIFSzqfhAgUgpIn+vGlH7Jn8ctONOABjANw08ywzREiFaWhdHaEWT4qQdVFhtd03r3H9i2ciTB681RV1o/kNguVVZeb4Qb+03PhhKeRrRKVFdFfpdsIAvLQH4dqJG483135dMrtS9IjYuOx01oP3w0yxoIPKUZbi9wb2pE0IZ1cWJRNxQAdh0YamTxYMIFCKlSIyYSJ76ktGDLmeXyfGp8CpQHpZX9WfGRZPjd8cDTmT2m43onocKCVmQDGITXFGRHVkDUAbMOrJt4NdphhB29ew3D7F1IPWFj+017IW3scruto3J1Z9PiW71MN33mBk9AEDGQr4Aq8nTfaHm8VLsaIDsjImvyIiQAAACyp+4fKU0OOQoUkgxrIV4Khb9mSwSkakLUYcQQmoUQOaw+pg71R3NbNbtgYnVGHJggBMCaDWUnAUazM1LSJwaPycpDQDUvLtWuXJlGPLZCFC/pdGpNrmaI86oM2ZoBZkgCCoEt6ed6lZiKCYJjdBtwUWhq0L/gKYBPARks1jtlW/Zv1XxtS+df2+jtDwQ13Fxe28SO3qY1ON+HCXAeAABAAElEQVQ1yZHIIA1dFk4nrecSfyl48fcl7pcyt0RA8K0SOcCrAcnqGRkkUkhll9COyBQc0yyRSaqR7osALJFd2k4oQAgIAOEqT2IbdBMSTDUWR9o3ZKGDIkRiz758iurnyNx3vNLRztCRsPJjYeVJ1R4vYf3kNADdFNLLCBA10gnD2AOL04572PUmfUdP7t3VuR13Bex88eIa7WsnUb9uWmD+RwTv1FDpkSNTjVO1SOQK7Wuzu6ZyYJsMJbt3auieyQGYvICPwRscIj62al4Q2o7QGElRiQq3kAJFAfHjvh+bhSKQQglDPA64DxEyAoQAmAGkQUcHLWEUNhNODUU7PFq6Z+xRdCbIwrnl5tW5KriCbCnVkfojiNphbAJZ2c+CBOXIro3esQgRHyb6L4bTdWit0+w1Kw763CvrHLbFu9HWFte4HdW9dhSv3d54X3oyv/lz4zVs75GxtKITR0uKqtfiKyek+pdp80tyeEoDlQa8zjCzMEy0QgGXlzL45YlWFclqYfLEawv8XjShpojeErxQq54sbGSB0Hvwe7mDjSy1aDpMUji9PJK1CelQ2yJJnFUvW8vnzQXJG34uGfmvw8qPWAMVqtqGVpGoHacU0Qxcwv0AU9HdcL1t71zv9tZzdWfTM3hri9rGmwE1i2aV20FgGJltyof3jn377Iof+oqxNc6ajfdkZx4J+jvEWo8POkMDhTRyg4TqkgSI8FbNC+iM4OyHDwurLyzhiL0CnSOM736Umaam6xrMSyK+VTQI/p0k9FsCkAObvIT/EEmLnBHiN4O2D485e0eOIIpMQf72KEDy15JVQJhdXwWLV1twIgLNAC0NIX5xAtMgIE4KXnrXbve606pnRcfnnXksQERr9+dNtrcnB3HF/HDZLWLQ/aMSaYXhC371y3zmi/rKacOFpkJTJPaFa0agc6DfA7SGeygD8WXWwTrGuracSPitOJQeA5BkYiyDszzjMJsK8yeCyXsSUDybUNiHwKQwI175AOvBaamWSPAOA9VoijuOBc7Si6T2Ajzal478y0JlnzN4jJr7EJaOqwyWX9wCkO6OFWlv5nds9+6ajuXqziamEhclQKCbOOGWDkVQNU06E2baygqzHn1qxE/vU37z+5aTdMCPi7s2jAKsIoZpI2Qz8KO7NWcWgIx4WlPOA9+FywpjBygmCsOUVj50uP7IFLnoaw8Y5bK/UKNKWNKBqtmS4uEtU8AnxWqLGCpBJYiSEUR3sKCjWINYbeFrhMkEjjURA0KwWHfj4K9Fw8PgjhOwv4R3V4Uk4qtpXMOZA/3TZ0YBBSZ8lDSBYpbEvkiEniWvs9TDewA9DQ8mLlATsAJ1Gb2hvEGp62/p+63U3+532RBwBeD9BJ9YHLqXxKbbxLkoWFigaKLgfHxiz057PPs0qlDHSOQ4DV0pYDZuOHiWlEqtJV35383p3yf+MlHhhKqkdgye8wx+YA1rGTD8yAeDwALxGiACpGiCTyKXiFxOlGFuDGlORbLtVBkBRzneMDhum9QnQTMLaqBv0FrnCN4QYKVMREhjJqcQNIi8YzBnZm0NjD2pksHqQx0q1RD3eOCF36LlMTb5JN//Hr30Nlkeg2lVTiKuNdMYbugCVSzYaBkHTU9kOhRvT5ues604oTfjvWfK6lz3LoCtqD6vYw0J5OrOGkLZ3l2wH3hJ5npRrFl+xOWCdnTf2COL/nQ9BdEwnkeqWYRbO41DJDgwsAwQa3s73KfWNe5xHykIdAB+EfDtxXDyp6ph7TPYkw/dW64MXrpU31OU9gBVrNtwE71hTqg+9fOuqXZ1zb1rRrQbB9KbhR04FzYbjKV5T2lxdUgi40Xo7973E+8b/OIfZM22lAaqahHqp7wOnAxsMIo8QcIg8wK4nJAPh5WoP2izgh0kH9SLw/bgfqU8lRmjqVJw8eYA4oRwiFMVIYVQi+QslpgvJ67Eg4a/qMQ1xbtqdM7pnbME2k+7noW+4PM0JKIWiQVomk/jQEZSu8iCL5d0LqaXz0XtS9qeiI496xdHEpsVvbFEbXJSU6W2LFckbkO9jyNk0s3Lm0UCubqz42Y6jsMMTF0KgCLahauXdE9+9MDwTz1o/ue/cwPQWTDJA4yHCr832EyxLtyt6g6I+WBmARdHlMAaDSCNitgoU6Effmx8/4jzvYtXpxfiJ0YPphJIj7FYgrJ4x03l7urQ6pslnrWi5FiHOzV/QtividDpfb1TjW+0HWHI1DSqFGHoJF7Kq2f1mU9r1U+S1gUYvX1J4zLTYXiBrpIi6d9AFsFeFVArTm1Gy/tp8e2a8wzR7isPKbLmZEYlkhzYhwS2RqTcTS0VJ6QM5kURCcBVDTTKCBrQ6OB9NPWUuE2DFeLNZs3zrH2Fhx199ruEz6ZRC3RXIp+dWQD6B7QdYCHNAklryZr7d1H7Stz+orz3Q/L4WyVSlGkhVRoJvLoKUH+OxjVBgpWvGxu9BHb9cbm6s+OmEO4qosA2i/DJ9MLVpbhOnrpn9Mk9cuupw8999+XTy01jeJ9ml5rVJfC7jA+NRt7dycdjlkbnqw3Q6ZSGSonfDqtXxyfK73jqkbfuo0Arv3RqdinSFF2JWBRlEnKF3p1S6P/l2dNsbn7E3ryn/33JW9i5EmgrSwU65HA99ZbC2p9F059RZl6Sl9tE30ukBjXbEhDIYC4Gjl+oyg2KpC6lLBz6sXjk3VLxbbpxj02GkAOP2A34qeGDypDzOOOaTHREdqH4MFTjdkcggHDk4Q1GzpAsGbQPc0g6R5WBrDgRFh+OR/2YteLUHxr9Hmt8WV76W721SGLEQWpEBUVZ6nHZMWwaF7N0Xm/M0/gTWeeiuXDeO/oRzaiofMwHK7oUazLoNy2BgJbhX87Lm0ICubqz6Wnu92PAsCwvk3yvkxLd5/JMINeCtCTH7zoyNMj3fUXPTi0thSx0ymXkpZlt+4W79O1kpsX00oilKFF72UzajxwsPfvQvrccKRjRspeUV5KC6wdep8EVTk1HTeQQJqB+llXjxw2N9Pt6uKG5PnwVeBEUDKRXVr/2Nvr02bVo9KnuO1HtetfDrbUNyd9w4s17bjjgDn+NVNP0qNJYUVY+J9X+MK1/T4HpVa8Q0szUWKOWEidZCMRbAORx1Y4Ghz6QFe+Thp+Ryk/HehE5JkIyr8PvFR0GlwPBH0DJQjlCDjkRFpAgQxZkAMLA61GEMNlCCAGwPhw0ooLBUAG2RyKmiqS9xtIDjzvuvfbS++nct7Ol/y9xT5EggtWmqJWz1EXCX+CDoDvpwOssvZItn3adoFR51iy8k0sggK4jSB4cFlQqo4U7LMm8ue2SQK7ubJfk1203BuuOTGwZLKBICe5cdrPjs97Te81SXH/mvvGhiv2Z75z5/qUlkYDJLAksLMIc7saCiG8DVvLOihXVHjs48IGnj90/XiRBjVjO8+calxry1MBAwUC+rMSP4jIWymtP7btRFndwTD2NB5/Ay/a52Rsf8H1ubodW3xM4Orcq+dU9O6rHg0pJap9KrvyVsvA5xX8ebxlE5rTSCDgHLQ4MriJgEWRPBTnd86w98iPNwV/RVR3BBoackGQhljJfk1x1FMlWBBpeAnUnArEAYQZsOAKBFUPGUFxzgm4HtBLi2oNLC6LQlFHwfBLmC08XzhMcEAjpilW9GJXGUuugWnlKGX2HMv85deWz1J3O2g0R0A6UNADRxESyZQXBX1CvzvwJH2zSiWJh6D4QNCQ0hCUKSV76fZXvqEl8k3cmV3d23AUQRjG1aUEHwVaimYVLC8GXTizsrezfP2g0W7XJovHz73nintOzn/3OqyDxPbz/SLV6dxpjj+wpLU+fH9aT9z3zwJNHJ2zi+a2VUtG+EtDPvXj1fN24d2+pqJM21kKkbwB2BxHiedm8BMTDtfuo3fyp+RlvIgkUl46Hi3+TLP250r6UpbjXkHg8hMajgYQBQVqpyozEGz2cjv6UMf4Bx3nSK7VAc5mEOk0cmScaeAKhsMjE4WD9ToHYgT6DtICKpiiGDRWn6XVD0sAI2OVShuYDkw8KDELQiQTCBz4uyWDUTJE9ncgVl3VIq6NEanmo5PykUnmYLx9K6p81pr9FAPoBrw+Jsqwl7EcgMDSmhuozWfzXAW8Q+iFCHpf0kVRClokVcpeGeryJLs0NDzVXdzYsqjt1oFlwkPolRvQ1i6zCsEuU752//MSEUbEmdLtoSrjj2TMP7Zuamvrayxe//fIJ4ozdqa7d0XZql0++7eF7n3no4KEB2SahJhscsaQ+++bJ82cWPdk5gEWzvjhrDQ5Yhp3WwTyWl62RgNB/uuHQW1PdurXk1p11RbMDf3Bf/RPW/K4cXoKhBOGhJHMQKUEST04KWdKEEqIOv69w8J9Ge96VaNkKWyw3h5jsRpLLC3XQGshM1TxLb0iBCeoDAgO2SJeFyHOGgEvBMphZaZciHZoUGHrg1QJ4UeQ191gRRiOJMhkp58CUwBOAgjIGIxAIeWQd9D7cBQDZgwvL/FA6/vcy/ruJ93WpdbwQA/8DEHOZpA3iX0HMPHVrgfyXsROYxhAle0VKQrVO07szsnUHXkLb3qVc3dnEFOAxALKE3sNgE6dt8lAQ3BWJFyoDTFeMzpnxjCflyT98vkpS4/57hveOwnS8VOTZExOTh0r3/ej42J+9Ot9yQy+CbVZS4BPnsU4SMPf6oMAQ1mHEZWL1oEwwfuGliOqIXxA4aKQMxlDEIwckHzgsEnkrYGcWkRGwS4uzugUpS8WYrw+8W6cgFE6oyMSEgroQWdGl8UKkGDFgiBbVXmNVgW8etMSQG0eKyi68BmtWl5MP72vgg8kslSAkIyIaV3QgHXGurasFW/9vnr7n2D1DgwUv9q4oiqRoY1eXyKkL9f/nhVZoDlvsqoWFsXI0ThgoihJLE+Fb/SzrTT2G0M9m+163JImsGHhxvkb8IiZYXAH9Hle/6++34HrUOF1Z/aApDOqGPT/4bZ2t3vE9aayei4ttdXud8/q1u2XwIW9IT2jDeclzkKn4aOnyq+rlP+Unfp+CdMqcSNV5OYwIE3YRECWTqMYnn0wO/izb805mDWVkEe4jjQ8FSvcNJFOkSDxlhDFHiYTvvVsEsfLqfQNTEf5ew5slfukSXmGRUns8UtiVKoJ4B0VKiAb2zGugRYrsEInIQAGPGv6qj358ovZp5dLvpDPPBVj/CnBcVbJGTeTekqVSQ3Wbn8+qzHmEhoW3VaM9Rb5iUUuSNB8eMqxiMuxUIPLymdH3lLogagrDEOntsObfGmlTTx755wYlcP3q2+Dh+WF39q23twhC24Dg/+L4qQ9XnjbLQ+UkthCk3QE7aXD/MePf3PfAiQszz5+ZubgSNVLLVcp1JiG+cgjWEC60kO4nmC/wNiWebG2qixQDUFgErzoyeHd1Ec5tWcQ2YQdetLL02lqCDgSROFKcIdhR4e7mHMGjIEiVAALEO5jQohAz2q1OuJMCyRYdxhH4xOsbMhiA9hiMwqkrfPUcGW0EM6qEFvCGRuU5n+gytVS8LUYDin9wQHvi6Mj9hyZAAqYkddlLbO7ETK9Gzver1b9+6Swh3fq7D2Q0t1rEcLajbFe7WzXW7jx1Z+u63iamEoqvuOj6WNBEH2vvf9Xi8r7pIrzNZnt19irZLvkUuM7ISiYlGtundizSeDVZ+EtS+4pilhOpRqEKQE9hThb5VAuYkskPPJsNPE5GHqHWKAjICY+gAkHHgb52m9K4tdNHpMVg4FCi/qppHrOnv5jVr4g87Ujn1ckM2aJ65LCE119Jzv4N4rnKe+7PaDHESgYLE5FU8CYCEwlVS9f6Lf/XzvWtjTQ/a7MSyNWdzUpMmEw2fc7mThDPnpvbmDP2/NHnX1x+6NBH3nrIkeNWc163M0NvF3xp8KB5/+QDp6vx9y7VT8y1VyKZKUYQxyDAEA5y6DeylAq+doRgghaapbCiCIVEmHlUSRYcP6qcAv/XxQbiFBU/CP0GL10UluLet97Asbdn59BJCGUFC37XIiPeaqHGYKAyhdUFOhZBfkrxH5YPYbVGuAUAiFByDMRDsG4VAB1C6xkuaFIcDKrpg5Plx/cfODaij+qxymbbBZiNCPNosTTmcvWvvn7xr16+FJWGi75/gziFuLrJk2/Yv7Vf11ueemLZ2rbuZG2vVWvWG2M/+rPb5bamTG5nUD3h47O3cTtVrdm3De50mNXRzqTULqT36XWSzH0mnf9TuT3D9UHcsBxJbrmTBTqROswuqJXHg2O/yI1DmXmUK5aUuhJIbwSiOO53/7GErDkiTV9xpQnfuU/W7jXTIrnyfwMoDZCzojpMygR8meq0vaCG/yXBi5gThAPPBCJ+XtKQTJQGIg8MMq5IsGnfvAav2eAt7uxNdG+ub7GK/LRNSiBXdzYpsK1+n1ur+e5617WPrP6KtcPrxKXSxDfOLCwtLf1Xb3/o6N79iT9L/VZHGoazyFTZE4dKjx4eWqy7Zy/NTc/NfXteg8MK7qJu9m4NXHwRkWC6GbZg0OkWJNjDuoRFQ+Twg1UGPmxoOPguC78QfGPChQ5VAroLYNPC8YTD0BOhtSDhtkgygF3CogPPF1xjIscfXFGkhgNg1BGJakQVeNmD9kYbTIXepBGmIk0OF3mQoVQhVPSZsXRqz557D0yOVSwlS3jodrIMDK3cq4NPRxmZ+N5V76+fe/FsMwYTT6Ptl5Bl8HoRkkJBP0RPRPfufOm2f+eb3bIWu4LrilEI8loRz6offLu+d0v/3e1ygzCuSa0rN2wLod1quVkaN++51bo3dx5PgtQucskWSN/lbyoLn5bbV+EtYnILLzpyBoyMRK0VDyjCiWe10V/x7YcyBQkcEIDFJCaWlAR3PdzVfXYurzequjJGErlIPb24nx/9+dQZ4lf+Iq29aMJohVx4cIl1X+OyZElZ+hJT0+TBw5I6CMVHrJUpVh4sZjSGviPe4/pYevOLz95GH1vKq74ugVzduS6JDf+73lvFhit4gwOxVogbQDzAuxvXDz+sGq1mo2XKL3Sii1/81nt/5N5n79+n+1asyAroJaA9BMsGZwU1O3CPlhza/yyfml9aPnN59tJ8reoh1tPQ9QK1jFanJVQWnKWZCiCH0HYArkmRn6GA7a66I5pGihpoUdiAfRpKjlCEVkt3WWddG5BY4rsOK+Hogt0G2SkFF6p4VjLBlpogCENAhygdtJEfMMyCtk6iYVs5uGfw2MGp8RFwJs4LyBGtkgBRFFIm6xHVOxxW56HYHvzKS9Off+FMk2mZZNGOe8SwOjBDdUtXPN2PrroDQ1Jvf58+ocOtWXO/r4c1G93CnT19FHJ8bZ3dr7f+8H5tVett73a54ZK+QWjrjfTW9m+XfFqsLvMDeMfxG19jix83G98R9hrJVNMO4IMZ4MJ6MxxQyNhP8tH/zht+D+V1BE5R7tEslBBVjiRiBBR+srleStpbE8dNZ4mVZ60CAsICqapZI5CKnZH7aLGCyDEZhp36i1iVUhAWZhZFCjtkGfXO8GmaVZ4qjD8slQ57TMGKBT0N7IZhBADzD90RazV1W/u6K1d/m7it/t2NJ+fqzqZnta9rHHrT03NW7zXRXPe+ljtt21ZXoIVoWqoZf/HciRMnZn7yqaePTkZZwuIo4Fmka6qmIwkwAj/5Xlrft9d+4sBDbqYuteILcyvnZxaXqtXG8J44Yn4U+XApiVgImRMN2ozaqQttBUVGdki4nhAFAT1HytIIkB8sePhE97AiCL4KmImoKVBBAqcT9dBF4nBKO4qDo7BcwrkFMnldUW3D0A215M2Ojlfumbr/0J7BsTI0rwT+s4w1fckwVdSfplEQxiGDnUgHE71+crn4t9/52qlGh1VG/YzLSTysKorbIUKbEgqZUMK6G9jqCk3sv/Ol39dD30fUvbpWW8FweqUn3tX9W76BVra8zjtZIS7166K6rYFcl/aNtqI7OZbXtsVly0oVJVgMqp9I6p8xI9z6GuK+SRYiryYIlAPEQk18UB7/H9OBJzty5EQiShxuZxl3tATbiA7ojsD/9Xl+If/Xdnt1uxC6iikFcrHDIjmsAamsTL4/1PYa3/x1os/rcKQnTkYsLq+gr4Y3z658Atzsgi9RhuEKBnAiFE0MQNi2+1tWr59+y6q/w9g9tefqzqbnar3bbNMVrXvCGrcZFJGqksD0USkNBAlrLjQcvXwlUP/dZ778jnuH7j848eCBvbbCwk6j7aWKaRrlUtZayHiEuM2SpBaK8sHS0LvuH4U/+lQ1bXfcpUar1vBaQeLFLEqBfOZcEogaJONkQOFwMIghzgEOqS44GTQZWcbgtu8qNOgM3FKSJDB9IkYUjBiUwcUEKzFKSOumpjqmXjS1sq0NlKxBx7Yt86Hxw3BrUc5gQJK5i45hA4xiVmEs8pu+75l6wRootxLtlUuLpy5e/PrZOnJlxJnsLvqlStl0ip1WoyWHBtXXlFz/52XNZoWGt/YPu2SvsOD94FF7bYoxqD4/rXa93HrPqq2d5N5jr/e5XdeVoVt6NCsv/A2d+7rsdtciFW8YLUSKU62TID/DnvdII7+cVJ6IARHk85QOcYRGUJhyQUyJZUBTCFJ9AtjX3/uiJ6Wb5S9LKyExQtmER01HwGecpMZwNPVO//5/LLf/XK+eoEkL3jhmoL+4ytPCwudTrRAaB9Ohx7BSxomLIDEdzMukv2lptst6d7PE3jx7cnVn03Pd79t41a7z2p7hmRSPjxA3SWoIlqB77Qo8P1UkCXcqf3Um+e7c9NFTc49MWPdPlfcMOlnKOstzoCiEYRY2W5lHSgpViakyDDd0vJKmFYXtt5k0GGVKJ+QNZGPw43lWiRjz/LDtR26UhAkwewJ/g1UhjuMgCKJI3P+6rpumqWmaDhsQAQcqN+TM0hRLVyzYlhR5nxMYmloyVVsjeJfSSKTRQKVBHAkSU5EREDmLER4vA1qkIdqUL86WHFsqlBab3skzl1+a9V6tJvOdVCpVspAXFKuiyH4raGZeWtBJpaA1m6+VzOp23+dltaUf3tiudn+4F7fx7Sbter0HyW20scapu11uWyulVRVntdptk0+qhI3jxsIXtOo5EslEU4nUThJAXjIGgPLAY9rQL7qld3uyK6crBRJGshZSYGIQky5yFuN/BdYRvAtR4SjvX1kV1A1NdCwFhmI1YmVaUhUjTJjPEOqQBI/+gnzqpD7/CokCYpsyAsxEQJZEXMaqr4SDM1LlMUmXE1jJgR0EJoC9JjL+hja26Ot6Q9ii6vNqbpRAru7cKJHX+Y6rs1de55jb/wm0oXCTY21J1T0pVYYLfKbWUIpFs4nXDqgb0EKyDnAuoDXF/yHHilQNs+Z88spSY/x8+4GJ0qOHxg6OTfDWVaTfUsFmKqKxoLQoCSUxjDQcIENhoAHVCnZbqqQXLVIsPMqaACcDiIMcVNjNwcEuiCxEHJYXwclU7kEPcQiYeGxdg+8MviqRvRjk7gRc7wAdAewXtugAnFnC0oMVUNISrsVdbJAmDEYijw3sBkhvrqqKyP8Q+GRg7/GF+ksXr56cay10Uh9cp4CTKFQHkZBIkBF3ukM1ACtKE9JGYo0CbzeGBx0AfYhqyfE86k0UR8n6+zaGXmD28XlDWXPnDcfs7K/iLRwP19Xna3djjZFu7Sh2v9y2xkAFaQM5hxSZuNFQcGPgvhBI/7Uutq2cAvigbAfvMXrUKhRtVy76QeTQQFM6ZOZP1ctfQiQls2MuF/XMUJUGEDx84u3esV9MBh6VSWCEMLyWXfiqkw7cV3p3NQJG5tpNyPFk6fsltKY01NQQepaEJRJ6DRKkg+sHL1iaHIfmwd+J07L68r/HKqVoZU7aiPwkRVVrXho88bu8VK4deF+UacMqxqcEgsqnjwULJKYbE92d9u5axxgugz42+aavOhfujrsEgHqBBSUMugQ3UVhvdExrwI9FTPmapaiB9EaCStOJmbsUIIv4C2evFnT5x+6fGhwwxga0omnrCtMzhsQ0nIUKhYGFAZGD2wxgHBVE7lA9FLmTgJpdFKByEkHGg1AraDB0UAN5qmSDuLDLuwPwjkxSXc2WA5wqiwgMBHlCcYJu1I3hGlBiBvAz/kcl4hkqwtBxHLQlSdYzSY2oEnGl7SaL9ahWD7556iudkNUD7nE1Q4pzVS4IdSwLk2ukYr1erX5CFKZVqDdqScnBEJBdGdAgJggK85JLIJfARiUgqSLfHOy3MIHEqRR1aSmwloQzz5k+DKgJmI9V3OsS7MjwcxNauk+u/Ihh35tmBcRyKkqC8Cs4wTfa3nYfxwu6H3bMwXeQfTN87pMSa0pcz7AwAVqNoFWyzOsv6ZVDRJ+IwLiZ1BCgut1dztvfYgnk6s4WC3QLquOJqmpBIN75HBN5QkOjpDa9xFzHFc78BpehKFhEK6R6qQG9By8NYfbqV84OlQoTQ6WpAWtywJwacsYqpmMVU78Nl5OCFKRA6aRJyqAleUg4mugVqBmyAswOBXcOLDFQU1AYDDAwTovfxFsTqJCB5WOMVHQLIEaAe6DYCPORUG9E8eImtCBJg8NLpyqiP2W8RmJZpGahE0SLK8HMyspsPZip+3MrrZWWq1QmobKkhmgNuGjgjVjUkZEUUAXkeY0Sc1o21bgTOuYgmhNAAVUlcdyNiF/j+HxXLoFcAjdLAOTmPkMKcZXKWpRISNNgSKmcNOUL/6fWqYswAAG1U5HKBucm2ki656fNkWdU6xhNLMI6ImBTEcmsCAIddkNJFS3JIm3wXZk07EUnSvMXMfBUg+0nAFpRogvZwmc0c4904Gd8aip8SSLDu2FYeR83IYFc3dmEsO7MoXAJcaR3UVTYYI4dnDyz5E27HpUtKBRrdgBaiHCVoyASG7ZQSetCiLk+crgJEE/VP7+wYJKwaMjAvRQM9b59Y7ZpVBy7UgCauGBaRLWRMjhT4gbcT9A44JzK0hjNCSMQij4owYYjNB8RmQUvWNepk1G3KggKkbgCmEQEtAtuLgIcsgK6C9CxZ1I7pR2PNdyo3nb9MHr1ygk3TBpu3A7TgBipYqXqkDIyFqORbs0CJw0sD1xjgqZn3VcrKitJ4O0fLUM46CEEBRsPhAZD1ZryyXfmEsglcLMEBE9QRlTBL0NDRD4CfpfU+NKZQu0LhI3DopvCDZSqWZCSQqqNvLu59720tB8R6RKFFxv+a2SHERrRbilphGB0zQfdxvAT2fgHpcbHSdThQCYlKjDXBuihqy/K2t+RPe9nmq7D9rVr7Fa7ZQa2v5+5urP9c3BDD4BvCeIErDgImTy2f2y67p//6stSafKGw1a/UqsMAwtYbqQ0pFy8iglITpr6ioHlDIqKRM2IGu2YLHYkNVS/f/UCrDsAFxdNBZFTg0W74liWqU+WqSbLmgrDj6rLlsA1Q4dBWmH0BdYgEYwu1B3oFrDjwKKjagY0D2CCAHAGiBkhXUhfFcZkwQX0OWp0/Frbb7hhO2BeBHovrpSGE5CVJTpcaDDngJMwZQEUGx3h6Fh4kSywW0C9nCESBEhCBg1mjQJUU9xafstjD0M4NGpBUBAXhJavTmsIK9+VS2AdCTAWq5ItfDmwkVLJ0TLNvRpMfx2mHpLWwLau4PUBptw0ja0D5v5n6cRkB/w6UVXHe4+ORQB2XtiCNcEwuisKiy2l3MkWkKRqfPhnSeViNv8ppP4jmY7FBktb5nJSO0lqp6WBhxXTSfIFZVdM62Y6mas7m5HWHTkWnqAgSTULAQaxIbOH9g591ZaaoDhdx5fsAjJIwWJMdeTRlMD9h1cusASSANZqRBh348nhevfAGgiHD5NNcww4506aLCH6qZWoC3VNacG35YYBgDOmoZmGYiEaFR61LqLYCGrdnRqUHggAig7ocfDnqiV8RZinCwqfMIliFop4LlYAkgbeKwaSUnBYKBnVgcOEyTgC1JELtlXgHjWsLshUKuACxIRFBwoQkhwjqF3glAVfMwJb1zORg6WwbEsQiyMzQfsja3EUmWqXCfqOTFDeSC6Bu0ACcEAjdUxGYF1NVMWSWTtrnJSrz4nlg4V418I9C6J0blaSwXfKw09LhsY7bUQ6aKopbjoYYbkw7+4W+47OYbSxg3QePGNq+QG654OJ9w0laGAqdS4j5gMbWThLlr9k6RVq3keIdxfMcj6E10ogV3deK42dso3nP2K2ARuszpzbM7TvrY8c+ea5RvNazMONnRQoYVh0sOwgWD1NgfAVAF4OvLNwcOEmhlUGdDsKByYRFmvq+QE0KhECQBVGpQCA4kQw7sjmoAdWwZBwH1bfABAgVIlzM79h6pqOvFrdlQ2GmYghb2jMDR/1dBcJ2GZEynIqWamcNttt4feS0AKa6GYhTSK8QBYsExhmOPtT8JUh/rwLlMYxDag24njYd4BQVsBliEjQ1zHWlDTprQ8c2VOUazPnhkfGICihLuUll0Augc1IIEPmXlhVE+Qr5+ARDPwlvnKiGFyMZQQ/NEWYQqSFiKYcvl/a8xMtY1zyMjOzCNaMbqgBfoc9FmoCg1q0GwqCzkMElFFTY1kLq9nUk1L0M+r5P07gzcrkzAOYkTO5zle+ZA0e9dlbcnVnN8zq5vq4O67UzY1plx8tQqLAdMyRBktenr187+jk4w8de2X2u81obeuqgsAJeIMEHSjyjSO1jU415P0E2DcA8Z9KM3wDEyBLQpIwOZVUHQHs0DkANxbqjKLCbG1CcWFeU+BzoHmgGigcXV0HBMvN0r5IzkIgmmORm1PRkFVYAxe7w5ahowhDUjeKS84UGLXRb8sZgJ07TWKSxlBDoL5YUHugu0UN/AovlaIaXJKRrFS4tKBPFUfRFcSMIccEYrtEAJjIT7yuhbxoyRCILbdnZy9PTEx4SZcYGr6xdaDcu/xyyLufS6AvEhBvI6BfZ/BII2V43PLneWOmyDuucnBAbQF8l8VGWuyoowf10UeWs0Ip8G3dQVBEh+H1BZ5uvN+AGH0dRGFfunxblaZEDlmjLI8gFehcNh0Pj0/47yeXPxuRqyreCiMJZDxE8al7QosuNeF8Xxc9eFvdyE/eRgnkr8UbFX4XWCKSZW70hFs9DhpKgyHFXZw2ll8JJ78yI4+Tld9839Co4eiG0gavF8KYkLA4BmhQTzWkpykFxPRSmghtITVIYmY+7M7Y7tljoFiEKciPTaY6kWzD94U/oAxFdDjUJACE4yAJXCTF41TsT6iK9MAM9mqqBHgHZC0pastpqCOBsCxhA1+xMyZgxlFBU8FkA6YhnAX7EZF1FnlZEgqbE7A+EpQwxLhK6ACaRgfQDWyjSxAPuodOKqylc08H6ogzDAED8TOwoRYTRTKoJoYJ0laK8US6rg3rhX/7vtE9tPGVq+or4d60seKQuI60YVrfFydMfe8auNWJ3aHnCS1ZgM9BpQ1KAWiviLLj8GUIpbeff5sVBzTynvxxXeG6hb0QX4UJUVEMwwANJg5AZDUIMEGDiY3N1n8Lx0NiKOgGzhW30jrMTG9Yc29cN3y+4Vm3eYBMIh0vPWrkymW9rUwt/eWw92lCxsvZFSJNZSGq76RDB9qH//uqPjnVaiOJnU9CZGaAH9pCkj6O0HXctOv5nEls1LnuYw1QQLPFQWKTMBVpfpfX6zbTI5ZQOXbkrIKQ0cxiyAUBbQxrHWDEeGFKJCumJiOmAFgTVQNJTaZim2G9QphCpshYs0AbuE7hcoSoihZfWuFskN5z2LdTpThz/y8XPMR1EjrmJKGvNKHyaI3Z/2O4DYS26WYtIoUlXpTjko84DINpWxd4j+nuXTy962edXue7t1ICuXVn09Ls99WZRa5tjCFTOZeNxdpiYDSMA6Npq/3fvtv522/7STDayWhotJWk2aqxysCRlNcQ2IS4ccRDdWNDOVZ6PAt2S5xShNcu4cwC/7yIdO/6soKMBzIZqtXPFiuIEBlK4oFiRo44nZ98uoBhGoXi3MmFVq2dSmXYpgqWkUVVgIQ2PZdbcUK/r4et6OPr17E9ZrHNyg2eWag4GIkwQHYLasAe13WtboHeg92e5+EAbG+2/teX0c2/9vSbm/dv1Z5+9x+2XaBvEAIpQdFNVrgHfCCEyyW8ichz1IBJlhScZ6sg4JElvJR0lbrNDK49Bp+0AOt1neA0NSWRdhP227W98kpYoGokSU2WyqCLlxNDVpipeD7XQE4KPJFCYtQE4gsKBg0RmaAK5B6WPnjGseJBRRcDglt9HY0HXQFBBgYrpQxvVhip5hjFKeIcYd4pBQAmRGNlAQEZa5gm3nGp/Chi7EGcGmfATYpWADVE/huszJuRQn7sDpLAOlfGDurhm64ruPE0SQIEmJrFRkJPT897MdFM58f3pT/z1OSUGZqgB8tIkMnjE3sjz5fijhR7JA2yVKQfxzsvnES90O5dITt0FR1Gt9F5DAEDwXAwqCQIMMCA46Uv03mw1wr+/tNT7zpANbPoRvz05fk6IrpMJ0LKVAmWpbXX0F0hgbyTG5FAT8VZ/YQtBwoH3o/LZUGPiY1OpyNym+g6tvHrRup8Mx+DMAIwaAGnq2VB5p1nzXnuQXdAqpcilAdYbVJrXB38e/A+Q/Fi5qbvLzM1VWHUiRPqprKPbDQa1y1eWFfm3Ea4ZgL7i+SbgiS9kHAsC34kZYkgWoeuEwJISKF+IEuOyNUnMkAgtbBCY/zB7Az9B9bu9erP4J6CBQgXhjAuByGs2lrFLN1LB98Ww0gEcxa8c8AiJpkSSWnj0xJ88dSA6QiIn0xGUviMwN8ucJJ52a0SyCdvx82cIUlJHIaIfNAM3Rmcq7kvn59BfIS3nE457j/7uX3vPgbTamjzPQtLbX2Yc8NJ9EIsWQnWLyg6wqWUgUdnxw1snQ6hq+gwuo3OYwhiIHoBg9IG+eJyx+bj5TB891H+Tz+6f6rgu4s81cvHz83M1ly9OAARIZVXEkfgfM7L3S0BKDqw2eBxJZ6+XUsPNlAw6t4nMrtBAYLG09OE7m5p3P7oUuHRFuA9OL555yRvLsgxCLz8jMMGQ2I1YZUfI8VHJW08YW7cpRjdVKOyVad6nUmtiPoRCVLJJVozU8FWvHYRpjqKhDPglEgcpVVQagiaiDIHOERoYfgDpDGlcF2ZoVwK5UpbLnrUDjKdidUOoaUAIarG+v2kGTQW2I5hbYK2FCQSKEqLRN9Dht6WGEUQaQgDDgydMPr4itz8vBQ1AH3kSGYDdZD40JIoBzPH9phC1xZZvneTEsidWZsUWP8Px22HompyGAWGYwdU+8bxc6Mjw1PG6OhQptWvfuypsYdH5E8/vygbzuWF+cGhvQA3Yy0Q2UCzVOOxjD/AZ7bJubNZCRkc7iysaVoMwBDYBcUf3qFobeHq/oHxvUr0gSeOPnKQS9F8YXCqWqezi/43j19IJNsoFCAixIzhVS/FGbnqvlnR76rjAceBxoNbY9WrBbUGpdlsAqyDAmUIx0Dp6UEidtXgtqOzXUp0cFhIcZW4J9Wgi6pBvEEUdtUdoo68t41kv/JwmLzMpIMA7W2ql7HS5inMIQaSCMP9CLNJJKK9XYUIAoubS6J0JNmUApAeXiLkOGYykw5og49Q0s4EnwX+EDYPjQegQ4GTEmgzfEWaCwTEw+qSZkh1AWOPIEBcq8AaKCI+EdIArQZBE8I7pcSpZQ4ezeaOkeB5cRJ0LcAAAFnrnKLeRb3gpEqB0yb4hZDpHfnDuLw21+taDeb7dpwEcnVn01PSe5Xc9GkbPsGLZbloWlK6XK8hoFwxCheWql89PvszHzp2dbl9QDsQuwuP75cm7zn4N99eKqoHZ9wV8NwAAIMsD3j/xfMA6gJHwqldAt4BYRkSd6HbQO4lDM8qkZMLOx4c2XvfAeVDT49NpDUz4Iq1/3KDJ0PFr/7tmQvLnlQZ42kce83yQCXOLB85VWGR7mcRgl2r9Pt6WKvNLd23zri2tI01Ktus3HA8pqBXoOVA9cEn6h0dHQV8Z35+HmF6URThABh4oBKt0eSW7kJDW1rfjZVtVj43nv9G3/H4B/oWYBruL1L3tNBGRP4Y0JS3kROPWuNk+NGOlBgcDOhQEDaNheKZI2WKkcJZpsOGxCQOM0mCjMbQUtYqqRQUoK14C2ThOdb5ZgQir+H3lof2hiDXQgZSyQCjKeWBntbhaiKpK6kFLltcKnDJySRDmGc4okERO7HOew8VWQIRO49VEhcPGMSA4oFxsFMZUJ2nSf0EQTAp1hBBK5+IFO+tk/rQPZE6yATLB/K9w6wIs3mSAdyzFaXf189W9PFuqyNXd3bcjDK1APJSzrwSCEuTEKoMMweev1wjn33xA489wkTYeDEKVyzS+Lm3H5yf7Xzx1U6tHS40Ok2kthOMWchVjnwOW3NP3gHpxJIuws8FgjC006is8/GKNVjU330M0B2bB/NB6Fv6IMTiReRTn//+C5diZgwh/JyysKhZLA6YVEJGdJE9PS93rwRgvMHg8MTCcwLbeGLBlhOGoe/7p06dOnv27Ec/+lH8BB0IgVrtdrunDN298rjdkUmIRwL1A8Ik/RXVvwi9hyh2TJBQD8RYmmn9uF/SAk1W46tFpeKBonSTKwrlJolaNLgqs0ABLEYfYMoA8quTDPlH1yg2U7RoOlz6nDnzV7J7Wo1Jh1vpxJ7EehJQLLjXJB5J/ozaelVvHpf9OaLZ3BqPSw8kpfuYOQnNSqjD6wOqER4Kb5SEzO14LeIizh7kHWCQ94xszHkbUT6RhQtENzMpkBB9Fsm89bIav0PR98PrByMVItPTNEplYJmtNXqf79oNEsjVnR03S4pZardDI2mNjg9qstvxvcrQyNJy89Qr7TL7nvnY4GipaGj3Is8C8aeHSzNTzz5+brb6/fOLr865K4gpwL0sG1B3QBW448a2Voe4UsAqJfEEkRtDlnT/RPGxe8aOTA4Pxy8G/hTX9nMldkltuX7um8ebZ0+HtVQbHRmp1ZqabJQrhcX5alsvOw7iSAVBal7uYgkAiL9qtoHegyAseLK+8IUvXLx4sV6vf+QjH8HzDhHpImVsXt5IAsKvgzeEVE1jj8Y1EUMlqYi/AvQp5bFqviU2QLu+l8WnbOtBt41I8Deq8Yd/z5ib+pdY/cUkvKqqhuQcpaXHFPnQeoRaBjNZZy5ZeM6uvkRUBIhpqnvGX/xGfOjRrtkJSOGm4l2WFr4lzX2VN6+IRDmVg8nkCmg1AOihSO0nnFV451kbx4dIeBHMBS4yRHKJFHsczBvIjuPqXDEPZ7RE+EIKJkU1kEgI+xb3ZiTmQ8+iAu4DxgyhasPTRkmu7vzwTO+eb7m6s+m5wpK66XM2cwILayOqLKmjC66iJ2FZU+teXNaTs2RP86oP+pn3P5AdGWqxoOPHaaIfsuKVh0flB8YPr/j85enm8+drFxuhlxm4iSPBbwMIHxiz4NgOZB5qNPNS0A4K+B8sKoiGEthmvBNLpGGOgPIYriUEa2pInIVFIU3wdNFkwS54c/FTU4FnX0RvinhgUHh0uZoVJ1qGXRk7BQhJxEuAIVqcbdIohuVcNtExBMEmCUIrQIEIlkRwtYaHBuQn7pl8eF8ZGo/MAxqvNKXDJPJsPq3phbMr0qdPxl+7qsyrw/uUat0LiyoxWLjgaoo9OkxcBjKf9bOK3tz5LdzT7+thC7u6ZlWYKRjpxYR1C47Bv5t9lV+z5tffuZ7ccCnh+uwV9ARf8ZRBVbDo4GqERQfGG5x7/vz5b3zjGydPnsRPOAYBWTDnALhTLBYRooWv69X/+r3a+K/i4Yf8cYyhP3CiocVeT3pWqI3XgyPRc6hu8MFBUcMAUS2Gj/5jAyH2UOkKhQIGhaHBmrVVVisw1vB0vCJ9v3P5zwvuALE6wMtZ3MqCMBrNGlPHIn7/ZPsyc46ek1f28NFwnXVviDVnjEmPywPBQhlxlOZwwJcV/0T5yjfc5n/S3KbqjRI6G40+To6UPHsPl1wt1tXYgjGGqVhuQOtMtRTZSIuk+h8qnReJDkst1o62rp7W3A8zz6o50L+0su84tct0+TMkWKZaQQYuObyiXfijcPGzyZFfkvb/XKoNhVFTB/sSKQH8Z1IPad5damtMKrNOm4qgMOgr0F5QPULSsELFcLmFgyvFuj76dtM7o9BW2kL4uUVS3/DPykxFNmKmpJE0EKdVy/GlcAThYjj/9ou4y66j7Hvbt19nXsPrSyBXd15fPjvo1xFaT73we2fBt9N56tjkwwfGRkuZyoI2N5IoQC6r0YLxnkf3v+WeienlznKj862zCy6NO1CJUgQviGwPggwQi6UmJr0br95VeUSaB3HjKa1FOLSh/fSW2q5/W/AAsmx0TSmUlSo85TDyZtfo9zKOcFFCGmoZznG0g7coLNnwhIvXogwubw2h5qIhFugi2D5xNNk21LfeOz5Smdw34gwVwPflRzGc9bqqmzb1uTmy5NFXztWePzt/fqmNZH6TRgobfF7uYgkAdAwdAs91PPjF1aohWZuCKwg6DRQLmPFgy4FFB4oOrq6eVwu/2rYNtQBfcWJPYYIK0lcpQRFBP3HvQNFZVXFWNzbeNHrbG6a4ZbrRZxgONqC6oX6MYmBgAK30sNgbr/YNj4QmiZs9Y14GDDJQL3iKCw84zB4KVcuyBAgMQDOC3h1Uoa/zjG/KI3rsKlmsaEpEnDjpyI2X9OpzfPZ5Eq/IcBklS7DESFEzRbRpDHwM2JwxPrwe4V/xsgXfPRDIsn+VNeqgYicZIDiIPJBBj6PoNtNhqI7B76dqFrcnmDahSvMSuJ3BUAqTiyQZQSe58lksG3z/e4tDj4fRAkOglqgar2wJBgEWTUQzrCcQZOijiqEYFS4jvhMB7WD5EfBnLGck9WADw3ehJkHbyzRhP1q3pvVayPfvFAnk6s6mZ6Lfmvh6d1OJ1TxqVBNjaZ5ejuoXG8mP7rMODeDG9myV4kZMolriVgdlZWS8IO0dferYxBw8QHPVS0ud+VbUjojPkcAcUD1BQgj0IdhKCSicEfyJJjM6bCXilsaCJ54sSPApkljh5k7S+poygg0IS4LAD4pMVwitwtni9E5SwMKACA/k4/n/2XvTWMnO887v7FvtdfdeyV7J5iKSonZZoiRbsiJhNN6CcWIkHng+ZAIEARwkhv0lyFcjCQKM82EGCQawMUkwGdvwxLIkS9ZiyaJGEiWa+9rb7e6737q1nH3L76kS201NFdmXfS95L1kv2XVPnTrnXZ5zznv+77P8H6VI9TJj8rBgKoPZCz5WLWs46hIu1gvNc0fnjsy15m2SdsV5sq5sZ8SSehbcqWUS+528uLi988Or0Q+vDm508CD0WmZayXZ6+C2OK/t+XSasbve73XFj3dt9k+64vW3l52ubJLeRMkOsk9BLDXmTuRt594MqgDhf+cpXXnrpJbh2gD4jJmXcdAAZwII//MM/HEEHEA/Hc8DPN7mn32kCKEAPeXWPkArbdGC3jXAusIYTR1XxELFBabVauCWBcn7v934PrQ/NsRMhIJbdNjH2+FzN9SLOwi0166PI5Y0ucAcMpFV157xh1E0BIRb9Ih8eoUy0PraenlZrRKumuhM4swMls7d+al/5M331O1GwTBIqTa2UpS8M7pCqa45AKBLQUBW8hXhK8w0jGrMFCZB3now3risF8V9oikm1TufIWrGAXscoQjNLNLMWNU4nzfd5wSv2YCc34ZO0dKgLU7+28cNt/yJUq2r1GHOaQsZ2Bleiz04NnZAtM9WEv2Bs/0mUZdlts3E0swlHXxNFNz6Q5OUBBSbrWMd0SA7pqQa4Ejw4qZ6xlU93HigJTOHOgbocb9QZMjzw3NqVVqS5l7d21ldfunrVefj04hfP2/gmp8JITlpQS7fdKC363e6Co8wtGPcdPR2oznasLm8MLq1sbnX6G1u9OM1DUmCVTDlmkpuQS6BA32L6kadcbNpEaqrYqSCzMPRKuja2W4HapkVmapn0yf7ws0m4qOo+jNAqE02RQJnoGmXFsTzHajUqs+363UuzJ+Zrbbv0yshIB1qx3e0qFc9idZ7HYZYlcA4VkrYr+9pL8ZOvrj59IwrNWbs6axZBGm9HWcpcNrY/053vDglguOHdCGQBwfCaB8rw1l9dXf2rv/orPtlz/Pjxzc1NBjsy9PAJ4AAWrKyscBfxNuLrCB/sq0BQO1E/zd1a2EPru20XEAPKGUElxk6FbGO9AuIw9tnZ2ZFDEvsRCwfstv7xxwM9UN2GmyqBTpBeob/gNS9qFU31Lqgmme5YqVg83VYGX+DEOADIjEkyWprVSHXU7ivu9f/XWv1q1l8htYyZ4xAD6PQVL89rxxWnlePEk4EOiXbCjoTRm0USqR0k/bDdfTztbSlkiRAjOPCnyLWlsnoEW1c1w6yPzkdNqmfUI7+ghs+U/R8y69FnQslIIwEmaSdb4crXiS7Tzv6WajRKzSLzIEM0AFWlCksz12qsHIjhs/SqVj9CblSbmHxBNLJWMzCQhyvCZYjXEjSGYrVHYy1tTsshlcAU7hyaC7djziXE2ZKozy0qrlh6nt4oLgU7zz574+EH7nv0/nMzFSUadEt/4JnaXN1K4hCKEj2JPNY8hnP8qP3RY4uFcqSXWf1BsLnT3+z6m71gux9t9/pBFKfVY0yvITYE4TZmvaemKepkNMGVsTJSy1WU+B6zL+TspvDYQtJhQY3YWyaDerNaaVUbs3VvvlWba9VrVa+qRUw9TKFquglXKpO6rGMVZa7u0eaOX6hWTW83tnzlx8+89NOnn31ROz4YqKXptHDVyAdBGOKTGJgzVeG6n5Z3rQRAOSM1IeoZCsjmm8PCDQYs2NjY4AW8uLgIICD+fG5uDsDd7XYBH+AktD5EpIOQUI1wM++rjOgn9dPVEb5hgx7S9Ai13H7T1MNZVMKJAJpRbYyRjUajAdAB4jBS4u3Z2el0aOX2K3+DI7Hh6DAUR9smChWADtZugQbiy6tU7pV86UUCFRYhUXbppFqoFONfFk6GJ40R2q0k3Ghc/Zq1/O/K/hYwSR52xSqTCOwS106WzYcTuxUodhVNspCos05Ck2SzrrJUmJP7Sv/HDqsme4gmsIFT7LsjZ4lYeUN3jLzoJ0HiViuLH9D6P822njW6fZXcaOCxkRtOrrndZ9Tw1XLmwaSeZ84J8hAP7ems4LhOdH68VoxMFLnhKN5cZjYVjFecI5Q/kDAmabQqOSsUFx4eDY1RaimaLx2blsMpgfF38OEcy7u810HpWLZupH7Z27Fsa6bZGOTG8iBc1c488ZPwa688c8+C/cixyj0LTlVL86jXV+oOPKNqYeWxgr467Y40MU1vtmrn83NasdBQtDkFqCKznXp9bUcmVsK+E9yIc5Iz+GEYZySvcsdKtpIFLsFRrmWbBs7QrmVWPIdF9nzjJIohC/cd1nzSdFYWXTXqWmmXmVoma/g+DALmnZTY0LQwop5meiwNX7jm/+Ta+gtr8XIvHyRnICWbrbTaJKv0u7y6HLOS2NWwhPZrCnfGXpB3yU5e80AHXu1YbcABvOa/8IUvfOhDH/rTP/3T69evA2g4gLc++hvQAJYsDgbrcOtyk2AIQ9lD4etuYcduxSd38usLfWbHbtsFw42qubVCxkgB5TBMMBCPFUNjUDcPfn3Lb+mbapi4pMRdnRBOSeXLQywghDxRhXcXWh41DzJATw7VjdXX+uRNH9uMXvZi80hSqO7633vLXy3xv4GVzzaULEBNUpaMoV40vqC3P564nimwA/Jm9udKjvbYglFHz7pFdLUcPAvXqEIQuGGVagxGMWsXAqOlFfgAelkZZPlA0ut5R4vZx5LFZWPnL8QAJ/Q56IJdphwl7TlFv7z+V6iqFKuZ6xWMYvyIwlqcECdoZbC2Z/AHmhVYfGSAHJumqmtScZZsD2mYcRyKSM0Ha6Kip6CvsXKY7jz4EpheuV1fI2afXZ+zmxMm3kMfsgAAQABJREFUuIgoVh5UbIv1UJynmKJsLUSZ0naUSK8maXC1E/W63cvXy7tmnbPHZo7Oz8xVHHwgDSzQPL3kEbacStMxTLsT+JYQjKKHJ+iF7OUMSEZ0YVaykpYltF0Sm8VaFb0tup3IHL8qstJjzMgS2CUOjzGRmkLSriVBGqiQvZMGWVwvUc9gZpOZptk6lqVxEMaheCGwtHRZO0Zacck3r1/Zfvnatcub0bqv7uB5rTqm61Uy3ypQOiVZmjMPOo6N1jtPJkbX7/91GT9f7ne7u7l33tKxk264t1TZ7Z80SW6ABt7uAB3UHrzvRww6MzMzv/M7v3P16tXvf//7+O6g9QHcoPhBowOI5yuH4dLL8aNz19bW8P65/c68hSOBWSNkM0QmAtEYEeVW1HI71dL5ETjjRCphOJzF8EE2SAB4R9AWMVlYtTgA8Dcy5N1OzW98DBZwHu4y6rPWYb0DLEAZA1gThGDPg0gMyXfuEoZtEjaFXWvCvJcM3YLN7nL1xrfN/jOiHLJRkDgky1LgJ/bKvH7Snf1HRe3B0txxsrjAuERiKtBHaVkFtu6o8Nfj7gtJtG45S2W6psIZqCYAG7d5tmM0zHKQZKRJZ1EFa3xcpF7iPlScztStJ7Nkw0wGJvYnDV/DwMQcjwvh1W+Z9lLSui9DZzMk9NKVDCMUrY4tBoAOWIZp0nLgahU3JkIuxJSX5mlXuJeJ82AWFb9HtESxuFjvReFa70U10zp2IYEp3NmFsN7ZQ5taGAZBqpqa04CZNE76ZtJvQd+VDoJUppbUcq+G9kuX8q9d2bIs/4tzGyeOLJ46Nj/XaNhaHYjhR2nUi0hPwYzEwyaLHnx1CMUaqtATFlF4HBMyUeopqy8Js5JdrXA83OlbrpA5MxtifrdcHKBBPWVe1KoSWYOmGg8h8XY2IEaEmlW7uBU5lmHZTdPVolzZ7EWvLl+9emP1LzfmEjTeeDAaDpEROCObwuRlJUYRRPTCUb0mXKd+SNqa3ozJ8mo6Tbyzd+L+tj56/XMH8crHF4d3PGoeCq//s2fPnjx58uLFiz/4wQ9eeOEF+sFh7AcKYL36/d//fbax/lADZ+1Wy/LWRsXzgm6JFvkcvcBAPLuqCkwzctOhBmrjK6czEPAcX0FCKKtGg2IP/knoe3ZV/6SDMSWhOVWyRFQkoifhscIJJ4C+s9SreOVJymGlTZJPg7QKQtIzvgSmZ5Nnqn/N7Dxbhl3VQxtTU8ivntVVra/WC6s2a1Tvja2Gmq+qSS/XTfS+sjIiBKw0tSLMk148WBHVmFUh7hK6QcnZYNhmdSkzPS/1MS5lzCPirdPL/GpuHLGPfjg7drq8rJQ9Is11pZLiI56EuEO3y85ldemakncKhZTsNJGLKyEBXxN8/iytHOQSHMZch14K10UCLGSo9DGXKA4hni7RXg0lAA6b8u6MvxEOwd4p3Lndi8RcNly87W4uu93abznOV10v3XbVZKDP11qz+UtXNMcMWPLZJnxa0NSgfBaVCsZlverr5kCSMAztTXQNIh4eUHS5cfrn67PWRtp87vqCp59q2acX3BNzTqtqOah2mOp4kiF0z1MD8gvmnrLs2CeJD8lSYmuF+MTQJfYSZ0afNd+4oqYh7DzEnJOpBssXyzXDcE3brCdXmfAyRZd8fuhjCCEWJ2iyl1ur/Wz5Su/iWnylk64GRKZmcd6w0r6E0EhQSCHxoqbHWNHhEP+J+xBjweWZfkiyYiCdZvhRohOYnAZe/SgD8YrtULH7esPbZ5+ekali9EobJ4/Duk/u6td4d0Zj4OoDhdHZvSNDAtmAVDBUYbEamaVAAHQJBEN/+Dxz5syJEyeuXbv2+OOPP/HEE3SfiwIsAPGg40GpA3q4CT72bwij2YCOgUXoLX0e9XBSixyPnmakc6KfKGw4krNAdfKc4QM7tIWNTucrNbMNkGI/NQPs2DPaOamJXe1vYhwyBxXCJzEc2YZTKZReqNZbqtLKnfXS+gi5tKx0J9GVvn7DSrF6jzcit3rtbGEQaa9U8HRRxTBWFn0PC3grL9cLzTlVzPzjTctvxct1u75iKU6h1nN9LYHBOFTzlQ3rnpnmuWM/+u+V/GQZXiT+Qd8Gcimduz7sH11sxZml+pHpxpqbZjNWlpokxUpD/Gn8o/9buv6Z2Qo3ak2N+o7MDycV9ariKjv+15fy30Mp1M0vVasf7AfrWLomeCorqRmYai3ZWnSdY7kRi7WqQqQFDti5ZuHy3C3VuqEtCg+ZsVPGyGH88m9XwudgLvHouo+2d3v69Pi3IIEp3HkLQtvfU4wiNW0HdQ3l7GL9/Lz30npfc+u84WUFQpG3kQSNklEri8mwNV65WkQ7BD9sF6W/Xaytlc9eKqu2apnKQt1t1quLs635mZlmzZYMM5iLssTztwmDqQ7TV6HIxXsCGkCCzAnhGjtg2gWEEMEg8QrEmYNdiCeP8yvmom5YimFiou8Oko3tnbWtzW7fX97uMah+pPqxEaRlrJEIdMhmIVPRmMLQZKwmXpwyQPTU8krAVuDW1XhwfqFybklyDSb4SZo2ySFldTotdyABpD06GzkDgG5+vYMq3+KpNM3bnV6AJNgAIqDSACKwB3zAr2h97rvvvmPHjj322GPf+ta3YOLBWxkrD0oRjgHrcMBITfIWe3Abp4E8ACKjTw6nV3yl9UnPIwfctK+NNkZj4XhGh+aGc6mNIYzquY0u3NEhWJjFoDSKI4OYRlLsSgotLEOQgYoZ6Ka3i/AKD1VA4xrEAU9hZko5PuQNzrNKnmKc9tDcEN+kKrEHQqlUB0qFiPGqgaZEPHoIdJJVWeHqaVAGV5V8S1F9yQGaYuYWS5ZdWUrLJvViWhNgQB4rNcTPkNmAaS/VAgdKRvgAMbyjfKLHkvAL3x66isN1Fkc+gWCm4Uk+wbywDD2egN7RbjNi5hih0pBRojwbAjuZ3HAcEiQKNhk39Om+QyaBKdw5cBfMLEkK7EQlVvPiwoJ34+7GlZWLgTqTpwGzIbMRjy8buMbQdXiQJw0A3uGhpx4aa7VTlFt+kQdysLvB2igw1HXbVOue06p59Vql4jhnbXHzrHouDs4gKQxermPjhlxOcFWGfznNsaml2K2ARRL97hM+Fb4UFUEcd3uDTj/o4+vMVMREounbEQReTK6mITQ9BH/mOvGhWhmJr8KYwuyLKYz/Ymg4UEfLChjCwrSw3WrW//BdcwinKKKgcFycLstAOSQZ4McM9WDskmn9AJQRCOCKjzABOICytbWFOgRkwH7UP2Ag7gduV0K0fvM3f/Opp57CrQegANDhYAaCEw8H7OtoqJ9uoJuhwzREo8NblL/jxUi36R4KHo5nLByGRgpYxrn0mW28jniuZbSJAP29MlpNEoIwn0tUGeRbzCQjSw2vg1QTa4686eFjF16uIa0n3yfWYwZKXtEKkAchdSVkXIrmknkTKCggIusZGbEIzk7eMKK0bcaQ8EDHg92IHOM0YiU7ys4LWbxtaInCagzfHkxnRsVqPGgoM0MSZAeCVFHxloSZi6mLVRwkYlU1NnAuls4TiS6h7IrCJID9vTQKL0kH0HZoWgsWMXTApgIF4vgCQw+zDDZ88JoQwFOBTD3MnoFcS/To8p+stSjjq5juPSQSmMKdA3ehXDXvpUVC1G2ZV0v/4eO1x5vm035gSz47uV7MhqxXiHs1eC5xmZkwgjRhHcwijSedlYvJookDWb2wSuIhjshBmmedXrHc8zUlYIn01di3LZMAKwO7OTljTKNacSuOHZEoeFxxTMuPYj8gJIb4UR1PwDBJQT+uF7AtcwyOz+rQ8VlcgvA8lGgP1m9iORn9LoYuZqrx2h0DPKdiKVMAVbQPwb70IsXdObyrZT1yol5TAr9UU8NRs7SKC8C4Tk737VYCMqcP//Eq3O25e3I83se8+3HHAb7wFgIEsIcegS3k5Tw0/YAY+Dp6/eDM+/DDD+PWw5GAISARG6CKSVqWPekkldA6naFLI1w12uBzUv0jMDTCNxzDGP/4j/+Ybj/22GN0lf0jHQ89x4AF1w62vElV7cl+VCyi0BC4wGAgsBm+y/HGkzc8P6KAwcrG84qSV46Y1Cgp7QylrVuNzKkZPZ7sob+wrUCPbhPUHQ/SzsU87mT2LAsSIw2YtiBYlzmGLOta4cTXrJ3nhUxZzNdOARxyi8A56tQe1EonV9eZQ9AdEz/FoifLjaS0caNB9nr/SRt1sTgfDt2oJawC4AVRDlPn3SUxXhJDgb8PPIEoaVhUjX/ZDeOtUE8nrLzAeZINHrOdDJck8EKXMdR7yehRSw11P5MkMd1/0CUw/g446L1+V/ePeNB4EGsVEmcW25vLR2aPfeDCya1nNnqJkJvmAnoAQpJYBzWtKJlZn40rKT43kHXJ0pOlcDL0xBOVez+WJanETRGGwBOclCEE7MSDtE+AGLqQfxRMFJmG83ME16CspcdVr+BYKaTwOYGyBI4CvfBo1AujjHs3oB+xLTRDmNNJW13EUY/6657AGlkgsVQSEgw6xpQ38f0gzpJi7pKVFz7U9FaH1FDN207+6L0nFlvVrfWr7uxxzF2R3296THNjuznd+eYSkDfx8KgRgGCTjZvbb37+nh6BEYr+8O7nunPzUTeGKja4X7mL2BhpU7iHKehLSA7KJ6FbnMhDwSf76fzosD3t2usqoz9DIRG2LMGNNEeH6SH7X3fca19G2hoOoHt8gsm+/e1vX7x48Uc/+hGI5/z58yA8KllaWqK2K1eujJx7Xjt77/+SQkIo/nRbXHSxK8l0MdSAQMMjaSWQPGx7xKoLgOMhJFZrbCfEgEexm2ntLmXzZZSxqitxTDpKapsqodl6Ul//sXv8qGrrBRZuHc9j4sYJ3wRdaJVkxdx5Trz7UkLd7VyB4UYJG2d177RSktVLT42kqunMMgneNCXRdjWHHFZl11j/nuaTxwZ9TICGiiGwiBPrmelZMx8s6lW0fEAf0oqgTcYXeULmUGAeeiags18WkEIPr504DfAMiF1PPl+nJhw9KGMlMd150CUw/k150Hv9ru6f6G1IKQWFsu68vNo729QfPnsC5fxfP7+TpEwhJIxwDdg40Iu8IWO9iY8LiKgk1juDTB1tLO80lqKVem342pBkWjzJDnTxXoMpeCcaMGsNpyB53NHOpFGA64TrjNe+hKiFVJWIYXwPoO+gIXTOXJnG7AyzNrT4WYL9vnQ0jcRYxK/gXEz9oiZnLmRZyQyGtls1sgTa+ImFV4hE05PUwh/kkmlL+YVzzUfOnRzkOcJ5aMmxeN1Azyp8HtPyFiXAdbl5pmwPv9668+avb8MG9lCsVBTuUq4+Oh7gDtqOW1EFfaOg5uST+HNOoWMcjF4EuMNXsAU/7Wtv6Q8tUmiL5wiUwyfA6w0a5RS6hyJnBIm4q4m0ghfxueeeO3fu3Kc+9Sk+GSwDZ1B8vkFVd/4TFmhR7RCLNIpF4NEfaXryPpTOeRFiOqYVsXnx0PLin1DUjITkkII1i/ZHitUXvfiyJIJADYf4DRsLlDG4qN/4Wtm8K6veixqYKtHougY5ZdAbF2a0ouy8KoiLLL8QKcvyx1JaD0ZWQ1HFGQhHHXQqgsfJlKPZMP158bYdvFJufF8Ldlg7CTGgoJNh//SG335Qb3+6cFtlqBLaoZpdVDeYzyZ0X0zmqqRA7+dZD7cgrqTURh+x6ok5TBzJ2YmwwH/7fVNN7OT0h72QwPQlsRdS3NM6gkyFYkZNo0Rznl8Lk8r2fXcv/eL51uWBdW1jc5PoCYpRFbWIqD7EijS25HHEmlPDFqTkEjfFsfJga6o/JAaVCRojOa4zRZAELNEqMLvLkmaYAMgAweAMLQogokbH1k9UOR2R+V5yYxGFTjiDrPTWBqMqUENJqlBmjlG4VyZGK6ZODqFIthyQDIGwYytnJ68EVm4yTBBSSkh62K5bx+ZmP3POq1XMZy5uvLwe3Ue8VxbrtoHQJtUz3f/GEpDbaajdGV2Y0cGyPdl+8cYV3uGvuOyAA4AFozArlBzLy8tEXYH4udfA5RQ6LNpNbLpFgVIEfDN8TaJxFG5ldrIBtrjDnrzx6bRCN7hL2ZAbOiPj25uEiHMAhYPpOX2GRAfyQGoA2+Ft/fzzz1+4cOFzn/vc3XffPUJsb9yBO/wVP2F0NqLaGUKFnz0/Yszq4+WHXJky0K4O7VpDPDGhPbx24ixInZo9+wt6+1k1XpY8eykOgHGOJ7JVGnGgrH3PbN+XH58NjQr6IqK+CbHn2UctpoRrZXdDrYF3yM8ZWybTWcuoPxCR8VwJIElFp8tkgJAh+cOtR083tN4Pi7Vvqv6LosvRyRIKXw5shTE+O6pzPDvxWFn/oF+gz85c1YsZjtoouDSiwRpTuKfoCQhPSXoy1UkHkAhwR4Ik6Kg8Hj9T8MgVH1PFdNchkcAU7hy4CxWlZYPI89CP1Oq1nSRe3ji3WLt33v7YB0/99JlX41eWcThmrcMU+8bvI4LMWRoBb7A0gSwwnJcSK2ESXMqY5Zk28EME0/A8jxS9MRYyEAbBCATVMguUhos1a2Jklg2/TsLaC+MXZKlwABqiUya+VFwohJqdWR1buoSbyBwR6jWUxswjmlCW4REpCzcWZuibJ10DWZ/jQyDuA4rn2udOHn/4/tMXZq5fDAfPLW+s7SRRkjmZ77lWJ0jtN3nXTGpkuv9gSQCgA3QY+R2jrUH/8Ud/9Ed4uoByuK8oN7vLjQVWABmgL2EbvQgoB+gwsgrx080j92OD+nn50S7NAdH4HH2d9EZEF8VwRsAIuAMsA+twIoOl58AgotlhUETTQ9DZxz/+8XvuuWc/un1LnTxa0uWha+6tu/H4wywI5/k/vNoZKlk8xxain0KlXzp1pXlBazygdL+M204R47cTRxkugPgCJuXOpWLtmXzmY2GzJeyFsvQSh2PCpsqwhx+TUsHuRUZSvJVpvWJ4R2M9c3E9VtpmYaJAQr2b61BeREWxFnefLK9/rQ5jOzMXgawyidVMNc4IgHDn9aV7M7vRz1eqZYYJPFIxEdYKG9pDahtTEMHQbh6C8OTnm8Nk4hx6L916QW/dHlPXdNfBlsDEN83B7vY70DvmqVHZ72kUo34/8OuVSi8tO0WlEzU7paP3X/yNu5unFKjOKz9cJvV5ZpmkA83LuD9onCSY04BEIwmhAsU3OdfsUsehD6s7jzLugLkm1DeJiW5XiwPxnBF9rVKIDzIbo9fCaC2M/od1FkzIUPi8iZTJVjg6YqQnBrgMycjIb/W698xrMawzpQ/fO37HPwt+gEhHg+2ZwF0ADQrxGCUUWu6E2FGjAiNqs7fs1WeC0trp78xa+SfOt37pPufc7Ia+s9pRF14ImkXW4+Un4gqDerWWJBMVRW8ykNv7mVcUkx33wM9NeT/39fYqO1hHyRDkzc1ylgUyji+MlIt6c+Lfl94ONUpjauaaglqQNsBlBH144kAVI6DDxq3ncNhNRQ5ggp8ARhzzc4fdespebdM0GAUQQ1t8IkOAC53hDhnbBAAOQiB8jDhsBJVGeizGRT1UgjpqtPHKK6/g0wO90Ec+8hGgDwcA6bjPAXyMjmPG1r/bnbbk4z0ezbzf01MVAlINBlBduaGpbtm6/GX7wpcuNeOKunlSvbuTPd+tzVQlr8OY0lPBJXW7h3tg2b37V0LPbV78V0b31bjarmhdVDxK1obYwtv898VqK678T5isnLLXz+u2Zs11v1YOvq5VSV6OqvqIG70Ka876qU9ozpGF1A5TPa/EVZKRa4MU67oypyauMXil4r9kBBdhsrDVRhm2zPRKanS35gx16Z/qM/88c44pylqLyU+3ukpHyY9BRVZOwDqMh3CILFEr2WbaeU6IOpT5nt6tE8ul6eHMg4PcsfUwsep5EDT1dNvMmVjHSGEvdk26c/ai7mkdIoEp3Nn1fbDvN6WoQ7QkjkgT3qx7z9xYefLl8tH3n1x55fmzR8/U5461f3rl239/aWOwk5iEYHsN/xpdYp3GfIWxnATBSaGjIvLETgTgKXCuoULGifafjAyTrfC7FsWuThg2DSOPTNbM4AJ7UP0oRTc3bAP3QsfAWTGN4BAzSUMBTrPqO72ekoan2+5j7zv1CxcWF41+d31Zbx154smrN1bWHzzWbHpWFkkACzyHIL1d9WevDt73+2GvOjqpniGGe/tHMalFXue83VF+AAu4DQAxBCvxmr8Z0zRpHG/zfvpP90ZPFkAEBEOh80CfsT0BCTEWEI/c20WBRodzqWQUdwawG0WTgYo4na9PP/00VIr4LH/mM5+BYQiPbMx5IKS9MtINjTS80+Flb6nxDfok4dZkjGERQmaJdNtRWzyhCe4suM4UOOeNf75sSziLJYUM+T6rc0ryYLbwaQsm9c5FycbA0odMWfjnhQNv+ym39YNg9gG8CIdeMPB9sdyyTCI4TVPPu2Wqo9mx7FO53iAgHVMVIeVoj1mDQVxKv7S8q8fbWujjl4O+Rsm2VbWjVBW9YXmzn1NnP1/Wz6flYKz8J+3EtIYvoT+4DPOHZJow18H70raE6esowDGlj9KjYrpECJPkMKn+Sfu5DSb9NN2/TxKYwp1dC3avbvdJDTO/wB9SBF3diOdqzs7LW99/aeXh4+feN7+0s7XaMHv/6aNHLhyp/3/ff/6ZlbD02jZGK93MSjPMimSANZxsmsYsCXfEjxMQ8A+uNxioCeXU7dcpXyZ1Y8/3k1OCGDLcLqiZ6Z6wUrqGkryN02KWDQKxu9nAHhtaMUgOM+x4TbN8392zjz1w7MKi5xZbahQ32zM/2dAff2F1ZxDN1WZ0AuqT0LSreCAxMb0jZb/vh/0elNhEXxPd2zmWSW2BCUaMgpiHgBGgBNQ8wIi9es3vlTxHqAUdjzxmeOYPY+PZoM9jmwDooKEB0+CGzClAOmoYqXzAPQxwpJ2iHkbKT/jxfPSjH0W7wx5wD6gIaxeIZ1L9Yxt9g51ECyjgDKNWVI/p/maJUQiqTlxu8Ov1O0p0raYuRjmsEpBjmWoO3HntLnl9paYWQw8hzntEjDqNbPZ+4IZaPddO/2VBhDn+3PqGzEFwoccbWn7Rj+4nVQZDxjpWJFGeYtGWCDFFXVfiMjUetWqP+LoLe5dBWFVugDUKFeCb60qoEZOVDzCS0xXSrIsvs53l9QV99lfNhS8lrQfQ/kz2Bnx9v1/7BsKx89zf/nsMotRc2uQZFeKxwmoaui3yIFEf2eBZFcAYJH5ar525d38nPQt718K0JpHA+CdzKps3kMB+35pMduitcXyBgsLRSxJ7XulG//bxy87Hji5WZ1wS5m28dKFaP/rFRx+/3P/WT1691IVbwixxBDYNS89sMmumA2aWvLZIHRTmTzhKWJowhw6Ze/bheX0Deb32E00jOkY3tJXIshilE0b8av8GmXEst55iw1IBbThLEmia3nfEet/J5sdONc6SMivc6PphpNcVo/VnP3zx6kCxvAqp/aL+tl2IfwC+BnhBv9bU2/p3v++HfR8M69jXyr63dUsDk+SGR4vcqLo+0mSg1eDriI3mlrPf+U16dbMAVkYKHvaAeMZ2jhHxK88jhDocA+hZXV2dn5/nXI4fnQjCAxI98sgjH/jAB06fPj3S9ACMqBxxgXtGCqGx9e92JxXirULa8Lx2Tt18AX0yFH5gHYLOy3Db7F+qZ48muR3mfsWSqAE0yGObSPKM7JmoQKBVJ39nqTfy+n2KubSZhM769yvdHynxGpEJWJ5S61RsHPWBF2i1tBSqC+CLWXA6MU84FGLlctSZjxiV0wlow/BNpixC7gihGJIbEzkPTVBmz6jNs2q8YcXdDL5mb1FrfLaY+bWs/kBg9331alWR7By3X4AxTtSJd56GB4h+AKTUclYpO5k1r1oNFlFlFsFYKFH1XD7w0M3Fwe23MeFILvqkp2DCGdPddySBKdy5I/Htx8kQAoYRfjbMMXoaDizLDnL7J1duzDYrHzp/5KHFOReunGC7pRQfv2vu3OKDf/P02vX1nVdXt/uERLlVxanmpk0MObOPQArU7PgAymwlrxB8OzNh9HoHCsHzEksjU7Z0RFZLcEJnqW+3DLuiGXYRZWm0Axn0XQv143Nzn7i3frJlN9LN3vVrTrVRO3r+1dX0G99+8SdXO5m35GhE5bPSbau5IeIilGz8W+YdGOnhapIJ902c3t/e8fCOR50DyuEuYZvwpT/4gz9A8zEJRry9vfuH1riT6SHwBbyC3mWkdOGJ4x32DwfdsnVT8TPEGVBIZb/7u78L9OEr0WfUwx40Op/5zGfgHuQrY+dXNqicalEOURkQcJKx7Jambm8Ta5HmR4ZnNh+Mrb8ldZ0CpycFVuJ0W+//vRH9kq7VYy2s6C42rkk3CZoPRxMSYr2Ii5BcEGTlNDSnHZ769Wr7grbxQNL7cRluGOZC0vzUjnJENZpQnwKgyK3lSvimI4HuwrFVRrP3WUceSu12WfiliXOOA1M7SUQhkgcvocDONVep3p0dfQyNVCXuFGZLqZwlvj23zmQmZBuRMUrkeXsCGB2FJ7U5eKHiX5dwd3RJYsaCIXozrZ8urRn8ASAhA4nxkCAd+jyKZdtNC+OPlcduWt5eCUzhztsr79toDVPUdjeouJbt1TDhJ2FiVudw0fnLJ5YxjROR28qrtpK0HLNip2bi/7NHa9e3tWeu6k/d6L+6HW6ifWbFZtcrwSUUKmjWCVuHukbMRzxhk+IrbqNjd3jIUOs/9EsikEJWNUzvcP9kHe+YnqR2PJg189PHjPuPePcfaxxpOa6HXW47iwOzPhe5s5c31W88u/HN57cMW3w281AyKFUas2FvYxCEzQaT4rS8FQnItHuLgke+vqMF7c7c3ByXGPMNkALcw4v/AGp3RvgGUYFv2Ab6ILo3WK9zDKpNPsErfGKkY1CcDis0xjt0OV/84heBO5irKMCa9fV1oB44Dy8f9nA8Z40MfHtyfcgLWuZ+ptaUxv2JM+OGVwiXBLYI3CG7i/+EMriiNI7mJnRZi3oeSRTluCJoBKcWeEaJPk/7eNpAGGYabq4nRvOhxL17M/lYkfdaWsMy2p7qxCqpjkElgELIkmcNc0lxm5AMps5Cduyxon0ejgqjDFPFILJUK3294D+NcHNpBxOYvlg2vaxyLo4c1XFLx01xHSpuwImjF56jLuYQgO2qZP28+3fVlLAsk4axrEmGYubLmfsye4EwDxsHJDpAUL7kxYBrcc+cAbhhKHR29DkJKO9qNNOD30ACU7jzBsJ5Z37CjkMOKCIyxT+O1U+ZaHnmkGhq9tjXHn/qyqvOFz923wMn7lnbWSm2V2pVx8wi0oieXjr5wUH+3PXe08u9i5t+JxpojVosXjGSI0+mMaakAhLk1HqHrjmdMQnsZH0kdn5m1tK2DNtz6/lWq66dmnUfPNG6cLS+WIFKKEijTtSDMZUkAq3QqD2z3PvWky/CQqQ5TVsXEh6ce8iMERck2oH0nakI3c47NLB35jbZy1ZHs+1e1ngHdQFuhhZP8W6hGmAE9h3e+kD/O6h1709F40KlvAJFYzmM2uMTSYJLJjWGHgiswwAZGttgF4AdmIa0X/fffz87Rz46KHvY5ieADqCH40E/NLdnep1R/wjBK5JcW1SrpxSnLbnshGgZ8CAIrhy8mO1cLZsPlUaIs7JkALXHLyi8jOBPEz4/yUiBPx7pHkQHUqaZHxTt0jyVVRcLHXYB8mrltt4nizD0x4lC1oa66p2utj9eqBb581z7TL70ob67YMuhVj83oqys0ynmLeHRKLUsNXLFFBroemlWU6OaiTonzsjqRc5QPI7xHId3frxybdI1wS18J95CuUVUa6qSwSy0FH1QWGrZOh+hPA4zW3J/GUyj8LqOEmpMrmsXv3CrTPHNLuS1F4dO3xC7luJ+36NZQtBpHYrRbkDQqVH1dD8Lwv6WUSP2vHJ5a/Dv/ubHV+89+gv3HV9aauSDra7Zzga+lq21LOMzZyofu6t6bWuwstX/683WdmdncxuX34ScEVjHcAgsmMt4bN+JgqoJJRMzIWmvAGGubc00m+1W83Pzm0szjWMzVbwMQ7/b2cZs75qVBSvaqs4srvnqt35y8QfPLq8RrWXVXfIhB9uah/uqw5pos+vbmu5VK2pKwIv4QOxfmYQJ9vt+2L8RjWpG6TfS7ux3Qz9X/yS58XYH2QAauEnQZwB0gAUIn+2fq+EgfGUUADL6NjJjTRoUXSW4jLGM7iJO4cgPfvCDn/3sZx988EESoKLg4VegD1CP4VMhxyMEoB7nAnSQBk0gHADWngxcHJXF/dgp7bZqVVlZ4VCTG4AHBgOpci/2t0oFt5VIwqhYMU0w0tlQQtJDbFE6nMc4/pCRwckxiNUaUVf3Er+h9xNyZ0XuADDlVtriS4ziBoSEl0+tLB7hM7XKRnam8M71ytpsGTuq4adGiBpMtyCoQAECMkOJQ/YNMvqBPuDsis0bkGsoCeSCNUtdYh2Vqn6urGLx25V8ClL29F/EAwDqDeFfKKqK2VUNS/EWEo1orYHAKHiZhxrQUVKJXdU/6WCET5n063T/fkhg6ir1JlLljuQ5FzWmprH2Yp56kxPu+Oc8i9xqo8zS7X70lec6f/HcICyseRJDlUYiyYJ1XBabRnxh1vrY+dmHT83X4i16SIFFH71QqtkRqyUiLrLeTpRe245e3ohe3kqX+0on1iLFrGZhSjoGclCUBDvkrs6DnrAk62k12AuH9RAiznMoyXIYfmp4jOnWuW70kFq5LL6HUy8UF4SWyqqK6bMCRzOWeXLusdJCQUWGUuJONKNDtLmWz9j58Up5d0M9M2sfbzkzVatnNKGad8j1mUcyZQ1nc4Igukr9yUsbf/fi5vNbaTe3YbsnvTKJ/6plup450B9+6b7q5+9rz7g4OWHT6ymwsO5zYflOSPDoZhjdGDQID94+N7u/1UNxa0kIbp4b1UtrPp9s21DS4q2xn+X0zDvjQ7ZXY+JJ4X5gWuB+OHr06K0TxW6bII/E6BQqYYYB8aD7YXu39ezq+L4xOKme3tq5kTaymfXL2o/+W8t/VtFmFG09zebKbMOaO6qd/z8uH/3lgb5yLtvuKO1d1T/p4N2OS2akvShOkce6RdoKSFerZUwWm4Ghd7Ts5Pd+y1z5WzBaoreIiFXSXi/SGo/812vnfm9ss3vVH24brjWfI4FwC3E7vQ3vl7GDeo/sPIgLpveI6CcNEw5hyIJZeaFBxVgtdmPdiNJMMpWT6hMbtqb5mfbyZtSPV356tfsrH7jLMTRXx/qVlClpqiJHYylsRZmOpeve49V7TmiDMNnqDja3tvp+/9mO7UNgGKk7sTUo9L4KhBKcYw0TBI4eZlnQvDbLFHGfdlFUj/bwcOIFBA6K7Z9Nf+zhJ5IHMyI2ritNek02QFvLalreMJSmVVbM4r7ZbqNWmW21ZhpVsmiRdB3P5DRNFsxeGPoxtDwwbni1zHJ7oUw5f/nTV9Z2gtV+7uemODfjUlACd/D2kbx/WP8RFF7P/IFwda/8ByddlPfafpmC9+Yt816T3KEZL2zFuBYXljz6hVm3qyeV6GlFGbBkMY1IsG4QF4Mn7PL+Qvf6UIoe8ncFRIVqgZM0xjqU4aYFYXzWq2bLarypGCQYJks7MaHYxUqjcTSt3nVoLuS0o7ctgUN+C9/2OA/RgbppAXdc08Bvh1AJjOGGaYk9PCfNXc5CXDGsTHc20nxtq1C308vXf3T+rqPvv+fkmcW5SjnQow72HjMLDXuO7JsZCuWynDf1Y7O6uTCDRnancPtRtu5na4Nso590wrwfpUmaX+tIQmkM8eScTsS/RlQ75BGsWEKGJj8Ml5sAGpvwE00d9NaYJUAcpI+wiYEXexnftLlZ3bH0uqvPVry5qrlYMWc9q2obs07C8gX2nSTbzn0COLBsof7W3HSHdKSq5Shea2DUX14PfvTs1WdfuXolny2EItGmZpvZCFVzkRAMi/YHP09cA2RDZzlWJim+TftryTpE989uuzoW2Qh+fYcC+3fb/+nxb00CVmH5aVdxo0zxUqddaT9UbP+NSi50cK7GCkdXgm6w/VUzPKs7X/ALsjwc7hJqBWTtRpn6ehzqFbdoVAZXKjvf1ntrLClFT402O4vRUuvzZwfN+w/3aKe9HyeBKdwZJ5U33Dd667/hIXf0I5afAms4Oh0cAKWksA5jaIdLHdChlQlqbl7z8J3jzpzp1nKQ3Xhh7e8vrd5ztPHQ3bNnFhs109ZR3Pa2xc/TgODUwsgV5EWSCNqYsf2Gqbfa2j1zNqS1AmnAMkV2PTyWChzJojjjMPwEJXq9hIACi3mGPwGfDAyvAhwI+GzgawjWAbHoimubpDUF9JCk5ogtqRwlIQEmduFPxZcT+BS90LFAOC5sarjbKFDLp1kckpCrJ+SC7UB1X7zS+f7zzz633OmhznFnSwcCwhiVFYQdMH1lMCSyPGPouBdodEnohFBiaeQjBBaZXvqGmdXv6JIMTwYBjK1kv++HsY3u5c5bxiXXewhqb27sZUOvr2vU0Ov3HaZvk+6HvRrDfsvHVrx+tmZYkh0r16tK++HEPmMPnhWXf3iEFaPMjbz3E2P7O5r38diCGrG7V0PbVT17JYcM7Q5+VnlI5kD8yVUyivZe0W/8hRJsKXUng9JdCRi3ahbazCO+d3bS+mmv+rMrIUwP3hMJTOHOnohxLyvBiZHqJOqTVOLEapOOx4GaFENOVclDLYthOAXNQCyoGx74oZOqjdpMYqlPLnd++MLV+Zr10L2n7z176nwlBO2Q/YgsnnlG0IUQhHiO3UvxtAE65RoKG6hUh6ElLOVPeyGcEmCKFPt1QfV0gahMTbcd0fqkGJHwc0ahgrZJUvwUCYYzHPjgni+InzDUzIBLQyk3SOUuiimSzuBUCIUYXn7EfCi1KuFTOcBqQJIL0exYiitOhc9uaxdfuf7cK1dXdkKYBkt3HgqPIM2bSkCydi0LJPO7FFKWWqVQgPQKsv3EUUG0iKRVF+EPs3XJxrS8BQkwg4/K6FzZFtXe/vqOvIV+Tk/ZQwkYBG7z3JRQk+pMCWH9VFJ/nx4/YySoTlNV81iGWMFGufwjxXnRWXz0HaLr2rMRE3iPAzbkFlqBtrywkxWj92Nj7TlmF/RZKtORZAk0ovqxonVvos+bwnw4Le8qCUzhzoG7nFkSgx4kEqE0Jf4cj+I4QgeDdYkcMpIfnL850emJXmQWKfLqM3GSrPsJCV7s6rENXf36c9tfe3r1/jl9caZ1aql9su3M2EVNjdw8JvbUynGbEQoLfFSJ68xxIPY8lDZ9fxtZ0AgaGXjCyKbDHIDDjpdsgjXEZDVM08B8UeQ+yWVCe17eiGiGcMKhuxLXIe9Isz2nwIycRPBwGFmAZ7UkQlcLD8yl2bnh9Up7PSiWtweXV3fWu/2n1+DU0HOlHts1siRLjIemuMSoJ9tkTQRoQQVNzDnJbEqGLwoeUGCKK4+NZkkizYhpJzkGfq/jtS8H7gIfsA7JRRwnOS76AevptDt7KYFSSQmWVBPPztAXx8L2Offh1P9bAwsXCECP0PLYzDGrF/Pa1+3WbKDCuXeIi1k4qdqVFZNSsYK+u/MDvfcDJZCMWQSK6aRtR7VjV4OlTyjV8zqpJaa3/yG+2uO7PoU74+XyDu5FjwO0UKFm1/Rmo16vZNihDAko8Hkx8fIvdQ8ir6IA8ZCCT2OmwktYN3DqIWZUTYALki/CemIlczc7P760PWPlizXteMs7MV+fqXtH6xY6GA5HW42ZKcdtJw0K8ITpCloZFobPX0LWMWeR0pgXH9hn9P5jN1oePocIYygnjFZD6i2UxXzXfTLjkIYdN5shj7OGolh8m1/sF9vdcHnz+tVtf5XtWO1BgwpVquXhq5QVaYFDsmFAKo2dq4hCxSS0FX9KTxjcYSSD2gSQx6jJ9F5m1Yo706yZTMx5JjBMousnqZ/fwYt5yJq+efUPWb+n3d29BPIiIP+qGlVqmdYzt32z2Vr8QNF5SOl/A69d1BypHpqlq/pbxuZX/c4xpf2Pd9/IATrDTKzUJqG8YYWetX1JXf+K1n9KVo+Wm5KWWLx31MA9kh37ZO4drQxSAlan5V0mgSnc2fUFFRywnwX+PQv9BrYnQ2s36816knRD9M7kiAoykuiRXs8SZQtR56RdwMBeZsJjKrYeiafC7g40wCoVV9p+UfTz4oZfPuMX5oZqXIwNLTlas2Zc40TbOd4wFqtWw8o9oA7x34mw1NO6fA7HiKGKwQZOexQtyaf8hJ+yKRmvvERSkYtLo0wUAnQEe6EYMvW01PqZ1gk1WHOWe/G1brztR5cHwpNGuuiiIBkfzs4okABxhNd3cPtxbZt1ltjL0NzgS2BovoJtjP9JuGziXaQXgVXmFR29lKA5orva9ZoFk1CaY18TYx8Lsv0sk7Qd+30/7OeYhnWLV/IY0U0a7171Z2yje1X5u6Ce/ZaPUH2i2e3ig1wodphoLatxoqicUtQAykHCIiJ0vwo/Ror/06jzE7X1pT2R6m7vq72SA3b92EhQCxuZre50i82nlIiwVBgurCwKSeiH207kLJYzd5dmwyMp/AS4s1f92RNhTivZlQSmcGeiuLiteTJHn6OD2OaVv9vHdWIDE35IVRflSZaFrLwemTf8U8qXn0+uxLM2hiEsOPDg5NtFJv3CewcDFt45w5oACsKWQwHsKIplpGQmvqXg3oIuR1Feif1XFeXHVwv0KFXL9GyzSgZ2wzzVCGoV17OEXdWz9IbnEJJFbJejb1ILdGeQ+rMBn/2I7nZtSPoM4OpHCRqgXDH6YbDTG7wS1PAViuI0iCE4FB9jSSA47CTdsvk3oi4a9RVIZQqvDxmDiIuQXzhArGxyFHEiZuZzEdB2ZQrcyUYXFY8zc1TvfPaEcf88VwP4BMiziGMnNp2z96+MMN/N+v/j2+PmT4dxg+GMui33PJKXO39v6OwmSWO/n6NJ7e7VfiR2U2g363xrgxrVM5T5sNLhx1ur6mZP3nQj1S0ILQp3jcebpJi1OBFflfP/ndf586BnGr3tatlR7F53BtJAbfGZf62YH+jOHxnUP5Bmiw5UqNorqWmExmmbQO79LLuVQ60IA4CLamORM8lNKpZ1A+21V2wXZVuBUir8rrfxr9W1p8h3QdxpYPgexF/9UlmYdy/8Wqr8QhYEfvUFJT87dli77c/YStjJRcY1k4UfRVaBQwLxSQdP9++JBKZwZ0/EuJeVjJ4BQp+G7DXqQqu2WI8uX94sXNIQipWLQoZNjZwyWQrysJzd0euhVxlNpwSc9zMe7aAj5OvlD15MXAfcgxOyQAcQDz7IOBJlrmh3THPguoKfaBEaNB5RLx/gLA3CClM8buiOxM8P/HC2FvCiZB8/SXAn6h9hzZF+70pMNATPLMl3CiYsScxHf/BWKqLt64tn2ncdma96FrlSMYNpw4xF4nc0LVMJTCVwZxJIW79uBl9T1A7kW4rmNQbEAoSKm+QX/41l/rZdMRNtRSm2qgW0Ec52tkFOhztrcI/PHpQ4AjJPFhYme1ZQLFHJfVoqfTetKAta9yn12p8U29/AVUCx7KQMvBQn5VKtOXnzE4pxL+kzFDyaiyNMXdPyLpPAFO4cuAv6s9UDiaDyDDhxcqFxf6+4sdlZyXBg5n8UshnowcZ/V3xddn0Foe8hLGtotdLw/SEKVWLRWcs3jyemmYrnTErIew/rGLEKJMshNj0r1SizYsm9B509BwPG0qIJjEHJhAWKJF8mdIVmGbtxkGxxGF0FoYh+jHUMESCCz3ZXBPDputDPp9RWkgKD82nuRDV/4MQMYtFKDOyooOmDZB7dZxLg3XV+evRUAodUAv7cP6/1lrXwaXlik7qSEmfgR7pqX/ueWzkV1e6yW8cIY4KDsIggzZCwpgNVQoWFGkENZBaFtkN0lKzvYCzLKw2j+2pl+cvq9S+r/g4hpopRY5oqQ5h2snDuEfXol0rnlJrvgJOy/KiuTSOzDtSF3YPO7PpluQdtTqt4QwmQOBPTjIRhQVFf5O1q7aG7ZpMo/Itn+okQ+7MsIUevgsGICCtiy4ECb1jfz/8oWRrwfhnWJIsgjEHifFM60bpBlUwOQ34dpgMxIqXprCNOwswbBKxSFwlHwTBobLqqB4Zh5SRnF7jYEN9RpBq+1JLlh0TsuCdjxkLlQry7SpbBn+/Im3yXoeWkulBKDd9qmYFAYjT52ffd/eAJUiunse8LA6N4GqaEr71JddOfpxKYSuA2JBC1T1nRh63yO/rWapl2FNwCsW/LAqlUVv/MdGPb/K+Sxv0bZV+PN6r5ydKQiM6DU5i0yMxnSB5iNSotSfYFNX2ZzURhsfrn+vL/rQQ7uCShHFfyNVeZL9PVuLoQLf2iuvhgWkJoGpimNVBLmcWm5d0lgSncOXDXE7uSeAgZJlQQWRLoUW+p1vrQ+SNX+mvLq5vr/cCwa7rt8YpPsfhK+ofdXUS0JqhzGDYfiQqukkRXoJm2AdkGf4XAmSmDGHQmOILCt3KYyMRneaSgkb7JBKLZRQCS0cEykN9QHfn1mEOKLNZrHCDuNsLvM4zqknppZneizouURIK6ZdsmWQgDJe5DKXR8cRZRzIJ6gg5WP92pgqPE1qYToH7Alpm7G+706KkEDoQESssfLHzCTJebO/+nkrKoIc9enZAmpdksezuVy1/O3Xt850jqzZAWr54M3hnywcmisjFjsfwSC5wVku8Ptndi0JK+feXL5co3lN5lOdV1sjJgwivjDRVn5eZH1LnHwqod9XeqCp48XqCD4UY+hpNbmv5y2CSwuzflYRvdoewvLDs8adD74YZc5kkSR2rZnfe8X/nAye8/Gf7guc21fphmDZiFJTgcG84uYQR+NWiOACkCbSQUSxQ96HT6ZXXk/TIkGBS/G/KiIkGSWsifofsqn8OT5GuhyfpHOACpBruXUPkI4CiBJoJ8OAGLuWh4ZFvK7uAItRFMkWd4OwdK2F2w0kePn/zoQyebRqAnhKMrtuPiv0z+CzpgqrCkjlqZfk4lMJXAHUgguxJ4R+32F7LGS0b8Zcn8W/paruV6SACk0o3K5T9WHaN59D+3jHahXFGUg8XHgw4Y1TJzkvB3gXW02Iuumjsvaxf/d5XQ1pLYDjIQBo55UlF3lKzXO3remP+46p3NCXMtA7LmMJkZWqCUu8usfgcSn576NklgCnfeJkHffjNAHNOqp4oW57kD/2ca50lI/t7726p5rk2Q9o+v9m4M4hyDNK7Lu7fi4BI09KghpBy9kASEg3goQWmCgAQ9ASUECknhRzOUjOv0n6983tweaBKoNdTfjODQaFv1TGt0sJjNRfcjZ8m5u0wmjwIJFRF0znqRHGm5j55Y+Pi59vl2sr0T5XlEji6co+FdprsO6aNJz84ybVqmEphK4M4kAGGWnptG5f7w5K/aamJsfAu2T4WsC1GmmhWS2Zg7l5sv/0kZKOnCp3carWFq4Dtrck/PzrC6s1CTRZxwlbnh1eq1v7FW/lbpXgTrkA9VUzJJjJ4PNByPZsrBqd/2Wg+wYtID3dVg/CiCtGdrVczo0/Iuk8AU7hy4C4otS9x3UjWOc8c1LBSupNAiZcPK8rnFU5X5k86LW48/f2Nlx8e1hZxTOsk1d1OIcEJzBP4YanxxxsEWJJoeItdHgIawL3HHAayIU46a2AJr+GkUWjWMshL00yDPJ2Xoj4yWh+ApJhjQE6FSsh/bEronvHxATCyzFGgEZfftlySOSfhlm+ZSs/mRe4988vzMUW07XnnZIV8xXPAY3Qr8eTQi5F0tjTrbJO66/cqnR04lMJXAWAnketuD2N20i6VPxcmGtfmTMuupNVfrhkqlzyJJSRT9xouq/y8Gmh7O/DdVWJgPUhH6LqG0gIA00bLQ6r1ir363fOWraltVcH6ErkytqWlSpFtJzbBbHy7nf4WU8FkYavmiXdcD5RLhqBXtQmZIyMW0vJskMIU7E6/mSI0x+hwdJO9YVBZDtr2Jp93xD7nuJUHAhUF1k8ZYnsASFqYlv3KKlJpt9ernj2f3NdwnlrXvv9p/fqU8WvbQ8xS6VxhOlBZJlpJCvErUeEiqTsAG0GSIX8A3ww2v6KPgkYTnElSB2khXSeypAVMIwRAcM6TrkwwSPxtKIescfqA/UnD5GZqN0pvalJEVSU6VECqIkUFQLK1IDQodD85FkpFCJc+nKIdFxzwydXHA0O/HsivkoSBHBkeC7SAWIk6C/Odrev2EW3z0LucTp6t3taMiurKZqolz3MNjSbdjAWOZi6N0GAvssmpC9ryfhTuBq3+zhZu3xwgF3tx/6DbE+Qn3dS6AsB1JGd7k+ISNvu3X52GXGzfAaAi33hVvTVijWWV0g7E2GH3d73lmUlf1ZFAWOVnDU03vtT47uDtqXftju3NJYkF5wPVCN2YVrVP2thqX/5dGdGPt9P9gWSSb0AcYngtXtZSqEZuKHxHvNIyEEMp3ZqicjMeYp8tgAn3fpP5M2m+EHd2t5FYlLgkeTfBDtHXD0RWv6HSVSuZZc8nF+rWvG8/+27L7iurqSjaTqauQ8Vj6oIxt+LvC9qfi+/4plBrYuISS3ezETC1KTddrfWUd8/y+Fi73zUt8c2NfW5xWPoU7h+ceUHVylbMMsTA7z7cqNX2h0X94rfu9GypsN2iALCWr2ZKgvIj62fa6U23DsDxkv2H+xNF4SIgM7CA/DPk2TRhxxJFYlDsEQKUpaps9kQU9YcrGRmZYRHSKdUxaQHsk+fl+BhbpAAgIfkDgVrlz1XM83a7hUhQnhV8wrzacivnp9uDBM8ffd7LdYHx+l7ey4TQMuyIZjKdlKoGpBPZHAgm0n5BNsGwyIRudqWjv15MXEn/FViM0JhpKkHxbgi9NV83c8MqfNVg6Hfmwf+Tjur5QDfpWMogLe8c4Yg8sctppeqoaZOcTtQp06RmhnHuU7MWvnyrSQTmIHE2ZtTS9qgJ6oijW9ONtL6p0X02ufSW4+pVKeEl3U8JP03DddGfBa+VgQ9VD5cQF9fgvDdz790eK01oPogSmcOcgXpWxfSI5OpoYy6gaOmGW0ZKpzBwtP7hQtWeb166vXlru9fwe3j4G0MEFPThhFlMPOc3F51eCpEZF62EBEm9kATu4/gjywOQ0tGCNbXe3O4dVSVtYyLBoAXj4ZJKrC0kPjgGiI0HrI9AHXU+pOI027TO6LAqMPJ2pV04uNRZnZ355aavV1F07TCN8l0gUYXN8Gg2mJqvdXpG3drzcGNPy3pNAUlrwrcPdDuGO6VS1uXui+D+JEn3u6r8hvRQJXXQlFv52uG2SdYfc6a/+qzB5XhjBZh5R9Jpk78t5VC3ThuGC9L0oRKHHSjgFwi4UyMKrvheFXDkEyFvEbqZ5keDjh/7YLOEl1Tv2+k+1q//euf5VJbqui56cOHqUxirqJaGc18uofUQ59k/SxS/59mwlOljGuL2QzbSO8RKYwp3xcjmAey0lIkiqJDo9I8dLoOWxp5ckevid+9WVI9UXlmafWw1e3UpWgqwTm3FpNu2hDUvsUPjfYToik7joWQyHVKCi08H6AxQRYCLaGDSr/2CpuZPhU5mYsqhcAA12LOi8iBPXu1HIT+iQtGG2B4nlGpbroeEoed3ITrasszOV+49Uzx+tzjf0ptnY2N7Z3ElNr255DQwHxKzhqU3y9jvp3vTcqQSmEngDCRhFinFbV2xM3mmY9EpXm3nAsJdwE7T8byrhllJUDc3yk21DdVQL8i8SUXxL87f6S5/K5n8xat6HVmg287v2DmGbOhTwMhtgoXM01QOfKDg570VpxZcUoqjURmZaEWZxjPAGM2Sir/5f8cXvOhe/zrSmOsxyDYVwK6PwrKDsbzEhqQtn1bv+i3771wNlXlNQFY+M9HqGrEUAAEAASURBVHvRp2kdB1sC0zfHwb4+t/SuYmQEoEcR2fssw25ApUU4ZZxG7e2XT9i1hXvnLpy2L25nz6/5L6/0N3rRRghAKFhUgTlQjeD2y9yEosdQAlG9gIJYvpMRWFBJAfTYq9U8jY56DbgRNx1BUyzxisJt4feDNS4ne0UeS3pQcRzSzlSV+YZ7bmnu3sXq3S19xgjtrK/11jbtuUBxFa9W2B7ZCos4Rntec42upJeZlqkEphLYFwk4ZUQKGDgFXUMhmUISqaY5Y8/Oqvf/s+hV37n81TKMcIWpeAQzhGpaU1yfhZi18UIrGSRxJ89WlObZ0muGqSvPd2np4h2Gh6BlqOho9XiPQp5Q2fSz3Ifhy7HrVlGJV9TNn2YEnF/5E6d3VbPIEYGrkRdEfZc5iIzngaNoUTwzX574rWDpNwf6jJ5utTKWUFNCwX25kQ5gpVO4cwAvyvguxXEItx9p0nF6AcGIr67qoXi+3s9MsvqWad3U3rdknZ+t75wwuv3gmyu6HySd7qDjk+bKTzPyW+GMioXbf03LAlsN4VmQCUIduGekWlTFXCkaoyGQKnLyhA6VSSy8FPyGSE2aubbaqrgt0pp71qcX0ka9MtOouqbOcpKEox2hb66lgJ1a0yEVV0QofuSxotQNEYIqKUWnZb8lwNXb7yam9R9ACbhKHhIioZTEEGA4j7M0T00SUUXtk5Xsd8x8Vl/9ayXaVAryahph0XdDobnJTVsPrruX/h9l+4e9I5/uL3xo1vpFVXcyw5ZQKQI3y0iDLaIY7JYWdZKIevrxzMQFEafANWfrBXftm8bVbyobLwvru1NRTL/EfVmJLI+FHToeqjG0o/drx3+z3/zVnt5QrKuom+z+kcgbRphOama6/10kgSncOTQX0y9R0ZhwzOBYjDErgT6Hp92xnaUzRRqlfjfubkOF7NjW0aqx6Np3nz7aGwSrW/2V7f5qx1/bibb6fhjFSaWKagdbFiTqktkKnKMNg66wE+1F0bGgi4cyAVw5KzATbh98FvlIt1zHnqm5C83qYquy1K4tztTqVc/t38CFqEh2kiCPUEWRo709a7rVYGMFxh0ljLQkQrtukc8rL/yI4Py96OW0jjeTwBTuvJmE3qW/QyShezj3ohc2y8IC8ZRZmGRZ6liNR8MHm3pzRl/+hrlzSS1TyB/KgDw0NuQWqhaXoaasvWSHYda5PNPaKCrzcf3u0Duea7WsSNEG8b9iNPdEcHoaVbWBF13Utv9DceP7+fpTur+JRYsk50ph5ZmFR4+NMcsxodsh718y+5h64pfDuc/7yryedlwS6ehez0EFNIU7e3JBDkElU7hzCC7SqItadSYmNKvfZQ6qAyJMLSGNRBx3t1Zr1WrFMolFj/MyVO2stDH4HOs8V1WN+bZzYa4VlkvdRN32Uz9Kn9woBkG43fM7+DZHZP8kUwNRT+ZeBXLjBl3kRIRlYJ2qY7Tq9Xa9Aqp5aE6rOGa7Yjas0lUjGMCMrKt3sk2HCItYz0PYhpo2CS7KwWBja+3yQr0Wh3005k2bBaIahH5GPFl9TkklU+m07LcEpnBnvyV8MOtPMt1sVFLV9YOOEgY1B+orCNQ1M63vqGtp5cjcXf9lS22U5f+sdklkU1OrqRInkEeQiEqt2EqWW/1lq7ecbHw1b5+Jlz6ZzH4yrVxQ9AbrKrjQ92rUC/61svNssf5Vbeu7VrgmxBk1r9Bt1e9mKhpvw8HJLy3KrSJtHC0W31+e/0c79gOhOafpm7Nh7obHOpa14m4uSkTHtLwnJPA6KpH3xIhve5BM99h6Rp9YezDOXL16da8cXG67F3t/YJSi21WTQg3ATrgi+mF3EIVJejFpJmk+SAoYm0EWQaElJTQZeAMOxnbCV6vif8MKT80rRllzjIZDYnT9rDNwbavq2LWKWfecim3Y4p8M3cWhd7rhZjhx4sToZrh5e1y7dm2sfA7PTsyjuUTPmLWLG0GpV3GvwkaAH/u+llOzh/49w53Arc2dcPz48dH98NYktry8zOmjc6mQlLfDxHb7fAF229fCTTQ/MVJTsWtB4m0+Y6z8hdL5jtHbUZ1tLEX4AKoJlMWwnopuaMjTJTmNFXOubD6oLH00bb/ftxajtK0R4WU7uWKlMFTksarERKqTp0JmXNE0I1NyDOdGmRGasIOxKamqhWuVjp0neno16T+bhCuVS/+rmkRuOhA6sVG0FwTsaTuuBm7mlUmqZH3VK/zFs9t3/0Y698uucny3I97v40czCe8Uok/uuuuu/W5uWv9Uu/OeuweqtvDrlJrZqthpWeOtBnEGCuzHlCJKAEBpN4h7YdqP8iiDjrD08/ELsoqe4mvsmlbN0Rue1fDsGl8MLS8XgIaWJBktLfJASLQ5nsb7/vp8z13I6YCnEngbJWAK/6i4GZNXpnQqWetMqX9MnambV/6F0rPLHlYhQ3EipUKOlzJKtQo+yUAX4E62rcT/Ie8uJ853C/Q/pz+pmnXFmTWNRUNrlloFdkDDqHUMWQ6hG8bzD55DybWXCre7Eza0eMeInrX7z9m9J4zuE153GQua2sZcbpSJV2ZubqKSilQn16obLk6NOZNWkTRP6u1PKPOfrNUfKo2FaEif+jYKbNrUgZPAFO4cuEuy3x3CED8kSY5YEVkSKG7AvQzln1vgHaTkjpI1jUI1WZ0x9QCLIn083DGTAPYejjCJuxCCH4KthEgwMCriG8geeHJgOhZH6GGsFvHm0zKVwFQCh1QCEgWVQAsKFkkUJ/eOKw6vjzOWcqbofVftfMXY6cjvfkN3M8vrK/msMGAUsUJ4QRwY2aVq8hLm9fynf61aM4o9n1mLmT6nGi3drOmG7bVgXRd6UsRTFhkUW0UaEOjg3fg7RSFh53qZbMFDKvkhUALBv76NcYxoU02pbKE8FmqvVFOiqqL7pVuGzUejpc8bc59TvQdK4syCRLGmPjqH9M7bs25P4c6eifKwVKSaNgyAQBD+wftFEk64d+h8l1QVsnRjuhkSLouhXUo13xn+/fmPRHfEtIcmVhUCMQgEwToUMxvxasCoyu9DUh8D/mQ12xtP6J/vxvT7VAJTCbwNEsiJJYetNE+VEr0NKSYcVCal3lw795DV/7C59ai7/h1j8weqv1UGmokGCM9lA1IKbE0EVSYyx5ChE0jSZc+qoq9b+vMSw0CYqUm6X11/nsQ1zD0snYah6kXEtEKiGMUlzlNYDWHLgL9HiLx0lmleom8OGQstJa2qJTFfRJ2SAn2QtR8u6x/XFz9fLpzte1aRb5iBahb1t0FE0yYOuASmcGfXF4g3+q7POUgnxLnEnys62c5BNDKWYTZQJVNH2hfRxMgSTngJJXVoDQaLcSWTxOrMXPJPvJzg9cHnmX9lHxu8nMmn6HkE9QiEKg+3r8ZwFGMEcdjvB7k470Q5/HLbX8EdNPmUdkUrDPxpMEyXRQRNcUkCLUUN1A7+y7b7G3njU0b7u/b6d6zO98p+Ry0HuIRpUCujHYZdkIPJw5WqWqPOJEE+QCE7BdEUqUqQaVHqREvcWghvN8grA/ipknmPAFL4SWERzNUo0YJSCbRKqcSR4ocyrzBh1ebS9gW1fiJY+hXVPl06d2Uk/hrcyIttTWtZNTRTB2venjSf3CqD6fbeSmAKd/ZWnoegNmIyUeHwsAFARo/cEPPgXLgjO9USZ0nWWfws6KVUOvl4uDNrY6OSNOngIiYtZmcSojP+WALRmejQSEuyyeGmiIXsfdMylcBUAodUAmCTnPy/LF9KjEbxkCsZanS1CZWfvu2bSdRuuNX/TGl+Ot3+St5/vLH5XSUckHBClDVqIpNN6dmWHhk9AJOOsZwA9sIQlY+kQTYVk5xcGLFkpcR3ZiiQEgqbkvSf6HigzCAtluKBivSyiy4nWzdKGAwJB6u7Re1uv/1Jf+ZLZe1R2A2Vsq/nK2qu18tKoTRRDUVZOp1+DumNt4fdnsKdPRTm4agKV2VgjYATWRPJzIJTIKjEs4ApQ9TCpCN2LlHw8KvjjtcD9/3eaMAj8EROdUAUdYYYsUb2sGGyCOar0WHUOtqYfk4lMJXAoZMAWWtyojXx0wN4EEilFaTJUnMS+mZp0oITI3eS2F3TbVur/ZN88NtB41+mnetK5xUzfNUON7U8EG0NXs6SYoZJR1ZbzEAiB5kiYjJb4dcM/BHvZop8MpGQ38q0IGDHFp72yqivhKyiZJ5JoCB171UbHywbDyeNk1FjNnFbhQmRYV9XIkUnw6llKg7aqLiAmCzBAjYt73EJTOHOe+4G0NI+EaNMGCNfGiI/RYmj6jv5z5TJgCFZWGlCgYPa2cjHp9DL3HlR/giyGYIkjh4WErOPEA42MvTV5EKW9Fh4ClnjXZ7fcxdgOuCpBA6hBBwVwisrUaBINjQC5TXIsEAd6mUdqtOkAn7JnGJrkWCq0gqKRvfS/P/oRctzwVPVwU/K9cfLzWcVaABLSHpmUQqzmIKfSzQ8WpKoUIjp1YQQCl2QjCTVG85FzC5F5qznEjgxjJ2IK2VqVHTvhO4cqcx9IbKPdKpnfHchNYV91fMzN+lmzo5WzOfpScLmQ/0ajF2WWa1pcxH+PdPy3pbAFO5MvP689PmNN/hoY7TNV5QYE885DD9k5Ii5RbHLlCKYRVFs9fXaFxiNKfwGf9e4YsIH/x8XmQGHcVnyE1+Yzyhym4k0D3P5WXzZa0MY3RgCDd8p55fXenKHfwWjcpnlj5RRbcON/b1ih11u3A8MYWjMHbq7DTWmb21QnIXAR5/If3QV3lpVd3gzvMHpEVYnoZaIREvCUmm0WiIuqpCIJ4LOZVbxXgtrKLyZ+FWolgfVB/vehbL1a+qpvhLvKHlw5NIflXmkZH6eDbR8wKKICvE9LqA/fq387C6Ur7pWreLXk5utrHKk9M6YtXs195RizN6ozI8Od5XSzYZB7KYawL+qDCPClFVuX1NpKEoDJ+ZYiQ6aPOk8F5q76LC/UEZX4VB8TuHOri/TaDLa9WnTE96lEjj898P+wppJl/3wy23SyN7ifgRyUya3br/F6t7p0/L/n727gLusqv4GPj1DDCXdSHeKSpekooBKKp0iIKEgIKUSIo3SjXSXNKKkdAsISCPSOcn7fWb5nv/11nOfmrn3ss6Hz2GffdZee+0Vv7323uc+M0qC4biq48dX8p6BHT+QGNB/7CSvLn1uv7Ejx479tN9ofx59pH+xz/eC/rTgsI5/BbDaNWDysQPGjvQLUn8Nc9CwMYOG9xs0/It+w4aNeL0adcvUNWH61TK6666gme50V3PZLjWQGkgNpAZqaMA/IDpuW9f5lNPygb5y9i+G9u83ZuhoP6nyT20N+2KgU++OXCcm/o+G/t/uTinLUYP8I5/+Erxvdj7rOAvr905/f7ew41cRk5SSZTk10KkGMt3pVEVJkBpIDaQG+lADsZcTs36xwdOH/Y0X1v5MzxfO6Dp+9NBxJN7xB3g6fpLuI75/6/+/J8Cxsdjx7fIXQz+v/ocq+vf/yK9E/U50UMefzphokD9r+sXg/mMHfOAvOOeVGuiKBjLd6Yq2kjY1kBpIDaQGGtGAfyOv47dXHb/AGivxiU8hVQwbtysz7ovAjj8gOO7yWwZ/mqfqNcAf5vGNVMe/wuUPmfr3kf2EYqBdocF+fpVXaqArGsh0pyvaGkfbNsuvLo88G1TTQKv7w4T60rrV9VbNF7pTV+hBoezqDrumaTNqzEjf5HR8ltOR8vgud+AY3+707z/xJ/7qut9uquv4z483/ef958Oqf7tjI8cfbB/bb4QfeY7uP3rswFGj/QL+i7FTjJ6+acbaHUFiM687LbNNdzWQ6U53NZftUgOpgdRAb2hAltMbbJqLx9h+QzvSGZ/tdKQxHf8uTcefXx874KMh/nq7LR//knwcZfkLPNKdsZOOqDUZYdPxq/Uv/HM1A0aPHTCq3wD/XkT8cLS5hpzSNLkGanlYk4ud4qUGUgOpgfbRgIynzZb7AwZMLKPp2MZxgOUvMktROo60+g0a5q/vSHQGdfz7wh350Bi/1/JL9k8GVP8nhL8Y7J+bcJo1cADCLwYM7PjzyOP+gGnOXe3j/uNpJB0Ol1enGggkiq1m5Za4hgwZ8tlnn/kHIUaP+9et/IGHUaNGdfx5sAE2hTv+vSsE3hqUms8//3zo0KGffPKJvyOi8OmnHf/M57Bhw7SKpacmk046qVYqQ10KH3300cQTT6wtGq0mmWQShZEjR0422WQ4K6icaKKJRowYga1Lc2X0/irYFFNMgSdWLaFMQhqaKwQODcS9VeSvJWeYuBhd6dD6tFxLnlapD2coVRHJSx8bLDfbeEEEyUklPMWpK+JUOHvlEtoff/wx0AAvAtyjO22oBCniXYArDO7nn5YZOWrM52MGjfms/wj/It+QSQd8NvKDIV9M/sWIoUP7TzJk4MQjPh0zasSgYUOnee/dfv1HD5ho0MS+RB46YNiwgRON+HjkFJNMOWDMwGFjhg8ZNdGQL4YOGzKRvsb4UfoXowZO1CEY13WRVj2ByaOSMEBGDZFITmCvSBvyB/pBKpVqNFeYIFdEXHE3iig36DZJ1g0NZLrTDaW1RpP333//K1/5CggQzGIeAElNRLigMgDJyrvvvosm0GHyyScX+VNNNZW3MGLKKacEGQgCPqRByN5++200b731FlY4ADX0yLxC9u9//1uNC9598MEHsA/iuCPQl649uuMcXf/zn/8EPYFWraHQlDI18CXQgGUJ0BCbcgIF8T7jjDOKa2Fr9CJasE877bRAAI0FjyuazDrrrAhee+01bzUU2uqRuQeqvPHGGzPMMAN4gRggxRVIojD99NODoP/85z/Qw6pMc9jy3nvvaeutJgoffvihvvQ+fPhwlWgIQyrMAQ5gAXfWaeqVVQKcQBhvPca6CwSpfPXVV41ouummQ/MlMGkO8b8ayA3BLruCyOlymwnRQHj/4Ac/uPPOO3VO5rXXXvt73/veUkstBRSgDAiYeuqpRT7gkA/BJgU4ogBEbL1oDu8CcWaZZRaJETy65JJLfvazn8lUAAr0cdnyARk4qFHwCJgiAXLXS0AVkCIGOMMfymCFs+7AU6vos5YNW11+K/laQ+vT+tbXW++op9CDQtVy73TTMBeYEEEtbxDCkpjXX3/9W9/6lvJ5550HGYSwuMZPyCO2nhHyIOLll18mP3phHrkRGjXQBnqoEfXRECaodClo7oIPoGCaaaZ55513sPWIiQICQASadAqOXMhwQwDHrMfkRiqt4jRErDs1HgPW0JBN5gSgiCrFwRbsgD411m+61rxh3fQmIQF6k13yakADubvTgJJakwSa/OUvf9lvv/1uu+22q666avXVV99jjz2OPvpoeQZQEGyCX74yDnaGxLJpzz33vOuuu4AdaIAaIEPBydQrr7yCGOJEZgP4nn/+eZiCkm7Ux0pLE+CCM0jCMBAHDXrApFMoY3UFraAeMgvH1lRtSp0a6CsNCBNXX3FvgK+dYOEMGQS7GBeq999/v71bIS/zcBHPK7iBmRAWyIhj50YmAV7EuDTCW/kNQAAdmmArVYIJCujx0YsEBT5Y/8hC8NREagIfECCTwcCfN998s4CjQBVJDGLyyFQULM9wkwCRRIbkLbb4SLD0LlfDCg2esZyDV5AKT0LabWpAJUnSJhrIdKdNDFk5DCgDbsT8/PPP/7WvfW3TTTe9/fbbzz33XNkPCLOQ0gQ2ga3AL2Bx/vnnB9YEZsEg2IEPYoAiiQEQEAQ9mAAicC0gyVuP4AyOYIsn3FEDUyCUAj74W04pEwniuEuDAjQrhc+a1MCXRwMCqnkGK8URmwJTqIpTacTTTz+97rrrrrzyyn/84x+tW6QpsV8i9oU8xLCjg1jGYxQKol4iIud45plnZDPWSx4lOi+99FIkHJEtGTVMgA9yEfXaAhyVsCJgwY4RxMBBjwgUCIYAECGeeeaZ9RUEwQo0uRDrC1vCuztZ0wqIGQj4wgcxMq/0osfm0XxK0tcayHSnrzU8wfjDgoAJyQ2AsA6DOzvssMNZZ50FrSAX/FpmmWV22WUXbwHQ7LPPDgucVS2++OL2pZ944glbQRKmZZdd9oYbbgCC4MMRu/GcfvrpK664IvojjjgC0unltNNOW3/99RH/+te/1h1iQKajVVddFeUVV1wBE+VG99xzr6wLTunloYceAoKBXBNMR9lxaqA5NGAOLgRRLn0s6sdPQSogMKGH5EDMyhLs+M4000wbbrjhKaecIsZlM3Zc/vznP++7775nnHHGmmuuueiii6LRyvbw3nvvjYMsRLojSQIC9lcMB/g4WP/Rj350zTXXrLfeepZDsAiZ5ObSSy+1CX3ZZZd94xvfeO6552RUhx9++FxzzQWOLr/8cn0RA6ogg1eLLbbYH/7wh5133tnJGs5///vfgckFF1xAQgB1/PHHW9qtttpqe+21FwiyoPIKND3yyCOEWW655RzHP/bYY1tvvbVjfZKQefxoNXtpBg1kutNlK4zDoha4yWCkHYbnCMk6BnbYkgEi//jHPwAKIJDxXHjhhS+88MIJJ5wAwm666SYrHrgjm/Fxog2bJZZYAiLstNNOTsHgBeCT2WAIgCQ6J5544lFHHXXSSSeBDNs/v//9708//QyvcANhV199NZpjjz3WflLsMN98883HH3/c9ttvb7Eoo1KwOiRYC6hynIi1HKVV5K8lZ61x9XV9LXlapb7X9VMMPDgXj+O5AAoEpqMfACJxsdR5+OGHN9poowUXXFA+YZXiHvslljE+TJYDrbPOOttss43vfyHGRRddZG8YINhFhjNLLrnkV7/6VUAks5F/3HHHHQ7W4YZsCSJ9//vfl7JMMcWU9pXVWF8tvPDCW2yxBRgBFzDknnvukdk4TMf8N7/5jTTlvvvug2CYy4Egj20bbUkljwEmsO6YY47Bh9IOPPBA+0ZqEAM3zSVYu+++++9+9zs8wRqCRx99dDyrt+iu1/0nGXaqgUx3OlVRqxLEuRLMAjpWWtDh8ccfNxhJj92dDTbYwF7x0ksvbfPmuuuuk8rIhLy1SLLGcrcJvNZaayFAacsX/MmQFNyBhXzFh8+bbLIJHIllnG2eNddcY+6554ZTdpJs4ciN7G/rZYUVVpBIXXzxxT54BGeAb/nll4dfDz74YAjZqipOuVMDPdaA+a/HPHqTgXC2hQMixCbZbKtEGmF7xn6weIcVaiQ93u62225ww11CIyv67ne/K4mRuMhCRPdWW20l1/GRDYaAyJ2gchGZk2vbbbeFDxY/7777js2k3/72t5rLruy+bL755gsttNA888zzy1/+8oEHHvDlkAwJHMmEZFrKdoVtPuFJGDyxsvGjDKwUVlppJSsum0mWbbBIAnfIIYcsssgim222mY7sLUEhmZMzL7+66E3dJa/m1kD+MqsT+1iRdELRrK9hAdEAkyG4ABDogRRyDkDm80M7NzaEQ3xvreSkRGBLAcapt6XsY2fbP+ot+CCF5RSUASUIlOedd16pknQKphx33HGgSneaS4lAlT3ngw46yB6PjR9bx9Zq8NHSCiDKfvCHWbA1ACvEaKE7lbaQtHVEHTq2/6jRowcMHTzCr2AGuPcbMGjImC9GDur4gyZ51dQAZzble61Qk6iBFyZjfLiTgugTtgKtgXZ9RUIYgekuwO2OXHnllQI81kK6lENY7QhhMU5gYgthuRGZI0+yD+TUybbNqaeeeuutt1rz+OYGHxgCJSQr2jratqDyTSEgso7Sl8sCCapABr1LTahCd3POOSf1/utf/4IzGHoV6tIdRYEanJWlL3jqyN7PmWeeee211+qOPBr6DjoMBJoIo1JDb1W6JuByKwQwxqLQNpDSV67ZY765u9NjFTYrg0h3AkqAiDTFzrD95wUWWMA3gzafrYF8SyinAUBCDn6BA3fbv1DAYZP13Mknn/ziiy9GDgRWkGFrsxro2HCGX9IaH/rY5rFawvaAAw6AQTpFZgvH3rX9Ifiod9/6SIkgmr1lyZNNbJ/1+NSxWfX3ZZFrDLzt7x+qNml3/MV/mBuX+j7978ui31Ybp5AUv4JdmNt6kd/Yd7GSuf76631J41VkJDCBy0iJwAUcgBhyCKsmn/hYSjlRkqlYFznIdixOBwFHCCAAYAEIdoMUZDmyJWylMsDHfoxNIIdTEEYhNqRlM7gBK6yIJ62RtfBSvWsCcGz/IHYyJc3yKY8NId8VocHfcZtWyrru8PH//xcUQ345UKvZJ+XtvgYm5DKi+1JnywY0EMsjezNi3uLsnHPOOfLII31I6GNhHxhaFclUfI/sKB1+ASORb8n1t7/9DUjJVGzzQiIwcfbZZ+sNZDh+QgOGYovIwRY+PvQBdpDRK7/8ksogAEPPPvssAl1r64RLIuUzRsfnQMojFINTeomGDYwmSfpKA2P9Gf+xHf+IkSlnjH+82iGFf4zRhNcmu1d9pbde5GsaFhe9yLAnrKCBDVdRbF/E58N2cG3Y8AoJCiFFtC1hMKIm1j/CH716sSzMpSbWUT4Zdn7kQNyBEQwxwEhfUEKhjTfeGP745saR1hxzzBHAImHyxQ+kAjv2h7TSnbRpyy23hC0+NI7TcBs/vgg0QOmRREcSQwyQpQuY467GBYtIKDHyKhIpj0DM9hJgJEyoyKB6oqts21oayN2d1rJX16SV0Ni8ceANX6CSr4atvSCCPAOI2FxxzORE3OoKVFl1HXroob68kQ+BPK9kPN7CHXwgC/gDZ87XLeNs58hdfvGLX2A133zzbbfddvDIh8+++8HfNo/uDj74YD+RsMlsU0cC5FufXXfdFWb5KYePBO+++25Yg1XXhpTUva4B/xJRf/9Io72cMf39y9NynrEjx44Z6d8l6tP/en0cLc1Q1JRdE2o4QjI+K5Y0+P7X9zqyEIEvdZBY+CmDnR7JCjSADIT0a02SO5PSUFm8AxY1GlpEyS0kGQpyDjRyGp8zAx9AJBGBDLZ/Yv9YwuQbZJVSJYkOmv333x+27Ljjjk7h3VdZZRXgIxmyYaOvqaeeBkxphSdR5VXAysfIvpu2tSPlktn4Nqg4KycSGVBKnshjuaXGxvaE0nP2O/410PEvAY3/XluoR/oRe3E3i5O8VTQWKxjn7kJatqEAGhRgGaiCFIIfariDLVvEgACiSXoCIOQ3QMEFHeQl8iH7zABL2YIMjiAGgsjwR2Y/Ga7FEgorNcqY6xQSgR6P7tIgaz5vnWdJs/BplfMsbsD6juRKXUINsHZv3WvAwKGjx3zab2A/31x9/El/9/4D+40c+9mAsX273zDd5B2TZUtf4RIc23zck4HYghWtLsmB6AuEmVA4IzbJIMyFrRMiQS1UCWOYHuGDGjkKPJH0iG5iAxNooKFEJHaDbNs4LvcWFEgsAhBuvPFGP4xyQEZXuGHrdwwwRFmWgybOuQCOV5KYkAR/8sii8PETLfXwxw6xn4D5UTpW8T0yJswROAPW4JU7UMJZc8w79DvuD0aTHCVVAy5D0F1PbNfttoQBniSJQg9dqNtifKka5mFW25pbEiPI4Y4sDR5BFhOz/EN42z0GWOAAisk5oIx6UacJCHAIhUYhshmVyJzQ+1gHExkP0BGomvg1FoADGd7KWvCBetBEUgUuada6ECWEAlWxzoOYHlECpuCAYdvaoBUG5vDKF7eDBvST5Uw8xP/6D/KvO47pP3ZMK0jfXjJOqBSnVIvCWX7gggDkEfVCWzIBH5DFpggAkfQIYfEOARyCx/pHfuObP4dK++yzD3jRShMwYlIHKeBIyKuUu0hZsPIBH7byFU10hwz4aII5XAIU2sKfwAoH5bPNNhtssa9s1eGnW3i6fI9MWm2hje8I9Rv5mYa++PFWDQ7whwCQUEdAKXiSX33p8LPcxhrIdKdtjQsIoJX9YRkGiIFQfoIOy4S6XAeOyEggTqBbQACwgFyABnzAHW8hBTgAHIAMiLjAk0paw0FmgzmGLhBm28aiSivE1lW2vi0Q9QKGYv0XSy4cvHKX9OADp9rWBq0wsP5fOM3q+Hez7O98McA3Fv0GD+o3uv/nAwYP7VPxx2Q6VaJfoeoqqZhgRdEtqEFB7PiKZeghkMWp7RZiAQcQIZbdhbklkFwHmUj3My5rKofm9o9RSi8QAwT4AAGkL5IVw0Rsj9krh1+wRb2Mxz1gQSsFnEniwkcTWOFXor7pgRtO2/3xQGyVLZbkRkQFTcSwlwOXsJXlqFcD2XAGYohxMxY9FgMhc+LPBHO18d5xHmZ1onKRJh7i3lqHWaJaeLtDCokOwIIj4MaAY4kj1CUoEEFiBI9AAESw3JEYgQ8AYQEEKVwgQxPwgQBlvEJvrUY5YAtzEKaeogKD9Khfb6ESJIpHKOaCUBgSzCsioe/EBs3xOmCx/Q6zBvWfdNTojwcOGj1gwMCRI8YO7DfQ79DV9Ovf8YOaPrz6T5hDhF4cUbiEGbSHJxEOs7ASCCJIMGLYi0J2lZUA14Q8JFHwKIGQAAn2yCqEsDAX/ggslogNGdDAAQVQ4EKJTOCjgTnaegQRkhgII/ahigIoQOAVLNIcGnikBFmLpRSUwIoMgEIBPWEUrNb0qxIfkijgA6wUtCUY5JHxoFGmTDzx1yM8dMeQzFgFsmmiZvxfIUPYnTA9dKHxL38r9pjpTidWEy38Mu5QKeK8kzb5uh01AJJgE1QqdQkDjSS4HUecY6qngXADgKDg0ASpMg+p16bGu/j8C86YgM3NPA0rjzXIs7pNNMDQrMxnuFCmO+PBqHmY1WUlQ6Iut8kG7auB9If2te0EGFnhTkVhAgiRXfa9BrqXGfe9XO3cQ6Y77WzdHFtqIDXQ/BrIzKb5bZQStoEGcr+0DYyYQ0gNpAZaXgOSniLvKQotP6ocQGqgaTSQ6U7TmCIFSQ2kBlIDrfOXvdJWqYHW0kAeZnXZXrnw6rLK2rpB+kNbm3d8DK7UhYpyURgfEmQf410D+e3OeFe5fyonr9RAaiA1kBqY0BqQ3xQpTlGY0EJl/6mB9tFApjvtY8scSWogNZAaSA2kBlIDVTWQh1lV1VKvMjch62mnfd/VWnCnP7SvzeuNzN9K6diNKfmzFN32hGjoXnbV6z7ftbgGwnl4kb+FWOpFLT6sphY/d3ea2jwpXGogNfBl00BMhF+2Ued4UwN9rYHc3emyhjMT77LK2rpB+kNbm3cCDC72eNKvJoDqx2OXrDwee8uuOjSQ6U76QWogNZAamJAaKM1slEsfJ6RY2XdqoL00kIdZ7WXPHE1qIDXQmhooEp2i0JrjSKlTA02qgUx3mtQwKVZqIDWQGkgNpAZSA72lgTzM6rImc6u5yypr6wbpD21t3j4fXNleTuFORaHPJcgOJoQG8tud8a/13N0Z/zrPHlMDqYHUQLkGirynKJRT5HNqIDXQAw3k7k4nysscvBMFfVlfp2N8WS3/f+OOP73zf8/dKnGk2MhRKMoDBuRCtFvabJ1GnCeEHTNmTFFuHfFbUtIMqpY0WwqdGkgNpAZSA6mB1EDjGsh0p3FdJWVqIDWQGkgNpAZSAy2pgUx3WtJsKXRqIDWQGkgNpAZSA41rIL/daVxX/6XMX0x0WWVt0cB3FVXHkf5QVS1tX1nLH3pr4OlXvaXJ5uTT1/7TnKOesFLl7s6E1X/2nhpIDaQGUgOpgdRAn2sg050+V3F2kBpIDaQGUgOpgdTAhNVApjsTVv/Ze2ogNZAaSA2kBlIDfa6BTHdqqjjOzktP0JXzDyTU1Fe7vyj7IyuV7tHuCsjx/Y8Gwh+4QXiCd0Xhf+i68jCO2X9vXWmXtK2ngVJbF55TFFpvPK0gcaY7rWCllDE1kBpIDaQGUgOpgR5oINOdHigvm6YGUgOpgdRAaiA10AoayHSnFayUMqYGUgOpgdRAaiA10AMNZLrTA+Vl09RAaiA1kBpIDaQGWkEDme60gpVSxtRAaiA1kBpIDaQGeqCBTHd6oLxsmhpIDaQGUgOpgdRAK2gg051WsFLKmBpIDaQGUgOpgdRADzSQ/2ZWTeWV/psmUY6/lFCzQb5oaw0U1i9zjPxTGW1t9nqDKzN9qWPUa1bxLvgU9zK2FeRZ0bYa6LYLta1GenVgubvTq+pMZqmB1EBqIDWQGkgNNJ8GMt1pPpukRKmB1EBqIDWQGkgN9KoGMt3pVXUms9RAaiA1kBpIDaQGmk8Dme40n01SotRAaiA1kBpIDaQGelUDme70qjqTWWogNZAaSA2kBlIDzaeBTHeazyYpUWogNZAaSA2kBlIDvaqBTHd6VZ3JLDWQGkgNpAZSA6mB5tNApjtds4k/idHXF4GGDRs2duzYAQMG6Gv06NEDBw5UOWTIkM8//1xB5dChQ5XRqETm+uyzzyaaaCJ/tgG95sgQeJx44olHjBgxatSo4cOHf/rpp2PGjEE5ySSTDBo0SP3IkSMxV9bKpRUmCBCrf/fddzVH/O9//1t9sMUBfYinX5J88sknGiIjWNRjhR6lGncNFYKYDPFKQ61cgwcPxoGoyMijRtf4EE/vmiuowSEG644+XiFT0AoTBH19jZO3/NbXnXaVfyiW0uiZzik8VIRPWOf999+fbLLJuESYyT1spAka6lVgDirlQh5VIvaoOcrQP87shUAv4TnhFe5ookdmCuKpppoqbOoteTAPYpVsFwJHqxBA2RVNMEevu+CMQIEwH3/8sYJLzYS6uEJ0HT6hXO4cDT+XDaHgXFbfjUdWCytQqQJT0qc7w4l0nhBIQqUeQ9VspBX9K+hRaDOTGm8RAwcFdtGE/pU5DIE9Bn+UWjGZOzJtkenugw8+QMPc6FF6G5GLQ8imXquwODImJkOoIrr2iJVWfE8Tgrnjo15bTRTUYGKAuiB/wUEhxo5SGUN8FAjGUbUlthq9K3jER9chp/t//vMfbmz4NPbee++F2wdD3h6DJUmXrlBUNNFXXn2tgUx3+lrDXeYvzAKAIm61F5/uYlKkTTrppFBDnAAdBO+88474BAFeefRKHApalyAELm+99ZaCiBKiYhgZjEAmUIX65JNPLuzBCvjQEJmy2JbfoJlvvvnefvtthRlmmAG9SjJookePH330ETHUTD311JiQREMF0sZEGOijFzxxRuwiEoZG8eGHHxpUgAt6wERmHBAoGAtweeWVVxTwB8Q6Ukam4Ve+8hV3EGPgCgaovsuKbtMGtE0nzORO1dTIIvRPq9SuPOOMM8JuSmMaBQp3Ua87lYZiGUINeq0wxIS5XZwkmFOeevpXyegeUbIvQ+iLWXlaTAnTTTfds88+y2EwZOhZZplFE48IYn4lJGH4PPtqq5KQU0wxRZibJLipj7FggtKdD5CfMG1qxl4bFu1RFA3TKoswlotlWcErQe0VW0iCVXqFGESMc4rBCjRP4aRha3dBzUBsQf848AGPTKzMASyQcOB7mkcrPUKqeIUbD1HGB1yQZ9ZZZ8VKAVt3b/WurU49Mr07huiJynnUc1EctPL42muv4a+G18EocIEgQEYT/oOGhxSjwBC9x+hRX1jFwN3pQdfe0gO1aOvCGR+X8YJQSnj11VeVSUVmTXBAHIPSaV7NrIFMd5rOOoJQbIsrcetePB533HHzzjuvuWrXXXcVaeQW21NOOeWDDz647rrrzjHHHLPPPvsqq6yy5ZZbnnvuuV5paFY48cQT55xzzoUXXnjxxRfffPPNDzzwwDfeeGP66acHN1/72tfmnnvuSy+9VC+mHwEPC3R6yy23fP3rX1966aVfeumlmHUAyt///vejjz76m9/8JgFWX331iy66aNpppwUlgQJbbbXVoosuqqM//elPwEL9b37zGxzmmmuueeaZZ4EFFiCAwle/+tU777zz3nvvNeepAS660y9pVW633XZoVlhhhRNOOOHpp58GIiCMSHfffTdWSyyxxL777qs70Ax3FlpooUUWWeSRRx6BO5iQsOkMOYEEAsFLLbUUf7j55pvNQ3/5y19olXV+//vfM7q3Uhzac7Ep5fMB5fnnn99dgkurCy644GyzzQb3r776avVLLrkkQyy33HLLLLMMtpiw729/+9vvfe97LOv6zne+87vf/e6BBx4wnZjq9MsVzWQacoCZZ555+eWX50gxzbCveh2dcsopDDfNNNPwPdMPQ0vN77//flZGo8dvfOMb1157LSe55JJLDMGj4ZBhscUW4w9Mb67FdgKpuWW6pWRZCHtRHQWy19prr73ffvvdc8+9rCla77jjjk033RQ+cBv22mOPPZiSiRlFKiNrkcqg2XnnneEP8DnyyCPhDy8SelIZHmVRBLIuv/zyI444An+2W3/99U877TQEmOgL1LjgBtsdfvjhzz33HD8RyPIVMIXbD3/4Q8y9PfXUU3mRHsM3XnjhBf7JITknYkARmRaXI/yqq67KRcGXXgDIOuusg5ifPPPMM5FyAUBD44H8DawR8rLLLoNCBkt+WThpOfyPf/xjejBYMIIP1wWAEp3Y3iaJIAJKa665JnrOaURqqAh/8nPCAOSW8Ykvq6A5STSd5cWPqI5UQMFFRIH68MMPi2oBec899/zrX/8y5SuLN3ErvOHOFltssdpqqz322GMHHXTQr371K9OSieSMM87wCtYAlIceeujiiy+WtYhz85m2GMZyB6WAB2060rVHCxqQAcgCsDbccEOzjjJhJCKvv/66fi36lS2qZCQhKljUBE+UCKCA3qEehlAJDbZwJJSOzCuj+OUvf7n99ttjoozbySefLGm78sorY3WFDBJpAk//+te/vvnmmzItGKQL2Y8CcASdwTPvkgBapXlKs+ikIjqhpfPPP/8f//gH7zLnqWEFBcpk7liId6xhx4xhL2/NYeYVJsNKE3fgzogsaA5gJtMGLzIJ7bDDDviYpTbbbLNrrrmGLbQKJrhhpQlhzHCmMVnsk08+6a1K9tWLfAs3r8ggAdpmm21uvPFGfWmoo5dfflm9lAg9c5OEDAZlaOEAuaqmqPqXKEYgeClNxiPQhO1555239dZbqaReniDLZGLZg4xBlP3kJz+59dZbxS9M4B6WLnKdm266CQ3rsLWESUPhibMCOPr2t78tii+88MIQ5qmnnrKwwdlbhuaTyy67bGS60iDJEFfhHnxspplmsqwCbnyAlYGAJgKcrbHlnzoFSoj5Gz46BQJe6Qh//qahSkBkgDioefHFF73iP48//jiXCzfmdTxNPYa8iO8ZGnrXE088Yf3mFUdVz7VcYEdZvxIdy7njjz8eNEWnN9xwA+bcHgFuetdpDDzvzayBTHeazjoCzEUsMSnORaOwFPYgacUVV7QQAQSWIDGpCPWY1RDvsssuVlfQRNsrrrhCDgTXtBWKm2yyyT777CPXgS8W3zaETDPIMHGPiUTc6kvAeySAMnSwl2OFbabE5+CDD7ak/uc//2lFZVrC3LRke8kk6q19I/QWPdqK/1/84hdkJqfecSYVTAGCgBL/6BcqwQsbQgDRWu2Pf/wjGngHkbWyCrzrrruIAXrcMcEZhsJHqEdseojtZcAkx1KTFw3QBnXBbubgP5JaBWblIeYwdrdijqnFW0thS3mTx0knnRTaY0F2YTibMRRezDTSFNMS61uCm0GZHltuYDPG1s6OO+7IpmeeeWb0G+hvDtMXP9QFq+kUB67Ch5XNXqYopsSNieW4p59+OiE5Kh9wZMAZTDPcWyXZ8Oc/snk88bFAN4HxgTR6fQ2wIEWxC6+w5tltt90seJhAkJ5zzjl0K7K8xUSAs4L81VxumeQQmbGsncS7ML/++utZ5LbbbrP5YeK3XcSpWJCD7bTTTvzKfq38ifNwEp6mYRg9nMEO9O67737sscdayWDL3+CAbWaG5h58SY7FxNZLdnHs8ylHpBObqB6x5SfcUhKj0l5yQE3gieRM7ktmA+EhoRPCyNhUGqPm7pxNX/jwHIUgI+Ghhx5qCAZuUPpSjxuys88+m1uqOeCAA4APp+V7v/71r2VvFEt7HNhFw8Eq782sgUx3mtE6AeIRkKBBBJo53C3OhKsUAUAAoAApy3c1lkT2VEEPFBB7auzuxFRhb1lgAwg7tEYrtvE0KSpHxIpqsQ1T1JiH9Ku5u2TCohxsqYdTciad4uMoyoIbH49QxnwGdyzIvvWtbxES0sX8BD4CBaAMVvjrhYR2YjDXFh8pkb1x/A877DCLP3xsO8Ni+95GZAkIrTQPqVZeeeU//OEPjmDQAyAMvVIgErWozIsGGD2cxJ1+GJdWTQlxvmC/BPqrQclDIDVzMEpMh+jDl+LOjmYX9JqznUuBXViWzhHrAhOmd9jEl1iZE+IZ5sCZMPpiI01kSHImPFdaaSWm1CM35r0amp+kSkSSOTl94BjyV77EzfhqeKa3OPPb4IYP5kanPq86GqDJsBQa2hO2cUDJlJYT7EvDrOliO/Foxw59TPzsYo3EQOJOwApnzmAlwyI2e4CSU0sJigwAyNjacZbEHzRnVidQ0mhGFLyY68V2iO6clwU6cQxvXRIR1lxooYUdjxLSJrSMSkEmpK2CrJoM1nL8ig9YfWEi39URH+OQxqXgUVLljpJjOMMitr7seXsEjMTWXBmNOw1gblAbbLABtVxwwQXhsfoiFYGN5ZhjjvFoyBtttJHmOoKlvFcqFtufRooV+bHKq8k1kOlO0xlIKMYULt4UyCcsTfzuvl+xthaZ1lsWQJIGOBJzFTJxCB0sfxGYS+y+iG01PtbxqGxfF5n4BzpqvMLBHKbSjIVA0Lp05C0wQgb1dIGzTMtkZtLyVkOtyAkIFExUWjn4txmuAEOBAmDSKhBNLy4NYWUArjJWTsTMvmoM04E6buhBDAnNiBDnb3/7mxpduBR8e0RUqvAKsYF7VIB3oSiPeYFvQMyC9MNGjEgnbGEmgMvW6NRLmV5BavgenoAgvC7MQaUSzfAuGa0p0HLWNOnbBaDPtfgAJlxLgSvaTWRxSapXOBBAp9IRPJmeDJxZR85B2I4Aa6yxBjkjM+au+ESPJhKt+ICuNSQw+wYfAjuTNaGaC32KxCVIojItXl8DMhKeINdENmjQYGqXT9iooF55APNJcbwSm7ZVBKZZn/JlGMwqPCUNDO0DF+kOwyHgCYzFatIUlrIVxwrbbrstS7EIp/IqEIZ3sTtLuTMiAGFoG4fcw+kY3/CIua1fnOebb1694HD77bfrGmd7PzoiMNnsCRHy0UcfxVwa5OyMp5GTzAEOyi4o9N3vfhelTEs2psf11lsPz2iLkpciIw+ZCeCOocEqOEu1Ue2RTgzTRQx648+WCiQ0NN2BRAWaoUCDIqECVrrIq8k1kOlO0xlINJJJZBZYL8AsoUxITnzkAd6KSbkLfFEZAxCu+++/vw8JfcGjbJ3ks2IhGtyuuuoqh9PQTVj6nBkoBAzhAJLMQAJbjTjHrQhdNc8//3zMOsAOq4CYmH5MhyYw28Wa4GxpaD1HZgfb8pjItFBCDWPBGZ9InnRHbJe1O9TABOThHHCpU49QSUPMjTQmbFL5xBUCyq6kdDo1Ot0ZLPSRPIUe8k6flADi6Tm8iJYoX6Yia7HelY8ioGdIDc0pVjlQXj3DxVv6ZzVK9ujChF3wwdP0Ka/1yucafIlPmj433nhjX4zZDkTJZOxrCe77U0mSAxTewmO15SrW5SZRPXJLs5pFf+xAqOFmJNcvm+qOS8T8pKBHnEkSIqkneQx2nIB5q64BUz6rubw+4YTjfbHuNwF+oEClDqFYmZ9IKSS1skngwD3Y8Qc/+IHwZB25RQQgc5jsqT3CEzc2ZVBGlBBwIeZgOKsRyahPA63N5NYcjEHZbu+997ZUY30EYMq3gDxEQwdkWElz7Q85DiOPVrh5RWYu4RL1oA9/gHDfffcp8Cs8CSblQoxDHGcblPNZj/zQmZdHn9gHBqLn8Ph7CzS88qiMm62arbfeWnc///nPbQIZFJk5G52g5GO8kc+TxA60cREVWxy4LoYUEp6JW17NrIFMd7pgHWETkdOFNl0nFXXiEHAETAB3yxSPODlR8qmErEIQWujACwXxFlOCj2DsMPs4xvGQY/gIWtw0hBFHHXUUiFF/yCGHiHwYpx5ziAYvAIcuxDN6PAO5cA4ylGIeJpoLUQpvNDFTAkdhb9Pb4TcBULocUmhIV2RAqQlWOBMYsVfQAZMYJnpdy4TwRwOdpT4BXvAxgEY9mUm11157aS6j8hkTkWBi9ILzuJ778NZh+x78YZU+lOx/WdMPRdEtnRBYxsm+tMfWltTMwRnswzENtatUwECeQZ/eak6rDMRSCiq9NalIMbmc5a9KPFV6ZaFv4YvSIz6MaALw1twQ5lbP+l6RxEkW/pj49NVuEPHQ+BzHKw0JY36100DUkJwMXsV0YkSIJd/EIIOCBN3bmOr0Mv4vvbtK+zW60sfGy0VDBWMvHhvnUJ+SpVgBjW/vzjrrLKq2WeKDOQfHKgNnFHwpJQ1VkFVYBVG4GEdsmPZjFGh73KA7HgkJdrQlMP6MrsBkPOqnP/0pJozOaggiq5CFSKHCVUQ3N8PN3cdA7nxD6uyzQmx1EYinl/g6GFZI1rVFJmn26Kd5kmZupqOQkIsqaxsHYdZRftKBGwyxI2gshNQQE93xMeIRQL1WyHzV5K0MyY4ymfHBFh56hSCGoF5Or181OGiuFzmfYca41Hf1Cn26d7Vh0ndDA30+SXRDpi95E6gh0oSQiAIiYswCSKyCknPPPfe6667zrYzwsAYSq4JWQhBgZJcYTvkdgZ3eWPtanQhUHOQ6mFi0OQ+KBbTtkIhk4SrjwVyNPMPsInRdOKtxhuUVi0ABMkQ9XFBDTpvMxFCOM/7zzjtPv4AVqhKeeJZBZkeopKFevNJWQqOJ3lXasFHWqTnMBKZT86Wkygez6tdaay1MsAoZ6MRxiUnRr+uhKkqsqEIrvaDPiwZie4Z1aIYjxYGCemXQb5XMQzhM5DeIGSJmAtOAJlyOVjVnLPWh0kLJ4ZNe2czzyiQhd7FxiImPW7kfK089dccHN4wrlbE34MTKlhK2vu3AxxRCAD/sYlOX9IX5LPpxNguaolTyBz6jwMrkV+A2Lj3iIDfiCQRQQ86QsD3uRtfrAxHg1MjiYtOnUT59Yy/LHlsp1KhHF5RAY9MFwoAL99tu6zhRCrtwA2kHbct+RJ+dPL6kVSQW9opY3/azGkaUAfupgVHgg4y53bnW97//fR+h29qxqrEuUuAhuvALDOb29Y/PnPkJJhrKe1T6nYTTLgjAyjZdeJ3fhYl9OyuABaV6xPggNhadcpX4Cxd+9wAqbVYZPlf31gXfcEOsbeRz2rq4KxSVb1FCfF4WkGKbCqW3pDUKjucjHp8wGoKOcNZKp0YdztnrtkuGvauBtgKL3lXNhOIGmGAKiIEUAlWM+eIBoPhAD+iYD/ywgmwAQmQKRROMt0LOykxbyCUaJTpeKUAENSITQIhzM4rLKzUiWUMgCIyEq0dsBbwygkhcgALwghHO5v3hCjEPXwCHGVEljLPO1lB+Y26TUfmFDrEd56MBGchiytQdtNIcZw1dEhSPpLKjrl8/9ADEvlF1EObzQJxJYsva8DXBjajk18r+FoEBn1+F+OTI6FQa/oSyV7P1S1EQHBzTv4I8w0VIZX4Fr+nKKpZpoD+jxLTETxhFW2oPhWsSmRNPYFM6Zy+2RumV5u44cDkrb2mxR/tG2n72WcePwlDibLfGSQGX4yfu7CjpYWKuG24sSSInGrMIDjJyO5Q80FTHshwef/Yd5zIDTX6yHBKad3Wklxiahi190VVcRqFQ3HtlUHTFyiyrIAxBirKVDAWKTYr1VkfKrEnVfnDg8bXXXhWbVG0fCP2ee+4pwB0q+RG4tROT2SkUrQr+BA6Zmd7mEK+LjT2mZ74osyYyzsN2zjelCBYq4AsN4/qQSMFvRSW+zO0HUJhIdxjXus6HR5ojI63cJRZpDp7U4K9fd/Qo+mQOAABAAElEQVRoeAI5Sc5R/YEcHqtmk002BY/EAB2GLwQUQqtaaRtNCCY0/Aifq9v9wo0eeLgjOZ/1iBeZkF0oDSkE/8A0DBUw59Whw+Cc96bVQKY7TWcaEWWPVGRaPAlIOYTwE5a2ZAWYKPUbAUKLNOcCkAJZYCVMEaXqXZDLXCUIwQRiwe/bPcEsAbIlE2CnXqwCKXvavuqwP+x8XV+4iXCAgjkCf0/FKgdagTw/wAFAiC3FAKU9Z6hkDwYESD6ghlMSbCGjraYAgthdCNkkYZhjqxddGJ0RGY7jOU38kB4xMTBH5s8qmkTJjB6xLgKgfWEAm+gBDfAiGBkw1G9eNGA6oSs6oR+FcB5agv7KTGnKifQRoPMrZKzDW7iNshptKZZ1eAtKnuDokPvZGWIpn8lzUdbXFxMziiamIpW+clXJWJp7dGc+8w2z2r1DLDEyR6rXkRSHuyLmKu7+up2/RojGhz4+jzAr+yrIz4JiFMKB8E5DzECcEIEdAqPjG2n0+hpgWTqkamblAyKOTVkWJiioZHccKJNN6dO3Vmxq1pdcsoITcHkPH/A5IOfxwbts1SarXzP5lAe93MVuEG+Rr3APh1asHM6DDwfAlgC6ZkR92WC2qWOHSQj7KlnX8AQfqRhR+QBvtMiBe8LcOorr2tohvzxMc5JbBWkVCzbf6PAul8Msfmj9ozu4oZVOF1hgfn5IBvQSLAJ4VHYhIF6UuShtGGxs8OCjo3BgvxOEb3zPJhZogn5+Tu9ROh6REh0ZXbDKezNrINOdLltHFPXpBYCsokSUlbGOLIsFHhCBCADCW8EJMkCVT1gAhz8FoSxWY+0LF4SuUUlrRLgmgExkCksA4ZXJBivxGZGvrVfIIJROPboQaILG7IIz7PPZkK801BPJ5AcBIYKVmYZ2j2EooEEP+4ALPl4pY+KVyQzQyLFIBYxcCljBNTtSQM1PM3z6Yw5TaTIGrD6lhFlERWlXwD0Gbi4Hbf6qKc7kNyITpDJh+tQomJOh6tXX/XaVv9mI3tgFmktAaR4HqmZKZUmG9Tpbq2RoekPMZ1iNGimZEVlBc/cwXBhR6oyezuk/9g4RS5g0xIqtsTL/OdbkMGER3dGYRz7AoNzMiQYLyowROMfUFxpNFDDnY34dI3PShYb+boJjC5QcIHxVRHjkzwTWXUzYXdVPb9FXdYZerOwtOS2H2IXF6Y2t6TlyHSa2KCIw6zClVz6LEVDyWna34pJAKMhd/O0Zm7tOqSQ9gMiJmO//WBzCcBIFh6Q+WGZcZb3gpuzPSWAFrPieXpjM5a3fYHrkpVY49op4qRSHxeU6Lv7J1oIagOjOp4Hk5B7Kfnsh97LdElspBoKPHEsXLhuWfEOlkcpLkPFz2GJcQFIvRseRCIBMQz7sFSyiDdDEjckgo5JaBWeeqcZbORDPtJAjCdnIbwVoT5oY4Y0RJl21FxnyGs8a6FjbjecuW6s7Li56aYlnW0mYyCNa+m4U+gLlJirTg4AUyTBIv9YTMCJwX/yLW2FJPJIArKhHpmAaUC+STS2RbQQH9QJYW4gAmEwegtnodGHNrVOstCIAhDJMrXyNYbrCU/BjJcIDzhCEnPhIs+Rn3sIU3PAnOW5YQUPIZSwE8wpPb5EZF4yQIdlzMi4C4Ax85WcGBXq01UQ9wNIjgTE0HPLo0eIv9qiIQXI8iReq6FO7kAqChzOEY+jOvkXfddoNznROG2znuxk6pB/phUqYTnV8gKoJj8b0g79B8QQELkZRqaFJztxgpAjUIPaooUe2k6QyOq/Qln3Vayv10WkktaZYtiv8TXJs+mRH/NkXPU/ARysznIJFs055Y3BjbgThA9xGEzTcg6FxCBfiJFwihtMNLfVKE0IGHxtOPWHIhVjEMOnZvXc9mZbM0DZLhKHQw5zY7hGGCjSpLJ8QXzyBmcQvPSuIL3EtQpmVseQNymzENF5xAK7FPVz4kJwSWITXwRnOAK+CORl0IcOQTPAcOQ1vwUEvmHjFWzgJK2urkuMFkwj8cCedakUqzBHoiMOoAQWIMVfAgRhoDIefRD5nvGSmW2CiXltORRvhq5qQR86tUrAYI5kRAxmP+OsFK3KGNohn5UBRxEZm7Di4q++SD5CKJOFCtBefjXeJQxJ3VQMDDzzwwK62+VLRFx7JLwVA8dh3StBR5AcgQBn0AA5Y42Bb9Ao/YSnSXMreEslbWBDTgLlEEApOZIIcB1jgIrAa9O7iWYgqo4QdaoAaAjWa4Bz0sAYQuKOHa3Iar8CB2FapDFYEKmJAoF/68UpNSOUtnlBAjQKgIad+g0CnJDc0Pcqo3F2Y6CumMW/JplLXMTptTdhwTZ6kR9wwIYlLQRd9fenFlKAXWi08gZn6ut8u8aclSnPnRZF/hJW5BEuRnP7V0B49UyO7mAYQK9CzcbGCmYB9w1KINfSKmdzxQck0WDGut3phejXuDMT6ccxBXfxBL2Ep/mAqwkET/oY5hpqYpZgYjVd4eksAlMyqXwV8yMnuRELgUm+MRNXWqy7ppxeJSRLcwiu6zZkLGYth0ol74VrdZljakAKpNAyHM/OFWdV7ZEHKpGo0xIj8IAwUES0ekbEXmjjVMmomxodluY0CE+AGjmJpJBFRYC821ZYwvJGPYRvpkRyXDC7m06khY6KAsxqJr64JFnkGJvwNsbfYkla/rK+eR2kbGTMOpNIRYdTggBilTjXhOST06K4JSjwxVM9FIae7sYSPBR8DJ1JAHGIaQIAbb8eEAMGHYomKVanOGylHk7jTkoE30ippeqKBTHc60R5HLPwSNBePnTTrwWvBJrRElEjTXRFvEc9iTIiCHqEr/xDYuiKhiBXh6BVcaIS9+Izlr7YKAlhD9GJV3OrIBYC81Yse9SuYQYYYRgYCQJi7aI+2CHzAYWUTuKN3fPQS+CLsMVFDDByCjwKZYyBeKWOIPjCIJDoKuIRuBqVVjFRZDZ7GouCuOdQzTPQxH5Nfc00KYPXYdxfhmz/doWrGoiJuQGAXjVEmJ3FnLEZkApqkfNMbxbIFYr5hdN7Sv7f4BKyHvVgcTxww9EoT1zgP6tgJUKm5NJSr8DRzmxo82UKPsp9wAJQKeiQSAsQEwAdZ0HuloCOVymRWIAwZpFPchkja8gRv1Ui+wwf6zuh1OAcyIOhhumOWDQ0YqeFTUZ1Ou/oKNxe9UX7ojRr14k6H4l2EUrjpVkzBgYg7leCO7TRkJgX9skWwEnEufuKVemK7sxECmzd2gPgAzh5ZJ6IeN/ZiOzUcg+r0RYYIdjRe4aN3UnFgAtgR5EjhAIjJTEKRrgkx8IFO6lEqaxVvA6lU4hZCGgK2xDNM9+hCmTz6RUYezZW1MhDcODMJDcFA1MAfGjA0zAM80RMj/Bl/NF29wnnibjiZ7nRVgd2gz8OsTpQmGISZO7/0GY3YCwftpFm+bjsNgCRo6NMihXAJd6NstsOstlN8CwzIYRZY4BjdAwef3wEWs6YZ1z1BpgVM3hsiBpK4u/Iwqzc02gmP8XEE0IkI+To1kBpIDaQGUgOpgdRAX2og052+1G7yTg2kBlIDqYHUQGqgCTSQ6U4TGCFFSA2kBlIDqYHUQGqgLzWQ6U5fajd5pwZSA6mB1EBqIDXQBBrIdKcJjJAipAZSA6mB1EBqIDXQlxrIdKcvtZu8UwOpgdRAaiA1kBpoAg1kutMERkgRUgOpgdRAaiA1kBroSw1kutMF7cYfSOhCgyRtIw2k9dvImL02FH+Ri2PEn9vp3h/dIQoOcQ8fS0/rNfM0PaNS0xee0PRSt6qAme60quVS7tRAaiA1kBpIDaQGGtRAd/76dYOs25Us8vF2HV2Oq6saSH/oqsbag77bezkNDj/9qkFFtShZX/tPi6qlT8XO3Z0+VW8yTw2kBlIDqYHUQGpgwmsg050Jb4OUIDWQGkgNpAZSA6mBPtVApjt9qt5knhpIDaQGUgOpgdTAhNdAfrvTZRvkmXqXVdbWDdIf2tq8NQfX199epF/VVH1bvOhr/2kLJfXyIHJ3p5cVmuxSA6mB1EBqIDWQGmg2DeTuTj2LWGANGNCREcrEP//880kmmeTDDz/MrLyeytr3HWfgANxg2LBhRskx1HCG9If2tXknIxs1ahTrDx8+/OOPP5500klRjxkzZuDAgZ00+9/XPGriiSd+7733/AmfwYMHh1MhSb/6Xz212xPnCXOzOwf46KOPuFBMN+021KYZT3/R1TTCNJ0glBP6CS+EZaNHjx4yZEjTCZoC9b0GRo4cOWjQoJjMIJQOOzKd/hlBfa/6puwhTM8TgINyT2QEMoAFEw4GZDwqBPL0hG22bWYNhP+4jxgxgpxDhw5tZmnbQ7YE63p2hDgF6GTeXU9TX6Z3kesYMahyfZmGnmOtrgE5SuQ9Xnd1d0cTbQtfKvhU7ylr20UDZhZGL+aXQJLY8mmXITbdOP5P3U0n2oQWKNwxpFAurm7A2YQeSvbfCxowpcWcVMxMmPKKXmCdLFpQA2YmUBBbO3IUntC9bR77Ohq6QgdxQJa7Oy3oEV0T2W6xg4LIcrTkP8px7xqjpG5YA5nu1FQVGAJnZe5YkzpffDk0UIpHynIgM9OXY+g5yr7SQOlUV+pgfdVf8m1KDaTp+9osme7U1HDhfApRjtRHuWabfNG+Giisn87Qvkbuwsj4Q2zqaBN7Mx5dvj/tApdxpFoFquBTuFlXmSR9a2kgDM30xGZ9l9W1xzw96Ds7ZrrTiW55YXgkOg4aVydt8nU7amAcInXcYnDFzNSOY80xdVkDHAM4dLnZuAbhVN1u3r1Os9WE1UCpw6QDjB9bZLpTU8+R5VTmN+GaNZvlizbVQNlsxA3CE8rq23T0OawqGig1PWcofaxCXaOqtGF4FMLSyhrtsrq1NcBbWLkwtOlG2SLK1doDa2LpM91pYuOkaKmB1EBqIDWQGkgN9IYGMpHsDS0mj9RAaiA1kBpIDaQGmlgDme40sXFStNRAaiA1kBpIDaQGekMDme70hhaTR2ogNZAaSA2kBlIDTayBTHea2DgpWmogNZAaSA2kBlIDvaGBTHd6Q4vJIzWQGkgNpAZSA6mBJtZApjtNbJwULTWQGkgNpAZSA6mB3tBApju9ocXkkRpIDaQGUgOpgdRAE2sg050mNk6KlhpIDaQGUgOpgdRAb2gg053e0GLySA2kBlIDqYHUQGqgiTWQ6U4TGydFSw2kBlIDqYHUQGqgNzSQ6U5vaDF5pAZSA6mB1EBqIDXQxBrIdKeJjdMior322mv3339/8e/Gl0n98ccf+6fvyiq79Dhy5Ej833333S61KiMeMWIEPmWVffr41ltvPfbYYx988EGf9tIXzKmawseMGVPJ/MEHH3z99dcr68dbTc/dabyJ2sYd1Q/JDz/8sO/GXh9tGum3Uxca/1jRiNi1aD799NOyVyIX7Lz33nu1MLmMPh57ZdSPPPLISy+9VJV/M1T2WrrDh77+9a+fe+653R7Vf/7zn263bdGGn3322SeffDLBhe+hGOedd97+++9f9R/yffnll1ddddWjjjqqS2Msk+e5557baaedXnnllS4xKSUW9j/4wQ9+9KMflVbWKb/zzjs9SdG0PfLII9dZZ5299977zjvvrNNRc7668cYbf/7zn1calK9uv/32jz/++IQSu3vu1EfScqoepuB9JNh4YFsnJK+//vpVVlnltttu65IYjUdcHbRppMdOXairWNFIp31HYzgHHHBAKX+JjokY6n7rW99aZpllIKdFVxA8/fTTX/va12655eZS+ih3b9RlIeDxJz/5yV/+8pdK/k1S02vpzr/+9S9J5eyzz969gW277bZnnHFG99q2aCsT4ZprrlmZm4/n4fRcjGeeeWaBBRaoKvaUU0655JJLLrTQQlXfVq2slCeWC7POOmtV+kYqzdzfGHc1QvzHP/5xxx137N+/fyPEVWkg/oUXXnjCCScofPvb365K08yVJrN55pmnUgM9N0QPR90Nd+phj7Wa2+Jad911H3rowVoE7V1fxxNmm222JZZYYpZZZmlcA12KuDpo00iPnbpQl7CikR77lObEE0984oknSrsI05hPTzrpJDjGUXfeeedYK3plJTbbbLOX0ke5G6OuDIE33njDFhEHqOTfJDWDekuOF198EavuDfXtt99++OGH119//d4SpiX43HvvvZNNNtk000wzYaXtoRijR4/+xz/+scUWW1QdxfDhw//whz9UfVWrslIerkVRcKpWk0bqf/nLXzZChubWW29dbLHFGiSuSnbllVcuvvji8itvK5OGqk2aqpJBF1544UqRAkm7NJNVMulJTTfcqSfd1Wn71FNPvvnmmwsssGAdmvH8ysJp4oknHj+d1gnJBRdc8JRTTumSGI1HXH20aaTTRlyocaxopMe+o3FyRHX422WcaqqpoqMXXnhBQS4+wwwzLLXUUjPNNOPee+/z17/+dZNNNvFq4MCBtdaNXR11ZQjY8tD1BMSH0ECde2+mO0OGDJlpppl09pvf/GbUqFEHHnhgdGy9fvLJJ//+97+ffvrpIebVV1990003MYbdth/+8If2xoPy1FNPtVH54x//eI011qiUGAR7+/e//z32kLbccks7dcoW0DfffLP16De/+c3NN9+8ar7FJ6655hrOMckkk9iH+MnOP5m9IsO1BSdKf/3rXxPVhwuGgCExHnroofPPP18GTeCVV15ZFyqPOeYYR28rrLACkSTOeDrNueuuuy6//PKPPvporbXW2mGHHWKec8h92mmneSUXXmSRRXbfffeQ0JBvv/12ufamm24KpHQd9FW7q9TG+++/b0nkQwrnPvSw7777oqnV10UXXXTDDTccfPDBxLaxSYytt94aKmlSVQwaYKYNN9xQwf4ne8k2fInikf4hzvLLL7/LLrtMOumkOHBx/doMqBSSwo899lj1xJtrrrkUKJa97rnnHvs93//+90PDpQ2ryvPPf/5zzjnnvPTSS6nX6kFaTGlFq041ZhqwxYpejw6YFBhriimmkI6cddZZRrrSSiux11e+8hXMt9pqKyNyMqsLYPGzn/0sOrriiisc8Tz77LPygPXWW08T9ZU+w0kMFhn+OGy55RarrfYtlFW9Vz0HPueccwSITelFF110n332ifTXVErbjz76KA9ZbrnlrNWYAH3pRSQ6sSc6dOhQ9QzEu1CSjXtw+D//+c9Mo/l222030UQToamlK8f8uvOWcXfaaUcK/+53v1vaV5TBJfH+9Kc/6ZrTbrbZZlTh1W9/+1s9HnHEEUWTX/3qV06+hHxRUxQ6DcZdd931q1/9qns0MQSL1HnnnXf11VcvcycElXZ58sknDzrooEMPPZTPIBCPNBwO4FEmSmnCjfy1lEwVlf4fwsT94osvPvPMM5X32msvd8OPoObwAMGdsXipCabyQJC9IJ5XOOhlvvnms/g2XnzIs8cee/z0pz8VILT0ne98x9Gh+lps1VvBczaeM8ccc3iMDXIMRZYBXnLJJRAPrmLCQAril5/wUtMhGSCn1QhdHX/88U899dTMM8+s7eDBg+mHD8A3eivmUUyKq1ZI2tQUJoMGDaJDY+8Un7sacZVo8/nnn59++uk0ZlxG7cB67rnnbtCFKsXj3mVYYchV9a8SWDmmN+S7776blsR71ZmrUFppoSogdIknZDjuuOPYCHowR2EmQTps2LDpppsuult88SUUBLg7MrlIwEWpMJUIyTPLpulSeuWqISAJNotxY1DAUrQBTieffPJoWyvcyjj36WOvHWZRpaCVPBJXLilmCrmFNxtMPfXUQg4cCznTLURwXotm+GTD2YCF7BCYYk3GRcOiAIhBNqvsueceJloM1XgLyEDb/PPPr6GaQrNFQwXo7BMKeGS+N9tJMl5/rcq3lhIaQzBXEQY3PLU1v4Jak5/eHcoABR6p3vkoPAJY4B5w3HffffK2v/3tb+4SPuEHg5ARGHzwm9VWW43hubgJSSLolf1e84GZSV/iJHKdWt2hL718rEdXUiiAGJr0tk5fXpkDKMGmhXTtgQceKM4Nq4phf0WWc8ghh0hrTGksxXzyS/IbhVnHVHr00UeHSM8//7xCZDOlQirzAUHIWEzvkYFACYCjTK4fQy5rUlUeuawsjdtstNFGrKNrloqGjWhMRii7Igboj1YWQ9dddx3zSUwNx5Qp//bKzCrFgSM+9GEXVlPpUXokgI1lt912MyguR6VeVfoMGkJqYi4xFy655FLIanmv7jA0CRm1vIr3RgZJVC7h7iBs44035j+GiU/ZxRXN5QV40QkDxR6YhZrQ4JlLL700U0auU0tX8nVeIWZpw8APPPAgSU/VU2ldyPJFMfGM0ZJANJFK1PNGJ/ch4Uv/eklSa3+rTGCPjQSjSdc0XLSVoNCz7KHMnWrZZdppp+WuruDga0IcQjbjsvYQyFKBOkqu9P9CmChIpKidU3ESl+xB/S233AwrdCTGEVhaSDfLGnq07DE3m6gEl28sLADMzTzBKzKzYCylxJ23ddhyKlgKTLiZUApzo+eZ5Oczrg022CDSVqmAoLODjq1PPeghHF6uwPp8T1/bbLONnJvwPjsTFKDpqquuCjJsy65aISldIADAjDyvU3zuasSVoQ1XhEgcG7JJE6FuJMQNulCleJVYUcesr776KngXs0BYw8MOO4xiyxRV9bEWICBunKevo2Soe+65p6mTOYqOlCV8RZ4dryKfph+vCsqiUDbqqtN0QRyFqiEQQSfE+I+9DNsEt9xyS9DXCbcyzn37CDV65Vp77bUFElaUBVAuuOCCgi1Mh/4eJQReQcZ4JbmOgu8iRWNBX1ZgDHmiRCToJaqY3HzzTcjk8ib+oC+4lTZ30IvYei4qobNHwV9KE2Vx7pVptXgFCGwA/OIXv4gaKY5HEeJxv/32kzn5AUK8MnbrsBAgerSu8spMpgkPDjLm14XMwyNcU5Z5xCv3Ot0VNFEgkt7//e9/l9bX6cs+EPCKjwE1sfJedtllo22lGEbhrS/dYFbBn3VMhLA1auBjbK15BNwrrrhiVeV7C324frRCKZkwQ3s0K7iivvReKQ8xKMocEGSOhz3SpMfGNWYu1+rFl14MJiDSdk4MhximeavqeGUnTIpgGohHd5OWtlYzUWMl51H0eqz0GZVgCAFkCfo63stJKAT2BWXcSUXV7CsbjhqJphS/lCbKYqoQW419Bf2KPhpW8OVQkIVp6ujKKHQnAQ16O16aF49RGXd+LlSjTDxzpBnXowWuJkVYMRb3EKelbZUbDMYI0ogavYh92w/BqtSd6tjFLqzdBU14ixU/2YC+R03IbGh1lFzV/6P34s5nBJSIK2qoXRTI/6IGf8tuYVIQFAXBK4WV9EeNFRTx5HMeAx/OPvvsgrgOW15hrRVBZCWNSWCOKVCZw5TGl0nR1iZuwVlGbm5WligglhBHve0K4wrDmbmVC/QrRFKoE5LeSoXBY9B3is/IuhRxZWhD4aKVX0V3PmTheCRv0IWqileKFXX0L2elOvfoWmrosZAkKqve6wBC4zz5z/e+970wIneKmTe6Y7XQPztadVgSi24DCViQi1SVqnTUtabp0oaVIeCtVZPMr/BtEkYI1Am3Up7jodw7uztUCewihRR7EjSbq0WaBvrjsMPOh4WIVTXE8bbIQEV7rW9dkVmmsJw8OugjXZ1rXJZqz0Z4W53TfsGt6FfBRot1amy5eySJnQbrv1KaKHsFGUs/WZCxhZ04qBzl8MMP14voQm/XDqVjYGX4SDxfvIcATvRUOhmB1HIjyBIHfCpDCdImZd25l26K1OkOZXHZZpQy86o49Yj6+n1ZlNszL3Y7bTWH5NpWisE0JnurwGIvxHzs1MziScPoztYXn0bmUYSzXVXle2s1VqwnbMxwaPhOn9zAFdxK75XyhDvFShdlbFSEkhvUmFaWHYSfeaaZlcnAheQZMRxiED62Vbw1HEYptkzUAAiqNnsxnB0mgOtMNgZV6TPoGQhPg1V21fJeYuDsW/WyXZA77riDtCYnWybcTLBIwfUe3Io7r0NW6FY9K3NsW0S2Lgh87bXXxk5kmKaWrgzBkRx3Kna/zRZMXxkjEePS95BBLzalYrUdRzn2LbziFXZTIKzjvELaKDQYjBRCgUatlfmYt8i2g0OpO9WxC2+nHE0cyoh3ho6cUjza8TLSOkqu9P/ouvRue5U2nK8VlRZUNiri7EmlHr0FCwVBUeDPzp7CgVWGYwcmkFlgMn1BXIst68tRLCQiiOSymgSYcD9lCX28UraEMP3TYWx+06eOQngN7d1SFzKXFZH6MBz3c5WCTNC41wnJcMs4RkTZKT6j6VLElaKNLz4hv7NaezlmH6ho71CkELtBF6oqHuUUWFFL/6EEHQkBZVeASaBT1NS61wIE9BTbIE8Dl8pLL7QCNdQS3dEDz/TpgozfOsG2tD1RO9NMH1arumurbemoa03T0UXcK0PA5Cg85XyFb4OIKNcJt1Ke46H83wmshz1FjIWXR7lQq0hmgwhFlfJxazUhbU1pg1q/ThYQlGJHmTDgmBLNMVEvem3fzTrLrB6tWvDH09mEdESSUdoWcGtrHV9MxnKj+GallEzZBizvsWAqrTcTmPY0NzOpJ4AuyBkhzZ+CmOEhXTHewqvoAVvTasEz5vL4UswoRGkAUBDU6q5oHoWYYCLrKl7V70sTi56C2JZ1JKZqKsUI85XOr5SGsnRWBrW0wZtpxltZfMG8rCCxAMpRaabRtSWs7T0mA/plxB4r5Sn0GcSB7KHDBjWmoWCWfwckcTZ2KexlelYTEzZKeW2pYOYGCuEG5u8QQJrrAy81VX0GjbSDZblo0NfyXlOLgyEZdpAVd81Bns0J2zMq8eGBESkFjQKvk4sXdlRDdRFEvN3+ivMsxxMa2o8x8Fq6ci6pbZFNKhuvLKqYLNXExXYKpT06OOMDKiO3sx/jTMHMCnBL5+xo3ngwCgpKdvLiuMepqw2kIlMv3KmOXXQHbRzoUIjR+bpCque4mYkFggUxgjpKrvT/kL/0Hiuu0lzTbp9OC/wBEWagOAwtbchkXLFYfXnFi9wj1ySVOA2VRqtabJmYj9FzkBmmDDV+/4i/fKXUh+1H8iiL/iBGQLxwFQop/erOuPyGPMjsB7hKzR317nVCsgwM6+NzMGw84srQxmJADcvaV8OKxzpAcQig3IgLIasqXilW1NK/tozFo4qpHS6JshlnnNGr+lctQNCqQZ5OFeADL4o5kSfIJ+AYrAjvtcHGizyS0Fa9jAdz6nIvcK9MyNJRo6mcpsvoK0Mg1gmFw/AxPcY8Uifcytj29WPvpDvmP4JGJkHj1srF6jCm52Kzx+Qnd+GUvu9DL+oiCSjFjrIx05oUvqiUxWsYGQy3ttq2Zee7HDmsdKQgU5DBUHrhgqLXSbl1TylNlMNLClNFpeYSZCdxTGvVZQjhN2UhXRb8pAUuXBDu41P0rmyPhBfGSb8soWxDq1Z3IUxx17ty2dI5Kqv2BU+FYrHeAhAUXnyIWikGVZC/2JzQl+a6K/Y/qNRAIo1zoAZzy/RWiCoTtQIrTM9k9tjNASZgm5y+z9BRQRyFSnnEISgv9h4iaCM7aVBjOLNgJNzKYesi7JmPTkJIutKdrzEKqeIE0BfEnJYeiFH8rqGqz0RfpQqp5b2xF1JmR83lXpbUdjXM1jRmpIXmC6kUIvkIPXgEdiQvklphZY63keZu4D4pq6WrECM+rsJHGmEru8hQS3uEWR6LoXEDX1LHrMml4b50B8Fll11GV6WTaDAhQIPBiF4WaIXqmEOAEz44lLpTHbsgJqS2cj585Ew0Y2OJce2lhWPXUXKl/0fvpXemIVixAPOKOUrDWYjprhLTkFFCYTUNwSNUEbkWx7y0dJlRh62p3UGMoz1icGC5nTVkZPPMVKZ8neIf2IWnw1ZxF3bUY5HfhHoLoAj3LoJXw+KqE5L/BcM5Zg/i+viMpksRV4Y2sAUHOzqSSMKzbOleVKcupG1V8Uqxoo5Z6bmAFKzYEaSECTzWuWoBgiYN8nTcKePRo6NGreicU7FXsanpSCFmmVIxYmIqBfbSt6WjVl85TZcSK1eGQDhMgauAxS5AuFmdcCtj29ePA7rXgZHIKIs/DGi9LsYCu029VmPF6jC+ii1QUnfWQLELB7M8BoxWmqcQDBCYkOLRFreTr9J5Xb1PChyvCIaiSRQ0VIi7guNVYhcTZylxRGkpDHkrY3N4IdEJ+C7wIogLIBD8pfmB4XiFONb3QYybA29ZgnNWcxiRLP6KQ66QpFZ3pXIqx+Rnc760vk5fIhZlMTSe5+QrhK8qhuGE/AV/O7QyxWJn3iSHQyzfY4arFUIx9iIAgqFZgb2Eqxm66CIKteQp3WwgHotEMt2gxmCBVgWOl4W9R72HkMo8rXQai30FhlPpvLLIdTSp6jOQV9gXvoHMoKp6b5wVcrAYe3EH2dZJoNwOh7S+aq6DONIUeB0NpTW6LsaoUv7hy1lhGLNCLV2FJiMGtfIBfq381UqXEig/erSdTs5wAy5tyAYONJ2gleaLQexOD8VdoU4wekvV/NZBnvy4WECXulMdu2hOGEYXI7vvsbtHW6GmVd/JBeyoqaPkSv9HX3bB+lJP8FaMFDr0aEPFIVHl7k44WxGM4shnT3SoeSyOSz2nPlt7pX5U5XsdsWn+KzLdsnkLE6pwKbjoQSYNgW1PluU3pepFWSbquNb/vVFRrZD0ypQfp8ZFk1r4HL00HnFlaBN7adyS2ztUKs11cO7UhaqKR1GlWFHLrJyZnkvDzWOR3XrLQwqdFx1FoRYg1OdZMBH4MjzmdqxsznXFLgMB0HBCc0HVOQ4BxyuiqWCoUDbqeFU2TZfSK1eGgPCHNkVclGY/dcKtjG1fP3Yz3QFw9rt8w+9XcL/73e+kO35AHrLKbECVPRi7lLb9TRWxOreb7RMqoGPpI8jhZqyHAtB9auAHHQHiZWN2bORDKjAqn429aHM2GtsDAFErP32UAxUBXzRnXZezUqFLQt9gehXoX9BEgYuzbtlfdrFHaklqjci0pgF8CmL5jf2beORheincqPB7XsjzzEN2LCQ3Nk41cb4QraChD9O0jQ8sVNbqLuiLu20Vvfv6WHOD8vspzlqnr4CtIueIxwJVK8UgUhG30Wls5Ng+ZVbrSKck5rM4hQGaaNQX4pUWSru2NWIHjib5gy9GwVPM96X0ypXy8JZSWAnxIpluUGNQUipQDJmtS+3lkT4j9QxX5LpGpF/y2I3jV2rsFqA0uxT2quoz+mKOQts41PJeuCBNNOv70gVk24mhHPQ2n91FlkxIX74+8Vh5GYJK3xZQiBWFCc9jjNEHmzRs9rKlYS6Jg6paurL5QZko+a3YjD+SVCp/0TV5rE9sxVvP+LmTqHfAF26AhpY4pK1WUKuvolVRILCrkWDUJPzZvTiCUVnqTnXsgjL04Puz+HsTtqAi+SgWXXWUXOn/xRCKAuxiLNYR15Yx6imZAu1sQQyJIKvZwC6bgJHFELgWTdpphgbWRZGElU4PRUf12erFIkQoYSuP0Ur+RIDC1YPPCissD1cBrLtNIOms3kVE5DcFcal6Nazq3sGwTkjSHiXHJken+IxblyKuDG2sB6T7PN/PxygfQMn8QkL3Tl2oqnhlWFFL/yYgCi/CRFnDwrtY1nGSiaMQprRQCxDq8yw4+NMD8Mq3yb63iyu+waABNEwjATI7F/RFAYFXxWNpoXTUtabpUnrlyhDgMABNghiUHovsp064lbHt68duHmZxaGtH4Ggm4LK+Iy42wNdYcw0bP372DGJsZjjONwEY+auvvcodUdIIQPRpQuwGAVx45CgKjcm7bOfG+P1QRQw7wgcNEFbSEHsbZlDIAtylTdjysEpl+ZGnMMCBeXCQFzNDJVlVjDOpQwSZmc9NZEL+Gnc0xIGjF/mNJKzID2Jx75c+KOVPsj2XRNDQbFP7SZQheMUdYRwN6IKLGIXKWt1Fp8XdnOGH0NTl22HplJ0n3l+nLyjGEAiCQ4Ba5OCVYsQKo2y6ir/7IrM0uRo1ZTJ9cPO5gMESBmhCn0LIKFCUU5KwsrJQZCPbeH725VdFZcQeK+WBI0xfmu5gUmy/N6ixsomEvUoZemTNsAvdOr70JYRZ2Vcv8Xe3eDLDmd1JyPdMGCF5VZ+JvvApRlfLe/WIFc48hAVtjKPUyh9i8HsrXi3FZ1/nLwWr0oJJToYhg+fSXMvnU7xUv/YvaYylHEsB68MOOzSy1Vq6YiDfBvmRkZjlFYYvlSmVPzqFxS4uR2Bzqm0ekWXPvBDJb+bNHzIeNIZT1JcWGgxGTSiH8AJW4BQcSt1JZS27eMXhbfcWn+LxK4Ar+ylY1VJyVf8vWhUF2pYaSlbAoBQHAOrLnBG+IdacMnDygr4ocDbpIJSTpgglC3QgELHJc3ArFlHRpD5b5+y+qJMry3sEFPWWZTDBZJllliWwhaKfF3AGp/nyY9KW+Sr1yh6Kz6SqujeG9UPSAIsjnkbwuUsRV4Y21ksGBQzFKZcT1IXFydmpC1UVrwwraum/jKzsUWyyI18K/ZfdawFCGZOyx2DioxFfboDfAs/VC0bDl3+bZ+m/6p9xL9vJKxOptK9a03RZk8oQ4DCF6RFzJ8aNDLVWuJXxHB+P1n/dvszuPjSu2rxWPayEyJVNbLpUrS8opUoSz+KxKKgvyrUKhOF8td7Wr4cRFkP1aeq81a+hFb/NK6WkikrhG+wOWyeJZQqp01dpv2XlqmKU0Xhka8eFZT0GGcNVra9kIuo6NUSD8hTMG9RYQd9pwVREhjIyi/ji7w6UvSp9tACQhVRS1vJebXUnNSllogy5uI17WX3ZYy22zEHgMmKPtXTFgsSopC9q4oNujzjXorTda/6uFfgFqwaDsVKHBYfSQi272MMoJSt7jFcNKrmUT1GmBwFYZiCpQH2sMElYGwgl2UZ9uCs6UuiUrT9nZQosbVJZ5tKVblZJ1us1lRBX2UWXIq4Sbei8KsA24kKNiNep/itH5MsqB5qV9UVNrcgtCCZsgbd06p9VQ6CO2D0Jtzpsu/SqP+rxkVVlH6mBdteAOcwWgh3N4gfJ7T7ijvGZDCw6HXX5Zbhdjdij+jIMvKtjpCj7cLYiKn9n11VW/gqUyWaZZZcZPGiwnyb52Ye9rspfw3WVbdL3XAOWc740kH756XHPuSWH3tVANw+zeleI5JYaaHUNWLv40yaW7xZ2rT6WLsnveFF6ZzvdwDPXqaO6OGkqvvCoQ1n/lQnVAZZfrvmNPUrn7L4LzFynvtLG21s4UPbN2XjrOjvqVAO5u9OpipIgNdCQBuJPXzRE2kZEjpN8vOwDguJnYm00uN4cijMXnzb72M4nWT3n60zQp8eTDp90phlnii/Pes4zOaQG2lsDme60t31zdKmB1EBqIDWQGkgN9Kvyi7XUSmogNZAaSA2kBlIDqYF20kCmO+1kzRxLaiA1kBpIDaQGUgNVNJDpThWlZFVqIDWQGkgNpAZSA+2kgUx32smaOZbUQGogNZAaSA2kBqpoINOdKkrJqtRAaiA1kBpIDaQG2kkDme60kzVzLKmB1EBqIDWQGkgNVNFApjtVlJJVqYHUQGogNZAaSA20kwYy3Wkna+ZYUgOpgdRAaiA1kBqoooFMd6oopQmr/HN341Mq/z6cf2LXP3Lbiv+k2qOPPvryyy9XquvNN9/0TztV1mdNq2hgPEfBeFaLfx3CP81Yp1NRef/99/t7ynVomvYVPHnyyScL8fyrUoZTPPa80Kn2et5Fcmh1DWS60wIWvP7661dZZZXbbrutEVmFfQ8BETD5J3h22GEH/+Jj//79G+m0eWgM3z8Qfe+991aKdOmll/rHFCvrs2Z8aqDb/tmlKPCvf9dPHXp9yPFvofeErX9SfrXVVnvrrbcKJmW6eu6553baaadXXnmlIGihgn8b9cILLwyBjcs/r9bDf13Ov0hfOvxK7ZW+zXJqgAYy3WkBN5htttmWWGKJWWaZpVNZ/TM666677kMPPdgpZS2CUaNG7bPPPnPOOee11157ySWX1CJr2noa8G9XzTHHHJUS2qzq+T/QWMk2axrXQE/8s/EouPPOO9dcc03/AnnjgvWQ0j+CveOOO/ZwbbDIIosstdRSk002WQhTqauXXnrJq1lnnbWH0o7/5lJP/0LqfPPNF10PGDDgG+Oubkuy7bbbnnHGGaXNy7RX+irLqYHQQP6L6C3gCf6J3VNOOaURQZ966klHNgsssGAjxFVpHn74YSdBe++99ySTTFKVoMkrX3jhBRJWnRIsjtdYY40ml7+OeObviSeeuA5B87/qiX82HgX29iQN00wzzXhTyK233rrYYov1sLvvjrsKJpW6evHFF43LP4Fe0LRKwUqDqPPMM08hsM2eotzVwttvvw2m1l9//dKGZdorfZXl1EBoIP+J0Gb3BDvAN95446BBg04++WSrokceeeTAAw886qij1N99991TTTXVpptuGrP4xRdffOaZZ8KCeeed16gc3FgQK0iAtPVFiw9xlltuOQujWEHuvPPO3/zmN82gdnEkN6eeeiq2N998Mw5zzTWXf+Baq9AONL/mmmt0jWyBBRb4yc4/mX222b1y7KVH9VNMMYXzL1fQX3HFFWR+9tlnF1544fXWW2+llVaK+uI+ZsyYzTff3EbUD3/4w6jU12OPPXbiiSd69IGCk4t77rlnoYUWwpOQKu3ZnH766Srt9quxEz733HNHWzITjzD+uekZZ5zRodXtt99ettT2D3cTQyu9SInsljmqm3baabU6+OCDd91116WXXjq4UdQRRxzhRGyZZZaJmuL+/vvv05IPgMgwwwwzkH+TTTYp3kbBovPxxx9XTzOW41a09By7Sgyxxx57/PSnPzUKKv3Od76z/fbba0WB5513nju7AHFtGTrqTzrpJGpcdNFF7VchiBVtpeEQV5WNAD//+c+Njjlola032GCDVVdd9ZhjjnnwwQepd5tttpFGcAwF9R999NFNN91kLb7ssstqReGOUM2vRLJfEgOsZQgW1N2GG26o8PTTT1999dXhZtHKvZZ/1hp+0VChLAouuuiiG264geEMhEGt7LfeemsDQSk6WN+I7IYar3VCeMJDDz10/vnnP/HEEwy38sorcz/EtSzCK1iEoTnq7LPPvuWWW4YzeDznnHPsHlkSMIp9UGPcaqut2Ogr4y7bMz/72c9KJffBykEHHXTooYfaMVVPwzjwrqC58soruSshDzvsMKdULMJDvKqqK5y5sWC//PLLffvCVcR+aV9F2WnRueeeS04D4eTixSmY4N1///2Fqo2Vs846i7FEhDNrghcNi0ItDsSbf/75gQPJ5d+iBmePGtZ5RWBwJE75klYxfKG9zjrrRI+33HLzlVde9dRTT0EeQSGQ1Vd1acHFxPaKLGkmmmiiH//4xxTyq1/9qlR72opQfsiCo0ePXn755XfZZZdJJ52U8o2X6b2FMJT57W9/e7vttivDihAp7+2ngTzManabWqQCCJEZUyBxX331VROe6AXxvlEAlEJaPTwdOnQoxDTluMC6SugAE90F9sYbb2wSAj3q8bQI9ugyBVobqYQ+QMQ8YXfHbKfG9ac//cmjzMnsgsBc8vprr6uXbBHACbr8aa211hoyZIhK0wxIlS7Iw3bbbbfBgwfDen11MCq5XnvttWeeeWb48OFFHWFigKYlaAjNwZDZKJAI8JlUSG4NLV0wuxx77LHRFqiZdUC50wTzNByXBlXiF3xEbwIwBHP5XXfdRTyYDn9NCc8//3whiennjTfekA8VNVEAkUSyrNxss80OOOAAOpcZlNF4dAYhmznuuOOA7Ne//nVJBk3GV5nSLH2ZoSkNE2/RA3qSk2T33XdnQW///Oc/q6cHinW2uNdeexmOOVJ2pb6q4WrJNnDgQJ3KeExyZhHmOProo2U2ZiwZDNnkZHjib8jHH3888UwG3l511VWyMbP7FltsYZJg0PCxOoZgQVnOIYccYuBGV5br6KWqf9YaPvrSqywKKEEawS35A4EfeOCB4miD4biBiVwI8PzwBJ5DyYKIBU2lRirHwr+qRWgemS723HMP06TYUYOYEfmMfFcXMg9zvBhUKcXh9j5G0aOPb0rFVpZt6MUV9bIQiQJze6TS0047jTzSMksUyi9ivKqubE/K7UzhG220kSBlytg1KeuRz+y7774chhKkWVJt2SEJkfmq77rrrmN0Abv66qtbllT14TochB5V33fffbyRDJdddtmRRx4ZAtR5Jdinn3762JcCWTCKVsVsNKTSvffex1talbMCMfW1XHr4ZMP1O2zYMJ5J4TJdxGXao20ZKn0CDcO0FqIrZPRMSM5MHmBoCaFrZCFG3ttfA8IgrybXANTeb7/9QkhTKXx0j0fTkkfR6xGGAjgBXAwHbEFhE7wJICqhAARXtpDSUFmrgl7Bdottj6IGZ2QygKiR63iERJb4a6+9NvQH9wWxgqkagbVpVEqJPIK2UhplaYf6ENujadXq2UyvLFEwf5hilckW4vkO0TqyoLcJhN5sEaMwZyB2kcpcax0Zj6V3kKdH0BaVkiSP5nv8V1hhBSlj1PvgVBZywgknlLaN8p577mk9ar6PR1NO0aqUmPYgqXQtKs2sOrKp4NHugvLZZ59d0OO24oorGl3UsBdhgL5HlrIxFsOXq2loE059VcPVks3xh4YS1uAvtfVoropHrThMlM3THhnCo60LZDaW4pWdFY/mWo+1DKGhJNL+kJQiWlXejaXMP+sMv7J5aRT4Vgar+DoYpcW93qMJE5NWAlRwsO63n1F49QcffOBRNoCg0iImY7sF0oVQxXvvvYfbzTffhJj+eabUp+AcBckE5+R7ZfXFo80k/uZRTmmjpVCmYOFscnqvSKVe/hGtKnVFsQgiRoKVR/IHfemdvfQi9YxKW7b2gaJs+re9wc086kLSY0umtG2U63CgdilU0USuqa/QVZ1XdlVl7UWrv/71r4R/8aUX1cg/aFUKVbyNQi2X9lb6Lh8tpS/TnrdwL4aJTECBC0JKYfXLeaJthNUFF1xQyirLbayB3N1p9oxWlFqsWO2FoELUkr3Ye3DIpd6mrrstE1lCnGQF8R133KGtSVoTM59VndWhCdVbW9nu4K90IwRAqC/9ztdxhs18824whE1TTz21BaujBEmPbMmGQbyKu8zDQlwXAMgyVO5iVVecOhWUpNJv8YWNHRH5QZz4WLqJN1mCiQeNy+GaacAx3Mwzz6zTW265xfytC4Oyl4N/8RMPxPgUuiq6UzB8OxzF1wPmJ5XmdU3Qx96PGlvcei/7LEC9SVSqB0Zj355shlCqajRxYeWYI/a61MQWDm0oa2JDizn+S9qvnzxSvhhHWipZE09TLKObrixMiac+foxjn1+50nB1ZLMRqEkMVgFnSiu+MrGMZkr1fuDtlSQgdhdkISpNQu6uGIvtujqGMGeb723qFEv2aFt6r/TPWsMvbRXlsiiwq+GUkEjxlt6KnUIuqjJ0FW/NZxzb/Mdq9oQOP/xwM33opNIiMkKqsHsaqpDkdXCbe25ewbed6C2++OLBtrjLwnUXexJFZWmBqDpS49BK+JA2cqbYsZtuuum8Cg8Ua9GwUldBEO6EJkK+cLNo5c4KwtzWS/FdMEdyAO2VIRgOswZocC1jtEFVtI1CHQ4cA8IstVTHSVNc0ggOTLF1XlE+oxTyaEgbZJh5ppmVKYEGeM5/OY77Xx2X9t7iIUZUNCnVHt06qLUHHMNEY7cSLBiXePdYhINY8GjLp+CThfbWQMdkmVczawDwAZQCBwG9c6UC5kyEotoHK4YQ0FyaWyAW0laWtisQ2AG2tou5HOL8v/buHkmP2wgDcGJl0gW81lo6BBOqrIw5y7QuIl+BGYspU/kqPIhVUspT6KFfsgsGZmbtWRa5s9UbTGHwN40Xje5GN/At9U8xj2OnHemV+hb3ydu3bzUpHzvXQk5I+BY7YzSM9EPqUcbkPn9SunV25+XLl6smYHwwayKy1fTqGXOHpCaVbFvFm/gSUKiUpOaT4AhRjZh+9uyZ/bc0vxGBW2gwm9CfE0tKxz9QkHqVk1ALQOQYhUCMBC3IOW+TmjhgVZbgpoKkomRCz4dWc4dkV1TWoco2lJ5RaWhA7She0U9T1uEJfdKdHC0AZ9tRLfkc1xQzQgjA6zpxB7SpjGxQpx+vI/OgJ9wyags1Mx3FBuYUq7AtOMP2JiJGWCzpfGt9rvy5N/y17bQKBB8hWdUwTJhHDk0JulilqUDX4kBsjHg5+JbFk7lbZwTDcwCok7Z6wyS3397yJAlB8mQkf3wyoaZ1NJZKm2IMpivzyNfC/MLMJsIoOAhTecJ8xWqao1jAtWGoL+IfdNZBKxxlzYZvbRVwY00r9S9nXSwHPWSWb2//Wp/jNraUMGeCg5tFhkmSjHIJH1p0MUd8jg037ZoOWFo8DtnT0hvRM17kjVYpg8+EWnehv4aMqdRcMazRdeKRIdDmzkOf0A9i7vvvQigBPe5ciRLyK4KDPCXlS1KrTy7wtTi4oIgGtc5rM6efcnWkZ8+P4uw2OXzvxGVsKTk2cBQeh5A0aWufmmr1THDBSRoKQwU6fk+UIHsUf9mRx3hCJ6cRlc9lzQudo9M+waPDmOAmobwNSg7r6t27d/FPhAZOcokS6MnMEwKib5VjgygdHam+mKDeuL6QLW5Y1SpBocKhhLIDvMyIUrFjNYiVPJVvpFppy5aiwyaDQLfjPhUOFBJkmHRcVs4nmVAMQFmKIGSW14k7oG2ybxBQzEMDURIcSIgctUVe6bAywgwhrMK7o3SdCJk4Z7Sr5Kx/K3/uDX9tO64CEJmm8uExYuCWw2ca0nYjpHKwsfiUwKvhcwJhs8zj5oyAgh+xCOBKZN/jSZa0TGZfFSWBGCA7RDLlj6/4RMBLHIq1JNiqPqephoySskR9F+DV/4qVVqyK2M06z5SNnJYvQkaihADOYdbEOMjqrtUBUtBl0Y3UHvSABpxZNGuFzizkg6KJu7QqPjQFeCDbmJGGA5aOrBilh4YjeugHYwk665GzJ65K1UbG3sNwpKTTjwmBDmY99NkkR+i5OH4joEvQI53gqJVP9EzmBbNAlIGW4mUhtUsEpGFpvoJgMnd8TlGeEmwCfqYIXJLXnilRj2qe4ALhQto+efJkIqaqSUQkJYcFQ4PakY9uDxqLdSLIQlhH7/IEGLgoXmwdbW3ZmVxGnX7QmStmowGUIgoPCIUbTSMwYUceNRAFwLMlZAaTChSmbZ6Epr+kNWdBomrTa6VOKSF7X8cgRK/4sRLumbSLfOZLfcimljjOcVderjdv3hgRkB33KWdGqYpqdUDbyB6q4aUCwRSweEIPuc+uKvsGSePumYIJq+xNBEr0XGZEETYlVv48GP7UdlwFdKHSAplND+cMBA/wFtzc3IzN8YO4KkOHFc5uK5t1c0b0ECeQHpi/zOKY+xhejn7GnqVBp36ZF1NpXtEGfEGWn//5sxzBFCzkdJGDL1Uf5rWQZa5YQUAF1kaaeDWildWzWmsIzCz1Uw2po0nqVVFZP+nW86AHRFqnZi2VgWMUDrF5PSgyX8iuXdPIh+xIq95JxPp6Egcs7UPqTP7XET3kWTIikunKRUvskQiy5TDu8bRyPtpfauKHJPr5WBFoc+ehz6w1aXeYnT3JTlCWhJKmpMvHQPyRkrzKJL6DjQbm/KanqxPEtHxHBzJa658FEA0xjt+3WDOR7PJpFH9OM5CMQksOysjMFp/2JZIcCubJd9fD+WhFJJd8G2JCljimquPiVjT9Edw6JC493a9BbWQ9Hez+l1GwmRzkZHkghq1GGVP5bpEQWGJzMbPISmdjxQUQYDivX7+2BR9VQn2UyJN291sFJIlrsLF4j/Qgn90DXt06nWObXhqlmkv8itBDegAABxVJREFU+OPftPXTi54cLcJMXFm8TWMd6agQ9oFSnjB3oCjXaLVpb52G3PhGJIKGfsaWCRKkK3vOK6kNBN2aa002J26PtlGvaItVEFyT/oGe779TZN4n+6asIrEDNITH9iYiPWQGpff+Vv48Hv7Yz7gKJj2d1xoXe5H6VL94j/MAvJwr+AoP4Of0vDkjjhXzEWrLp5VIk0WnPtudV4PF714Vy9vZMr3JzxYCz1PqcTyMZCcd2hxPyc83gDpGba1c1bQtzL2uWE0VDHCT1RNus38wZE8GtN6EtzwtScu5Ir9eWT+TaajaQQ94FQsZOMvA6T3nY5hu8c0cFOWL2E/n/iY+FGjToXPxnkLYfjFBnT2WVhTArcTffv/NYnzf43+jF0eO5WxGOLf8wI9FnUEhcgTZazEt4ebuqjWYDvv5KBFoc+ehTyuxW26YSUBPr8+fP+fFpWJd0czZWLc03bxg67iF6/Sl0E9Gm9BAaYiCYBIH8l2i5mJxzFOIx71ou1hSUr7TOaItLljR5S55xm6Qz3axf3r16pUbXoTX6v/It9yy4VpAJ9PhxYu/y8wYdU6sK/XTGv5vhnM/ilg8FA99T3LRGU5XlB+IILPddC08d08YgqMKybc83R4nVYldLhM/E0LZ+FWVUvBejcWxbt2KelSrMfH06Q/gRYagCeUhoseYKAleNU0We9Fl7ERP7EFdPE7Uz2S999L95f3xzPpz/cowgeDWN4nv9hADrkrFX/wBRH4Mys2J26PN0YQN++bjYVhWQnkNR1XKlDTAgvFDFOk/rfYmgj9g5ZwaRSVW/jwefjWUGFcByk1Z+aJi7sSViA8xJKgxhl9ASA/S5p2bDV+ZQROX/M0ZweoO1WJ1P+jCIWp2gKM+s9U0mUo8aYnRo0xw+QwIc+1QDg508jo9T0/UOjdmsMlHpH0I5q9qE+byJ6wwP/NlVNWoKrFQ/Uhw5PgdB1YdjkKP9SjTSD1hOPbg1XopX5cK+dvrgcfIR/EAhFkGrnNDVbzVcA6K9IkSx8788EGQDzG1ZxO5FuDjbTU7NkixZvZYWm8qW7m+/tM/fuJ+kzOhl58WY5WaET/uYHaYZarBkHlUjD0xrbVvn1OOK/X77xEigFP779EgwIagq4iVcUReuWSmzLFC0jwW9mp1/XisYItPOow5SdOmPrfm89Ywktb8MQep5NSYU2m22ubnuEzqgndVluB+EGUbc6a0DbqgWGqieSr1aiPIL+Ue2Vo05nCuOOIz5kxpWoog9gmW0DFJY0OCOMeexswxTYExWMecNX0nbWuT0zl7E3Fnh5v8eefw7+x2qgCKlbVwzjHIYyeaI3XMqTRmW3lApo9WnTVhcY2Z0+tYVOlNrKr0OHGwuI4bVunaA3tLNNBZOiNlN4zy5KCoOjTLlV4Tm1Mmc4U6bQm04/VlDdrd7U3iSoCc4xncbNKZ10Kgjyo/KhOWd7p2vTUw2684GCpnTTAvhE5scWyF19IKb09F3APr59SxBZxqrq9Izf54LbIbXjPl1MXjqbQOeE759VpHHNaa/Em//vrvX375F6+MDX012UyUV2mzlEAXjLOBBssaI9hskkx7ymlb6YeLSOqnPzz96k9fidbxJWSbftDJMW0HDU8U7U3EnV1t8uc6/Dv7Oa6wCQXf3v9O9h5n+u7KQnuZI5HjsTn50+tYs9KbWFXpceJgcR03rNK1h3hleEfAOyF8UFQdThxe+UlMHR5kpuhOgWYNVlB4+tbe6yYNe5U7/4oItLlzxVn79DS7HOvoMVf/pjT/9N97MD26GMyYcI4y16DuQ1fiPuUtP90V09PpEGcj0KYTtmZ+cu10h92wEbg/ArYFbIjxWlb1eVBUdTrRCHxxBPp/Zn3xKXgQBIj15EdoHgQ1n5EIRz4jxPnA7vlZsRKHxDn8PwmSAohCBl9/8/XNn2/WAxb3JLWbNwL/LwJWCp5043JteFC0Vu6cRuBLIdDmzpdCvr/bCDQCjUAj0Ag0Ap8JgfvuaD8Tmf2ZRqARaAQagUagEWgEziLQ5s5Z5LpdI9AINAKNQCPQCFwEgTZ3LjJRTWYj0Ag0Ao1AI9AInEWgzZ2zyHW7RqARaAQagUagEbgIAm3uXGSimsxGoBFoBBqBRqAROItAmztnket2jUAj0Ag0Ao1AI3ARBNrcuchENZmNQCPQCDQCjUAjcBaBNnfOItftGoFGoBFoBBqBRuAiCLS5c5GJajIbgUagEWgEGoFG4CwCbe6cRa7bNQKNQCPQCDQCjcBFEGhz5yIT1WQ2Ao1AI9AINAKNwFkE2tw5i1y3awQagUagEWgEGoGLINDmzkUmqslsBBqBRqARaAQagbMItLlzFrlu1wg0Ao1AI9AINAIXQaDNnYtMVJPZCDQCjUAj0Ag0AmcRaHPnLHLdrhFoBBqBRqARaAQugsAfQAZ8VIC4mhEAAAAASUVORK5CYII="
        }
      }
    },
    {
      "metadata": {},
      "id": "a8d4afe2",
      "cell_type": "markdown",
      "source": "In this workshop, we will learn how to retrieve data from an application programming interface (API). \n\nWe will start by making a simple data request from The Metropolitan Museum of Art Collection API, reading the response in JSON format, and finally wrangling the data into a dataframe using the Pandas library.  \n\nNext, we will create our unique access API keys to work with News API to retrieve news articles. We will also use the Wordcloud Python library to visualize our results in a word cloud. "
    },
    {
      "metadata": {},
      "id": "79a75219",
      "cell_type": "markdown",
      "source": "### Acknowledgements"
    },
    {
      "metadata": {},
      "id": "03464e37",
      "cell_type": "markdown",
      "source": "This workshop is adapted from the following tutorials:\n\n- Python API Tutorial: Getting Started with APIs: https://www.dataquest.io/blog/python-api-tutorial/\n\n- Accessing the News API in Python: https://www.datacareer.de/blog/accessing-the-news-api-in-python/\n\n- How to create a Pandas Dataframe from an API Endpoint in a Jupyter Notebook: https://deallen7.medium.com/how-to-create-a-pandas-dataframe-from-an-api-endpoint-in-a-jupyter-notebook-f2561f766ca3"
    },
    {
      "metadata": {},
      "id": "fd64276b",
      "cell_type": "markdown",
      "source": "### How do APIs work?"
    },
    {
      "metadata": {},
      "id": "6bcb9d20",
      "cell_type": "markdown",
      "source": "In the previous workshop, we learned how to collect internet data by scraping the surface of web pages. APIs offer a different method for data collection by allowing users to programmatically extract and interact with data under the hood of websites, social networks, applications, and projects.\n\nWhen we make a request to an API server for data, and it responds to your request:\n\n![Screen+Shot+2022-11-07+at+10.34.46+AM.png](attachment:Screen+Shot+2022-11-07+at+10.34.46+AM.png)",
      "attachments": {
        "Screen+Shot+2022-11-07+at+10.34.46+AM.png": {
          "image/png": "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"
        }
      }
    },
    {
      "metadata": {},
      "id": "c1130ea6",
      "cell_type": "markdown",
      "source": "## 1. Using an API without Keys: The Metropolitan Museum of Art Collection API"
    },
    {
      "metadata": {},
      "id": "7febbb26",
      "cell_type": "markdown",
      "source": "In this workshop, we will first work with The Metropolitan Museum of Art Collection API (MetMuseum API, https://metmuseum.github.io), which provides select datasets of information on more than 470,000 artworks in its Collection for unrestricted commercial and noncommercial use. The MetMuseum API is ideal for learning how to make data requests since it has a simple design and doesn't require authentication like other APIs including Twitter. More on that later. "
    },
    {
      "metadata": {},
      "id": "c128d085",
      "cell_type": "markdown",
      "source": "### 1.1 Installing the \"requests\" library"
    },
    {
      "metadata": {},
      "id": "abdfbf2d",
      "cell_type": "markdown",
      "source": "To work with APIs, we need tools to make requests. The most common library for making requests and working with APIs in Python is \"requests\". \n\nSince the \"requests\" library is not part of the standard Python library, we need to install it first. \n\nWorking from your computer Terminal (make sure you see the % symbol), type the following command: \n```\nconda install requests \n```\n\nThen, press enter. When it prompts you to respond with y or n (i.e., yes or no), type y and press enter. \n\nWhen the installation in complete, your terminal should return to its base with the % symbol. "
    },
    {
      "metadata": {},
      "id": "3823f15b",
      "cell_type": "markdown",
      "source": "### 1.2 Importing the \"requests\" library"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "c1215c27",
      "cell_type": "code",
      "source": "import requests",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "09c7e367",
      "cell_type": "markdown",
      "source": "### 1.3 Making an API request"
    },
    {
      "metadata": {},
      "id": "7dc1275d",
      "cell_type": "markdown",
      "source": "A \"GET\" request is the most common type of API request to retrieve data.\nThe API responds to the GET request with a \"response code\", letting us know if the request was successful."
    },
    {
      "metadata": {},
      "id": "c94b8d3e",
      "cell_type": "markdown",
      "source": "In order to work with specific APIs, it's important to consult the documentation so you understand what kinds of data requests you can make and the format to use. Reading the documentation for any programming package can seem daunting at times, so I recommend reading this how-to guide first: https://bit.ly/3TnOOMw"
    },
    {
      "metadata": {},
      "id": "4ae8edaf",
      "cell_type": "markdown",
      "source": "If we take a look at the MetMuseum API documentation (https://metmuseum.github.io), we can see it has more than one API on its server. Each of these are called \"endpoints.\""
    },
    {
      "metadata": {},
      "id": "07ef5dea",
      "cell_type": "markdown",
      "source": "The MetMuseum API has four endpoints:\n\n![Latest_Updates___The_Metropolitan_Museum_of_Art_Collection_API.png](attachment:Latest_Updates___The_Metropolitan_Museum_of_Art_Collection_API.png)",
      "attachments": {
        "Latest_Updates___The_Metropolitan_Museum_of_Art_Collection_API.png": {
          "image/png": "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"
        }
      }
    },
    {
      "metadata": {},
      "id": "34925d43",
      "cell_type": "markdown",
      "source": "Let's start with the \"departments\" endpoint, , which returns a listing of all departments: https://collectionapi.metmuseum.org/public/collection/v1/departments"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "9a5a9fc5",
      "cell_type": "code",
      "source": "response = requests.get(\"https://collectionapi.metmuseum.org/public/collection/v1/departments\")",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "f03c29ed",
      "cell_type": "markdown",
      "source": "It looks like we got a silent success, but let's use the \"response.status_code\" attribute to receive the status code for our request: "
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "ce495741",
      "cell_type": "code",
      "source": "print(response.status_code)",
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": "200\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "id": "86329920",
      "cell_type": "markdown",
      "source": "The 200 code tells us our request was successful. Read here for more on status codes: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status"
    },
    {
      "metadata": {},
      "id": "262e4704",
      "cell_type": "markdown",
      "source": "### 1.4 Reading API responses in JSON"
    },
    {
      "metadata": {},
      "id": "bc24a0d4",
      "cell_type": "markdown",
      "source": "Looking at the API documentation (https://metmuseum.github.io), we know that the API response is in JSON (JavaScript Object Notation) format. JSON is a way to encode data structures that ensures that they are easily readable by machines. JSON is the primary format in which data is passed back and forth to APIs, and most API servers will send their responses in JSON format.\n\nWe can use the response.json() method to see the data we got from the API:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "2c9c7ecb",
      "cell_type": "code",
      "source": "print(response.json())",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": "{'departments': [{'departmentId': 1, 'displayName': 'American Decorative Arts'}, {'departmentId': 3, 'displayName': 'Ancient Near Eastern Art'}, {'departmentId': 4, 'displayName': 'Arms and Armor'}, {'departmentId': 5, 'displayName': 'Arts of Africa, Oceania, and the Americas'}, {'departmentId': 6, 'displayName': 'Asian Art'}, {'departmentId': 7, 'displayName': 'The Cloisters'}, {'departmentId': 8, 'displayName': 'The Costume Institute'}, {'departmentId': 9, 'displayName': 'Drawings and Prints'}, {'departmentId': 10, 'displayName': 'Egyptian Art'}, {'departmentId': 11, 'displayName': 'European Paintings'}, {'departmentId': 12, 'displayName': 'European Sculpture and Decorative Arts'}, {'departmentId': 13, 'displayName': 'Greek and Roman Art'}, {'departmentId': 14, 'displayName': 'Islamic Art'}, {'departmentId': 15, 'displayName': 'The Robert Lehman Collection'}, {'departmentId': 16, 'displayName': 'The Libraries'}, {'departmentId': 17, 'displayName': 'Medieval Art'}, {'departmentId': 18, 'displayName': 'Musical Instruments'}, {'departmentId': 19, 'displayName': 'Photographs'}, {'departmentId': 21, 'displayName': 'Modern Art'}]}\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "id": "12090ab5",
      "cell_type": "markdown",
      "source": "### 1.5 Reading the JSON output"
    },
    {
      "metadata": {},
      "id": "d7ba9850",
      "cell_type": "markdown",
      "source": "The JSON output we got from the API looks like it contains Python dictionaries, lists, strings and integers. JSON is a combination of these objects represented as strings."
    },
    {
      "metadata": {},
      "id": "f1194533",
      "cell_type": "markdown",
      "source": "To work with JSON data in Python, we can use the JSON package, which is part of the standard library, so we don’t have to install anything to use it. \n\nThe JSON library has two main functions:\n\n- json.dumps() — Takes in a Python object, and converts (dumps) it to a string.\n\n- json.loads() — Takes a JSON string, and converts (loads) it to a Python object.\n\n"
    },
    {
      "metadata": {},
      "id": "bfb2620c",
      "cell_type": "markdown",
      "source": "first, let's import the JSON library"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "56d4fbe3",
      "cell_type": "code",
      "source": "import json",
      "execution_count": 5,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "fef4bdd7",
      "cell_type": "markdown",
      "source": "Next, let's create a formatted string of the Python JSON object. We will define a new function jprint which takes 'obj' as its input variable"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "0b9040fc",
      "cell_type": "code",
      "source": "def jprint(obj): \n    text = json.dumps(obj, sort_keys=True, indent=4)  \n    print(text)",
      "execution_count": 6,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "d645115d",
      "cell_type": "markdown",
      "source": "Then, let's apply the new function to our response.json()"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "5ccc756e",
      "cell_type": "code",
      "source": "jprint(response.json())",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": "{\n    \"departments\": [\n        {\n            \"departmentId\": 1,\n            \"displayName\": \"American Decorative Arts\"\n        },\n        {\n            \"departmentId\": 3,\n            \"displayName\": \"Ancient Near Eastern Art\"\n        },\n        {\n            \"departmentId\": 4,\n            \"displayName\": \"Arms and Armor\"\n        },\n        {\n            \"departmentId\": 5,\n            \"displayName\": \"Arts of Africa, Oceania, and the Americas\"\n        },\n        {\n            \"departmentId\": 6,\n            \"displayName\": \"Asian Art\"\n        },\n        {\n            \"departmentId\": 7,\n            \"displayName\": \"The Cloisters\"\n        },\n        {\n            \"departmentId\": 8,\n            \"displayName\": \"The Costume Institute\"\n        },\n        {\n            \"departmentId\": 9,\n            \"displayName\": \"Drawings and Prints\"\n        },\n        {\n            \"departmentId\": 10,\n            \"displayName\": \"Egyptian Art\"\n        },\n        {\n            \"departmentId\": 11,\n            \"displayName\": \"European Paintings\"\n        },\n        {\n            \"departmentId\": 12,\n            \"displayName\": \"European Sculpture and Decorative Arts\"\n        },\n        {\n            \"departmentId\": 13,\n            \"displayName\": \"Greek and Roman Art\"\n        },\n        {\n            \"departmentId\": 14,\n            \"displayName\": \"Islamic Art\"\n        },\n        {\n            \"departmentId\": 15,\n            \"displayName\": \"The Robert Lehman Collection\"\n        },\n        {\n            \"departmentId\": 16,\n            \"displayName\": \"The Libraries\"\n        },\n        {\n            \"departmentId\": 17,\n            \"displayName\": \"Medieval Art\"\n        },\n        {\n            \"departmentId\": 18,\n            \"displayName\": \"Musical Instruments\"\n        },\n        {\n            \"departmentId\": 19,\n            \"displayName\": \"Photographs\"\n        },\n        {\n            \"departmentId\": 21,\n            \"displayName\": \"Modern Art\"\n        }\n    ]\n}\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "id": "1f1d3243",
      "cell_type": "markdown",
      "source": "Converting our output into a string makes it easier to understand the structure of the data. There are 21 departments at the Metropolitan Museum, with their names existing as dictionaries inside a list."
    },
    {
      "metadata": {},
      "id": "8ceac54f",
      "cell_type": "markdown",
      "source": "### 1.6 Converting JSON data into a Pandas Dataframe"
    },
    {
      "metadata": {},
      "id": "84d3b139",
      "cell_type": "markdown",
      "source": "It may be easier to work with the API data if it were stored in tabular format (i.e., a spreadsheet). We can use the Pandas Python library for data analysis and manipulation (https://pandas.pydata.org) to wrangle the JSON formatted data into a dataframe.  \n\nTo start, let's bring the Pandas library into our Python environment:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "c6aaae51",
      "cell_type": "code",
      "source": "import pandas as pd",
      "execution_count": 8,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "fb41cb87",
      "cell_type": "markdown",
      "source": "Next, let's explore our JSON using the Keys() and Type() Methods. \n\nThe keys() method returns a view object. The view object contains the keys of the dictionary, as a list (https://www.w3schools.com/python/ref_dictionary_keys.asp)"
    },
    {
      "metadata": {},
      "id": "f22c0824",
      "cell_type": "markdown",
      "source": "Let's create a new variable 'json_results' equal to our API response"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "4a3913f5",
      "cell_type": "code",
      "source": "json_results=response.json() \n\njson_results.keys() \n",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 9,
          "data": {
            "text/plain": "dict_keys(['departments'])"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "03f1aca9",
      "cell_type": "markdown",
      "source": "The output of keys method called on the json_results variable provides us with a list of keys that we can use to explore the JSON, similar to how you would select a column in a Pandas Dataframe. In this case, we just have a single key. Later in this workshop we will work with a JSON with multiple keys. "
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "1c2c55b2",
      "cell_type": "code",
      "source": "json_results['departments']",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 10,
          "data": {
            "text/plain": "[{'departmentId': 1, 'displayName': 'American Decorative Arts'},\n {'departmentId': 3, 'displayName': 'Ancient Near Eastern Art'},\n {'departmentId': 4, 'displayName': 'Arms and Armor'},\n {'departmentId': 5,\n  'displayName': 'Arts of Africa, Oceania, and the Americas'},\n {'departmentId': 6, 'displayName': 'Asian Art'},\n {'departmentId': 7, 'displayName': 'The Cloisters'},\n {'departmentId': 8, 'displayName': 'The Costume Institute'},\n {'departmentId': 9, 'displayName': 'Drawings and Prints'},\n {'departmentId': 10, 'displayName': 'Egyptian Art'},\n {'departmentId': 11, 'displayName': 'European Paintings'},\n {'departmentId': 12, 'displayName': 'European Sculpture and Decorative Arts'},\n {'departmentId': 13, 'displayName': 'Greek and Roman Art'},\n {'departmentId': 14, 'displayName': 'Islamic Art'},\n {'departmentId': 15, 'displayName': 'The Robert Lehman Collection'},\n {'departmentId': 16, 'displayName': 'The Libraries'},\n {'departmentId': 17, 'displayName': 'Medieval Art'},\n {'departmentId': 18, 'displayName': 'Musical Instruments'},\n {'departmentId': 19, 'displayName': 'Photographs'},\n {'departmentId': 21, 'displayName': 'Modern Art'}]"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "e600beff",
      "cell_type": "markdown",
      "source": "We could also check the data type for this key:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "9e3604d9",
      "cell_type": "code",
      "source": "type(json_results['departments'])",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 11,
          "data": {
            "text/plain": "list"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "65553cff",
      "cell_type": "markdown",
      "source": "Because our 'departments' key is a list, we can simply add an index next to the key, and test what type of data is listed:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "0fbe0e98",
      "cell_type": "code",
      "source": "type(json_results['departments'][0])",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 12,
          "data": {
            "text/plain": "dict"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "ab7b9663",
      "cell_type": "markdown",
      "source": "It looks like with have a list of \"dicts\", which are easily transformed into a dataframe. Dictionaries are used to store data values in key:value pairs (https://www.w3schools.com/python/python_dictionaries.asp)."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "ebc35c42",
      "cell_type": "code",
      "source": "df = pd.DataFrame(json_results['departments'])\ndf",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 13,
          "data": {
            "text/plain": "    departmentId                                displayName\n0              1                   American Decorative Arts\n1              3                   Ancient Near Eastern Art\n2              4                             Arms and Armor\n3              5  Arts of Africa, Oceania, and the Americas\n4              6                                  Asian Art\n5              7                              The Cloisters\n6              8                      The Costume Institute\n7              9                        Drawings and Prints\n8             10                               Egyptian Art\n9             11                         European Paintings\n10            12     European Sculpture and Decorative Arts\n11            13                        Greek and Roman Art\n12            14                                Islamic Art\n13            15               The Robert Lehman Collection\n14            16                              The Libraries\n15            17                               Medieval Art\n16            18                        Musical Instruments\n17            19                                Photographs\n18            21                                 Modern Art",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>departmentId</th>\n      <th>displayName</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>American Decorative Arts</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>3</td>\n      <td>Ancient Near Eastern Art</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4</td>\n      <td>Arms and Armor</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>5</td>\n      <td>Arts of Africa, Oceania, and the Americas</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>6</td>\n      <td>Asian Art</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>7</td>\n      <td>The Cloisters</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>8</td>\n      <td>The Costume Institute</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>9</td>\n      <td>Drawings and Prints</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>10</td>\n      <td>Egyptian Art</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>11</td>\n      <td>European Paintings</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>12</td>\n      <td>European Sculpture and Decorative Arts</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>13</td>\n      <td>Greek and Roman Art</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>14</td>\n      <td>Islamic Art</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>15</td>\n      <td>The Robert Lehman Collection</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>16</td>\n      <td>The Libraries</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>17</td>\n      <td>Medieval Art</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>18</td>\n      <td>Musical Instruments</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>19</td>\n      <td>Photographs</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>21</td>\n      <td>Modern Art</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "8c4387d7",
      "cell_type": "markdown",
      "source": "Converting the data from JSON to a dataframe makes it much easier to read! It also wrangles the data into a format that can be easily used for data analysis and manipulation. See Pandas workshop for a refresher: https://gc-dri.github.io/Dhrift-GC/workshops/pandas/"
    },
    {
      "metadata": {},
      "id": "ce20776c",
      "cell_type": "markdown",
      "source": "## 2. Using an API with Keys: NewsAPI"
    },
    {
      "metadata": {},
      "id": "e06f6017",
      "cell_type": "markdown",
      "source": "NewsAPI.org is an easy to use API to get news from over 30,000 sources all over the world. NewsAPI offers both free and paid plans. \n\nTo connect with the NewsAPI (https://newsapi.org/), we will need a “Client Access Token,” which is like a password assigned to you. \n\nMany APIs require authentication keys to gain access to them, in part so they can keep track of the requests we are making. \n\nTo get you NewsAPI keys, fill out the info at: https://newsapi.org/register.\n\nYou’ll be asked to sign up for a News API account, required to gain API access. Signing up for a NewsAPI account is free and easy. You need your first name, an email address, and a password."
    },
    {
      "metadata": {},
      "id": "c3da51dd",
      "cell_type": "markdown",
      "source": "![Screen+Shot+2022-11-26+at+7.46.33+AM.png](attachment:Screen+Shot+2022-11-26+at+7.46.33+AM.png)",
      "attachments": {
        "Screen+Shot+2022-11-26+at+7.46.33+AM.png": {
          "image/png": "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"
        }
      }
    },
    {
      "metadata": {},
      "id": "0097c854",
      "cell_type": "markdown",
      "source": "Once you’re signed in, you should be taken to https://newsapi.org/account, where you will find your personal API Key. "
    },
    {
      "metadata": {},
      "id": "898f52dc",
      "cell_type": "markdown",
      "source": "![Account_-_News_API.png](attachment:Account_-_News_API.png)",
      "attachments": {
        "Account_-_News_API.png": {
          "image/png": "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"
        }
      }
    },
    {
      "metadata": {},
      "id": "3cc053c1",
      "cell_type": "markdown",
      "source": "### 2.1 Installing the NewsAPI"
    },
    {
      "metadata": {},
      "id": "f22f55ea",
      "cell_type": "markdown",
      "source": "Before we can communicate with the NewsAPI from our Python environment, we need to install it. You can run \"!pip install newsapi-python\" directly from your Jupyter Notebook:  "
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "975897b3",
      "cell_type": "code",
      "source": "# !pip install newsapi-python",
      "execution_count": 14,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "cd9ca67b",
      "cell_type": "markdown",
      "source": "### 2.2 Importing the \"requests\" and \"pprint\" libraries"
    },
    {
      "metadata": {},
      "id": "6a895baf",
      "cell_type": "markdown",
      "source": "In addition to importing our \"requests\" library, we will also use the Pretty Print \"pprint\" module. Pretty Print in Python is a utility module that you can use to print data structures in a readable, pretty way. It’s a part of the standard library that’s especially useful for debugging code dealing with API requests, large JSON files, and data in general."
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "478897ad",
      "cell_type": "code",
      "source": "import pprint\nimport requests",
      "execution_count": 15,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "29353ee1",
      "cell_type": "markdown",
      "source": "### 2.3 Saving your NewsAPI key as a variable"
    },
    {
      "metadata": {},
      "id": "2d97f4f4",
      "cell_type": "markdown",
      "source": "When working with API keys, it's always a good idea to set them equal to a variable that you can easily call on when connecting to the API. \n\nYou can find your NewsAPI key at: https://newsapi.org/docs/authentication. \n\nHere, I add a dummy key. Make sure to replace it with your own key:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "03f9ea22",
      "cell_type": "code",
      "source": "secret= '123456789'",
      "execution_count": 16,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "c17fa468",
      "cell_type": "markdown",
      "source": "### 2.4 Defining your endpoint and specifying the query"
    },
    {
      "metadata": {},
      "id": "805ca100",
      "cell_type": "markdown",
      "source": "NewsAPI offers three endpoints:\n\n'/v2/top-headlines', for the most important headlines per country and category\n'/v2/everything', for all the news articles from over 30,000 sources\n'/v2/sources', for information on the various sources\n\nWe will use the 'everything' endpoint, to get news about 'New York City'."
    },
    {
      "metadata": {},
      "id": "8f62d971",
      "cell_type": "markdown",
      "source": "Let's define the endpoint"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "2e751f47",
      "cell_type": "code",
      "source": "url = 'https://newsapi.org/v2/everything?'",
      "execution_count": 17,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "2fa226bb",
      "cell_type": "markdown",
      "source": "Next, we need to specify the query and number of returns"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "39dd39bd",
      "cell_type": "code",
      "source": "parameters = {\n    'q': 'new york city', # query phrase\n    #'sources': 'new york times', #specify sources, if desired\n    'pageSize': 20,  # maximum is 100\n    'apiKey': secret # your own API key\n    }",
      "execution_count": 18,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "579234ae",
      "cell_type": "markdown",
      "source": "### 2.5 Retrieve the news with the requests package"
    },
    {
      "metadata": {},
      "id": "6f4ef058",
      "cell_type": "markdown",
      "source": "Let's make the request"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "c718675a",
      "cell_type": "code",
      "source": "response = requests.get(url, params=parameters)",
      "execution_count": 19,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "ebf6901c",
      "cell_type": "markdown",
      "source": "Then, convert the response to JSON format and pretty print it"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "0b8a2639",
      "cell_type": "code",
      "source": "response_json = response.json()\npprint.pprint(response_json)",
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": "{'articles': [{'author': 'Sebastián Rodríguez',\n               'content': 'New York Citys skyscrapers are sinking the city and '\n                          'climate change can make things worse\\r\\n'\n                          'New York Citys skyscrapers are sinking the city and '\n                          'climate change can make things worse\\r\\n'\n                          ' / NYC is sinking a… [+3450 chars]',\n               'description': 'New York City’s buildings are sinking the city, '\n                              'while climate change is making sea levels rise '\n                              'and increasing the risk of coastal flooding.',\n               'publishedAt': '2023-05-19T21:38:44Z',\n               'source': {'id': 'the-verge', 'name': 'The Verge'},\n               'title': 'New York City’s skyscrapers are sinking the city — '\n                        'and climate change can make things worse',\n               'url': 'https://www.theverge.com/2023/5/19/23730478/nyc-skyscrapers-climate-change-sinking-manhattan',\n               'urlToImage': 'https://cdn.vox-cdn.com/thumbor/iCL6hh2CRVKFn6ASNlbc4yCM7kw=/0x0:5722x3668/1200x628/filters:focal(2861x1834:2862x1835)/cdn.vox-cdn.com/uploads/chorus_asset/file/24669409/1488061487.jpg'},\n              {'author': 'T.C. Sottek',\n               'content': 'Join us this Thursday in NYC for a Verge fan '\n                          'screening of BlackBerry!\\r\\n'\n                          'Join us this Thursday in NYC for a Verge fan '\n                          'screening of BlackBerry!\\r\\n'\n                          ' / Well be watching the new film at 6PM at the IFC '\n                          'Center… [+1029 chars]',\n               'description': 'The Verge will be at the IFC Center in New York '\n                              'City for an exclusive screening, followed by a '\n                              'Q&A with director Matt Johnson.',\n               'publishedAt': '2023-05-01T13:59:54Z',\n               'source': {'id': 'the-verge', 'name': 'The Verge'},\n               'title': 'Join us this Thursday in NYC for a Verge fan '\n                        'screening of BlackBerry!',\n               'url': 'https://www.theverge.com/2023/5/1/23706321/verge-blackberry-screening-director-qa',\n               'urlToImage': 'https://cdn.vox-cdn.com/thumbor/95ovxKZ7vEStGPrnnVDEO5FGjig=/0x0:2879x1435/1200x628/filters:focal(1440x718:1441x719)/cdn.vox-cdn.com/uploads/chorus_asset/file/24509820/Screenshot_2023_03_15_at_08.10.22.png'},\n              {'author': 'https://www.facebook.com/bbcnews',\n               'content': 'Days after a subway passenger killed a homeless man '\n                          'on the New York City subway, there was little sign '\n                          'of what had happened in the underground station '\n                          'where the fatal confrontation ended.\\r\\n'\n                          'Only a scr… [+7332 chars]',\n               'description': \"The 30-year-old's death on the subway after \"\n                              'being held in a chokehold renews calls for '\n                              'support.',\n               'publishedAt': '2023-05-06T00:22:14Z',\n               'source': {'id': 'bbc-news', 'name': 'BBC News'},\n               'title': 'New York failed Jordan Neely, homeless advocates say',\n               'url': 'https://www.bbc.co.uk/news/world-us-canada-65504985',\n               'urlToImage': 'https://ichef.bbci.co.uk/news/1024/branded_news/242D/production/_129616290_jordanneelysubwaytribute.jpg'},\n              {'author': 'Emma Roth',\n               'content': 'Image: Apple\\r\\n'\n                          '\\n'\n                          ' \\n'\n                          '\\n'\n                          ' Apple Arcade is getting 20 new games, and that '\n                          'includes the exclusive launch of a Teenage Mutant '\n                          'Ninja Turtle roguelike.\\n'\n                          'The game, called TMNT Splintered Fate, is a '\n                          'top-down co-op … [+1400 chars]',\n               'description': 'Apple Arcade is getting 20 new games, and that '\n                              'includes the exclusive launch of the TMNT '\n                              'Splintered Fate, a co-op roguelike.',\n               'publishedAt': '2023-05-04T14:03:26Z',\n               'source': {'id': 'the-verge', 'name': 'The Verge'},\n               'title': 'Apple Arcade launches 20 new games, including a new '\n                        'TMNT roguelike',\n               'url': 'https://www.theverge.com/2023/5/4/23710913/apple-arcade-new-games-tmnt',\n               'urlToImage': 'https://cdn.vox-cdn.com/thumbor/VK0_y7zWu6g_m5sWV4wVzI4gk-s=/0x0:1960x1102/1200x628/filters:focal(980x551:981x552)/cdn.vox-cdn.com/uploads/chorus_asset/file/24632244/Apple_Arcade_new_games_hero.jpg'},\n              {'author': 'Lauren Leffer',\n               'content': 'Amid a spike in carjackings, New York City is '\n                          'trying out a novel strategy for tackling theft: '\n                          'Apple Airtags. Mayor Eric Adams and the police '\n                          'department announced that officials would be '\n                          'distributing … [+4929 chars]',\n               'description': 'Amid a spike in carjackings, New York City is '\n                              'trying out a novel strategy for tackling theft: '\n                              'Apple Airtags. Mayor Eric Adams and the police '\n                              'department announced that officials would be '\n                              'distributing 500 of the trackers to vehicle '\n                              'owners in the city during a p…',\n               'publishedAt': '2023-05-01T17:12:00Z',\n               'source': {'id': None, 'name': 'Gizmodo.com'},\n               'title': 'NYPD to Hand Out 500 Free AirTags as Car Thefts Rise',\n               'url': 'https://gizmodo.com/apple-airtags-nypd-tiktok-stop-car-thefts-eric-adams-1850390957',\n               'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/8db28183c80b1a394192e8a1add36864.png'},\n              {'author': None,\n               'content': 'We use cookies and data to<ul><li>Deliver and '\n                          'maintain Google services</li><li>Track outages and '\n                          'protect against spam, fraud, and '\n                          'abuse</li><li>Measure audience engagement and site '\n                          'statistics to unde… [+1131 chars]',\n               'description': 'New York City congestion pricing plan clears '\n                              'hurdle\\xa0\\xa0Reuters',\n               'publishedAt': '2023-05-05T21:11:00Z',\n               'source': {'id': 'google-news', 'name': 'Google News'},\n               'title': 'New York City congestion pricing plan clears hurdle - '\n                        'Reuters',\n               'url': 'https://consent.google.com/ml?continue=https://news.google.com/rss/articles/CBMiYGh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL3VzL25ldy15b3JrLWNpdHktY29uZ2VzdGlvbi1wcmljaW5nLXBsYW4tY2xlYXJzLWh1cmRsZS0yMDIzLTA1LTA1L9IBAA?oc%3D5&gl=FR&hl=en-US&cm=2&pc=n&src=1',\n               'urlToImage': None},\n              {'author': None,\n               'content': 'We use cookies and data to<ul><li>Deliver and '\n                          'maintain Google services</li><li>Track outages and '\n                          'protect against spam, fraud, and '\n                          'abuse</li><li>Measure audience engagement and site '\n                          'statistics to unde… [+1131 chars]',\n               'description': 'New Jersey senators seek to delay New York City '\n                              'congestion ...\\xa0\\xa0Reuters',\n               'publishedAt': '2023-05-15T21:50:00Z',\n               'source': {'id': 'google-news', 'name': 'Google News'},\n               'title': 'New Jersey senators seek to delay New York City '\n                        'congestion ... - Reuters',\n               'url': 'https://consent.google.com/ml?continue=https://news.google.com/rss/articles/CBMicWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL3VzL25ldy1qZXJzZXktc2VuYXRvcnMtc2Vlay1kZWxheS1uZXcteW9yay1jaXR5LWNvbmdlc3Rpb24tcHJpY2luZy1wbGFuLTIwMjMtMDUtMTUv0gEA?oc%3D5&gl=FR&hl=en-US&cm=2&pc=n&src=1',\n               'urlToImage': None},\n              {'author': 'https://www.facebook.com/bbcnews',\n               'content': 'A former US Marine is to be charged with the '\n                          'manslaughter of a homeless man on the New York City '\n                          'subway, the Manhattan district attorney has '\n                          'said. \\r\\n'\n                          'Daniel Penny, 24, will be arrested and formally ac… '\n                          '[+860 chars]',\n               'description': 'Daniel Penny, 24, will be arrested for Jordan '\n                              \"Neely's manslaughter on Friday, the district \"\n                              'attorney says.',\n               'publishedAt': '2023-05-11T21:42:41Z',\n               'source': {'id': 'bbc-news', 'name': 'BBC News'},\n               'title': 'Jordan Neely: Ex-Marine to be charged over New York '\n                        'subway death',\n               'url': 'https://www.bbc.co.uk/news/world-us-canada-65567073',\n               'urlToImage': 'https://ichef.bbci.co.uk/news/1024/branded_news/742C/production/_129704792_gettyimages-1488042842.jpg'},\n              {'author': 'Lawrence Bonk',\n               'content': 'The original Double Dragon basically invented co-op '\n                          'beat-em-up action in 1987, and now modern players '\n                          'are about to get a dose of nostalgic side-scrolling '\n                          'goodness thanks to a new franchise installmen… '\n                          '[+1411 chars]',\n               'description': 'The original Double Dragon basically invented '\n                              'co-op beat-em-up action in 1987, and now modern '\n                              'players are about to get a dose of nostalgic '\n                              'side-scrolling goodness thanks to a new '\n                              'franchise installment. Double Dragon Gaiden: '\n                              'Rise of the Dragons launches this f…',\n               'publishedAt': '2023-05-03T17:58:31Z',\n               'source': {'id': 'engadget', 'name': 'Engadget'},\n               'title': 'New ‘Double Dragon’ game trailer promises nostalgic '\n                        'beat-em-up thrills',\n               'url': 'https://www.engadget.com/new-double-dragon-game-trailer-promises-nostalgic-beat-em-up-thrills-175831891.html',\n               'urlToImage': 'https://s.yimg.com/uu/api/res/1.2/tmMHuRCW2bje2nitXvzTdA--~B/Zmk9ZmlsbDtoPTYzMDtweW9mZj0wO3c9MTIwMDthcHBpZD15dGFjaHlvbg--/https://media-mbst-pub-ue1.s3.amazonaws.com/creatr-uploaded-images/2023-05/32ec3f10-e9d6-11ed-ad7f-3e5b4a37afb9.cf.jpg'},\n              {'author': 'Nikki Main',\n               'content': 'The trial against ex-OpenSea product manager '\n                          'Nathaniel Chastain is set to begin later this week, '\n                          'nearly a year since he was arrested in New York '\n                          'City for wire fraud. Chastains arrest came on the '\n                          'tail… [+2672 chars]',\n               'description': 'The trial against ex-OpenSea product manager '\n                              'Nathaniel Chastain is set to begin later this '\n                              'week, nearly a year since he was arrested in '\n                              'New York City for wire fraud. Chastain’s arrest '\n                              'came on the tail-end of an FBI investigation '\n                              'into his non-fungible tokens (…',\n               'publishedAt': '2023-04-24T15:15:00Z',\n               'source': {'id': None, 'name': 'Gizmodo.com'},\n               'title': \"Ex-OpenSea Manger's Trial Begins in First Alleged NFT \"\n                        'Insider Trading Scheme',\n               'url': 'https://gizmodo.com/opensea-nft-insider-trading-crypto-blockchain-1850368156',\n               'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/2f78f4c2a2dc9ec6a7c9e31264604e61.jpg'},\n              {'author': None,\n               'content': 'We use cookies and data to<ul><li>Deliver and '\n                          'maintain Google services</li><li>Track outages and '\n                          'protect against spam, fraud, and '\n                          'abuse</li><li>Measure audience engagement and site '\n                          'statistics to unde… [+1131 chars]',\n               'description': 'New York City choking death revives debate over '\n                              'subway crime\\xa0\\xa0Reuters',\n               'publishedAt': '2023-05-09T14:45:00Z',\n               'source': {'id': 'google-news', 'name': 'Google News'},\n               'title': 'New York City choking death revives debate over '\n                        'subway crime - Reuters',\n               'url': 'https://consent.google.com/ml?continue=https://news.google.com/rss/articles/CBMiaWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL3VzL25ldy15b3JrLWNpdHktY2hva2luZy1kZWF0aC1yZXZpdmVzLWRlYmF0ZS1vdmVyLXN1YndheS1jcmltZS0yMDIzLTA1LTA5L9IBAA?oc%3D5&gl=FR&hl=en-US&cm=2&pc=n&src=1',\n               'urlToImage': None},\n              {'author': 'Charles Pulliam-Moore',\n               'content': 'Netflix canceled its in-person upfront, probably to '\n                          'avoid the WGAs picket lines\\r\\n'\n                          'Netflix canceled its in-person upfront, probably to '\n                          'avoid the WGAs picket lines\\r\\n'\n                          ' / After being tipped off by the NYPD… [+2146 '\n                          'chars]',\n               'description': 'Netflix’s first in-person upfront presentation '\n                              'is going all-digital after the streamer caught '\n                              'wind of striking WGA writers planning to '\n                              'protest at the event.',\n               'publishedAt': '2023-05-11T15:56:41Z',\n               'source': {'id': 'the-verge', 'name': 'The Verge'},\n               'title': 'Netflix canceled its in-person upfront, probably to '\n                        'avoid the WGA’s picket lines',\n               'url': 'https://www.theverge.com/2023/5/11/23719691/netflix-upfront-wga-strike-nypd',\n               'urlToImage': 'https://cdn.vox-cdn.com/thumbor/ScXzGQ8lrcWwmyFEyuCWvqtTjPE=/0x0:2040x1360/1200x628/filters:focal(1020x680:1021x681)/cdn.vox-cdn.com/uploads/chorus_asset/file/23951360/STK072_VRG_Illo_N_Barclay_8_netflix.jpg'},\n              {'author': 'https://www.facebook.com/bbcnews',\n               'content': 'Media caption, Watch: BBC talks to taxi driver that '\n                          'drove Harry and Meghan\\r\\n'\n                          'A New York City cab driver who drove the Duke and '\n                          'Duchess of Sussex for about 10 minutes on Tuesday '\n                          'night as they tried to … [+3445 chars]',\n               'description': '\"I think they were being chased the whole day '\n                              'or something,\" says New Yorker Sonny Singh.',\n               'publishedAt': '2023-05-17T22:20:00Z',\n               'source': {'id': 'bbc-news', 'name': 'BBC News'},\n               'title': 'Meghan and Prince Harry looked nervous, says New York '\n                        'taxi driver',\n               'url': 'https://www.bbc.co.uk/news/world-us-canada-65629160',\n               'urlToImage': 'https://ichef.bbci.co.uk/news/1024/branded_news/35F8/production/_129761831_b90cefdd-9991-4867-8638-276941347675.jpg'},\n              {'author': 'Joel Cunningham',\n               'content': 'Hype is one thing; bad buzz is another. The word on '\n                          'HBOs new series The Idol, premiering on HBO and the '\n                          'streaming service formerly known as HBO Max on June '\n                          '4, has definitely been trending toward the … [+7500 '\n                          'chars]',\n               'description': 'Hype is one thing; bad buzz is another. The '\n                              'word on HBO’s new series The Idol, premiering '\n                              'on HBO and the streaming service formerly known '\n                              'as HBO Max on June 4, has definitely been '\n                              'trending toward the latter. Co-created by '\n                              'Euphoria’s Sam Levinson, the fictiona…',\n               'publishedAt': '2023-05-18T15:38:35Z',\n               'source': {'id': None, 'name': 'Lifehacker.com'},\n               'title': \"What's New on (HBO) Max in June 2023\",\n               'url': 'https://lifehacker.com/whats-new-on-hbo-max-in-june-2023-1850449794',\n               'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/9b74b3278bdc0b761ff2234362e99d39.jpg'},\n              {'author': 'Ruben Bolling',\n               'content': 'New York City has now entered a 30-day public '\n                          'comment period for its plan to charge motorists to '\n                          \"drive in the busiest part of the city, Manhattan's \"\n                          'midtown and downtown. The Biden administration '\n                          'gran… [+2208 chars]',\n               'description': 'New York City has now entered a 30-day public '\n                              'comment period for its plan to charge motorists '\n                              'to drive in the busiest part of the city, '\n                              \"Manhattan's midtown and downtown. The Biden \"\n                              'administration granted its approval this month, '\n                              'and it now could be implemented…',\n               'publishedAt': '2023-05-17T15:00:24Z',\n               'source': {'id': None, 'name': 'Boing Boing'},\n               'title': 'New York City taking more steps toward congestion '\n                        'pricing plan',\n               'url': 'https://boingboing.net/2023/05/17/new-york-city-taking-more-steps-toward-congestion-pricing-plan.html',\n               'urlToImage': 'https://i0.wp.com/boingboing.net/wp-content/uploads/2023/05/new-york-city-traffic-shutterstock_604482875.jpg?fit=1200%2C762&ssl=1'},\n              {'author': 'Jennifer Sandlin',\n               'content': 'Researchers Fanjun Bu, Ilan Mandel, and Wendy Ju, '\n                          'of Cornell Tech in New York, NY and researcher '\n                          'Wen-Ying Lee of Cornell University in Ithaca, '\n                          'recently presented their new research, called '\n                          '\"Trash Bar… [+3351 chars]',\n               'description': 'Researchers Fanjun Bu, Ilan Mandel, and Wendy '\n                              'Ju, of Cornell Tech in New York, NY and '\n                              'researcher Wen-Ying Lee of Cornell University '\n                              'in Ithaca, recently presented their new '\n                              'research, called \"Trash Barrel Robots in the '\n                              'City,\" at the 2023 ACM/IEEE\\xa0International …',\n               'publishedAt': '2023-04-24T12:45:21Z',\n               'source': {'id': None, 'name': 'Boing Boing'},\n               'title': 'Cornell researchers study \"trash barrel robots\" in '\n                        'New York City',\n               'url': 'https://boingboing.net/2023/04/24/cornell-researchers-study-trash-barrel-robots-in-new-york-city.html',\n               'urlToImage': 'https://i0.wp.com/boingboing.net/wp-content/uploads/2023/04/Screen-Shot-2023-04-23-at-7.05.12-PM.png?fit=937%2C1200&ssl=1'},\n              {'author': 'Katie Balevic',\n               'content': 'New York City Mayor Eric Adams.Hans Pennink/AP\\r\\n'\n                          '<ul>\\n'\n                          '<li>Eric Adams is sending asylum seekers in New '\n                          'York City to upstate New York, drawing criticism '\n                          'from local officials.</li>\\n'\n                          '<li>Adams has been cri… [+4400 chars]',\n               'description': 'Just as Eric Adams has decried Abbott for '\n                              'bussing immigrants to New York City, local '\n                              'officials upstate made similar complaints about '\n                              \"Adams' plan.\",\n               'publishedAt': '2023-05-06T18:32:44Z',\n               'source': {'id': 'business-insider', 'name': 'Business Insider'},\n               'title': 'New York Mayor Eric Adams to bus asylum seekers '\n                        'upstate, much like Texas Gov. Greg Abbott bussed '\n                        'asylum seekers to New York City',\n               'url': 'https://www.businessinsider.com/mayor-eric-adams-asylum-seekers-upstate-texas-greg-abbott-2023-5',\n               'urlToImage': 'https://i.insider.com/64567c8dbcb4870018c80fbb?width=1200&format=jpeg'},\n              {'author': 'Kevin Hurler',\n               'content': 'If you can book a car, you can book a plane. In its '\n                          'quest to dominate every step of your trip planning '\n                          'process, ride-hailing and food ordering tech giant '\n                          'Uber has unveiled a new feature for its UK us… '\n                          '[+2046 chars]',\n               'description': 'If you can book a car, you can book a plane. In '\n                              'its quest to dominate every step of your trip '\n                              'planning process, ride-hailing and food '\n                              'ordering tech giant Uber has unveiled a new '\n                              'feature for its UK users: flight booking.Read '\n                              'more...',\n               'publishedAt': '2023-05-10T15:11:00Z',\n               'source': {'id': None, 'name': 'Gizmodo.com'},\n               'title': 'Uber Users Can Now Book Flights in the UK',\n               'url': 'https://gizmodo.com/uber-hopper-flights-uk-tourism-europe-flights-1850423143',\n               'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/2e333505552b529127eae4bda9f68a21.jpg'},\n              {'author': 'msmash',\n               'content': 'Chancellor David Banks wrote in an op-ed, published '\n                          'by Chalkbeat Thursday, that while the school system '\n                          'proceeded with \"initial caution\" concerning '\n                          'artificial intelligence (AI) programs earlier this '\n                          '… [+792 chars]',\n               'description': \"The chancellor of New York City's school system \"\n                              'says the city has revoked its ban on the use of '\n                              'ChatGPT in public schools. From a report: '\n                              'Chancellor David Banks wrote in an op-ed, '\n                              'published by Chalkbeat Thursday, that while the '\n                              'school system proceeded with \"i…',\n               'publishedAt': '2023-05-19T07:55:00Z',\n               'source': {'id': None, 'name': 'Slashdot.org'},\n               'title': 'New York City Rescinds Ban on ChatGPT Use in Public '\n                        'Schools',\n               'url': 'https://news.slashdot.org/story/23/05/19/0755258/new-york-city-rescinds-ban-on-chatgpt-use-in-public-schools',\n               'urlToImage': 'https://a.fsdn.com/sd/topics/ai_64.png'},\n              {'author': 'Jyoti Mann',\n               'content': \"Jay-Z's Roc Nation joined SL Green and Caesars \"\n                          \"Entertainment's bid in December.John Phillips/Getty \"\n                          'Images\\r\\n'\n                          '<ul>\\n'\n                          \"<li>Jay-Z's Roc Nation wants New York City to grant \"\n                          'it a gaming license for a casino in… [+2043 chars]',\n               'description': 'Roc Nation said there was no better location '\n                              'for a Caesars Palace casino and claimed it '\n                              \"would improve New Yorkers' lives.\",\n               'publishedAt': '2023-05-13T10:15:56Z',\n               'source': {'id': 'business-insider', 'name': 'Business Insider'},\n               'title': 'Jay-Z wants New York City to let him open a casino in '\n                        'Times Square',\n               'url': 'https://www.businessinsider.com/jay-z-wants-license-open-casino-times-square-roc-nation-2023-5',\n               'urlToImage': 'https://i.insider.com/645f515211971c00188f3b5b?width=1200&format=jpeg'}],\n 'status': 'ok',\n 'totalResults': 25030}\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "id": "7110909e",
      "cell_type": "markdown",
      "source": "### 2.6 Print just the titles with a loop:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "88c8962e",
      "cell_type": "code",
      "source": "for i in response_json['articles']:\n    print(i['title'])",
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": "New York City’s skyscrapers are sinking the city — and climate change can make things worse\nJoin us this Thursday in NYC for a Verge fan screening of BlackBerry!\nNew York failed Jordan Neely, homeless advocates say\nApple Arcade launches 20 new games, including a new TMNT roguelike\nNYPD to Hand Out 500 Free AirTags as Car Thefts Rise\nNew York City congestion pricing plan clears hurdle - Reuters\nNew Jersey senators seek to delay New York City congestion ... - Reuters\nJordan Neely: Ex-Marine to be charged over New York subway death\nNew ‘Double Dragon’ game trailer promises nostalgic beat-em-up thrills\nEx-OpenSea Manger's Trial Begins in First Alleged NFT Insider Trading Scheme\nNew York City choking death revives debate over subway crime - Reuters\nNetflix canceled its in-person upfront, probably to avoid the WGA’s picket lines\nMeghan and Prince Harry looked nervous, says New York taxi driver\nWhat's New on (HBO) Max in June 2023\nNew York City taking more steps toward congestion pricing plan\nCornell researchers study \"trash barrel robots\" in New York City\nNew York Mayor Eric Adams to bus asylum seekers upstate, much like Texas Gov. Greg Abbott bussed asylum seekers to New York City\nUber Users Can Now Book Flights in the UK\nNew York City Rescinds Ban on ChatGPT Use in Public Schools\nJay-Z wants New York City to let him open a casino in Times Square\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "id": "fc206486",
      "cell_type": "markdown",
      "source": "Congrats on making your first NewsAPI query! Try out some other queries and the different endpoints. You can find the documentation at https://newsapi.org/docs."
    },
    {
      "metadata": {},
      "id": "5f3118f9",
      "cell_type": "markdown",
      "source": "### 2.7 Visualizing Results in a Word Cloud"
    },
    {
      "metadata": {},
      "id": "419630a6",
      "cell_type": "markdown",
      "source": "A word cloud is a visual representation of information or data. It shows the popularity of words or phrases by making the most frequently used words appear larger or bolder compared with the other words around them. \n\nTo visualize the results of our NewsAPI query, we can create a word cloud using the \"wordcloud\" package for Python. Since the \"wordcloud\" package is not part of the standard Python library, we need to install it first.\n\nWorking from your computer Terminal (make sure you see the % symbol), type the following command: \"conda install -c conda-forge wordcloud\" and hit enter.\n\nWhen it prompts you to respond with y or n (i.e., yes or no), type y and press enter.\n\nWhen the installation in complete, your terminal should return to its base with the % symbol.\n\n"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "afcfdeb5",
      "cell_type": "code",
      "source": "# !conda install -c conda-forge wordcloud",
      "execution_count": 22,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "d9baa625",
      "cell_type": "markdown",
      "source": "We will also use Matplotlib, a comprehensive library for creating static, animated, and interactive visualizations in Python. Matplotlib is already included in your Anaconda package. "
    },
    {
      "metadata": {},
      "id": "186df1f6",
      "cell_type": "markdown",
      "source": "### 2.8 Importing the \"wordcloud\" and \"matplotlib\" libraries"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "f7b34a4b",
      "cell_type": "code",
      "source": "from wordcloud import WordCloud\nimport matplotlib.pyplot as plt",
      "execution_count": 23,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "19c736ee",
      "cell_type": "markdown",
      "source": "### 2.9 Combine headlines into one string:"
    },
    {
      "metadata": {},
      "id": "f916d3b7",
      "cell_type": "markdown",
      "source": "Let's start by creating an empty string"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "d01215f6",
      "cell_type": "code",
      "source": "text_combined = ''",
      "execution_count": 24,
      "outputs": []
    },
    {
      "metadata": {},
      "id": "6a7dd454",
      "cell_type": "markdown",
      "source": "Loop through all the headlines and add them to 'text_combined.' We can make sure to add a space after every headline, so the first and last words are not glued together. Finally, let's print the first 300 characters to screen for inspection"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "738e0fd8",
      "cell_type": "code",
      "source": "for i in response_json['articles']:\n    text_combined += i['title'] + ' ' \nprint(text_combined[0:300])",
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": "New York City’s skyscrapers are sinking the city — and climate change can make things worse Join us this Thursday in NYC for a Verge fan screening of BlackBerry! New York failed Jordan Neely, homeless advocates say Apple Arcade launches 20 new games, including a new TMNT roguelike NYPD to Hand Out 5\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "id": "e9515c7f",
      "cell_type": "markdown",
      "source": "### 2.10 Create a Word Cloud:"
    },
    {
      "metadata": {
        "scrolled": true,
        "trusted": true
      },
      "id": "1954f5ce",
      "cell_type": "code",
      "source": "wordcloud = WordCloud(max_font_size=40).generate(text_combined)\nplt.figure()\nplt.imshow(wordcloud, interpolation=\"bilinear\")\nplt.axis(\"off\")\nplt.show()",
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 640x480 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "9bff51e0",
      "cell_type": "markdown",
      "source": "### 2.11 Converting JSON data into a Pandas Dataframe"
    },
    {
      "metadata": {},
      "id": "40d4dcdd",
      "cell_type": "markdown",
      "source": "As noted in section 1.6, it may be easier to work with the API data if it were stored in tabular format (i.e., a spreadsheet). We can use the Pandas Python library for data analysis and manipulation (https://pandas.pydata.org) to wrangle the JSON formatted data into a dataframe.\n\nLet's follow the same steps as section 1.6:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "65a2f06c",
      "cell_type": "code",
      "source": "import pandas as pd",
      "execution_count": 27,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "8b08e0e3",
      "cell_type": "code",
      "source": "response_json.keys()",
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 28,
          "data": {
            "text/plain": "dict_keys(['status', 'totalResults', 'articles'])"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "317d1a00",
      "cell_type": "code",
      "source": "response_json['status']",
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 29,
          "data": {
            "text/plain": "'ok'"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "2c79bf31",
      "cell_type": "code",
      "source": "response_json['totalResults']",
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 30,
          "data": {
            "text/plain": "25030"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "64b78314",
      "cell_type": "code",
      "source": "response_json['articles']",
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 31,
          "data": {
            "text/plain": "[{'source': {'id': 'the-verge', 'name': 'The Verge'},\n  'author': 'Sebastián Rodríguez',\n  'title': 'New York City’s skyscrapers are sinking the city — and climate change can make things worse',\n  'description': 'New York City’s buildings are sinking the city, while climate change is making sea levels rise and increasing the risk of coastal flooding.',\n  'url': 'https://www.theverge.com/2023/5/19/23730478/nyc-skyscrapers-climate-change-sinking-manhattan',\n  'urlToImage': 'https://cdn.vox-cdn.com/thumbor/iCL6hh2CRVKFn6ASNlbc4yCM7kw=/0x0:5722x3668/1200x628/filters:focal(2861x1834:2862x1835)/cdn.vox-cdn.com/uploads/chorus_asset/file/24669409/1488061487.jpg',\n  'publishedAt': '2023-05-19T21:38:44Z',\n  'content': 'New York Citys skyscrapers are sinking the city and climate change can make things worse\\r\\nNew York Citys skyscrapers are sinking the city and climate change can make things worse\\r\\n / NYC is sinking a… [+3450 chars]'},\n {'source': {'id': 'the-verge', 'name': 'The Verge'},\n  'author': 'T.C. Sottek',\n  'title': 'Join us this Thursday in NYC for a Verge fan screening of BlackBerry!',\n  'description': 'The Verge will be at the IFC Center in New York City for an exclusive screening, followed by a Q&A with director Matt Johnson.',\n  'url': 'https://www.theverge.com/2023/5/1/23706321/verge-blackberry-screening-director-qa',\n  'urlToImage': 'https://cdn.vox-cdn.com/thumbor/95ovxKZ7vEStGPrnnVDEO5FGjig=/0x0:2879x1435/1200x628/filters:focal(1440x718:1441x719)/cdn.vox-cdn.com/uploads/chorus_asset/file/24509820/Screenshot_2023_03_15_at_08.10.22.png',\n  'publishedAt': '2023-05-01T13:59:54Z',\n  'content': 'Join us this Thursday in NYC for a Verge fan screening of BlackBerry!\\r\\nJoin us this Thursday in NYC for a Verge fan screening of BlackBerry!\\r\\n / Well be watching the new film at 6PM at the IFC Center… [+1029 chars]'},\n {'source': {'id': 'bbc-news', 'name': 'BBC News'},\n  'author': 'https://www.facebook.com/bbcnews',\n  'title': 'New York failed Jordan Neely, homeless advocates say',\n  'description': \"The 30-year-old's death on the subway after being held in a chokehold renews calls for support.\",\n  'url': 'https://www.bbc.co.uk/news/world-us-canada-65504985',\n  'urlToImage': 'https://ichef.bbci.co.uk/news/1024/branded_news/242D/production/_129616290_jordanneelysubwaytribute.jpg',\n  'publishedAt': '2023-05-06T00:22:14Z',\n  'content': 'Days after a subway passenger killed a homeless man on the New York City subway, there was little sign of what had happened in the underground station where the fatal confrontation ended.\\r\\nOnly a scr… [+7332 chars]'},\n {'source': {'id': 'the-verge', 'name': 'The Verge'},\n  'author': 'Emma Roth',\n  'title': 'Apple Arcade launches 20 new games, including a new TMNT roguelike',\n  'description': 'Apple Arcade is getting 20 new games, and that includes the exclusive launch of the TMNT Splintered Fate, a co-op roguelike.',\n  'url': 'https://www.theverge.com/2023/5/4/23710913/apple-arcade-new-games-tmnt',\n  'urlToImage': 'https://cdn.vox-cdn.com/thumbor/VK0_y7zWu6g_m5sWV4wVzI4gk-s=/0x0:1960x1102/1200x628/filters:focal(980x551:981x552)/cdn.vox-cdn.com/uploads/chorus_asset/file/24632244/Apple_Arcade_new_games_hero.jpg',\n  'publishedAt': '2023-05-04T14:03:26Z',\n  'content': 'Image: Apple\\r\\n\\n \\n\\n Apple Arcade is getting 20 new games, and that includes the exclusive launch of a Teenage Mutant Ninja Turtle roguelike.\\nThe game, called TMNT Splintered Fate, is a top-down co-op … [+1400 chars]'},\n {'source': {'id': None, 'name': 'Gizmodo.com'},\n  'author': 'Lauren Leffer',\n  'title': 'NYPD to Hand Out 500 Free AirTags as Car Thefts Rise',\n  'description': 'Amid a spike in carjackings, New York City is trying out a novel strategy for tackling theft: Apple Airtags. Mayor Eric Adams and the police department announced that officials would be distributing 500 of the trackers to vehicle owners in the city during a p…',\n  'url': 'https://gizmodo.com/apple-airtags-nypd-tiktok-stop-car-thefts-eric-adams-1850390957',\n  'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/8db28183c80b1a394192e8a1add36864.png',\n  'publishedAt': '2023-05-01T17:12:00Z',\n  'content': 'Amid a spike in carjackings, New York City is trying out a novel strategy for tackling theft: Apple Airtags. Mayor Eric Adams and the police department announced that officials would be distributing … [+4929 chars]'},\n {'source': {'id': 'google-news', 'name': 'Google News'},\n  'author': None,\n  'title': 'New York City congestion pricing plan clears hurdle - Reuters',\n  'description': 'New York City congestion pricing plan clears hurdle\\xa0\\xa0Reuters',\n  'url': 'https://consent.google.com/ml?continue=https://news.google.com/rss/articles/CBMiYGh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL3VzL25ldy15b3JrLWNpdHktY29uZ2VzdGlvbi1wcmljaW5nLXBsYW4tY2xlYXJzLWh1cmRsZS0yMDIzLTA1LTA1L9IBAA?oc%3D5&gl=FR&hl=en-US&cm=2&pc=n&src=1',\n  'urlToImage': None,\n  'publishedAt': '2023-05-05T21:11:00Z',\n  'content': 'We use cookies and data to<ul><li>Deliver and maintain Google services</li><li>Track outages and protect against spam, fraud, and abuse</li><li>Measure audience engagement and site statistics to unde… [+1131 chars]'},\n {'source': {'id': 'google-news', 'name': 'Google News'},\n  'author': None,\n  'title': 'New Jersey senators seek to delay New York City congestion ... - Reuters',\n  'description': 'New Jersey senators seek to delay New York City congestion ...\\xa0\\xa0Reuters',\n  'url': 'https://consent.google.com/ml?continue=https://news.google.com/rss/articles/CBMicWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL3VzL25ldy1qZXJzZXktc2VuYXRvcnMtc2Vlay1kZWxheS1uZXcteW9yay1jaXR5LWNvbmdlc3Rpb24tcHJpY2luZy1wbGFuLTIwMjMtMDUtMTUv0gEA?oc%3D5&gl=FR&hl=en-US&cm=2&pc=n&src=1',\n  'urlToImage': None,\n  'publishedAt': '2023-05-15T21:50:00Z',\n  'content': 'We use cookies and data to<ul><li>Deliver and maintain Google services</li><li>Track outages and protect against spam, fraud, and abuse</li><li>Measure audience engagement and site statistics to unde… [+1131 chars]'},\n {'source': {'id': 'bbc-news', 'name': 'BBC News'},\n  'author': 'https://www.facebook.com/bbcnews',\n  'title': 'Jordan Neely: Ex-Marine to be charged over New York subway death',\n  'description': \"Daniel Penny, 24, will be arrested for Jordan Neely's manslaughter on Friday, the district attorney says.\",\n  'url': 'https://www.bbc.co.uk/news/world-us-canada-65567073',\n  'urlToImage': 'https://ichef.bbci.co.uk/news/1024/branded_news/742C/production/_129704792_gettyimages-1488042842.jpg',\n  'publishedAt': '2023-05-11T21:42:41Z',\n  'content': 'A former US Marine is to be charged with the manslaughter of a homeless man on the New York City subway, the Manhattan district attorney has said. \\r\\nDaniel Penny, 24, will be arrested and formally ac… [+860 chars]'},\n {'source': {'id': 'engadget', 'name': 'Engadget'},\n  'author': 'Lawrence Bonk',\n  'title': 'New ‘Double Dragon’ game trailer promises nostalgic beat-em-up thrills',\n  'description': 'The original Double Dragon basically invented co-op beat-em-up action in 1987, and now modern players are about to get a dose of nostalgic side-scrolling goodness thanks to a new franchise installment. Double Dragon Gaiden: Rise of the Dragons launches this f…',\n  'url': 'https://www.engadget.com/new-double-dragon-game-trailer-promises-nostalgic-beat-em-up-thrills-175831891.html',\n  'urlToImage': 'https://s.yimg.com/uu/api/res/1.2/tmMHuRCW2bje2nitXvzTdA--~B/Zmk9ZmlsbDtoPTYzMDtweW9mZj0wO3c9MTIwMDthcHBpZD15dGFjaHlvbg--/https://media-mbst-pub-ue1.s3.amazonaws.com/creatr-uploaded-images/2023-05/32ec3f10-e9d6-11ed-ad7f-3e5b4a37afb9.cf.jpg',\n  'publishedAt': '2023-05-03T17:58:31Z',\n  'content': 'The original Double Dragon basically invented co-op beat-em-up action in 1987, and now modern players are about to get a dose of nostalgic side-scrolling goodness thanks to a new franchise installmen… [+1411 chars]'},\n {'source': {'id': None, 'name': 'Gizmodo.com'},\n  'author': 'Nikki Main',\n  'title': \"Ex-OpenSea Manger's Trial Begins in First Alleged NFT Insider Trading Scheme\",\n  'description': 'The trial against ex-OpenSea product manager Nathaniel Chastain is set to begin later this week, nearly a year since he was arrested in New York City for wire fraud. Chastain’s arrest came on the tail-end of an FBI investigation into his non-fungible tokens (…',\n  'url': 'https://gizmodo.com/opensea-nft-insider-trading-crypto-blockchain-1850368156',\n  'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/2f78f4c2a2dc9ec6a7c9e31264604e61.jpg',\n  'publishedAt': '2023-04-24T15:15:00Z',\n  'content': 'The trial against ex-OpenSea product manager Nathaniel Chastain is set to begin later this week, nearly a year since he was arrested in New York City for wire fraud. Chastains arrest came on the tail… [+2672 chars]'},\n {'source': {'id': 'google-news', 'name': 'Google News'},\n  'author': None,\n  'title': 'New York City choking death revives debate over subway crime - Reuters',\n  'description': 'New York City choking death revives debate over subway crime\\xa0\\xa0Reuters',\n  'url': 'https://consent.google.com/ml?continue=https://news.google.com/rss/articles/CBMiaWh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL3VzL25ldy15b3JrLWNpdHktY2hva2luZy1kZWF0aC1yZXZpdmVzLWRlYmF0ZS1vdmVyLXN1YndheS1jcmltZS0yMDIzLTA1LTA5L9IBAA?oc%3D5&gl=FR&hl=en-US&cm=2&pc=n&src=1',\n  'urlToImage': None,\n  'publishedAt': '2023-05-09T14:45:00Z',\n  'content': 'We use cookies and data to<ul><li>Deliver and maintain Google services</li><li>Track outages and protect against spam, fraud, and abuse</li><li>Measure audience engagement and site statistics to unde… [+1131 chars]'},\n {'source': {'id': 'the-verge', 'name': 'The Verge'},\n  'author': 'Charles Pulliam-Moore',\n  'title': 'Netflix canceled its in-person upfront, probably to avoid the WGA’s picket lines',\n  'description': 'Netflix’s first in-person upfront presentation is going all-digital after the streamer caught wind of striking WGA writers planning to protest at the event.',\n  'url': 'https://www.theverge.com/2023/5/11/23719691/netflix-upfront-wga-strike-nypd',\n  'urlToImage': 'https://cdn.vox-cdn.com/thumbor/ScXzGQ8lrcWwmyFEyuCWvqtTjPE=/0x0:2040x1360/1200x628/filters:focal(1020x680:1021x681)/cdn.vox-cdn.com/uploads/chorus_asset/file/23951360/STK072_VRG_Illo_N_Barclay_8_netflix.jpg',\n  'publishedAt': '2023-05-11T15:56:41Z',\n  'content': 'Netflix canceled its in-person upfront, probably to avoid the WGAs picket lines\\r\\nNetflix canceled its in-person upfront, probably to avoid the WGAs picket lines\\r\\n / After being tipped off by the NYPD… [+2146 chars]'},\n {'source': {'id': 'bbc-news', 'name': 'BBC News'},\n  'author': 'https://www.facebook.com/bbcnews',\n  'title': 'Meghan and Prince Harry looked nervous, says New York taxi driver',\n  'description': '\"I think they were being chased the whole day or something,\" says New Yorker Sonny Singh.',\n  'url': 'https://www.bbc.co.uk/news/world-us-canada-65629160',\n  'urlToImage': 'https://ichef.bbci.co.uk/news/1024/branded_news/35F8/production/_129761831_b90cefdd-9991-4867-8638-276941347675.jpg',\n  'publishedAt': '2023-05-17T22:20:00Z',\n  'content': 'Media caption, Watch: BBC talks to taxi driver that drove Harry and Meghan\\r\\nA New York City cab driver who drove the Duke and Duchess of Sussex for about 10 minutes on Tuesday night as they tried to … [+3445 chars]'},\n {'source': {'id': None, 'name': 'Lifehacker.com'},\n  'author': 'Joel Cunningham',\n  'title': \"What's New on (HBO) Max in June 2023\",\n  'description': 'Hype is one thing; bad buzz is another. The word on HBO’s new series The Idol, premiering on HBO and the streaming service formerly known as HBO Max on June 4, has definitely been trending toward the latter. Co-created by Euphoria’s Sam Levinson, the fictiona…',\n  'url': 'https://lifehacker.com/whats-new-on-hbo-max-in-june-2023-1850449794',\n  'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/9b74b3278bdc0b761ff2234362e99d39.jpg',\n  'publishedAt': '2023-05-18T15:38:35Z',\n  'content': 'Hype is one thing; bad buzz is another. The word on HBOs new series The Idol, premiering on HBO and the streaming service formerly known as HBO Max on June 4, has definitely been trending toward the … [+7500 chars]'},\n {'source': {'id': None, 'name': 'Boing Boing'},\n  'author': 'Ruben Bolling',\n  'title': 'New York City taking more steps toward congestion pricing plan',\n  'description': \"New York City has now entered a 30-day public comment period for its plan to charge motorists to drive in the busiest part of the city, Manhattan's midtown and downtown. The Biden administration granted its approval this month, and it now could be implemented…\",\n  'url': 'https://boingboing.net/2023/05/17/new-york-city-taking-more-steps-toward-congestion-pricing-plan.html',\n  'urlToImage': 'https://i0.wp.com/boingboing.net/wp-content/uploads/2023/05/new-york-city-traffic-shutterstock_604482875.jpg?fit=1200%2C762&ssl=1',\n  'publishedAt': '2023-05-17T15:00:24Z',\n  'content': \"New York City has now entered a 30-day public comment period for its plan to charge motorists to drive in the busiest part of the city, Manhattan's midtown and downtown. The Biden administration gran… [+2208 chars]\"},\n {'source': {'id': None, 'name': 'Boing Boing'},\n  'author': 'Jennifer Sandlin',\n  'title': 'Cornell researchers study \"trash barrel robots\" in New York City',\n  'description': 'Researchers Fanjun Bu, Ilan Mandel, and Wendy Ju, of Cornell Tech in New York, NY and researcher Wen-Ying Lee of Cornell University in Ithaca, recently presented their new research, called \"Trash Barrel Robots in the City,\" at the 2023 ACM/IEEE\\xa0International …',\n  'url': 'https://boingboing.net/2023/04/24/cornell-researchers-study-trash-barrel-robots-in-new-york-city.html',\n  'urlToImage': 'https://i0.wp.com/boingboing.net/wp-content/uploads/2023/04/Screen-Shot-2023-04-23-at-7.05.12-PM.png?fit=937%2C1200&ssl=1',\n  'publishedAt': '2023-04-24T12:45:21Z',\n  'content': 'Researchers Fanjun Bu, Ilan Mandel, and Wendy Ju, of Cornell Tech in New York, NY and researcher Wen-Ying Lee of Cornell University in Ithaca, recently presented their new research, called \"Trash Bar… [+3351 chars]'},\n {'source': {'id': 'business-insider', 'name': 'Business Insider'},\n  'author': 'Katie Balevic',\n  'title': 'New York Mayor Eric Adams to bus asylum seekers upstate, much like Texas Gov. Greg Abbott bussed asylum seekers to New York City',\n  'description': \"Just as Eric Adams has decried Abbott for bussing immigrants to New York City, local officials upstate made similar complaints about Adams' plan.\",\n  'url': 'https://www.businessinsider.com/mayor-eric-adams-asylum-seekers-upstate-texas-greg-abbott-2023-5',\n  'urlToImage': 'https://i.insider.com/64567c8dbcb4870018c80fbb?width=1200&format=jpeg',\n  'publishedAt': '2023-05-06T18:32:44Z',\n  'content': 'New York City Mayor Eric Adams.Hans Pennink/AP\\r\\n<ul>\\n<li>Eric Adams is sending asylum seekers in New York City to upstate New York, drawing criticism from local officials.</li>\\n<li>Adams has been cri… [+4400 chars]'},\n {'source': {'id': None, 'name': 'Gizmodo.com'},\n  'author': 'Kevin Hurler',\n  'title': 'Uber Users Can Now Book Flights in the UK',\n  'description': 'If you can book a car, you can book a plane. In its quest to dominate every step of your trip planning process, ride-hailing and food ordering tech giant Uber has unveiled a new feature for its UK users: flight booking.Read more...',\n  'url': 'https://gizmodo.com/uber-hopper-flights-uk-tourism-europe-flights-1850423143',\n  'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/2e333505552b529127eae4bda9f68a21.jpg',\n  'publishedAt': '2023-05-10T15:11:00Z',\n  'content': 'If you can book a car, you can book a plane. In its quest to dominate every step of your trip planning process, ride-hailing and food ordering tech giant Uber has unveiled a new feature for its UK us… [+2046 chars]'},\n {'source': {'id': None, 'name': 'Slashdot.org'},\n  'author': 'msmash',\n  'title': 'New York City Rescinds Ban on ChatGPT Use in Public Schools',\n  'description': 'The chancellor of New York City\\'s school system says the city has revoked its ban on the use of ChatGPT in public schools. From a report: Chancellor David Banks wrote in an op-ed, published by Chalkbeat Thursday, that while the school system proceeded with \"i…',\n  'url': 'https://news.slashdot.org/story/23/05/19/0755258/new-york-city-rescinds-ban-on-chatgpt-use-in-public-schools',\n  'urlToImage': 'https://a.fsdn.com/sd/topics/ai_64.png',\n  'publishedAt': '2023-05-19T07:55:00Z',\n  'content': 'Chancellor David Banks wrote in an op-ed, published by Chalkbeat Thursday, that while the school system proceeded with \"initial caution\" concerning artificial intelligence (AI) programs earlier this … [+792 chars]'},\n {'source': {'id': 'business-insider', 'name': 'Business Insider'},\n  'author': 'Jyoti Mann',\n  'title': 'Jay-Z wants New York City to let him open a casino in Times Square',\n  'description': \"Roc Nation said there was no better location for a Caesars Palace casino and claimed it would improve New Yorkers' lives.\",\n  'url': 'https://www.businessinsider.com/jay-z-wants-license-open-casino-times-square-roc-nation-2023-5',\n  'urlToImage': 'https://i.insider.com/645f515211971c00188f3b5b?width=1200&format=jpeg',\n  'publishedAt': '2023-05-13T10:15:56Z',\n  'content': \"Jay-Z's Roc Nation joined SL Green and Caesars Entertainment's bid in December.John Phillips/Getty Images\\r\\n<ul>\\n<li>Jay-Z's Roc Nation wants New York City to grant it a gaming license for a casino in… [+2043 chars]\"}]"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "0be4d9d0",
      "cell_type": "code",
      "source": "type(response_json['status'])",
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 32,
          "data": {
            "text/plain": "str"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "01b63d7a",
      "cell_type": "code",
      "source": "type(response_json['totalResults'])",
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 33,
          "data": {
            "text/plain": "int"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "857436b4",
      "cell_type": "code",
      "source": "type(response_json['articles'])",
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 34,
          "data": {
            "text/plain": "list"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "25b6eabe",
      "cell_type": "code",
      "source": "type(response_json['articles'][0])",
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 35,
          "data": {
            "text/plain": "dict"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "id": "eae56ce9",
      "cell_type": "code",
      "source": "df = pd.DataFrame(response_json['articles'])",
      "execution_count": 36,
      "outputs": []
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "id": "3a75fe3e",
      "cell_type": "code",
      "source": "df",
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 37,
          "data": {
            "text/plain": "                                               source  \\\n0            {'id': 'the-verge', 'name': 'The Verge'}   \n1            {'id': 'the-verge', 'name': 'The Verge'}   \n2              {'id': 'bbc-news', 'name': 'BBC News'}   \n3            {'id': 'the-verge', 'name': 'The Verge'}   \n4                 {'id': None, 'name': 'Gizmodo.com'}   \n5        {'id': 'google-news', 'name': 'Google News'}   \n6        {'id': 'google-news', 'name': 'Google News'}   \n7              {'id': 'bbc-news', 'name': 'BBC News'}   \n8              {'id': 'engadget', 'name': 'Engadget'}   \n9                 {'id': None, 'name': 'Gizmodo.com'}   \n10       {'id': 'google-news', 'name': 'Google News'}   \n11           {'id': 'the-verge', 'name': 'The Verge'}   \n12             {'id': 'bbc-news', 'name': 'BBC News'}   \n13             {'id': None, 'name': 'Lifehacker.com'}   \n14                {'id': None, 'name': 'Boing Boing'}   \n15                {'id': None, 'name': 'Boing Boing'}   \n16  {'id': 'business-insider', 'name': 'Business I...   \n17                {'id': None, 'name': 'Gizmodo.com'}   \n18               {'id': None, 'name': 'Slashdot.org'}   \n19  {'id': 'business-insider', 'name': 'Business I...   \n\n                              author  \\\n0                Sebastián Rodríguez   \n1                        T.C. Sottek   \n2   https://www.facebook.com/bbcnews   \n3                          Emma Roth   \n4                      Lauren Leffer   \n5                               None   \n6                               None   \n7   https://www.facebook.com/bbcnews   \n8                      Lawrence Bonk   \n9                         Nikki Main   \n10                              None   \n11             Charles Pulliam-Moore   \n12  https://www.facebook.com/bbcnews   \n13                   Joel Cunningham   \n14                     Ruben Bolling   \n15                  Jennifer Sandlin   \n16                     Katie Balevic   \n17                      Kevin Hurler   \n18                            msmash   \n19                        Jyoti Mann   \n\n                                                title  \\\n0   New York City’s skyscrapers are sinking the ci...   \n1   Join us this Thursday in NYC for a Verge fan s...   \n2   New York failed Jordan Neely, homeless advocat...   \n3   Apple Arcade launches 20 new games, including ...   \n4   NYPD to Hand Out 500 Free AirTags as Car Theft...   \n5   New York City congestion pricing plan clears h...   \n6   New Jersey senators seek to delay New York Cit...   \n7   Jordan Neely: Ex-Marine to be charged over New...   \n8   New ‘Double Dragon’ game trailer promises nost...   \n9   Ex-OpenSea Manger's Trial Begins in First Alle...   \n10  New York City choking death revives debate ove...   \n11  Netflix canceled its in-person upfront, probab...   \n12  Meghan and Prince Harry looked nervous, says N...   \n13               What's New on (HBO) Max in June 2023   \n14  New York City taking more steps toward congest...   \n15  Cornell researchers study \"trash barrel robots...   \n16  New York Mayor Eric Adams to bus asylum seeker...   \n17          Uber Users Can Now Book Flights in the UK   \n18  New York City Rescinds Ban on ChatGPT Use in P...   \n19  Jay-Z wants New York City to let him open a ca...   \n\n                                          description  \\\n0   New York City’s buildings are sinking the city...   \n1   The Verge will be at the IFC Center in New Yor...   \n2   The 30-year-old's death on the subway after be...   \n3   Apple Arcade is getting 20 new games, and that...   \n4   Amid a spike in carjackings, New York City is ...   \n5   New York City congestion pricing plan clears h...   \n6   New Jersey senators seek to delay New York Cit...   \n7   Daniel Penny, 24, will be arrested for Jordan ...   \n8   The original Double Dragon basically invented ...   \n9   The trial against ex-OpenSea product manager N...   \n10  New York City choking death revives debate ove...   \n11  Netflix’s first in-person upfront presentation...   \n12  \"I think they were being chased the whole day ...   \n13  Hype is one thing; bad buzz is another. The wo...   \n14  New York City has now entered a 30-day public ...   \n15  Researchers Fanjun Bu, Ilan Mandel, and Wendy ...   \n16  Just as Eric Adams has decried Abbott for buss...   \n17  If you can book a car, you can book a plane. I...   \n18  The chancellor of New York City's school syste...   \n19  Roc Nation said there was no better location f...   \n\n                                                  url  \\\n0   https://www.theverge.com/2023/5/19/23730478/ny...   \n1   https://www.theverge.com/2023/5/1/23706321/ver...   \n2   https://www.bbc.co.uk/news/world-us-canada-655...   \n3   https://www.theverge.com/2023/5/4/23710913/app...   \n4   https://gizmodo.com/apple-airtags-nypd-tiktok-...   \n5   https://consent.google.com/ml?continue=https:/...   \n6   https://consent.google.com/ml?continue=https:/...   \n7   https://www.bbc.co.uk/news/world-us-canada-655...   \n8   https://www.engadget.com/new-double-dragon-gam...   \n9   https://gizmodo.com/opensea-nft-insider-tradin...   \n10  https://consent.google.com/ml?continue=https:/...   \n11  https://www.theverge.com/2023/5/11/23719691/ne...   \n12  https://www.bbc.co.uk/news/world-us-canada-656...   \n13  https://lifehacker.com/whats-new-on-hbo-max-in...   \n14  https://boingboing.net/2023/05/17/new-york-cit...   \n15  https://boingboing.net/2023/04/24/cornell-rese...   \n16  https://www.businessinsider.com/mayor-eric-ada...   \n17  https://gizmodo.com/uber-hopper-flights-uk-tou...   \n18  https://news.slashdot.org/story/23/05/19/07552...   \n19  https://www.businessinsider.com/jay-z-wants-li...   \n\n                                           urlToImage           publishedAt  \\\n0   https://cdn.vox-cdn.com/thumbor/iCL6hh2CRVKFn6...  2023-05-19T21:38:44Z   \n1   https://cdn.vox-cdn.com/thumbor/95ovxKZ7vEStGP...  2023-05-01T13:59:54Z   \n2   https://ichef.bbci.co.uk/news/1024/branded_new...  2023-05-06T00:22:14Z   \n3   https://cdn.vox-cdn.com/thumbor/VK0_y7zWu6g_m5...  2023-05-04T14:03:26Z   \n4   https://i.kinja-img.com/gawker-media/image/upl...  2023-05-01T17:12:00Z   \n5                                                None  2023-05-05T21:11:00Z   \n6                                                None  2023-05-15T21:50:00Z   \n7   https://ichef.bbci.co.uk/news/1024/branded_new...  2023-05-11T21:42:41Z   \n8   https://s.yimg.com/uu/api/res/1.2/tmMHuRCW2bje...  2023-05-03T17:58:31Z   \n9   https://i.kinja-img.com/gawker-media/image/upl...  2023-04-24T15:15:00Z   \n10                                               None  2023-05-09T14:45:00Z   \n11  https://cdn.vox-cdn.com/thumbor/ScXzGQ8lrcWwmy...  2023-05-11T15:56:41Z   \n12  https://ichef.bbci.co.uk/news/1024/branded_new...  2023-05-17T22:20:00Z   \n13  https://i.kinja-img.com/gawker-media/image/upl...  2023-05-18T15:38:35Z   \n14  https://i0.wp.com/boingboing.net/wp-content/up...  2023-05-17T15:00:24Z   \n15  https://i0.wp.com/boingboing.net/wp-content/up...  2023-04-24T12:45:21Z   \n16  https://i.insider.com/64567c8dbcb4870018c80fbb...  2023-05-06T18:32:44Z   \n17  https://i.kinja-img.com/gawker-media/image/upl...  2023-05-10T15:11:00Z   \n18             https://a.fsdn.com/sd/topics/ai_64.png  2023-05-19T07:55:00Z   \n19  https://i.insider.com/645f515211971c00188f3b5b...  2023-05-13T10:15:56Z   \n\n                                              content  \n0   New York Citys skyscrapers are sinking the cit...  \n1   Join us this Thursday in NYC for a Verge fan s...  \n2   Days after a subway passenger killed a homeles...  \n3   Image: Apple\\r\\n\\n \\n\\n Apple Arcade is gettin...  \n4   Amid a spike in carjackings, New York City is ...  \n5   We use cookies and data to<ul><li>Deliver and ...  \n6   We use cookies and data to<ul><li>Deliver and ...  \n7   A former US Marine is to be charged with the m...  \n8   The original Double Dragon basically invented ...  \n9   The trial against ex-OpenSea product manager N...  \n10  We use cookies and data to<ul><li>Deliver and ...  \n11  Netflix canceled its in-person upfront, probab...  \n12  Media caption, Watch: BBC talks to taxi driver...  \n13  Hype is one thing; bad buzz is another. The wo...  \n14  New York City has now entered a 30-day public ...  \n15  Researchers Fanjun Bu, Ilan Mandel, and Wendy ...  \n16  New York City Mayor Eric Adams.Hans Pennink/AP...  \n17  If you can book a car, you can book a plane. I...  \n18  Chancellor David Banks wrote in an op-ed, publ...  \n19  Jay-Z's Roc Nation joined SL Green and Caesars...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>source</th>\n      <th>author</th>\n      <th>title</th>\n      <th>description</th>\n      <th>url</th>\n      <th>urlToImage</th>\n      <th>publishedAt</th>\n      <th>content</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>{'id': 'the-verge', 'name': 'The Verge'}</td>\n      <td>Sebastián Rodríguez</td>\n      <td>New York City’s skyscrapers are sinking the ci...</td>\n      <td>New York City’s buildings are sinking the city...</td>\n      <td>https://www.theverge.com/2023/5/19/23730478/ny...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/iCL6hh2CRVKFn6...</td>\n      <td>2023-05-19T21:38:44Z</td>\n      <td>New York Citys skyscrapers are sinking the cit...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>{'id': 'the-verge', 'name': 'The Verge'}</td>\n      <td>T.C. Sottek</td>\n      <td>Join us this Thursday in NYC for a Verge fan s...</td>\n      <td>The Verge will be at the IFC Center in New Yor...</td>\n      <td>https://www.theverge.com/2023/5/1/23706321/ver...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/95ovxKZ7vEStGP...</td>\n      <td>2023-05-01T13:59:54Z</td>\n      <td>Join us this Thursday in NYC for a Verge fan s...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>{'id': 'bbc-news', 'name': 'BBC News'}</td>\n      <td>https://www.facebook.com/bbcnews</td>\n      <td>New York failed Jordan Neely, homeless advocat...</td>\n      <td>The 30-year-old's death on the subway after be...</td>\n      <td>https://www.bbc.co.uk/news/world-us-canada-655...</td>\n      <td>https://ichef.bbci.co.uk/news/1024/branded_new...</td>\n      <td>2023-05-06T00:22:14Z</td>\n      <td>Days after a subway passenger killed a homeles...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>{'id': 'the-verge', 'name': 'The Verge'}</td>\n      <td>Emma Roth</td>\n      <td>Apple Arcade launches 20 new games, including ...</td>\n      <td>Apple Arcade is getting 20 new games, and that...</td>\n      <td>https://www.theverge.com/2023/5/4/23710913/app...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/VK0_y7zWu6g_m5...</td>\n      <td>2023-05-04T14:03:26Z</td>\n      <td>Image: Apple\\r\\n\\n \\n\\n Apple Arcade is gettin...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>{'id': None, 'name': 'Gizmodo.com'}</td>\n      <td>Lauren Leffer</td>\n      <td>NYPD to Hand Out 500 Free AirTags as Car Theft...</td>\n      <td>Amid a spike in carjackings, New York City is ...</td>\n      <td>https://gizmodo.com/apple-airtags-nypd-tiktok-...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-05-01T17:12:00Z</td>\n      <td>Amid a spike in carjackings, New York City is ...</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>{'id': 'google-news', 'name': 'Google News'}</td>\n      <td>None</td>\n      <td>New York City congestion pricing plan clears h...</td>\n      <td>New York City congestion pricing plan clears h...</td>\n      <td>https://consent.google.com/ml?continue=https:/...</td>\n      <td>None</td>\n      <td>2023-05-05T21:11:00Z</td>\n      <td>We use cookies and data to&lt;ul&gt;&lt;li&gt;Deliver and ...</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>{'id': 'google-news', 'name': 'Google News'}</td>\n      <td>None</td>\n      <td>New Jersey senators seek to delay New York Cit...</td>\n      <td>New Jersey senators seek to delay New York Cit...</td>\n      <td>https://consent.google.com/ml?continue=https:/...</td>\n      <td>None</td>\n      <td>2023-05-15T21:50:00Z</td>\n      <td>We use cookies and data to&lt;ul&gt;&lt;li&gt;Deliver and ...</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>{'id': 'bbc-news', 'name': 'BBC News'}</td>\n      <td>https://www.facebook.com/bbcnews</td>\n      <td>Jordan Neely: Ex-Marine to be charged over New...</td>\n      <td>Daniel Penny, 24, will be arrested for Jordan ...</td>\n      <td>https://www.bbc.co.uk/news/world-us-canada-655...</td>\n      <td>https://ichef.bbci.co.uk/news/1024/branded_new...</td>\n      <td>2023-05-11T21:42:41Z</td>\n      <td>A former US Marine is to be charged with the m...</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>{'id': 'engadget', 'name': 'Engadget'}</td>\n      <td>Lawrence Bonk</td>\n      <td>New ‘Double Dragon’ game trailer promises nost...</td>\n      <td>The original Double Dragon basically invented ...</td>\n      <td>https://www.engadget.com/new-double-dragon-gam...</td>\n      <td>https://s.yimg.com/uu/api/res/1.2/tmMHuRCW2bje...</td>\n      <td>2023-05-03T17:58:31Z</td>\n      <td>The original Double Dragon basically invented ...</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>{'id': None, 'name': 'Gizmodo.com'}</td>\n      <td>Nikki Main</td>\n      <td>Ex-OpenSea Manger's Trial Begins in First Alle...</td>\n      <td>The trial against ex-OpenSea product manager N...</td>\n      <td>https://gizmodo.com/opensea-nft-insider-tradin...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-04-24T15:15:00Z</td>\n      <td>The trial against ex-OpenSea product manager N...</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>{'id': 'google-news', 'name': 'Google News'}</td>\n      <td>None</td>\n      <td>New York City choking death revives debate ove...</td>\n      <td>New York City choking death revives debate ove...</td>\n      <td>https://consent.google.com/ml?continue=https:/...</td>\n      <td>None</td>\n      <td>2023-05-09T14:45:00Z</td>\n      <td>We use cookies and data to&lt;ul&gt;&lt;li&gt;Deliver and ...</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>{'id': 'the-verge', 'name': 'The Verge'}</td>\n      <td>Charles Pulliam-Moore</td>\n      <td>Netflix canceled its in-person upfront, probab...</td>\n      <td>Netflix’s first in-person upfront presentation...</td>\n      <td>https://www.theverge.com/2023/5/11/23719691/ne...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/ScXzGQ8lrcWwmy...</td>\n      <td>2023-05-11T15:56:41Z</td>\n      <td>Netflix canceled its in-person upfront, probab...</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>{'id': 'bbc-news', 'name': 'BBC News'}</td>\n      <td>https://www.facebook.com/bbcnews</td>\n      <td>Meghan and Prince Harry looked nervous, says N...</td>\n      <td>\"I think they were being chased the whole day ...</td>\n      <td>https://www.bbc.co.uk/news/world-us-canada-656...</td>\n      <td>https://ichef.bbci.co.uk/news/1024/branded_new...</td>\n      <td>2023-05-17T22:20:00Z</td>\n      <td>Media caption, Watch: BBC talks to taxi driver...</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>{'id': None, 'name': 'Lifehacker.com'}</td>\n      <td>Joel Cunningham</td>\n      <td>What's New on (HBO) Max in June 2023</td>\n      <td>Hype is one thing; bad buzz is another. The wo...</td>\n      <td>https://lifehacker.com/whats-new-on-hbo-max-in...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-05-18T15:38:35Z</td>\n      <td>Hype is one thing; bad buzz is another. The wo...</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>{'id': None, 'name': 'Boing Boing'}</td>\n      <td>Ruben Bolling</td>\n      <td>New York City taking more steps toward congest...</td>\n      <td>New York City has now entered a 30-day public ...</td>\n      <td>https://boingboing.net/2023/05/17/new-york-cit...</td>\n      <td>https://i0.wp.com/boingboing.net/wp-content/up...</td>\n      <td>2023-05-17T15:00:24Z</td>\n      <td>New York City has now entered a 30-day public ...</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>{'id': None, 'name': 'Boing Boing'}</td>\n      <td>Jennifer Sandlin</td>\n      <td>Cornell researchers study \"trash barrel robots...</td>\n      <td>Researchers Fanjun Bu, Ilan Mandel, and Wendy ...</td>\n      <td>https://boingboing.net/2023/04/24/cornell-rese...</td>\n      <td>https://i0.wp.com/boingboing.net/wp-content/up...</td>\n      <td>2023-04-24T12:45:21Z</td>\n      <td>Researchers Fanjun Bu, Ilan Mandel, and Wendy ...</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>{'id': 'business-insider', 'name': 'Business I...</td>\n      <td>Katie Balevic</td>\n      <td>New York Mayor Eric Adams to bus asylum seeker...</td>\n      <td>Just as Eric Adams has decried Abbott for buss...</td>\n      <td>https://www.businessinsider.com/mayor-eric-ada...</td>\n      <td>https://i.insider.com/64567c8dbcb4870018c80fbb...</td>\n      <td>2023-05-06T18:32:44Z</td>\n      <td>New York City Mayor Eric Adams.Hans Pennink/AP...</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>{'id': None, 'name': 'Gizmodo.com'}</td>\n      <td>Kevin Hurler</td>\n      <td>Uber Users Can Now Book Flights in the UK</td>\n      <td>If you can book a car, you can book a plane. I...</td>\n      <td>https://gizmodo.com/uber-hopper-flights-uk-tou...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-05-10T15:11:00Z</td>\n      <td>If you can book a car, you can book a plane. I...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>{'id': None, 'name': 'Slashdot.org'}</td>\n      <td>msmash</td>\n      <td>New York City Rescinds Ban on ChatGPT Use in P...</td>\n      <td>The chancellor of New York City's school syste...</td>\n      <td>https://news.slashdot.org/story/23/05/19/07552...</td>\n      <td>https://a.fsdn.com/sd/topics/ai_64.png</td>\n      <td>2023-05-19T07:55:00Z</td>\n      <td>Chancellor David Banks wrote in an op-ed, publ...</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>{'id': 'business-insider', 'name': 'Business I...</td>\n      <td>Jyoti Mann</td>\n      <td>Jay-Z wants New York City to let him open a ca...</td>\n      <td>Roc Nation said there was no better location f...</td>\n      <td>https://www.businessinsider.com/jay-z-wants-li...</td>\n      <td>https://i.insider.com/645f515211971c00188f3b5b...</td>\n      <td>2023-05-13T10:15:56Z</td>\n      <td>Jay-Z's Roc Nation joined SL Green and Caesars...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "id": "15d18c28",
      "cell_type": "markdown",
      "source": "### 2.12 Next Step: Data Cleaning!"
    },
    {
      "metadata": {},
      "id": "6860fb2a",
      "cell_type": "markdown",
      "source": "Looking at the dataframe above, it's clear that the data received from the NewsAPI lacks uniformity. For example, in the author column, some authors are listed with their emails, others with their locations. In addition, the source column includes both the source 'id' and 'name'. \n\nThis is a common experience when collecting data from APIs. Even though the data is shared in a structured way based on specific query parameters, this does not mean the data is clean. \n\nRemember that the data process starts with data collection, followed by data wrangling (e.g., converting data from JSON to a dataframe) and data cleaning, which includes making sure your data is stored in consistent formats. \n\nFor example, if we wanted to clean our source column so as to just keep the name of the publication, we could first define a function:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "def dict_to_value(dict):\n    for value in dict:\n        resultList = list(dict.values())\n        resultList.reverse()\n        return str(resultList[0])",
      "execution_count": 38,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "then, apply it to our dataframe:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df['source'] = df['source'].apply(dict_to_value)\ndf",
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 39,
          "data": {
            "text/plain": "              source                            author  \\\n0          The Verge               Sebastián Rodríguez   \n1          The Verge                       T.C. Sottek   \n2           BBC News  https://www.facebook.com/bbcnews   \n3          The Verge                         Emma Roth   \n4        Gizmodo.com                     Lauren Leffer   \n5        Google News                              None   \n6        Google News                              None   \n7           BBC News  https://www.facebook.com/bbcnews   \n8           Engadget                     Lawrence Bonk   \n9        Gizmodo.com                        Nikki Main   \n10       Google News                              None   \n11         The Verge             Charles Pulliam-Moore   \n12          BBC News  https://www.facebook.com/bbcnews   \n13    Lifehacker.com                   Joel Cunningham   \n14       Boing Boing                     Ruben Bolling   \n15       Boing Boing                  Jennifer Sandlin   \n16  Business Insider                     Katie Balevic   \n17       Gizmodo.com                      Kevin Hurler   \n18      Slashdot.org                            msmash   \n19  Business Insider                        Jyoti Mann   \n\n                                                title  \\\n0   New York City’s skyscrapers are sinking the ci...   \n1   Join us this Thursday in NYC for a Verge fan s...   \n2   New York failed Jordan Neely, homeless advocat...   \n3   Apple Arcade launches 20 new games, including ...   \n4   NYPD to Hand Out 500 Free AirTags as Car Theft...   \n5   New York City congestion pricing plan clears h...   \n6   New Jersey senators seek to delay New York Cit...   \n7   Jordan Neely: Ex-Marine to be charged over New...   \n8   New ‘Double Dragon’ game trailer promises nost...   \n9   Ex-OpenSea Manger's Trial Begins in First Alle...   \n10  New York City choking death revives debate ove...   \n11  Netflix canceled its in-person upfront, probab...   \n12  Meghan and Prince Harry looked nervous, says N...   \n13               What's New on (HBO) Max in June 2023   \n14  New York City taking more steps toward congest...   \n15  Cornell researchers study \"trash barrel robots...   \n16  New York Mayor Eric Adams to bus asylum seeker...   \n17          Uber Users Can Now Book Flights in the UK   \n18  New York City Rescinds Ban on ChatGPT Use in P...   \n19  Jay-Z wants New York City to let him open a ca...   \n\n                                          description  \\\n0   New York City’s buildings are sinking the city...   \n1   The Verge will be at the IFC Center in New Yor...   \n2   The 30-year-old's death on the subway after be...   \n3   Apple Arcade is getting 20 new games, and that...   \n4   Amid a spike in carjackings, New York City is ...   \n5   New York City congestion pricing plan clears h...   \n6   New Jersey senators seek to delay New York Cit...   \n7   Daniel Penny, 24, will be arrested for Jordan ...   \n8   The original Double Dragon basically invented ...   \n9   The trial against ex-OpenSea product manager N...   \n10  New York City choking death revives debate ove...   \n11  Netflix’s first in-person upfront presentation...   \n12  \"I think they were being chased the whole day ...   \n13  Hype is one thing; bad buzz is another. The wo...   \n14  New York City has now entered a 30-day public ...   \n15  Researchers Fanjun Bu, Ilan Mandel, and Wendy ...   \n16  Just as Eric Adams has decried Abbott for buss...   \n17  If you can book a car, you can book a plane. I...   \n18  The chancellor of New York City's school syste...   \n19  Roc Nation said there was no better location f...   \n\n                                                  url  \\\n0   https://www.theverge.com/2023/5/19/23730478/ny...   \n1   https://www.theverge.com/2023/5/1/23706321/ver...   \n2   https://www.bbc.co.uk/news/world-us-canada-655...   \n3   https://www.theverge.com/2023/5/4/23710913/app...   \n4   https://gizmodo.com/apple-airtags-nypd-tiktok-...   \n5   https://consent.google.com/ml?continue=https:/...   \n6   https://consent.google.com/ml?continue=https:/...   \n7   https://www.bbc.co.uk/news/world-us-canada-655...   \n8   https://www.engadget.com/new-double-dragon-gam...   \n9   https://gizmodo.com/opensea-nft-insider-tradin...   \n10  https://consent.google.com/ml?continue=https:/...   \n11  https://www.theverge.com/2023/5/11/23719691/ne...   \n12  https://www.bbc.co.uk/news/world-us-canada-656...   \n13  https://lifehacker.com/whats-new-on-hbo-max-in...   \n14  https://boingboing.net/2023/05/17/new-york-cit...   \n15  https://boingboing.net/2023/04/24/cornell-rese...   \n16  https://www.businessinsider.com/mayor-eric-ada...   \n17  https://gizmodo.com/uber-hopper-flights-uk-tou...   \n18  https://news.slashdot.org/story/23/05/19/07552...   \n19  https://www.businessinsider.com/jay-z-wants-li...   \n\n                                           urlToImage           publishedAt  \\\n0   https://cdn.vox-cdn.com/thumbor/iCL6hh2CRVKFn6...  2023-05-19T21:38:44Z   \n1   https://cdn.vox-cdn.com/thumbor/95ovxKZ7vEStGP...  2023-05-01T13:59:54Z   \n2   https://ichef.bbci.co.uk/news/1024/branded_new...  2023-05-06T00:22:14Z   \n3   https://cdn.vox-cdn.com/thumbor/VK0_y7zWu6g_m5...  2023-05-04T14:03:26Z   \n4   https://i.kinja-img.com/gawker-media/image/upl...  2023-05-01T17:12:00Z   \n5                                                None  2023-05-05T21:11:00Z   \n6                                                None  2023-05-15T21:50:00Z   \n7   https://ichef.bbci.co.uk/news/1024/branded_new...  2023-05-11T21:42:41Z   \n8   https://s.yimg.com/uu/api/res/1.2/tmMHuRCW2bje...  2023-05-03T17:58:31Z   \n9   https://i.kinja-img.com/gawker-media/image/upl...  2023-04-24T15:15:00Z   \n10                                               None  2023-05-09T14:45:00Z   \n11  https://cdn.vox-cdn.com/thumbor/ScXzGQ8lrcWwmy...  2023-05-11T15:56:41Z   \n12  https://ichef.bbci.co.uk/news/1024/branded_new...  2023-05-17T22:20:00Z   \n13  https://i.kinja-img.com/gawker-media/image/upl...  2023-05-18T15:38:35Z   \n14  https://i0.wp.com/boingboing.net/wp-content/up...  2023-05-17T15:00:24Z   \n15  https://i0.wp.com/boingboing.net/wp-content/up...  2023-04-24T12:45:21Z   \n16  https://i.insider.com/64567c8dbcb4870018c80fbb...  2023-05-06T18:32:44Z   \n17  https://i.kinja-img.com/gawker-media/image/upl...  2023-05-10T15:11:00Z   \n18             https://a.fsdn.com/sd/topics/ai_64.png  2023-05-19T07:55:00Z   \n19  https://i.insider.com/645f515211971c00188f3b5b...  2023-05-13T10:15:56Z   \n\n                                              content  \n0   New York Citys skyscrapers are sinking the cit...  \n1   Join us this Thursday in NYC for a Verge fan s...  \n2   Days after a subway passenger killed a homeles...  \n3   Image: Apple\\r\\n\\n \\n\\n Apple Arcade is gettin...  \n4   Amid a spike in carjackings, New York City is ...  \n5   We use cookies and data to<ul><li>Deliver and ...  \n6   We use cookies and data to<ul><li>Deliver and ...  \n7   A former US Marine is to be charged with the m...  \n8   The original Double Dragon basically invented ...  \n9   The trial against ex-OpenSea product manager N...  \n10  We use cookies and data to<ul><li>Deliver and ...  \n11  Netflix canceled its in-person upfront, probab...  \n12  Media caption, Watch: BBC talks to taxi driver...  \n13  Hype is one thing; bad buzz is another. The wo...  \n14  New York City has now entered a 30-day public ...  \n15  Researchers Fanjun Bu, Ilan Mandel, and Wendy ...  \n16  New York City Mayor Eric Adams.Hans Pennink/AP...  \n17  If you can book a car, you can book a plane. I...  \n18  Chancellor David Banks wrote in an op-ed, publ...  \n19  Jay-Z's Roc Nation joined SL Green and Caesars...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>source</th>\n      <th>author</th>\n      <th>title</th>\n      <th>description</th>\n      <th>url</th>\n      <th>urlToImage</th>\n      <th>publishedAt</th>\n      <th>content</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>The Verge</td>\n      <td>Sebastián Rodríguez</td>\n      <td>New York City’s skyscrapers are sinking the ci...</td>\n      <td>New York City’s buildings are sinking the city...</td>\n      <td>https://www.theverge.com/2023/5/19/23730478/ny...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/iCL6hh2CRVKFn6...</td>\n      <td>2023-05-19T21:38:44Z</td>\n      <td>New York Citys skyscrapers are sinking the cit...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>The Verge</td>\n      <td>T.C. Sottek</td>\n      <td>Join us this Thursday in NYC for a Verge fan s...</td>\n      <td>The Verge will be at the IFC Center in New Yor...</td>\n      <td>https://www.theverge.com/2023/5/1/23706321/ver...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/95ovxKZ7vEStGP...</td>\n      <td>2023-05-01T13:59:54Z</td>\n      <td>Join us this Thursday in NYC for a Verge fan s...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>BBC News</td>\n      <td>https://www.facebook.com/bbcnews</td>\n      <td>New York failed Jordan Neely, homeless advocat...</td>\n      <td>The 30-year-old's death on the subway after be...</td>\n      <td>https://www.bbc.co.uk/news/world-us-canada-655...</td>\n      <td>https://ichef.bbci.co.uk/news/1024/branded_new...</td>\n      <td>2023-05-06T00:22:14Z</td>\n      <td>Days after a subway passenger killed a homeles...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>The Verge</td>\n      <td>Emma Roth</td>\n      <td>Apple Arcade launches 20 new games, including ...</td>\n      <td>Apple Arcade is getting 20 new games, and that...</td>\n      <td>https://www.theverge.com/2023/5/4/23710913/app...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/VK0_y7zWu6g_m5...</td>\n      <td>2023-05-04T14:03:26Z</td>\n      <td>Image: Apple\\r\\n\\n \\n\\n Apple Arcade is gettin...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Gizmodo.com</td>\n      <td>Lauren Leffer</td>\n      <td>NYPD to Hand Out 500 Free AirTags as Car Theft...</td>\n      <td>Amid a spike in carjackings, New York City is ...</td>\n      <td>https://gizmodo.com/apple-airtags-nypd-tiktok-...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-05-01T17:12:00Z</td>\n      <td>Amid a spike in carjackings, New York City is ...</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Google News</td>\n      <td>None</td>\n      <td>New York City congestion pricing plan clears h...</td>\n      <td>New York City congestion pricing plan clears h...</td>\n      <td>https://consent.google.com/ml?continue=https:/...</td>\n      <td>None</td>\n      <td>2023-05-05T21:11:00Z</td>\n      <td>We use cookies and data to&lt;ul&gt;&lt;li&gt;Deliver and ...</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Google News</td>\n      <td>None</td>\n      <td>New Jersey senators seek to delay New York Cit...</td>\n      <td>New Jersey senators seek to delay New York Cit...</td>\n      <td>https://consent.google.com/ml?continue=https:/...</td>\n      <td>None</td>\n      <td>2023-05-15T21:50:00Z</td>\n      <td>We use cookies and data to&lt;ul&gt;&lt;li&gt;Deliver and ...</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>BBC News</td>\n      <td>https://www.facebook.com/bbcnews</td>\n      <td>Jordan Neely: Ex-Marine to be charged over New...</td>\n      <td>Daniel Penny, 24, will be arrested for Jordan ...</td>\n      <td>https://www.bbc.co.uk/news/world-us-canada-655...</td>\n      <td>https://ichef.bbci.co.uk/news/1024/branded_new...</td>\n      <td>2023-05-11T21:42:41Z</td>\n      <td>A former US Marine is to be charged with the m...</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Engadget</td>\n      <td>Lawrence Bonk</td>\n      <td>New ‘Double Dragon’ game trailer promises nost...</td>\n      <td>The original Double Dragon basically invented ...</td>\n      <td>https://www.engadget.com/new-double-dragon-gam...</td>\n      <td>https://s.yimg.com/uu/api/res/1.2/tmMHuRCW2bje...</td>\n      <td>2023-05-03T17:58:31Z</td>\n      <td>The original Double Dragon basically invented ...</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Gizmodo.com</td>\n      <td>Nikki Main</td>\n      <td>Ex-OpenSea Manger's Trial Begins in First Alle...</td>\n      <td>The trial against ex-OpenSea product manager N...</td>\n      <td>https://gizmodo.com/opensea-nft-insider-tradin...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-04-24T15:15:00Z</td>\n      <td>The trial against ex-OpenSea product manager N...</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Google News</td>\n      <td>None</td>\n      <td>New York City choking death revives debate ove...</td>\n      <td>New York City choking death revives debate ove...</td>\n      <td>https://consent.google.com/ml?continue=https:/...</td>\n      <td>None</td>\n      <td>2023-05-09T14:45:00Z</td>\n      <td>We use cookies and data to&lt;ul&gt;&lt;li&gt;Deliver and ...</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>The Verge</td>\n      <td>Charles Pulliam-Moore</td>\n      <td>Netflix canceled its in-person upfront, probab...</td>\n      <td>Netflix’s first in-person upfront presentation...</td>\n      <td>https://www.theverge.com/2023/5/11/23719691/ne...</td>\n      <td>https://cdn.vox-cdn.com/thumbor/ScXzGQ8lrcWwmy...</td>\n      <td>2023-05-11T15:56:41Z</td>\n      <td>Netflix canceled its in-person upfront, probab...</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>BBC News</td>\n      <td>https://www.facebook.com/bbcnews</td>\n      <td>Meghan and Prince Harry looked nervous, says N...</td>\n      <td>\"I think they were being chased the whole day ...</td>\n      <td>https://www.bbc.co.uk/news/world-us-canada-656...</td>\n      <td>https://ichef.bbci.co.uk/news/1024/branded_new...</td>\n      <td>2023-05-17T22:20:00Z</td>\n      <td>Media caption, Watch: BBC talks to taxi driver...</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Lifehacker.com</td>\n      <td>Joel Cunningham</td>\n      <td>What's New on (HBO) Max in June 2023</td>\n      <td>Hype is one thing; bad buzz is another. The wo...</td>\n      <td>https://lifehacker.com/whats-new-on-hbo-max-in...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-05-18T15:38:35Z</td>\n      <td>Hype is one thing; bad buzz is another. The wo...</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Boing Boing</td>\n      <td>Ruben Bolling</td>\n      <td>New York City taking more steps toward congest...</td>\n      <td>New York City has now entered a 30-day public ...</td>\n      <td>https://boingboing.net/2023/05/17/new-york-cit...</td>\n      <td>https://i0.wp.com/boingboing.net/wp-content/up...</td>\n      <td>2023-05-17T15:00:24Z</td>\n      <td>New York City has now entered a 30-day public ...</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Boing Boing</td>\n      <td>Jennifer Sandlin</td>\n      <td>Cornell researchers study \"trash barrel robots...</td>\n      <td>Researchers Fanjun Bu, Ilan Mandel, and Wendy ...</td>\n      <td>https://boingboing.net/2023/04/24/cornell-rese...</td>\n      <td>https://i0.wp.com/boingboing.net/wp-content/up...</td>\n      <td>2023-04-24T12:45:21Z</td>\n      <td>Researchers Fanjun Bu, Ilan Mandel, and Wendy ...</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Business Insider</td>\n      <td>Katie Balevic</td>\n      <td>New York Mayor Eric Adams to bus asylum seeker...</td>\n      <td>Just as Eric Adams has decried Abbott for buss...</td>\n      <td>https://www.businessinsider.com/mayor-eric-ada...</td>\n      <td>https://i.insider.com/64567c8dbcb4870018c80fbb...</td>\n      <td>2023-05-06T18:32:44Z</td>\n      <td>New York City Mayor Eric Adams.Hans Pennink/AP...</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>Gizmodo.com</td>\n      <td>Kevin Hurler</td>\n      <td>Uber Users Can Now Book Flights in the UK</td>\n      <td>If you can book a car, you can book a plane. I...</td>\n      <td>https://gizmodo.com/uber-hopper-flights-uk-tou...</td>\n      <td>https://i.kinja-img.com/gawker-media/image/upl...</td>\n      <td>2023-05-10T15:11:00Z</td>\n      <td>If you can book a car, you can book a plane. I...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Slashdot.org</td>\n      <td>msmash</td>\n      <td>New York City Rescinds Ban on ChatGPT Use in P...</td>\n      <td>The chancellor of New York City's school syste...</td>\n      <td>https://news.slashdot.org/story/23/05/19/07552...</td>\n      <td>https://a.fsdn.com/sd/topics/ai_64.png</td>\n      <td>2023-05-19T07:55:00Z</td>\n      <td>Chancellor David Banks wrote in an op-ed, publ...</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>Business Insider</td>\n      <td>Jyoti Mann</td>\n      <td>Jay-Z wants New York City to let him open a ca...</td>\n      <td>Roc Nation said there was no better location f...</td>\n      <td>https://www.businessinsider.com/jay-z-wants-li...</td>\n      <td>https://i.insider.com/645f515211971c00188f3b5b...</td>\n      <td>2023-05-13T10:15:56Z</td>\n      <td>Jay-Z's Roc Nation joined SL Green and Caesars...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    }
  ],
  "metadata": {
    "gist": {
      "id": "4ff9629df9f9d6bf5a638b8ba6c13a68",
      "data": {
        "description": "Downloads/API_workshop.ipynb",
        "public": true
      }
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3 (ipykernel)",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "version": "3.10.9",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "_draft": {
      "nbviewer_url": "https://gist.github.com/4ff9629df9f9d6bf5a638b8ba6c13a68"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}