{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Predicting Bankruptcy in the mining industry with Altman's Z-score and the Calcbench API\n", "\n", "Edward Altman's Z-score is a formula for predicting corporate bankruptcy. Below we plot the change in industry aggregate Z-scores for mining companies. A Z-score above 2.99 is considered \"safe\", between 1.81 and 2.99 is a \"gray\" zone, below 1.81 is the \"distress\" zone. The troubles in the coal and metal mining industry are clearly illustrated.\n", "\n", "[Altman's Z-score @ Wikipedia](https://en.wikipedia.org/wiki/Altman_Z-score)\n", "\n", "To replicate the below [sign up for a Calcbench account](https://www.calcbench.com/join), install the Calcbench Python API client from [here](https://github.com/calcbench/python_api_client) and download this note book from [github](https://github.com/calcbench/notebooks/blob/master/z-score.ipynb).\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%pip install \"calcbench-api-client[Pandas]\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import calcbench as cb\n", "import pandas as pd\n", "from calcbench.api_query_params import PeriodType\n", "from calcbench.models.revisions import Revisions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "z_score_metrics = [\n", " \"CurrentAssets\",\n", " \"CurrentLiabilities\",\n", " \"Assets\",\n", " \"RetainedEarnings\",\n", " \"EBIT\",\n", " \"MarketCapAtEndOfPeriod\",\n", " \"Liabilities\",\n", " \"Revenue\",\n", "]" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "SIC_codes = pd.DataFrame.from_records([\n", " (\"Oil And Gas Extraction\", 1300),\n", " (\"Metal Mining\", 1000),\n", " (\"Coal Mining\", 1200),\n", " (\"Mining Nonmetallic Minerals\", 1400),\n", "], columns=['sic_title', 'sic_code'])" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "companies = cb.companies(SIC_codes=list(SIC_codes['sic_code']))\n", "companies[\"sic_code\"] = (companies[\"sic_code\"] // 100) * 100 # Want only two levels of SIC code\n", "companies = companies.merge(SIC_codes, left_on='sic_code', right_on='sic_code' )" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "cb_data = cb.standardized(\n", " company_identifiers=companies['ticker'],\n", " metrics=z_score_metrics,\n", " period_type=PeriodType.Annual,\n", " revisions=Revisions.MostRecent,\n", ")\n", "\n", "data = (\n", " cb_data.merge(companies.set_index('ticker'), right_index=True, left_on='ticker')\n", " .set_index(\"sic_title\", append=True)\n", " .reorder_levels([\"sic_title\", \"ticker\", \"metric\", \"fiscal_period\"])\n", ")" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "def z_score(inputs: pd.DataFrame):\n", " \"\"\"\n", " https://en.wikipedia.org/wiki/Altman_Z-score\n", " \"\"\"\n", " working_capital = inputs[\"CurrentAssets\"] - inputs[\"CurrentLiabilities\"]\n", "\n", " z_score = (\n", " 1.2 * (working_capital / inputs[\"Assets\"])\n", " + 1.4 * (inputs[\"RetainedEarnings\"] / inputs[\"Assets\"])\n", " + 3.3 * (inputs[\"EBIT\"] / inputs[\"Assets\"])\n", " + 0.6 * (inputs[\"MarketCapAtEndOfPeriod\"] / inputs[\"Liabilities\"])\n", " + 0.99 * (inputs[\"Revenue\"] / inputs[\"Assets\"])\n", " )\n", " z_score.name = \"z_score\"\n", " return z_score.to_frame()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "unstacked_values = data.unstack(\"metric\")[\"value\"]\n", "company_z_scores = z_score(unstacked_values)\n", "bad_z_scores = (\n", " (company_z_scores < -10) | (company_z_scores > 10) | company_z_scores.isna()\n", ")[\"z_score\"]\n", "unstacked_values = unstacked_values[~bad_z_scores]\n", "\n", "data_summed = unstacked_values.groupby(level=[\"sic_title\", \"fiscal_period\"]).sum()\n", "z_scores = z_score(data_summed)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gSbOo03y6oy6CJi3CUwiSJEmSkiMIwusb+5zm+EISWCAofa2dAxWbUnt8oU6TZnD0xWEbum9H1GkkSZKkzLTxbdi2EoY6vpAMFghKXyVFkJ0HA8+OOsmhGVEINfvg7UeiTiJJkiRlppID4wtDHF9IBgsEpae68YX+4yCvRdRpDk3X46HzMTDfZYqSJElSwgVBeH1jn9OgWfuo02QkCwSlp3cWwK716TG+8H4jCmHT22F+SZIkSYnj+ELSWSAoPZVMgaxcGHhO1EkOz9GXQG7T8BSCJEmSpMRxfCHpElYgxGKx7Fgs9kYsFnsyUc+UPlYQhPsP+o6BgtZRpzk8+a1g2IWw6DGorIg6jSRJkpQZgiBcWN77VMcXkiiRJxC+AZQm8HnSx9vwJuwoS7/xhTrDC6GqIiwRJEmSJNXfpkWwbQUMc3whmRJSIMRise7AecAdiXie9KlKisKjSYPPizrJkekxCjoMhgWOMUiSJEkJUTwFYlkw2PGFZErUCYTfA/8BxD/pE2Kx2A2xWGxeLBabV15enqCXVaMTBOFsU5/ToWnbqNMcmVgsPIWwfj5sXBR1GkmSJCm91b1H6H0aNO8QdZqMVu8CIRaLnQ9sDoJg/qd9XhAEtwdBMDIIgpEdOvg/qo7QpuIDm1UnRZ2kfo69HLKbeApBkiRJqq9Ni2DrcscXGkAiTiCcAkyKxWKrgYeAsbFY7L4EPFf6qJKiA0eTzo86Sf00bQtDJsFbD0P1vqjTSJIkSenL8YUGU+8CIQiCm4Ig6B4EQW/gcmBWEARX1TuZ9HFKp0KvU6B5x6iT1N+IQti/MyxFJEmSJB2+d8cXTnV8oQEk8hYGKbk2L4byxel7+8KH9T4N2vaF+Y4xSJIkSUdkU3E4vjDU8YWGkNACIQiCF4IgSPOz5UpZpVOBWPqPL9SJxWD4NVD2CpQvjTqNJEmSlH5KDowvDEnzHWlpwhMISh8lRdBjNLTsEnWSxDnuSsjKcZmiJEmSdLiCINx/0OsUxxcaiAWC0sPWFeF21UwZX6jTvCMMOhfefBBqKqNOI0mSJKWPzSWwdRkMuzDqJI2GBYLSQ92iwSEZuFl1+LWwdyssnh51EkmSJCl9FD/h+EIDs0BQeigpgm4joXWPqJMkXr8zoVUPmH9X1EkkSZKk9OD4QiQsEJT6tq+GDQthaIY2i1nZcPzVsGo2bFsZdRpJkiQp4dZs3UM8HiTuge+OL3j7QkOyQFDqK5kafszko0nHXxUev1pwb9RJJEmSpISqro3zudte5abH307cQ4u9fSEKFghKfaVTocux0LZP1EmSp1U3GDABFt4PtdVRp5EkSZISZkbJJrZUVHL2UZ0S88AgCK9v7HVKuJRcDcYCQalt5zpY93rm3b7wcYYXQsUmWPpM1EkkSZKkhHlgbhldW+VzxsAEvdnfXApbljaO9wgpxgJBqa10WvhxSCP44jBgArToAgvujjqJJEmSlBBlW/fy0rItXHZCT7KzYol5aInjC1GxQFBqKymCjsOgff+okyRfdg4cdyUsnxGevJAkSZLS3EOvl5EVg0tP6J6YBwZBeH1jr1OgRYJGInTILBCUunZvhLLXGtfRpOFXQxCHN+6LOokkSZJUL9W1cf4xbx1jB3eiS6uCxDzU8YVIWSAodZVOA4LG9cWhTW/oe2Z4G0O8Nuo0kiRJ0hGrW544eXSPxD20ZAoQc3whIhYISl0lRdB+EHQcHHWShjWiEHatgxWzok4iSZIkHbGEL0+E8PpGxxciY4Gg1FRRDmtehqGNsFkcdB40bQ/z74o6iSRJknREkrI8cXMpbFkCwy5IzPN02CwQlJoWPxnuAmhM4wt1cprAcVfA0qdh96ao00iSJEmH7cHXy8jOinHZCQkcXyh2fCFqFghKTaVToW1f6HRU1EmiMbwQ4jWw8P6ok0iSJEmHpaomziPz1jJ2cEc6t8pP3INLHF+ImgWCUs/ebbBydnj6IJag407ppv2A8IvjgnsgHo86jSRJknTIZpRuYktFFZNH9UzcQzeXQvlixxciZoGg1LPknxDUNs7xhfcbXgjbV8Hql6JOIkmSJB2yB+eW0a11AacP7JC4hzq+kBIsEJR6SoqgdU/oclzUSaI1dBLkt4IFd0edRJIkSToka7buObA8sUfilifCgfGFkx1fiJgFglLLvh2w4vmwWWys4wt1cgvgmMuhdBrs2Rp1GkmSJOmgHnp9LdlZMS4dmcDliZsXh+MLQx1fiJoFglLL0mcgXu0XhzojCqG2Ct56KOokkiRJ0qdK6vJEYo3zivcUY4Gg1FJSBC27QbcRUSdJDZ2GQbeRMP9uCIKo00iSJEmf6N3liaMTuDwRwv0HPU+CFp0T+1wdNgsEpY7K3bB8BgyZCFn+q/muEYWwZQmsnRN1EkmSJOkTPTDnwPLEAQlcnrh5MZSXwrALE/dMHTHfpSl1LH0Gaiu9feHDhl0ETZqHpxAkSZKkFLR6yx7+tXwLlydjeaLjCynDAkGpo3QqNO8EPUZHnSS15DWHoy+G4ifCJZOSJElSinl3eeIJCVyeCI4vpBgLBKWGqj2w7LkD4wvZUadJPcMLoWYfvP1I1EkkSZKkD6iqifPo/LWMG9yRTi0TuDyxfMmB8QUXrKcKCwSlhuUzoHpveH2jPqrr8dD5aFjgMkVJkiSlludKwuWJVyRjeSIx3yOkEAsEpYaSImjaDnqdEnWS1BSLhacQNr4N77wRdRpJkiTpXQ/MXZP45YkQ7j/oeSK07JLY5+qIWSAoetX7wwWKg8+H7Jyo06SuYy6FnILwFIIkSZKUAlZv2cPLy7cmfnli+VLYXAJDHV9IJRYIit6KWVBV4e0LB5PfKry+5u1HobIi6jSSJEkSD75elpzlid6+kJIsEBS9kiLIbw19To86SeobURiWLcWPR51EkiRJjVxVTZxH561L/PJEOHD7wonQsmtin6t6sUBQtGoqYclTMPg8yM6NOk3q6zEa2g+C+XdFnUSSJEmN3LMlG9m6p4rJiV6eWL4UNhc7vpCCLBAUrZWzoXKn4wuHKhYLTyGsnw8bF0WdRpIkSY3Yg3PL6Na6gNOSsTwRHF9IQRYIilZJEeS1hL5jok6SPo65HLKbuExRkiRJkalbnnjFqAQvT4RwfKGH4wupyAJB0amthiXTYdC5kJMXdZr00awdDJkIbz0M1fuiTiNJkqRGqG554iUjE7w8ccuycHxhmOMLqcgCQdFZ/RLs2w5DPJp02EZcC/t3hic4JEmSpAZUtzzxrCFJWp4IvkdIURYIik5JEeQ2g/7jok6SfnqfBm37wnzHGCRJktSw3lue2CvxDy85ML7Qqlvin616s0BQNOK1UPokDDwbcguiTpN+YjEYfg2UvRJuqZUkSZIayANzyujepoDT+rdP7IO3LINNixxfSGEWCIrGmldg7xZvX6iP466ErByXKUqSJKnBrNqyh1dWbOWKUT3JSsbyRHB8IYVZICgaJUWQUwADxkedJH017xguoHzzQaipjDqNJEmSGoGH5paRkxXjkhHdE//wkinQY7TjCynMAkENLx6H0qkw4Cxo0izqNOlt+LWwdyssnh51EkmSJGW4yppaHpm/jrOGdKJjopcnblkeji8MdXwhlVkgqOGtnQMVm/zikAj9zoRWPRxjkCRJUtI9W7yJbXuquGJ0z8Q/vOSJ8KMjzinNAkENr6QIsvNgwISok6S/rGw4/mpY+QJsWxV1GkmSJGWwpC1PBCgugu6jHF9IcRYIalh14wv9x0F+y6jTZIbjr4JYFrxxb9RJJEmSlKFWllfw6sokLU/cugI2vQ3DLkzsc5VwFghqWO8sgF3r3ayaSK26Qf/x8Mb9UFsTdRpJkiRloIdeXxsuTxyZhOWJxY4vpAsLBDWskimQlQuDzok6SWYZUQgVG2HZM1EnkSRJUoaprKnl0brliS0SvDwRwusbHV9ICxYIajhBEO4/6DsGCtpEnSazDDgbmneG+S5TlCRJUmI9c2B54uRkLE98d3zBBevpwAJBDWfDm7CjzKNJyZCdA8dfCcufg53ro04jSZKkDPLgnDJ6tC3g1KQsT3R8IZ1YIKjhlBRBLBsGnxd1ksx0/NUQxOGN+6JOIkmSpAxRtzzx8hOSsDwRwhHn7idAqyTsVlDCWSCoYQRB+MWhz2nQtG3UaTJT2z7heMgb90K8Nuo0kiRJygBJXZ64dQVsfBuGOr6QLiwQ1DA2FcO2lR5NSrbhhbBzLax4PuokkiRJSnN1yxPHD03S8sSSKeFH3yOkDQsENYySIohlweDzo06S2QafB03bwYK7ok4iSZKkNFe3PPGKUUlYnggHbl84AVr3SM7zlXAWCGoYpVOh1ynQvGPUSTJbTh4cewUseQoqNkedRpIkSWnsgTlrkrc8cesK2PiW4wtpxgJBybd5MZQvhiGTok7SOAwvhHgNLLw/6iSSJElKUyvLK3ht5bbkLk8ExxfSjAWCkq90avhxyMRoczQWHQZCz5NhwT3h8kpJkiTpMD04tyx5yxMhHF/oNtLxhTRjgaDkKymCHidCyy5RJ2k8RhSGSytXvxR1EkmSJKWZpC9P3LYyHF8Y5vhCurFAUHJtXQGbFnk0qaEN/Szkt4L5d0edRJIkSWnm6UUb2b63msmjk7g8EXyPkIYsEJRcJUXhR8cXGlZuARxzWTg+sndb1GkkSZKURh6cW0bPtk05pV8SlidCuP+g20honaSCQkljgaDkKimCbiOcbYrC8EKorYI3H4o6iSRJktLEirrliaN6JGd54raVsOFNxxfSlAWCkmf7atiw0KNJUel8VFjezL/LZYqSJEk6JA/VLU8ckaRvADq+kNYsEJQ8JXW3L3h9Y2SGF8KWJbB2TtRJJEmSlOL2V4fLEycM60SHFnnJeZGSKQdOKDu+kI4sEJQ8pVOhy7HQtk/USRqvoz4HTZq7TFGSJEkH9UzxgeWJo3ol5wW2rQrHF4Y6vpCuLBCUHDvXwbrXPX0QtbzmYYlQ/ATs2xF1GkmSJKWwB+aEyxNP7tcuOS9Q4vhCurNAUHKUTgs/2i5Gb0Qh1OyDtx+JOokkSZIA4nGorIB4bdRJ3rV8cwVzVm3jilE9k7M8EcL9B12HQ5sknXBQ0uVEHUAZqqQIOg6D9v2jTqKuw6Hz0bDgbjjheogl6TcESZIkHdyOMrj/EihfHP59dpPwCu7cph/8mJP/0R/7yF9/0s81/dCvL4Cs7E+NVbc88eIR3ZPzz71tVbhgffxPk/N8NQgLBCXe7o1Q9hqMuSnqJIKwMBheCP/8DrzzBnQbHnUiSZKkxmlzKdx7EVTtgbE/CE8iVO+F6n3vfazZ/95fV2w88HN1P3/g5ziCG7ay895XMnywXKjNLuCE5bsY164VHWbP+PhC492PH1ds1JUeBZD1CYfcS4rCj44vpDULBCVe6TQggKHuP0gZx1wKz/4wPIVggSBJktTw1s4NTx7k5MN1/wyv3D4SQQA1le8rHg6UC+8vHj78c9Wf8nM1+9m9bQv94jvoXguUvP7ezx2JDxQV7/u4bYXjCxmg3gVCLBbLB14E8g4879EgCH5c3+cqjZUUQfuB0GFw1ElUJ78VDLsQ3n4UJvwsXK4oSZKkhrHsOXj4amjZBa5+Atr0PvJnxWIHTgHkJyzeDX95lU01+3n+38dA3f6DTyoqPraw+NDPVX/Mz7UfCCd9NWGZFY1EnECoBMYGQVARi8VygX/FYrGngiB4LQHPVrqpKIc1L8Np/+6sfaoZUQhvPgDFj8Pwa6JOI0mS1Di8+TAUfRk6DoWrHoPmHaNO9AHLN1cwd9U2vnvO4A8uT0xCUaH0V+9bGIJQxYG/zT3wnyMYylFGWPwkBHFnm1JRj9HQfhDMvzvqJJIkSY3Dq7fCEzdAz5Pg2ukpVx4APDi3jNzsGJeMTNLyRGWUhFzjGIvFsmOx2EJgM/BcEARzPuZzbojFYvNisdi88vLyRLysUlHpVGjbFzod4UyXkicWC08hrJ8Hm4qjTiNJkpS5ggBm/hc8cxMMmQhXPgr5LaNO9RH7q2t5bME6JgztTPvmeUl5jaraKl5c9yI/eeUnFC0vSsprqOEkZIliEAS1wHGxWKw18EQsFjsqCIJFH/qc24HbAUaOHOkJhUy0d+OirDwAACAASURBVBusnA0nf83xhVR1zOUw4yfhKYTP/HfUaSRJkjJPbQ1M/xYsuAdGXAvn/e6gVyhG5elFG9mxt5rJo3sm9Ll7qvfw0rqXmFk2k5fWv8Se6j00y21Gt+bdEvo6angJvYUhCIIdsVjsBeAcYNFBPl2ZZsk/Iah1fCGVNWsXtuBvPQTj/zPciCtJkqTEqN4Pj30+HOs9/UY48/sp/Y21B+aW0atdU07q267ez9q6bysvrH2BmWUzeW3Da1THq2mb35Zzep/DuJ7jGN1lNE2ymyQgtaKUiFsYOgDVB8qDAuAs4Ff1Tqb0U1IErXpC1+OjTqJPM7wQFj0GJVPh2MuiTiNJkpQZ9u+EByfDmn/BOb+CE/9f1Ik+1fLNu5m7ahvfO/dDyxMPw/qK9cwqm8WMNTNYWL6QeBCnW/NuXD74csb1HMdxHY4jO0VPX+jIJOIEQhfg7lgslk24U+EfQRA8mYDnKp3s2wErnofRX0zpllVA79OgTR9YcLcFgiRJUiJUbIb7LoLNpXDRX+GYS6NOdFAPzl1LbnaMi0cc+vLEIAhYvmM5M8tmMqtsFqXbSgEY0GYANxxzA+N6jmNQm0HEfD+QsepdIARB8Bbgt5wbu6XPQLza8YV0kJUVXuM48z9hyzJoPyDqRJIkSelr2yq490Ko2ARXPAwDzoo60UG9uzxx2MGXJ8aDOG+Vv8WsslnMLJtJ2e4yAI7tcCzfHvFtxvUcR8+Wid2hoNSV0B0IasRKiqBFV+g2MuokOhTHXQnP/yw8hTDhlqjTSJIkpaeNi8KTB7VVcM1U6HFC1IkOSd3yxCtHffwb/+raal7f+Dozy2by/NrnKd9XTk4sh1FdRlE4rJAze5xJh6YdGji1UoEFguqvcjcsnwEjrwu/u63U16ITDDwHFj4IY38EOS60kSRJOixrXoEHLoe85mF50HFw1IkO2QNzyujdriknvm954t7qvbzyzivMLJvJ7LWz2V29m4KcAk7tdipje47l9O6n07JJ6l1FqYZlgaD6W/oM1FY6vpBuRlwbbgheMh2GXRh1GkmSpPSx+J/w6HXQqgdc/QS07hF1okO2fPNu5q7exk3nDmZ39a53b0545Z1XqKytpFVeK8b2HMu4nuM4qetJ5OfkRx1ZKcQCQfVXOhWadYQeo6NOosPRb2z4m968v8PQC1x+KUmSdCjeuA+mfh26HAtXPhpek51G7nh1IfntXuXlPY9x28MLqA1q6dS0ExcNuIhxPccxotMIcrJ8m6iP578Zqp+qPbDsOTj2CvCKlvSSlQ2jvgDP/QimfQPO+x1k+yVBkiTpE738h/DPTn3PhMvuC8cX0sCqnauYWTaTGWtmUrxjEbkdYUdVH6476jrG9RzHsHbDvDlBh8R3C6qf5TOgeq/jC+nq5K+Hdxa/9FvYUw6f+xs0aRp1KkmSpNQSBPDcD+GV/4NhF8GFf4acT7+9IEpBEFCytYSZZTOZWTaTlTtXAtCtYCCVm8/ml2dP5qJjhkecUunIAkH1U1IETdtBr1OiTqIjEYvBuB9Biy7wzxvhns/C5Iehaduok0mSJKWG2hqY+jV48wE44Qtw7q9S8uRtTbyGBZsWMLNsJrPWzmLjno1kx7IZ0WkElw66lHE9x/G1e1fSlUouPPr4qOMqTVkg6MhV7w8XKB71OY++p7tRX4DmHeGxL8DfJsBVj0GbXlGnkiRJilbV3nBZ4tKnYczNcMZ/pNTeqP01+3n1nVfDmxPWzWZH5Q7ysvM4qetJfOW4rzCm+xha57cGYNmm3by+ejs3nTvYcQUdMd/16citmAVVFTB0UtRJlAhDPwvNOsCDl4clwpWPQJdjok4lSZIUjX3b4cEroOw1OO+3cML1UScCYHfVbl5c9yIzy2byr/X/Yl/NPlrktuD0Hqczruc4Tul6Ck1zPzqS+sDcMnKzY1w8onsEqZUpLBB05EqKIL819Dkj6iRKlF4nw789A/d9Du78DFx+P/T1f19JktTI7NoQ/nloy1K45M7Ir7zesm8Ls8pmMatsFnM2zqEmXkP7gvac3/d8xvUcx6jOo8jNzv3EX7+/upbHF6zn7GGdadc8dXc3KPVZIOjI1FTCkqdgyPnwKV+slIY6DoHPPwf3Xxz+xnnhn+Hoi6NOJUmNVmVtJbPXzmbaimksLF/IT0/5KWN6jIk6lpS5tq6Aey+APVvDE5n9zowkxtpda99dgvhm+ZsEBPRo0YOrhlzFuJ7jOKbDMWTFsg7pWf98ewM791UzeXTPJKdWprNA0JFZORsqd3r7QqZq1Q2uewoemgyPfR52b4STvxp1KklqNIIg4I3NbzBt5TSeWfUMu6t307GgI23z2/Kt57/Fr07/FRN6T4g6ppR53lkYfhMliMO106DbiAZ76SAIWLJ9ybulwbLtywAY3HYwXzruS4zrOY4BrQcc0f6CB+eW0ad9M07q2y7RsdXIWCDoyJQUQV5L6Dsm6iRKloLWcNXj8PgX4Nnvw+4NMP6nkHVoTbck6fCt3bWWaSunMW3FNNZVrKMgp4Czep7F+f3OZ3Tn0eyr2cdXZn6FG1+8kap4Fef3PT/qyFLmWPUiPDg5/DPQ1U9A+wFJf8naeC1vlr/5bmmwvmI9MWIc3/F4bhx5I2N7jqV7i/rtLFh6YHnizZ9xeaLqzwJBh6+2GpZMh4HnpPT9t0qA3Hy45C54+nvw6h/DkwgX3AY5TaJOJkkZY2flTp5Z/cy7IwoxYozuMpovHfclzup51geWoTVv0pzbzrqNr8/6Oje/dDNVtVVcNOCiCNNLGaJkanjqsm0/uPpxaNk1aS8VBAHzNs1j+srpPL/2ebbt30ZuVi6ju4zm+qOvZ0yPMbQvaJ+w13twbhlNsrP43HCXJ6r+LBB0+Fa/FG6ldXyhccjKhnP/O/yNdMZPYE85XHYf5LeMOpkkpa3q2mpeWv8ST658khfWvkB1vJp+rfrxzeHf5Ly+59G5WedP/LVNc5vyx3F/5JsvfJMfv/JjKmsruWLwFQ2YXsow8+6E6d+GbiNh8sPQtG1SXqYmXsOMshncuehOSraW0DSnKad1P41xPcdxWrfTaN6kecJfc391LY/NX8fZR7k8UYlhgaDDV1IEuc2g/7iok6ihxGJw6regRRco+kp4Q8NVj0KLT/4DriTpg4IgYNGWRUxbOY2nVj3FjsodtM1vy2WDLmNiv4kMaTvkkI8X5+fk879n/i/fmf0dfj7n51TVVlE4rDDJ/wRShgkCeOk3MOsWGDABLrkbmnz0+sP62lezjynLp3BP8T2sq1hHr5a9+NFJP2Ji34nk5+Qn/PXe759vb2DX/hquGNUjqa+jxsMCQYcnXgulT8LAsyG3IOo0amjHXg7N2sPD18Ad48Mjfg0wHyhJ6eydineYvnI6U1dMZfWu1TTJasLYnmOZ2G8iJ3U9idysI7vNqEl2E3475rfc9NJN/Gbeb9hfs58vHvvFBKeXMlQ8Ds/cDHNug2Mug8/+KeE3i23fv52HFj/EA4sfYEflDo7pcAzfGfkdxvQYQ3ZWdkJf65M8MMfliUosCwQdnjWvwN4tMHRS1EkUlf5nwbVPwgOXwt/Gw+R/QI9RUaeSpJRSUVXBc2ueY9rKaby+8XUARnQawXVHXcf4XuNp0aRFQl4nNyuXX572S5pkNeGPC/9IZW0lXzv+ay5Kkz5NTRUUfRnefgRO/ApMuCWhS6LX7l7LPcX3MGX5FPbX7mdM9zFcd9R1HN/x+Ab9/+bSTbuZt8bliUosCwQdnpIiyCmA/uOjTqIodRsOn38W7r0I7p4El9wJg86NOpUkRaomXsOr77zKtJXTmFU2i8raSnq17MVXj/sq5/c7n27NuyXldXOycrjl1Ftokt2Ev779V6pqq/j3kf/uGwbp41TtgX9cA8tnwLgfhyOaCfr/SvHWYu5adBfPrnmWrFgW5/c9n2uHXUu/1v0S8vzD9cCccHnixSMcX1DiWCDo0MXjUDoVBpwFeYlf8qI007YvfP45eOASeGgynP97GOH8raTGpe7e9mkrpjF95XS27t9Kq7xWXND/Aib1m8TR7Y9ukDfyWbEsfnzSj8nLzuPukruprK3kptE3kRXz6l3pXXu3wf2XwDsLYOL/JuTPLUEQ8Mo7r3DnojuZs3EOzXObUziskCsHX0mnZp0SEPrI7K+u5fEF4fLEts1S4/as8v/9P5qeOJpmozy5ms4sEHTo1s6Bik0w9IKokyhVNO8AhU/CI9fCtK/D7g1wxncT1uRLUqravHcz01dOZ9rKaSzbvoycrBzO6H4GE/tN5PRup5Ob4FnqQxGLxfjeqO+Rl5PHnYvupCpexY9O/FGDzVpLKW3nuvDk5PbVcOm9MOT8ej2uOl7NM6uf4c5Fd7J0+1I6FnTk2yO+zcUDL07YiFJ9TH8rXJ44eVTPqKMAUDF7NltuvZV21VUWCGnOAuEQ7XrqKZqPG0dWk9Ro8CJRUgTZTcIttVKdvOZwxYMw7Rvwwi9g1ztw3u8g2y8vkjLL3uq9zCybyZMrn+S1Da8RD+Ic0+EYfjD6B5zd+2xa57eOOiKxWIxvDf8Wedl5/PnNP1NZW8ktp9xCTpZfk9WIlS+Fey+Eyl3hAujepx7xo/ZW7+WxZY9xb8m9bNizgX6t+vFfJ/8X5/U9jybZqfM+4cG5ZfRt34wT+ybnSsrDUbtjBxt+8EPyBg6k/de+FnUc1ZO/mxyCfW+/zfpvfZvcXj3pdNNNtBgzJupIDa9ufKHfOMhvGXUapZrs3HB7cYsu4XVIFZvh4r8n5SokSWpItfFaXt/0OtNWTOO5Nc+xr2Yf3Zp34wtHf4GJ/SbSq2WvqCN+RCwW4yvHfYW87Dz+sOAPVNVW8avTfhXJqQgpcuvmw/0XQ1YOXDsduhxzRI/Zsm8LD5Q+wMNLHmZX1S6GdxzO90d/n9O6n5Zyo0J1yxO//5lDvxo2mTb+9BZqtm+nx+1/adzfjM0QFgiHoODoo+nx17+y6ec/Z93/+xLNTj+NTt+7iby+faKO1nDeWQC71sPYH0adRKkqFoNxP4QWneGfN8I9k+CKh6GZ1wZJSj8rdqxg6oqpTF85nU17N9E8tzmf6fMZJvabyPEdj0+5Nwwf5/qjrycvO4//fv2/qa6t5jdjfkNedl7UsaSGs2IWPHRVeAX1NVPC/U2HafXO1dxdcjdTl0+lOl7NuJ7juPaoazm2w7FJCJwYdcsTPzeie9RR2PX00+yaPp0O3/g6+UOGRB1HCRALgqDBX3TkyJHBvHnzGvx16yuoqmLb/Q+w5U9/Il5ZSdtrrqb9l75EdvNGsFDw2R/Aa3+GG5dBQZuo0yjVlU6DRz8PrXvCVY9Bm9T7Dp0kfdjWfVt5atVTTFs5jZKtJWTHsjm126mc3+98xnQfQ35OftQRj8jDix/mljm3cHLXk/n9mb+nIKcg6khS8i16DB7/InQYFP5ZpEXnw/rlb5W/xZ2L7mRm2Uxys3KZ1H8ShUML6d2qd3LyJsj+6lpG/WwGYwZ15H+vOD7SLDXl5aycOIncHj3o/eADxHL83nW6iMVi84MgGPmxP2eBcPhqtmxh8//8Dzsfe5zsDu3p+O1/p9VnJxFL4P2xKSUI4A/HQPtBcNWjUadRuljzKjx4GeTkw5WPHvGRQUlKpv01+3lh3QtMWzGNl9e/TG1Qy9B2Q5nYdyLn9jmXdgWZcYrqiWVP8ONXfszIziP549g/0jTXETNlsLl/DU9D9jwp3NNUcGj7SeJBnJfWvcTfF/2dBZsX0KJJCy4fdDmTh0ymfUH7JIdOjEfnr+M7j7zJQzecyIl9o/v6FQQB6770Zfa8+ip9nnicvL6Hf/pD0bFASJJ9b7/Nplt+xr433yT/2GPo/IMfUHD00VHHSrx3FsLtZ8Ck/4Ph10SdRulk82K473Owfydcfh/0HRN1IkkiHsR5Y/MbTFsxjWdWP0NFdQWdmnbi/L7nM7HfxMjubE+2f678Jzf/62aObn80t551a0psihfhN2oqNkN5KZQvgfLFUFMJfc6A/uPC4/c6NEEQLnSe/SsY9JlwH1PuwU/cVNdWM33VdO5adBcrdq6gc7POXDP0Gi4acBHNcps1QPDE+dxtr7B9bxUzv31GpPsPdjz2OBu+/3063fQ92hZ6zXe6sUBIoiAeZ+fUqWz+7W+pLd9Cq4suouO3v0VO+wz6Yj/jP+HlP8B3ljnPrsO3c324vGjLMrjwz3D0xVEnktRIrdm1hmkrpvHkyidZX7GegpwCxvcaz8R+Ezmh0wmN4rrDGWtmcOOLNzKozSD+Mv4vtMprFXWkxiMIYPfGDxYFmxeHH/fveO/z8ltBLBv2bQNi0PV4GDAe+o+HbsOhEfx7ekTiteGpg3l/g+Ougol/OOiNULurdvPo0ke5r+Q+Nu/bzMA2A7l22LWc0+cccrPSb+noko27Ofv3L/KD84Zw/WnRfce/ev16Vk76LPlDh9Lz7rsy95R2BrNAaAC1FRVsue02tt1zL1l5ebT/yldoe+VkYum+aTQI4P+Gh7Ps1xRFnUbpat8OeGgyrHkZJtwCJ3uFj6SGsbNyJ0+vepqpK6fyVvlbZMWyOLHLiUzsN5GxPcY2yqP8L657kW89/y36tOrD7RNup21+9Ne8ZZQgCBdPly8Oi4LNdYXBEqjc+d7nFbSBDkPCGf2OBz52GAzNO4XP2PAGLJ8Jy56D9fMgiENBW+g3FvqfFZ5OaN4xun/OVFJTCU98EYqfgFO+CWf9JFzu/Ak2793MfaX38ciSR6iormB059Fcd9R1nNz15JS4teBI/WRqMQ/MKeO1m8fRtlk070GCeJyyf/s8+996iz5Ti2jSPfpFjjp8FggNqHLVKjb98pfsmf0iTfr2pdNNN9H8tCO/azZyGxfBn0+B8/8HRv5b1GmUzqr3h7+5l0yBk74K438KNtKSkqC6tpoX17/ItBXTmL1uNjXxGvq37s9n+32Wz/T9DB2b+qbrlXde4RuzvkHX5l25Y8IddGjaIepI6ScIYOfaj54mKF8CVbvf+7ym7cNioOPg8GNdUdCsw6e+yf2AvdvCGwWWzwj/s6c8/PEux73vdMKIg37HPSNV7oaHr4KVLxz0mxQrdqzgruK7eHLlk8SDOBN6TeDao65lWLthDZc3SfZV1TLq5zMYO7gjf7g8uuWJ2+67n0233ELn//pP2lx6aWQ5VD8WCBHY/cILbPrFL6heU0bzsWPp9L3v0qRnz6hjHb5ZP4MXfw3fWWrLrfqLx+GZm2DOn+Goi+GCWyHHK8Uk1V8QBLy15S2mrZjG06ufZmflTtrlt+O8vucxsd9EBrUZlNbfWUyG1ze+zldnfpX2Be3529l/o3Ozw9tS32jE47Cz7KNFwZalUFXx3uc16/jR0wQdBid+h0E8DhvfguXPwbIZsG5ueDohvzX0OzMsE/qfBS06JfZ1U9GeLeGY5Ia34LN/guOu+MinBEHAG5vf4M5Fd/LCuhfIz87ngv4XcM2wa+jRokcEoZMjFZYnVq5axaoLL6LpqBPo8Ze/+DU3jVkgRCReVcX2e+5hy623EVRX0/bf/o32N3yBrGZptIzlT6PD5vy66VEnUaYIgnCnxowfQ5/T4bL7Ib9l1Kkkpan1Fet5csWTTFs5jTW71pCXncfYnmOZ1G8SJ3Y5kZysRvgd2cOwcPNCvjTjS7TKa8UdE+6ge4tGfNw4Xgs71nxo7OBAUVC9973Pa975Q6cJDhQGTSMaBdm3HVY8H447LJ8BFRvDH+98zHunE7qfkHmnE3aUwb0Xws51cMndMOicD/x0bbyWF9a+wN+L/85b5W/ROq81kwdP5vLBl9MmP/OuJL/o1pfZsa86suWJQW0tayZfSeXq1fSdOpXcTn7jMZ1ZIESsetNmyn/3W3YWTSWnY0c63ngjLc8/L/Vbuc2L4dbRcO6vYfQNUadRpnnzISj6SvgHrysfgZZdok4kKY2s3LmSn732M+ZunAvACZ1PYGLfiYzvNZ7mTZpHnC69FG8t5ovPfZG87Dz+NuFvKX/Pfb3Fa2H76gMlwYGRg/LScNlvzf73Pq9ltw+eJOgwGDoMDHcXpKoggI1vv3c6Ye0cCGohrxX0G/Pe6YR0/z13c2lYHlTvhSsehl4nvftTlbWVTFsxjbuL72b1rtV0a96NwmGFXND/AgpyDn4jQzpavHEX5/z+pUiXJ265/a+U/+53dP3Nb2h1/nmRZFDiWCCkiL1vvMGmW37G/uJiCoYPp/MPvk/+0KFRx/pks/8bnv8ZfHtx+v9Go9S0fCY8fDU0bQdXPRb+wUySDuKpVU/xk1d+Ql52HlcPvZrz+p5H1+Zdo46V1pZsW8INz91AjBh3TLiD/m36Rx2p/mprYPuqD54mKF8cFgW1le99XqseH18U5GfADRX7d4a7AZY9F55O2L0h/PFOR8OAs8IyocdoyE6jGwfWzoX7L4GcfLj6cegU7i/YWbmTfyz5B/eX3s/W/VsZ2m4o1w27jrN6nZXxJ5F+XLSIB+euZc7N42gTwfLE/UuWsOriS2gxbhzd/ud3qf9NUh2UBUIKCeJxdj7+OJt/9z/Ubt9O60suocM3v0FO2xTcgHzbKdCkGXz+2aiTKJO980b4B4F4DUz+B/QYFXUiSSmqqraKX7/+ax5a8hDHdzyeX5/+azo1awRz3g1k5Y6VXP/s9dTEa7h9wu0Mbjs46kiHprYatq744GmC8iVhURCvfu/zWvf8UElwoCjIaxFd9oYUBLCp+H2nE14Lf+/Nawl9z3jvdEKrblEn/WTLngu/8dCyK1z9BLTpxYaKDdxbei+PLn2UfTX7OKXrKVx31HWM6jyqUbyRjXp5YlBVxapLL6Nmyxb6TptKTpsUPqGjQ2aBkIJqd+1iy59uZdv995PVtCkdvvY12lxxObGcFGlINxXDbSfD2T+Hk74SdRplum2r4L6LYNcGuPjvMPgzUSeSlGLWV6znOy98h0VbF1E4tJBvjPhGWt7TnurKdpXx+Wc/z57qPdw+/naOan9U1JHeU1P58UXB1uXhG2EAYtCm13t7Cd7dUzAo/KaI3rN/F6ya/d7phF3rwx/vODQsEgaMhx4nQk6KXEn+5sNQ9OXwxMGVj7Gkaht3Fd/F06ueJiDg3D7ncu2waxnUdlDUSRvUI/PWcuOjb/HwDScyOoLliZt//3u2/vkvdL/1T7QYO7bBX1/JYYGQwiqXL2fTz3/BnldeIW9AfzrdfDPNTjrp4L8wmfZug7+Nh71b4cuvQQu3MqsB7NkSnkTYsDC8NnTEtVEnkpQiZq+dzc3/upkgCPjpqT9lXM9xUUfKaOsr1nP9M9ezvXI7t511G8d3jO5KONYvgJd/H44hbF0RzvMDxLKgTZ8PXovYcTC0GwBNmkaXN10FQfjf8fIDZcKaV8PTG02aQ98x7xUKrSJasvnqrfDMTQR9TmPumH/nzqUP8/I7L1OQU8DnBnyOq4de3WjHmC669WV27qtmRgTLE/e9+Sarr5hMq89+lq6/+HmDvraSywIhxQVBQMWsWWz6xS+pXreOFuPH0/G736VJ9wiOkNVUhd8JXjsHrimCXic3fAY1XlV74JFrYdmzcMb3YMz3Dv2ObEkZpyZewx/f+CN/W/Q3hrQdwm/P+C09WmbOtWupbNOeTVz/7PVs2ruJP479I6O6RDBetugxmPLlcMSgx+gDJcGBkwXt+kNuZi7ESwmVu2HVi++dTti5NvzxDoPfKxN6npT8q5iDAGb+FzX/+h0zBp7GnS2aUrKtlLb5bblqyFVcOuhSWuVlwK6KIxTl8sT4/v2suvAi4vv303dqEdktGskoUCNhgZAm4pWVbLvzTrb85XaIx2n3+c/T7gvXk1XQQL9BBgEUfRUW3gcX3g7HXtYwryu9X201TPtm+O/h8GvgvP/JvKunJB1U+d5y/uPF/2DepnlcPPBivjfqe+RlJ/nNij5gy74tfOHZL7B291p+f+bvObXbqQ3zwkEAL/wSZv8yfJN62X3QrH3DvLY+KgjCqyyXPReeUFjzCtRWQW6zA7sTDixjbNMrsa9bW8O+J7/OlOVF3NOxG+vi++jVsheFwwqZ1G+SXw84sDzx9bXMuanhlydu+sUv2Hb3PfS88+/Rn55WwlkgpJnqjRvZ/OvfsGv6dHK6dKHTd/+DFmefnfxjSS/9Dmb+J5zxXTjz5uS+lvRpggBm3QIv/QYGngMX3+mRVKkReX3j69w4+0b21uzlhyf+kIn9JkYdqdHavn87X3zuiyzfsZzfnPEbxvZM8oxz9T6Y8iUofgKOuzIcaUv2d7l1eCorYPVL7xUKO8rCH28/MFzEOOAs6HVKvf532757Iw8VXcUDVe+wIzubY9ofzb8d9XnG9BhDdlZ2gv5B0lvd8sRxgzvy+wZenrhnzlzKCgtpc+WVdP7hDxr0tdUwLBDS1N5589h4y8+oXLyYpiecQKcffJ/8QUlaDFM8BR4phKMuhs/d4bFxpYbX74B/3gjdRoT3PDdr+OVAkhpOPIjzt7f/xh8X/pFeLXvxuzN+lxnXCaa5nZU7+fKML1OytYRfnv5Lzu59dnJeaNcGeGhyeDvP+P+Ek7/un0dSXRCESyzryoTVL4dXZOY2hd6nhaMO/c+Ctn0O6XFrd6/lnrfuYMqyJ9gfCzijWW+uO+0nDO84/P+zd99xVdb9H8dfZzEOe4mgIaDmQBw4UXNhpqJkbstKM0ubd1ndZXXXXdn9a9m6Sysbd5lbMxVy4hacCbgH4AAFDpuzx/X74yiO1BzAOcD3+Xj0AA7nXOcDIZzrfX2/n0+9mKhwKxzVPNFaoSUrIQGZSkXE8t9qbqW0UKNEgFCLSVYrJYuXUPDZZ1jLyvAbO4bAZ5+t2hEpZ/fCT4OhYVt4dCWo3Kru2E5OkiRMmZlod6SgTUnBfO4cvqNG4jtiBHJXccXDKRxeBUsn2Rs3jV9W9UskBUFwCiWGEqZvm87WnK0MCh/EjWZDfwAAIABJREFU293fRq0SK4+cRYWpgqc3PM3+gv281+O9ql8Vkrsf5o8DQ6n9QoaYxlM7mXSQve3CqMh1UJxlvz2g2ZWrEy7rXyFJEvsL9jPv8DzWZq9FLtkYotUxofNLNO0y1UFfiPN74OvtlBssrHuhV42GK+fefJOSpcto8utc1B0c2GBVqFYiQKgDrCUlFHz5X4rnz0fh5UXQP57Hd/RoZIo7XMZVchq+i7P/Ip+cXC/2GJrz89GlplaGBpa8PABUd92FwssLw6FDKBs0IGDSY/iOHi2SVWdwOhXmjbEvh3xoCYS0dXRFgiBUoYyCDKZtnoZGr+GVzq8wpsUYcbXRCenMOp5Lfo5d53fxVuxbjLh7RNUc+NDvsOxJ+2uQcQugoRONjhTuTOHJy1YnbAOLAZTuEN6Tk2EdSVSYSDqfQk5FDh5Kd0ZXGHioqJDgUf+zr1wQrunwuTIGfb6VN4e0ZlLPm1vdURXKN23i7JSpBEyeTINpL9bY8wo1TwQIdYjh6DHy3n8f3c6duLZsScPXp6Pu3Pk2D1YK398HZbnw+Dp7V+M6yFqhRbd7F9qUFHQpKRiPnwBA4eODOjYWj+6xeMTG4nLXXUiShG7nTjRfz0K3axeKgAACJk7Ad+w4FJ5ifrRD5R+BuSPsP7dj59rHSgmCUKtJksT8I/P5aM9HBKuD+aT3J0QFRjm6LOEGDBYDL2x6gW0525jedTrjWo67/YNJkr3XTfJ70LgLjP0VPBtUXbGCczHryTuayB9HF5JYeoQjCpBLEt0scuL9oojL3ouHxWS/UND4muctwgX/+v0AC3afYdf0OHzVNdM80VJcTGZCAko/f8KXLEbuUrNNG4WaJQKEOkaSJMrXrCXvww+w5J7De/AgGrz8MqqQkJs/iNUC80ZD1mYYv7ROnYxJZjP6jIzKFQb6tDSwWJC5uqLu2BGP7rGoY2Nxa9UKmVx+3ePo9uxB8/UstDt2oPDxwX/Co/iNHy/G1DhSWS7MHWnvBj1sFrQd5eiKBEG4TVqzlrd2vMWa7DX0btybGT1n1OtxbLWJyWripc0vsfHMRqZ1nMaENhNu/SBmA6x4BjIWQ/RoSPiyXm2hrE/KTGWsP7WexMxEdp/fjYREm4A2xDfsxkCTRGDWDvvISI9Ae3jQoKWjS3ZqOpOFrjM20L91MJ+OaV9jz5vz4jTK1q4lYvEi3Fq1qrHnFRxDBAh1lE2vp3DO9xTOsTc9DHhiMgGPPYbc7W/+AEsSJE6DPd/D0M+h44Qaqbe6SJKE6eRJe2CwYwe6Xbuw6XQgk+EWFYVH9+54dI/FvUOH2+proE9LQzNrNhWbNiH38sL/4fH4P/IICl/favhqhL+lL4GF4+0doAe8B92fdXRFgiDcomPFx5i2aRpnys/wbIdnmdhmInLZ9QNdwfmYbWamb53O6uzVPNP+GZ5s9+TNP7g8z94sMWcP9HsT7pkmmiXWMUarkS1nt5CYmciWs1sw28w08W5CfEQ8gyMH08T7qn5GFiPIlSAmLPytRXvO8MqSdBY9GUuXCP8aec6yP/4g54UXCXr+OQKnir4U9YEIEOo4c04OeR9+RPmaNagaNaLBq//Eq3//6+8fTZ0Fq1+1dzce8G7NFltFzHl5lVsStDtSsBQUAKBqEoZHbCwesd3x6NqlSk/yDYcOoZk1m/J165Cr1fg99CD+EyagDBCTAWqcxQi/PWkf89XtaXuQcIPVJIIgOI/fT/zOe6nv4eniyUe9PqJTQ7FUubay2qz8a8e/WHFyBZOjJ/Nsh2f/vnfF+QyYNxb0RfDAN9A6oWaKFaqd1WZlT94eEjMTWX9qPeXmcgLcAhgUMYj4yHiiAqJEb5MqMOyr7VQYa655oqWggMyhCajCwgif9ysypbLan1NwPBEg1BPa1J3kzZiB8fhxPLrHEjx9Oq7Nrhp/dfQPe5fjlvEw+pdac9JlrahAt2s32h070KakYDp5EgCFn589MOgei7pbLC6NG1V7LYajxyj8ZjZlf6xG5uqK35gx+E96DFUDsW+zRtlssGY67JwFbUbYtzSIWeGC4LQMFgP/2fUflh1fRpeGXfig1wcEutf9xr11nU2y8W7quyw5toSHWz/My51evv5JzZFEWDoZ3H1h3HwIaVezxQpVTpIkDhcdJikziT+y/iBfn49aqaZ/k/7ER8TTJaQLSrk44awqh3LLGPxFzTVPlCSJs1OfQpuSQsRvy3CNjKz25xScgwgQ6hHJYqF4wUIKvvgCm1aL30MPEvTMMyi8veFcGvwwCAKbw8QkcHHepoCSyYQ+Pf1SH4P0dLBakbm5oe7UqTI0cG3R4oZ9DKqTMTOLwm++oXTVKmQKBb4jRxIw+fFb60Uh3BlJgh1fwLp/2edNj/0V3MQeakFwNqfKTjFt0zSOFh9lcvRknm7/NAqxVLnOkCSJD3Z/wK+Hf2VMizFM7zr9yi0pkgTbP4P1/4ZGMTB2Hng1dFzBwh07U36GpMwkErMSySrNQilX0rNRT+Ij4+nTuA9uStHPojq8ufwAC/fUXPPEkqXLOPf66wS/9ir+jz5a7c8nOA8RINRDluJiCj77nJJFi1D4+hI0dSK+eTORKWTw+Abwdq6TXEmSMB4/XrklQbt7N5JOB3I5btFtKrcluHdo73RdX02nT1P43XeU/LYcZDJ8hw0j4InJuNx1l6NLqz/SFsLvT0FQS3sDJif7+RaE+mzdqXW8uf1NlHIl7/d8n16Nezm6JKEaSJLEp/s+5ccDPzKs2TDejn3bHhJZjLDyH5A2D6KGw7Cv7aOjhVqnyFDEmuw1JGYmklaQBkBMgxjiI+MZ0GQAvm6iN1R1qunmieacHDIT7setdWvC/veTwy7YCY4hAoR6zHDoEOfffRf9n/tx87cS/M77qPuPdHRZAJjPn69cYaBNScGq0QDgEh5eOSnBo0sXFD6144qyOTeXwjlzKFm8BMlmw2foUAKefALXiJqbz1uvnUyGhQ+Du799skjQ3Y6uSBDqNbPVzMy9M5l7eC7RgdF80vsTQjxFuFeXSZLErLRZzEqbxeCIwczo8CLKRY/AmVToMx16vyKaJdYyOrOOjWc2kpiZyI7cHVglK818mxEfGc/giMGEeoY6usR6Y9HuM7yyNJ3FU2LpHF69zRMlm43Tj03CkJ5OxIrfcWncuFqfT3A+IkCoz2xWpAUPUbZuM/nHmmApLMU7YSgNpr2EKrhm9+xby8vR7dpVGRqYMjMBUPj7X9iS0B2P2G6oQmv3HyNzXj5FP3xP8cJFSCYT3oMGETjlSVybN3d0aXVf7n74dRTYzDBuIYR1dXRFglAvndee56XNL5FWkMaDLR/kpU4voVKoHF2WUEPmZMzh832fc68JPsjLRzVsFrQZ7uiyhJtktplJyU0hMTORjWc2orfoaejRkMERg4mPjOduPxHQO0JNNk8s+mUueTNm0PDdd/AbJUZm10ciQKjP1rwOKf+FQR9iazMezXffUfT9D6BSEThlCv4THq22LQGSyYQ+LY2KHTvQ7UhBn5EBNhsyd3fUnTvZJyV0j8W1efM6uSzKotFQ9NNPFM2bj6TT4TVgAIFTp4jZudWtKAvmjoCyHBj5I7Qc7OiKBKFe2Zazjde2vobZZubf3f/NfeH3ObokoaYdXc0vq5/iQ18Pege245OB3+OqEE1unZkkSaQVpJGYmcjaU2spMhTh7eLNgPABxEfEExMcI0atOtDF5on/GtKax6q5eaIxK4usB4aj7tKZu775RkzOqKdEgFBf7fkBVr0AXZ6AwR9V3mw6fZq8Dz6kYsMGVGFhBL/6Kp59+9zxLwhJkjAeO3ZhhcEOdLv3IOn1IJfjHh2NR4/ueMTG4t6uHTIn62NQnSzFxRT9/DPFv8zFVlGBZ9++BD41FffoaEeXVndpNTBvNOT+CfEzodNER1ckCHWe1WZlVtosvk3/lmZ+zZjZeybhPuGOLkuoSZIEKV/B2jcgpC2Luo3n3f1fEhsSy+f9PsddKXofOJvMkkwSsxJJykzibMVZXBWu9G7cm/jIeHo26omLov68XnNmNdU8UbJYOPXQeIzZ2USuWFHjq5UF5yEChProxAb7Uu6m/WDcAlD8dYROxbbt5L3/PqbMTDzuuYfg117DNfLWUk1zbi7alFT7eMXUVKyFhQC4REZeGq/YpQsKL68q+bJqM2tZGUVz51L0v5+xlZbi0bMngU9NRR0T4+jS6iaTFhZPgONrofc/oc9rYu+tIFSTQn0h/9z6T3ae28mwZsOY3nW6OFmsbywmSHwR/vwFWt9vH63r4sHyE8t5a8dbxDSI4b9x/8VD5bwToOqLPG0eq7NXk5iZyOGiw8hlcro27Ep8ZDxxYXF4ung6ukThMhebJ97bOpiZ1dw8UfPtdxTMnEnoxx/jMyS+Wp9LcG4iQKhv8g/D9wPA5y6YtAZcr3/yLpnNFP36K5r/foXNYMD/kUcIfGoqCs9r//GwlpWh3bmzclqCKTsbAEVQYOWkBI/YbqgaivFM12Ot0FI8fx5FP/6EtagIddeuBE6dirprF7FMrKpZLbDqefhzLsQ8AvGfXjNMEwTh9u3L28fLm1+m1FTK611f54HmDzi6JKGmaQth0cNwajv0esUe2F62NTEpM4np26bTJrANs/rPwstFXFSoaeWmctafWk9iZiK7zu9CQiIqIIr4yHgGhg8kSB3k6BKF66ip5omGo0fJGjkKr7g4Gn06U7wmredEgFCfVOTDd3FgNdrHNfre3ChBi0ZD/mefUbp0GYqAABq8+CI+w+5HsljQ/7kfbcoOtCkpGDIO2PsYqNV4dO5cOS3BtXlz8YvmFtl0OooXLaLw+++xFmhwj4khcOpUPHr2EN/LqiRJsPF92PIh3D0QRv4ALuIKmCDcKUmS+OngT3y+73MaeTZiZp+ZtPBv4eiyhJqWfwTmj4Gyc3D/V9D22g3X1p9az8tbXuZuv7v5pv83YuRfDTBZTWw5u4WkrCQ2n9mMyWYizCuscoKC2GJUO9z/1XZ0Rgtrq7F5omQykTV6DBaNhsiVK1D6+VXL8wi1hwgQ6guzHv43FM4fgImJ0KjjLR9Cn5FB3nsz0KeloQoLw5Kfj2QwgEKBe7t2ldsS3KOj61Ufg+pkMxopWbKEwjnfYzl3Dre2bQmcMqVK+lIIl9nzAyROg9AYeHAReAQ4uiJBqLVKjaW8sf0NNp3ZxL1N7uXf3f8trirXR8fXw5KJoHSDcfOh8TVfa1bacnYLL2x8gSY+Tfju3u8IcBe/h6uaTbKx5/weErMSWZe9jnJzOf5u/gyKGER8RDxtAtuI1xa1yMHcUuK/2FbtzRPzP/uMwtnf0Pjrr/Hq17fankeoPUSAUB/YbLB0EhxcBqN/gdYJt30oyWajbOVKSpYuw7VFCzxiY1F36XzdbQ1C1ZBMJkqWL6fw2+8wnz2La6tWBE6Zgte9/evklAqHOLzK/u8koBlMTgal6AouCLfqYOFBpm2aRp42j2mdpvFQq4fECUl9I0mw61tY/So0iLKHBze54jElN4Xnkp8jxDOEOQPm0EAtmrTdKUmSOFp8lMTMRJKyksjX5aNWqokLiyM+Mp6uIV1RysX2vdrojeUZLN5zlp3V2DxRn5ZG9rgH8Rk2jND3Z1TLcwi1jwgQ6oPk92DLR9D/39DzH46uRrgDktlM6apECmfPxnTqFK7NmxHw5BS8Bw1EplA4urza79ga+4SGni9A/7cdXY0g1BqSJLH42GL+b9f/4e/mz8e9P6Z9g+pt6CU4IasZkl6GvT9Ci3gY/i243toFhj3n9/D0hqcJdA9kzoA5hHiGVFOxdVtORQ5JmUkkZiZysvQkSpmSHo16EB8ZT5+7+ohGprWczmShy4wNDKjG5ok2g4GsB4ZjMxqI/P130fRcqCQChLpu/zxYPhU6PAwJX4pO83WEZLVS9sdqNLNnYTpxEpfwcAKefBKfoUOQKcWVhDuy4ll7Y8XH1sJdnR1djSA4PZ1Zxzup75CYmUiP0B78557/4Ocm9sjWO7oiWPwoZG2xh7D9/nVFs8RbkVaQxtR1U/Fy8WLOfXO4y+vmVjDUd8WGYtZkryExM5H9BfsBiGkQQ3xkPAOaDBC9JeqQhbtP88+lGSyZEkunamqeeP799yn++RfCfvwBj9jYankOoXYSAUJdlr0Nfh4GTWJh/DJQqBxdkVDFJJuN8nXr0cyahfHIEVSNGxPwxGR8hw0TfShul6EMZnW3b2F4ciu4qB1dkSA4rZMlJ3lx04tklWbxdPunmdx2MnKZ2FZV72iOw7wxUHoGhn4B7cfd8SEPFR7iiXVP4KpwZc6AOUT4VN8e79pMZ9ax6cwmErMS2ZGzA4tkoZlvM+Ij4xkUMYhGno0cXaJQDaq7eaI2dSenJ0zA76GHaPjmG1V+fKF2EwFCXaU5AXPiwLMBTFoL7uJqUF0mSRIVGzehmTULQ0YGypAQAh6fhO/IkchdxV7+W5a5GX5OgK5TYdD/OboaQXBKqzJX8U7KO7gr3fmg1wd0C+nm6JIERzi50b7yQK6Csb9CWNX9HBwrPsbktZORIeO7Ad/R3K95lR27NrPYLKTkppCYlUjy6WT0Fj3B6mAGRwwmPjKeu/3uFr1H6rCLzRPfGtqaiT2qPlizVlSQlXA/MpWKiOW/IXcX212EK4kAoS7SFcGc/mAogcfXg3+koysSaogkSWi3bUczaxb6fftQBgXhP+kx/MaMEX8AblXSy/ZGYBMSIbyno6sRBKdhtBr5cNeHLDq2iJgGMXzU+yPR7K6+2j0Hkl6BoBYwbgH4Nanyp8gsyeTxtY9jtpn59t5vaRXQqsqfw5lIkkSZqYxCfSEavYZCg/2tRq+x32bQcLjwMEWGIrxcvBjQZADxkfF0DO4oVv/UE6//lsGSvWfZNb0/PuqqX1187s03KVm6jCa/zkXdoUOVH1+o/USAUNdYTPDLMDi7Gx5dWaVXAoTaQ5IkdDt3oZk1C93OnSj8/fGfOAG/cQ+i8PRwdHm1g0kLs3uCzQpTt4OraB4kCGfKzzBt0zQOFx1mYpuJPNfhOdHBvT6yWmDNa/aQ9e6BMGJOtf6OPF12msfXPk6FuYLZ/WfTNqhttT1XdZAkCa1Ze0UgcHlAcPX7Zpv5L8dQypUEuAUQ6B5ImHcY94Xfxz2N7sFFIbYr1idao4Wu729gQFQwM0dXffPE8k2bODtlKgGTJ9Ng2otVfnyhbhABQl0iSbD8KUibB8PnQNtRjq5IcAK6ffvQfD0L7bZtKHx88Hv0EfzHj0fh7e3o0pzf6VT4YSB0nABDP3N0NYLgUBtPb+T1ba+DDGb0mEHfMDEPvF7Sl8CSiXAyGbo/a5/wJK/+KUC5FblMWjOJYmMxX8d9TUxwTLU/59/RW/SVYcDVKwYurha4+DmD1fCXx8tlcgLcAghwv/DfhYAg0D3wyvfdA/B28RbbEgQW7DrNq8syWDo1lo5NqrZ5oqW4mMyEBJR+/oQvWYxc9NISrkMECHXJlo/sIxv7TIc+/3R0NYKT0aeno5k1m4qNG5F7euL38Hj8H3kEpZ/oj3FDa9+AHV/C+KXQrL+jqxGEGme2mfly35f8ePBHWvm3YmafmTT2auzosgRHKDxpb5ZYnA1DPoWYh2v06fO0eTy+9nHydHl82e9LuoZ0rfLnMFlN190+cPlqAY1eg86i+8vjZcjwc/PD383/L2HAxaDg4m2+rr4oaiB8EeqO+/+7Db3Zypp/VH3zxJwXp1G2bh0Rixbi1qpubxUS7owIEOqKA0thyWPQdgw88I0Y1yhcl+HwYTSzZlO+di1ytRq/B8fhP3EiyoAAR5fmnMwG+KYXGMvhqRRwr1tjsCSzGeRyZArxIlb4qzxtHq9seYV9+fsYffdoXunyCq4K0Zi1XsraAgsfBpkcxvzisN4wGr2GyWsnc6b8DJ/1/Yyejf6+DrPNTLGh+IZhwMWwoNxUfs1jeLt4V578B7r9NQy4GBD4ufmhkoupV0LVO5BTypAvt/H20NZMqOLmiWV//EHOCy8S9I/nCZwypUqPLdQ91RogyGSyu4CfgYaADfhWkqTPb/QYESDchjO74Kch0CgGHvndPn5OuIIkSehMViqMFvt/BvvbcoMF7cXbrvrc1e/7uKuYNT6GEJ+60YzQePw4mtnfUPbHH8hcXPAbMxr/xyahChbN0P4iZ5+9MWnbMfDALEdXc8espaVUbN5M+YZktFu3IlOr8R0xAr/Ro1A1EiO/BLvUc6n8c8s/0Vv0vBX7FvGR8Y4uSXCUvT9B4jTwbwoPLnB4c+ZiQzFPrnuS4yXHeSv2LRq4N7hytcBl2wgK9YUUG4uveRwPlUdlAHCtMODiCgJ/N3/Ra0BwuOpqnmgpKCBzaAKqsDDC5/2KTCn62gg3Vt0BQggQIknSPplM5gXsBYZJknToeo8RAcItKs6G7+LA1RMeTwaPunMVWZIkjBZb5Qn+1Sf7l398wyDAYEFrsmC7iR9nlUKGp6sSTzclHi5KvNyUeLoq8XBVsvFIPs2CvVj0ZDdclXXnaq0xK4vCb76ldOVKZAoFviNHEPD446hCQx1dmnNJngFbPoSx86HlYEdXc8vMOTmUb0imfMMGdHv2gNWKMigIz759sWg0VGzaBIBnr174jRuLR8+eYlVCPWWTbHyb/i1f7/+aCJ8IZvaZSVPfpo4uS3AEm9W+jSv1a2gaB6N+BDcfR1cFQKmxlKfWP0W6Jv2K290UbpdWB7gFXhEGXN5nIMA9AHdl3bggINR9F5sn3hfVkE9Gt6uy40qSxNmpT6FNSSHit2W4RorJbcLfq9EtDDKZ7Hfgv5IkrbvefWpbgHCmSMfYb1NRKWQoFXKUchkqhRylwv5WpZChlNvf2m+Xo5LLUF64v8uFxygvv69Shkour7yP6qpjKuUyVEo5bhYt7daOwkWfx4mhv2ELuPsvdVz8+PI6qrsJj8VqQ2u0Um40ozVaqTCaL5zg//X9awYBpksn/2br3/8MymTYT/ov/uemvP7Hf/O5GwUDqw+cY8rcfTzYNYz3H4iuym+ZUzCdOUPht99Rsnw5AL7D7idg0iRcwsMdW5izsJhgTj8oz4Ond4K6apsXVTVJkjAcOkTFhmTKk5MxHjkCgEuzpnj1i8Orfxxubdogk9vHfplzcyletIiSJUuxajSoGjXCd8wYfEcMF9tb6pFiQzGvbX2N7bnbiY+M51/d/oVapXZ0WYIjGMrsWyNPrIOuU2HAe6BwriuTOrOO3ed34+niWblaQK1Ui2aDQp1TXc0TS5Yu49zrrxP82qv4P/polR1XqNtqLECQyWThwBagjSRJZVd97gngCYCwsLCOp06dqrLnrW75ZQY+XHMUs9WGxSrZ39rsbytvs0lYrvj44n0v3N9qw3zhMTf7LVdi4QfVR8TKD/GI+VVSbFE3XbPyQoBxMaSwBw0XAgv5lR9fHmS4XAghlAoZCrmsMgSwv70UBOjN1puqw12lwNNNiddlV/wvfuxxnZP9yz938X21i6LGXix8sPoIszad5IMR0YzpHFYjz1nTzLm5FM75npIlS5BMJlRhYXh064ZHbDfUXbui9HfuE+dqdf4AfNsHWg21X4lzMpLZjG73bvtKg+RkLOfOgVyOe4cOeMXF4RXXD5cmN57TLplMlG/YQPH8Beh27UKmUuF13334jRuLe0yMeGFeh+3P389Lm1+iyFDEq11eZdTdo8T/7/qqKAvmj4XCEzD4I+j0mKMrEoR6LeG/2zCabaz+xz1V9nvZnJNDZsL9uLVuTdj/fqq8oCAIf6dGAgSZTOYJbAZmSJK07Eb3rW0rEKqa1XYphLCHDtJfgweLlYZbXyPw6DxOxH5AbsSIC4GFhOXCfUwXHmOxXbj9QoDx9/e5uRDEKkmoXS47+b9wku91VRDwl89deN/DRYFSUft+UVltEo/+sItd2UUsmRJL28Z1q6He5cx5+ZSvWY02JRXdrl3YtFoAXFu2vBQodOqE3MPDwZXWsC0fQ/K7MPJHaDPc0dVgrahAu2UL5RuSqdiyBVt5OTI3Nzx69MCrXz88+/a57dDHePIkxQsWUrp8ObbyclybN8d33Fh8EhJQeHpW8VciOIokScw9PJeZe2YS7BHMJ30+ISrg5kNpoY45tQMWjrdvXxj9M0T2dnRFglCvVUfzRMlm4/RjkzCkpxOx4ndcGovJOsLNq/YAQSaTqYBVwBpJkmb+3f3re4BwU3b8F9a+Dj1fgP5vO7qaeqdIa2Lol9uQJImVz/YkwLPuN62ULBYMBw6gTU1Fm5KKft8+e/d+pRL36Gh7mNCtG+7t29f9ucFWC/wwwH6F7qlU8Aqu8RLMeXlUJCfbmyDu3AlmMwo/Pzz79sUrrh8e3bsjd6+6vb02nY6ypCSK5y/AcPAgMrUan6FD8Rs3FreWLavseYSaV24q560db7Hu1Dr63NWH93q8h4+rc+xxFxzgz19h5fPg1wQeXAQBoveFIDja9N8yWLr3LLte74+Pe9U0Tyz6ZS55M2bQ8N138Bs1qkqOKdQf1d1EUQb8DyiSJOkfN/MYESD8jSOJsOChC0uo/wdiuZFDZJwtZcTsHXQO9+N/E7vUytUUd8JmMKDftw9tSira1FQMBw+CzYbMzQ11x44XAoVY3Fq1rJuN+AqOwTf3QNN+MHZetY9NlSQJ4/Hj9tBg/QYMBw4AoGoShldcf7zi+uHevn2NfK/1GRkUz19AWWIiktGIe/v2+I0bi9fAgchd636YVpccLTrKi5teJKcih+djnmdC1ASxZaG+sllh/duw4wuI7AOjfgJ3P8fWJAgCWqOFLjPWM7BNSJU1TzRmZZH1wHDUXbtw1+zZ4ve+cMuqO0DoCWwFMrCPcQSYLklS0vUeIwKEG8jdDz8OgqCWMCERXERjq5pSqC/kvO48Lf1aopDbT9IW7znDy0vSebJ3JK8NauXgCh3LWlaGbvfuC4FCCqYTJwGQ+/i8jBHbAAAgAElEQVTg0aUL6thueHSLxSUivO78obq4EmjYbGg/rsoPL1ks6P/8k/L1GyhPTsZ85gwAbu3a2psgxvXDpWlTh30/raWllC5fTvH8BZiys1H4+uIzfDh+Y0b/bZ8FwfF+O/4bM3bOwNvFm496f0TH4I6OLklwFGM5LJ0Mx/6Azo/DwP8DRdWNiBME4fbN33Wa15ZlsHRqdzo2ufNQT7JYOPXQeIzZ2USuWCFGdwu3pUanMNwMESBcR2kOzIkDuRIe3+CQZdP1ybmKc+zJ28O+/H3szdtLVmkWAA3cGzAwYiCDIwfT2r81byw/wK87T/P1QzEMjg5xcNXOw5yfj27nzspAwZJ7DgBlcDAe3bqi7haLR2w3VA0bOrjSO2Czwk/xkHcInkoBn0Z3fkidjort26nYkEzFpk1YS0qQqVSoY7vh1S8Oz759ne6PvSRJ6HbupHj+AsrXrwerFY8ePfAbNxbPPn2cZp60zqzjgOYA6Zp0DmgOYLAacFe446Z0w11pf+umsL9f+bHSDXfFVR9f/LzC/rGrwrVWhWJ6i54ZqTP4/eTvdA3pygf3fECAu5iyUW+VnIZ5Y6HgCAz6ALpMdnRFgiBcpqqbJ2q+/Y6CmTMJ/eRjfOLjq6BCoT4SAUJtYKyAHwdCUTZMWgPBorlVVZIkieyybPbl2cOCvXl7ydXmAuCl8iImOIaY4BiC3INYd2odW3O2YrFZCPcOZ2D4YP5IDSHrnBvLn+5B82AvB381zkeSJMynT1dud9ClpmItKQHAJTy8cnWCR9cuKHxrWVPKokyY1QPCusH4Zbe1lcFSWEjFxo2Ur9+ANiUFyWhE7u2NZ5/eePWLw6NnTxSetaNRpTkvn5IliylZtBhLXh7Khg3xHTUS35GjajT4sEk2MksyydBkkFaQRoYmgxMlJ7BJ9oVwTbyb4O3ijd6ix2Ax2N9a7W8v3udmyZBdCiEUbleEDW5KN9RKdWXYcHUA8ZegQnUpmLg8yHCRu1TJC8fs0mxe3PwiJ4pP8ETbJ5jabmrliiqhHjq9ExY+ZB9RO+pHaBbn6IoEQbjMxeaJ/06I4tHu4Xd8PMPRo2SNHIVXXByNPp1Zq8JvwbmIAMHZ2az2ngfH18CDi6F5f0dXVOtZbVZOlJxgT96eysCgyFAEQIBbADHBMXQM7kin4E408232lxfYpcZS1p5aS2JmInvz9gIgMzbBw9SZBeOn0MRXrA65Eclmw3jsWOXqBN3uPUg6HchkuLVqVRkoqDvGIFfXgm06u76DpJdgyGfQaeJNPcSYmUVF8gbKNySj378fJAlVaCieF0Ytqjt2RKaqvUuIJYuFik2bKJ6/AO327aBQ4BUXh9+4sai7davyFy1FhiIyCuxhQbomnYOag1SYKwDwdvEmOiiatoFtaRvUlujA6Os2CZQkCYvNgs6iw2AxVIYKlSHDVWHDxdsuv+/V97/W7RK39rf18pDi8tUPFwOGq2+/1m2lxlK++PMLVHIV/7nnP/Rs1POOv+9CLZa2AFY8Cz6NYdxCCLrb0RUJgnCV6b9lsGzfWXZOv/PmiZLJRNboMVg0GiJXrkDpJ3qcCLdPBAjObvVrkPo1DP5YLC28TWabmUOFhyrDgj/z/qTcXA5AqEcoHYM7Vv7XxLvJLZ3cnKs4R1JWEkuOruSs9iQgp2dodwZHDiYuLA61qhacADuYZDajz8hAm5KCLiUVXVoamM2gUqFu1+5CoNAN97ZtnfOk2maDuQ/Amd3w1A7wC//LXSSbDX1aWuXkBFNmJgCurVvhFReHV1wcri1a1MmrAaZTpyheuIjSpUuxlpbiEh6O79gx+D7wAAqfW+/2b7KaOFJ05NLqgoIMzlacBUAhU3C33920DboUFjTxboJc5jxNTiVJwmQzVWkocfUxDBbDNUOKtkFt+aT3JzT0qMVbh4Q7Y7PZx9Bumwnh99jHNKpvb8yrIAjVp8JooeuM9QyKDuHjUXfePDH/s88onP0Njb/+Gq9+faugQqE+EwGCM7t4ZbPrVBj0f46uptbQW/RkFGRUBgbpmnT0Fj0AET4RlwKDBh0J8ay6vgUfbNjE9/uXEhB8kAprAe5Kd/rc1YchkUOIDY1FJXfCk18nZNPp0O3dZ1+dkLoTw6FDIEnI1GrUnTratzvEdrOfcDvLFJKSMzCrOzRsC4+uBLkcm9GINiWFig3JlG/ciFWjAaUSjy6d8ewXh1e/vqhCQx1deY2xGY2Ur15N8fwF6PfvR+bqivfgwfg9OA736OhrPkaSJHIqcsjQZJBekE56QTqHiw5jtpkBCFYH28OCwLZEB0XTOqA17sqqG19ZW0mShNFqvCJsMFlNNPVtilLuHD0pBAcwaWHZE3BkFcQ8CvGfiGaJguCkqrJ5oj4tjexxD+IzbBih78+oogqF+kwECM7q+HqYNxqa9Ydx80HsU72uclM5f+b/yd68vezL28eBwgNYbBZkyGjp35KOwR3tfQwaxFRrszBJknh+wX5Wpp/lzRFqcsw7WHNqDaXGUvxc/RgQPoD4yHjaB7Wvk1eaq4u1pATtrl3oUlPRpqRiyrI3tFT4+aHu2hWPbt3sDRnDwhz7fd33C5bFz1IR+CgV2RIV27cj6XTIPTzw6HWPvQli714ovL0dV6OTMBw5QvH8BZSuXImk0+EWFYXfuLHI+/fmkP4kGQUXAgNNeuX2IjeFG1GBUVdsRQj2ENuFBOGmlJ6F+WMh7yDc9z50nVLt42cFQbg9NpvE4C+2AvDH83fWPNGm15P1wHBsJiORv/+Owkv06hLunAgQnFHeIfh+gH0p9GN/gKv4x365Qn0h+/L3VTY9PFp8FJtkQylXEhUQVbnCoH2D9ni71OzJms5kYfjXOzhfZmDlMz1p6KNie+52EjMT2XRmEwargUaejRgcMZj4yHia+jat0frqAvP58/ZmjBeaMlry8gBQhoZUrk5Qd+2KqkHNNO0znT1LxQZ7PwPd7l0ggTLQH8/+9+IV1x911y7IXVxqpJbaxGqzciI3g5wl83BfuQXfnFK0rrA5Wsa6DnJcmkYSHRhNu6B2RAdG09yvubh6Lgi34+wemD8OzHp7s8Tm9zq6IkEQbiAx/RxPz9vHzNHtGB7T+I6Odf799yn++RfCfvoRj27dqqhCob4TAYKzKc+zj2u0mmFycpWMhqvtzlWcY2/+3sotCRdHKrop3GgX1K4yMIgOinaK5cvZGi1D/7uNMH81S6d2x01lXz2iNWtJPp1MYmYiKedSsEk2Wvq3JD4inoERA8W+5NsgSRKmrGz7doeUVLS7dmErLQXApWnTytUJ6i5dquzKvyRJGA4esjdBXL8B47FjALg2b47nPV3xyp+DW4tIZJPWipVDl9HoNaQXpFduRzigOYDOogPAx8WbAWVh9Nqlp8Guk8jMFtRduuA3bixecXHIRAAjCLcnYwksfwq8GsKDC6FBK0dXVKUkSUKSQC4XqymEusFqkxjw6WbkMhmr/9ELxR38bGtTd3J6wgT8xo+n4RuvV2GVQn0nAgRnYtbb58rnH4aJSRDawdEV1ThJkjhVdqoyLLh6pGKH4A72LQkNYogKiELlpPs3k4/k8dhPexge04hPRrX7y/IzjV7Dmuw1JGYmkqHJQIaMTg07ER8Rz73h99b4yom6QrJaMRw5UrndQbd3L5JeD3I5blFRlYGCe0wMcje3mz+uyYR21257aJC8Ecv58yCXo46JqZyc4BIWZr9zxhJYOgn6vw09X6iWr9PZGa1GDhcergwLMjQZ5FTkAKCUKbnb/+7KrQhtg9oS5nVp+4mlsJCSZcsoWbgI89mzKAID8R05Ar/Ro+tVzwhBuCM2G2z+P9j8AYR1hzFzwaP6tvD9HUmSMJht6EwWdCYrOpMVrcmCzmi94jadyYLWaEVntn9Oa7KgN1nRmqzoL37uqvurFHLiWjUgoV0ofVo0qAztBaE2Wrr3LNMWpzHroRgGRd9+ny5rRQVZCfcjU6mIWP4bcnfHX2AT6g4RIDgLmw2WTIBDK+x/6FsNcXRFNeJGIxX93fyvmJDQ3Ld5rZpZ/tn6Y3y2/jjv3h/Fw7Hh173fqbJTJGUlkZSZRHZZNiq5il6NexEfGU+vxr1wVbjWXNF1jGQyoU9LuzAyMhV9ejpYLMhcXHDv0AGPCxMe3Nq0Qaa8cnm8tbycii1bqNiQTMWWLdgqKpC5u+PRoztecf3x7NP72mOQJAkWPQLHVsMTmyG4dQ19tY4hSRJny8+Spkmr7F1wpPgIFpsFgBCPEKIDoyvDglb+rXBT/n14I9lsaLdto3j+Aio2bwbAs3dv/MaNxaNnT+dpoCkIzsakg+VT4dByaD8ehswE5c39Hbl4on/pxP3CyfoVJ/MXT/wvncxX3ma2ojNaLoUBJmvlY27lJaWrUo7aRYHaRYmHqwJ3FyUeLoorb1PZ3xZpTaw+cJ5CrQkvVyUDohqS0D6UHk0DUCrE7wmh9jBZbMTN3IS3m4qVz/S8o5U15958k5Kly2jy61zUHerfBUmheokAwVms/7d9rNKA96D7s46uptr8ZaRi/p+Um+wjFUM8Qq4IDMK9w2t1s0GbTeLxn/ew5VgBC5/sRscmNx6VJUkShwoPsSpzFauzV6PRa/BUedK/SX/iI+PpHNy5VgUozshaoUW/dw/a1J1oU1MxHj4MgNzDA3XnznjEdgOlkooNyWh37wazGUVAAJ59++DVLw6P7rE3t3JBq4GvuoJ3qH0rkpOulLkd5aZyMjQZ9rBAk05GQQbFxmIA3JXuRAVEVYYFbQPbEqQOuuPnNOfkULxoMSVLlmAtLETVuDG+Y0bjO2IESn8xgk4QwP43JOPwEZqsm4R38SH+bPECe0PHozVbbxAGXHZF32hBZ7be8om+h6vywom9/eT+8pP8a93mrlJc9phLj714m7tKccsn/harjR0nC1mRlsuaA+cpN1oI8HBhcHQICe1D6RjmJ7Y5CE5vbuop3lh+gB8ndKZvy9vv41S+aRNnp0wlYPJkGkx7sQorFAQ7ESA4gz/nwu9PQ8cJMOSzOtUZ+UYjFcO9w68IDEI9697y5FKdmYSvtqE3WVn1XE8aeN3csnmrzcrO8ztJykxi/en1aM1aGrg3YGDEQOIj42nl36pWhyvOwlJcjG7nzgsrFFIwnzoNgEt4OJ5x/fCKi8O9XTtkitsIbg6tgEUPQ5/XoM+rVVx5zbDYLJwsOUm6Jr1yjGJWaRYS9r8NkT6RV4QF1T0mUDKZKF+/nuL5C9Dt3o1MpcLrvvvwGzcW95gY8W9CqNf+tyqZ+3Y/hid6njM/Q7ItpvJzbio5Hi5K3F0Ul966Xnlyr3ZR2K/yX+fk/uKJv4eLAvcLn7+T/dnVxWC2suloASvTc9lwOA+D2UaojxtD24UytF0oUaHe4neF4HQMZiu9P9pIYz81S6bE3vbPqKW4mMyEBJR+/oQvWSyaOAvVQgQIjpa1BX55AMLvgYcW1/orlTcaqdjCv0Vl/4KY4BgC3QMdXW6NOHyujOFf76BNI2/mTe6G6havrBgsBjaf3UxiZiJbc7ZisVmI8ImwT3KIiOcu77uqqfL6x5ybi2Qy4RIeXjUHXDoZDi6DxzdAaPuqOWY1KtAVVI5PTC9I52DhwcrAz8/Vj+igaNoGtiU6KJo2gW0c2qvDeOIExQsWUrp8ObaKClybN8d33Fh8EhJQeHo6rC5BcISUYzl4zh1MpLKIcw8sRhkSbT/5v3Di74wn+jWhwmhh/aE8ft+fw9bjGiw2icggDxLahZLQLpTIIPG7QnAOc7Zm8l7iYeZN7kr3prf/+jjnxWmUrVtHxKKFuLWqW01TBechAgRH0hyHOf3t3ZEfWwPuvo6u6JZdd6SiTEnrwNZ0DO5Ip+BODhmp6Ex+35/D8wv2M6F7OG8nRN32cUqNpaw9tZakzCT25Nn/nbQNakt8RDz3hd9HgLvjmmQJ16Avhq9jwc0Xntx80/uQa0KFqYLDRYc5qDlob3aoSee89jwASrmSln4tr1hd0NirsVNetbPpdJQmJlIyfwGGQ4eQq9V4Dx2K37ixuLVs6ejyBKHaFZQbWffpYzxoW4VhxC+4RSc4uiSnVKw18ceB86xIy2FnVhGSBG0aeZPQLpQhbUMJ9RVN5gTH0Bot9PpwIy1DvPj18dsftVj2xx/kvPAiQf94nsApU6qwQkG4kggQHEVbaB/XaCyHyRvAL9zRFd20E8Un+PXIr1eMVHRVuF45UjEwGrVK7eBKncs7Kw/xw/YsPhvTnmEd7nw853nteZKykkjMTORY8TEUMgWxobEMjhhMXFic+P47i+Pr4NeR9okM/d92SAk6s64yLDhYeJBDhYfILsuu/HyoR2hlWBAdGE2rgFa1rnmnJEkYMjIonr+AsqQkJKMR9w4d7KMg77sPuWvt+noE4WZYbRKffvUlLxW+SXGbCfiN/NzRJdUK50sNrErPZWVaLmln7aN/u4T7M7RdCIOjQwjwFL8vhJrz1cYTfLTmKMue6k5M2DWaM98ES0EBmUOGomrShPB5v/6lMbQgVCURIDiCxQg/3w85+2DCKriri6MruiVpBWlMWTeFDg06VAYGzjxS0VmYrTYemrOT9LMlLJvag9ahVbci43jxcRIzE0nKSuKc9hzuSnf63NWHIZFDiA2NRSUX/28c6vdnYP+v8NhauKtztT6VzqzjaPFRDmrsQcHBwoNX9C0IVgfTOqA1UQFRRAVG0TqgNf5udasRobWkhJLlyylZsBBTdjYKX198RgzHb8yYS+M2BaEO+CFpO/fvHIPcOxS/57aA6ubH0wp22RotK9NyWZGWy/H8ChRyGT2aBZLQLpT7ooLxchN/P4XqU6o3c88HyXQO9+f7Cbf3+kCSJM5OfQptSgoRvy3DNTKyiqsUhCuJAKGmSRL89iSkL4SRP0CbEY6u6JbZJBuSJImJALehoNzIkC+34qpUsPKZnvioq/aFiU2ysT9/P4mZiaw5tYZSYyl+rn4MCB9AfGQ87YPaO+Uy9DrPUAazutu3MDy5FVyqZnWI3qLnaNHRyqDgUOEhMkszsUk2AILcg4gKiKJ1oD0waB3Qut70HgH7iypdairF8xdQvmEDWK149OyJ39gxePbte3vNMQXBSaSeyEf6+X5iFJm4PLUVWdDdji6pVpMkiSPny1mRZl+ZcLZYj4tSTr8WDUhoH0q/lg1wU4nfGULV+mTtUb5MPkHicz2JCvW5rWOULF3GuddfJ3j6a/g/8kgVVygIfyUChJq2+UPYOAP6vgG9X3Z0NYID7DtdzJhvUujRLJAfHu1cbaOlzFYz23O3k5iZyKYzmzBYDTTybGRvvhgZT1PfptXyvMJ1ZG6GnxOg21Mw8D+3/HCj1cixomMcLLy0DeFkyUmskhUAfzd/2gS2qVxd0DqgNQ3Utz8Gqq4x5+VTsmQxJYsWY8nLw3vwIEI/+UQEakKtpKkwsmTm80yxzccQ/wVunR91dEl1iiRJ7Dtdwsq0XFaln0NTYcTTVcmA1sEMbR9Kz2aBt9wQWRCuVlhhpNeHG+nTogFfPRTz9w+4BnNODpkJ9+MWFUXYTz8ik4ufS6H6iQChJmUsgaWToN04GDarTo1rFG7NxVm/z8U158V7q/+qkdasJfl0MomZiaScS8Em2Wjp35L4iHgGRgykoUfDaq9BAJJehl3fwoRECO953buZrCaOFx+vDAoOFh7kRPEJLJIFsE9EuLiq4GJYEKwOFifDN0GyWNDMmo3mq69o+PZb+I0d6+iSBOGW2GwSM2b/wGt5L6FtnoDPQz8hAWWrVlH623I8+/TBd8Rw5B4eji61TrBYbaRmFrEiLYc/Dpyn3GDB38OFQW0aktAulM7h/tV2IUCo22YkHuL7bVmsfaE3zRrc+kQQyWbj9GOTMKSnE7FiBS6N77y/liDcDBEg1JTTO+F/Q6FxJ3j4N6fqxi7UPEmSeGVJOov3nmXOI53o3zq4xp5bo9ewJnsNiZmJZGgykCGjU8NOxEfEc2/4vfV6Wka1M2lhdk+wWWHqdnD1wmw1c6LkxBUrC44VH8Nis4cFPq4+lSHBxcCgoUdDERbcAclm48yUKehSdxK+aKGY1iDUKnPW7mXQ9lF4e6jxem4HJk05599+G+22bSgCA7FqNMi9vfEbMwa/8eNRBYuVSFXFaLGy5ZiGFWm5rD+Uh95sJcTHjSFtQ0ho14g2jbzF72bhpuSVGej14UaGtA3lk9HtbusYRb/MJW/GDBq++w5+o0ZVcYWCcH0iQKgJRVn2cY1u3vZ58Oq61bBMuD0Gs5WRs3dwSqNjxbM9iQis+atFp8tOk5iVSFJmEtll2ajkKno17kV8ZDy9GveqdZ34nZ3ZZibzyHIOJf2Dg42jOejpx7HiY5hsJgC8XLyuCApaB7SmkWcj8YK0GliKisga9gBytZqIpUvE1VqhVth5UkPJT2Ppr9iHbOIaijcepODzL5DJZAS9+CJ+48ZiyMig8MefKF+3DhQKfOLj8Z84EbcWokdCVdIaLaw/nMfKtFw2HyvAbJWICPRgaLtQEtqF3tYVZaH+eGN5Bgt2nSF5Wh/CAm69L5IxK4usB4aj7tqFu2bPFq8ThBolAoTqpi+B7++Finx7eBDYzNEVCU7kbLGOoV9uo4GXG8ue6o6Hq2PG7kiSxKHCQ6zKXMXq7NVo9Bo8VZ7EhsYS4BaAr5svPi4++Lj64Ovqe8VbLxcv5DKx5+5qFpuFrNIs+8oCzUEOFR3iaNFRjFYjAJ42G639WhDVuGdlaNDYq7F4EVCDtLt2cXrCRLyHxBP6wQfiey84tcIKI3M+fZ1/Wr+jrPlzFC4/iiEjA8/evWn49luoQkKuuL/pzBmKfv6FkqVLkXQ6PHr0wH/iRDx6dBc/61WsRGdi9YHzrEjLJSWzEEmC1iHeJLQPZWi7UBr5uju6RMGJnCnS0e+TTYzudBczHoi+5cdLFgunHhqPMTubyBUrxCojocaJAKE6Wc0wdwSc2gGPLL/hnmeh/tp6vIBHf9jF4OgQvhzXweEv7Kw2K7vO7yIxM5E/8/+kxFhCuam8cgzg1eQyOd4u3vi4XhYwXAgbLn7s6+qLt6t35fs+rj6olWqHf61VxWqzkl2WfalngeYgR4qOYLAaAFAr1bQOaH1pdYFPM+6a/xBykxam7gB3Xwd/BfVXwddfo/niS0Lefx/f4Q84uhxBuCabTeLNbxfyxplnKDzbgvK9ZSh8fGj4+nS8Bg264e9Sa2kpxQsXUfzLL1gKCnC9+278J07EJ34wMheXGvwq6of8MgOr0s+xIi2X/WdKAOjYxI+EdqEMjg4hyEus7KvvXlqcxoq0XDa/3IcQn1sPlzTffEvBp58S+snH+MTHV0OFgnBjIkCoLpIEK5+DfT/bGya2f9DRFQlObNamk3yw+ghvxLfi8Xucb36v1Wal3FROqamUEmMJpcZSSo329y//+OJtpcZSSk2laM3a6x5TKVf+bdhw+UoHHxcffN18Hb6twibZOFV26tLKgsJDHC46jN6iB8Bd6U4r/1b2sCDQvg0h3Dv8r6s0cvbCnHuh7Rh4YJYDvhIBQLJaOT3pcfRpaUQsXoRrM7FKTHA+36zPoM+S0cj3SVjKZPgMH07wKy+j8L358FEymShNTKLohx8wHj+OMigIv4cfxm/MaBQ+tzc+Trix04U6VqbnsmJ/LkfzypHLoEezQIa2C2Vgm4Z4u1XtKGfB+Z3Ir2DAp5uZ2COCN4e0vuXHG44eJWvkKLz6x9H400+roUJB+HsiQKgu27+AdW/CPS9B3JuOrkZwcpIkMXXuPtYdzmPupK7ENg1wdElVwmw1U2q6Kli47P0SYwllprK/BBEXl/lfi7vSHW+XSwHDtbZVXAwbLr7v4+qDUn7r20Nsko0z5Wcqg4KDhQc5XHS4MhhxU7jR0r9lZVAQFRBFuHc4CvlNzgpPfg+2fARj50PLwbdcn1A1zPn5ZD0wHKW/P+GLFiJ3F8uNBeexKz0b0z/HEpBViqphICH/+RCP2NjbPp4kSWi376Dohx/Q7tiBTK3Gd8QI/B99BJfGjauwcuFyR8+XsyIthxVpuZwp0uOikNOnRRAJ7UOJaxmMu8tN/t0QarVn5u0j+Ug+W17pS6DnrV0QkUwmskaPwaLRELlyBUo/v2qqUhBuTAQI1eHwSlj4MEQNgxE/gJjJKtyEcoOZYV9tp0RnZtVzPW9rWVtdYbAY/ho4XAwiDCWVKyHKjJfChzJjWeWYw2vxVHleGTJcFTxcDCW0Fi2HNBfCgsLDlJvLAXBVuNLCr0XlyoKogCgifCJuK5ioZDHBd/2gIg+e3ikarDpQxfbtnHl8Mr4jRxLy7juOLkcQkCSJcyuSOP/WG7gb9fj0a0nDj+dXacBlOHqUoh9/ojQxEaxWvO69l4DHJuLe7va6wgt/T5Ik9p8pYUVaLqvSz1FQbsTDRcG9rYNJaB/KPc2DUCnE68a66FBuGYO/2MrTfZvy8n23Pv0n/7PPKJz9DY2//hqvfn2roUJBuDkiQKhquX/CD4MgOAomrAJV/T0JFG7difwKhn21naYNPFn0ZDdcleKKxM2SJAmtWXspbDCUVgYNl4cNV4cSZcayv/R3UMlVtPBrccXKgkjfSFTyalhuej4Dvu0LrYbCqB+r/vjCTcv/9DMKv/mG0I8/xmeI2FcqOI45L4/z/36HiuRkVH4WAu8LxvfNjaConiXv5rx8iufOpXjhQmxlZbjHxBDw2EQ8+/ZFphB/h6qL1SaxM7OQFWm5/HHgPKV6M75qFYPahJDQLpSuEf7I5XWjV5AAj/9vDzuzCtn2Sj981Lf2b1mflkb2uAfxGTaM0PdnVFOFgnBzRIBQlUrPwndxoHCByRvAU3RFFW7d6gPnmDJ3Hw92DeP92+jOK9waq81KhbmiMmhwkbvQzLcZqmp6oX5NWz6yb2cY+SO0GV5zzytcQbJYOPX/7N11dFRX2/fx75mJu4tLSF8AACAASURBVAshIQlBihUv1gLFi1tpkWLFpTgUpy1uxd3dtS3uULSU4JZASIi7Z5I57x9zP8/TvncLAWZyksn+rMXqWs05e/9akszMdfa+9jfdyXz0CL/9+zDz9VU6klDIyFotCbt2ETVvPposDfJHWkqWi8d8yGVwLGbw+bWpqSTs20/c5s1oQkMxLeaDc48e2LdpI7b2GFhWtpaLT6M5fOc1Jx9EkpaVg7udOS0q6I6FrFDU3mgaDxdGt0Piabv8CqMal2Tw5yXe6V5tejrBbduhzcrE//Bh1DbiiFBBWaKAoC+ZybC+KSSEQO8T4PaR0omEAmz2sUe6xorty9Opmo/ScQRDy8nWHfca/0K3lUEUHxWjCQ8nuE1bTIoUwXfnDlTmomO6kDcynz8nfNJk0v/4g+xKVfnDI4Pu9ieQO25CKtsmT7PI2dkknzpF7IYNZNwJRO3ggMPXX+HUpQsmLi55mqUwSsvK5vTDKF2n/sfRZOVo8XW2ouXHumJCCXdbpSMK76jr2ms8CE/iwpj62Lzjkd0RM2YQv3kLPhs3YF2jhoESCkLuvamAIDZg5VZONuztBVEPoeNGUTwQPtioxqWoE+DCpEP3ufOfY6AEI6Y2gbYrISsVjnynO8VFUISppyeeM2eS+fAhUXPmKh1HKATkrCyily0juE1bsp4/x27aT6wt+zHd7U+QVfGbPC8eAEgmJtg1bYrvzp0U274Ny6pViF25imefN+D1xIlkPnuW55kKEyszE1p+XIQ131TlxoSGzGlfgaKOViw7+4xGCy/Qec1VMrNzlI4p5NLvz2O59CyGgfWKv3PxIPXqNeI3b8Gxa1dRPBAKBFFAyK0TE+DpCWg+DwIaKJ1GMAJqlcTiryvhamPOgK23iE3591MJBCPhWkp3YsvjX+HOTqXTFGq2n9fHqUcP4rdtI+nECaXjCEYs7fZtgtu3J2bJUmwbN8b36FHmJFszSbOYDMeSmH0xW9F8kiRhVbky3kuXUvy3X7Fv346ko78Q1KIlIf36kXr1KkqsVi1M7K1M+bKaN1u//YSr4xswukkprjyPZdnZ50pHE3JBlmXmn3iMu505XWu82zaknJQUwsePx6xYMdxGjjBQQkHQL1FAyI3QW3BtJdQcDFV7KZ1GMCJO1mas6laFmNQshu68TXaOVulIgqHVGAg+NeG3sZAYpnSaQs1txHAsKlQgfMJEskJDlY4jGJmclBQifviRl527kJOSiveqlXjNn8eG+/G0f/kTDuoMLL7eDGZWSkf9X2a+vnhOmULA2TO4DB1Cxr37hPToSXD79iQeOYKs0Sgd0ei52VowqH4AbSt5sfzsMx6GJykdSXiL80+iufkynsGfl8DC9N0akkbOmoUmIoIis2eJHiRCgSEKCLlRtAp8cwgaiWO/BP0r52XP9DbluPwslrknHisdRzA0lRraLAetBg4PFlsZFCSZmeG1YD4AYSNGImdlKZxIMBbJZ88S1KIl8Tt24Ni1K/5HjmBTty63XsaRcGo+n6nvom42K99uhzRxdMR14EACzpzG86cfkTOzeD16DM8aNSZ23XpykpOVjmj0Jrcog4OVKWP2BoqHC/mYbvXBE4o6WtKpqvc73Zt87hyJe/fh/O23WFasaKCEgqB/ooCQW/71dG/8BcEAOlb1pmsNH1adD+LXu+FKxxEMzclfV5B8fgZubVQ6TaFmVrQonj/9REZgIFE/L1I6jlDAZcfEEDp8OKEDBqK2tcV35w48JoxHbWNNfGoWK7buYqTJbjSlWiFV7al03LdSmZvj0KED/kcO471qJWbFihE1dy7P6tUnctZsNK9fKx3RaDlamzGtVTnuhiWy9lKw0nGEf3H8fgR3wxL5rkEJzExy/7FKm5ZGxNRpmJcsicvgQQZMKAj6JwoIgpBPTG5Rlko+Dozec4enkeLpjtGr2hv86sKJibqTGQTF2DVpjGPnzsStX0/yuXNKxxEKIFmWSdi3n+fNW5By6jSu3w3Fb99eLD/+GACtVmbirstMyZqP1sYT0zZLoAAd1yepVNjUrUuxTRvx3bcXm88/J27LFp41akzYyFGk37uvdESj9EV5D5qUdWfhyScERacoHUf4/+RoZRacfIK/qzVtK3m9072xa9eRHRGBx9QpqMzMDJRQEAxDFBAEIZ8wM1GxoksVLM3U9Ntyi6QMsdfUqKlU0HoZIMHBQaAVS1T1KjsTsnO/JcFt7BjMP/qI8HHfo4mIMGAwwdhkvXxJSM9ehE+YgEWJEvgdOoTLgAFIf/lQsPbic5oFz8JLFYdZpw1g6aBg4g9jWbYsXnPnEHDqJE7du5Ny7hwvOnTg5TfdST57Fln8LtMbSZL4sXU5zE1UjN0XiFYrtrzlJ0fuvOZJZArDG5bERJ37j1SasDBi163DrnlzrCpXNmBCQTAMUUAQhHzEw96CZZ0r8zIujVG774g3C8bOwRuazoSXl+D6aqXTGIecbLi6AuaWgBlFYEVt2N8XLi+GZ6chOfIfb1OZm+O1YD5yVhZho0YhZ2fncXChoJE1GmLWrCGoVWsy7t3DY9o0fDZvwtzf72/X3XoZz4uTK2mhvopUfwJ4V1cosX6ZenriPmY0AefP4TZ2LFmvXhE6YKCu98Pu3WgzxclC+uBmZ8GkFmW48SKeLVdfKh1H+A9NjpafTz3hI087mpf3fKd7I+fNA0nCbdRIA6UTBMOSlDiap2rVqvLNmzfzfF5BKCjWXQrmx6MPGN2kFIPqBygdRzAkWYbtX0LwReh/CVzE3/d7C74Av46B6IdQ/HPwqACR93V/kv+yV9vaFdzLgnu5//unaykwMSfxyFFejx6N84D+uH33nXL/LUK+ln7vPuGTJpH58CG2jRrhPnEipu5u/3VdQloWg37ewbqsUZgUq4FJ90O61UdGSNZoSDp+grj168l48AC1kxOOXTrj2LkzJo6OSscr0GRZpvuGG9x8EcfxYZ/h7ZR/Tu4orHZeD2Hc/rus/aYqDcu45/q+tJs3edm1Gy6DB+Mqeh8I+ZgkSbdkWa76j18TBQRByH9kWea7nX9yJPA1m3pW57OSrkpHEgwpKRyW1wCXktDrmGjY+q4SXul6STw4CA4+0GQmlG7+9z3mqbEQ9Z9iQuQ9iLgH0Y8gO0P3dUmt+//vXpbXx2JJvPwEnyWzsW7QokDtVRcMS5uWRvSSpcRt2oSJszPukyZi17jxP14ryzIDN17muxf9KW6ZhumgK2DrkceJ854sy6Rdv0Hchg2knDuHZG6Ofds2OHXvjrmf39sHEP5RaHwaTRZeoHIxRzb3qo4kfi8pJjM7h/pzz+FqZ8HBgbVy/Xch5+QQ3LEjOfEJFP/1F3Fso5CviQKCIBRAaVnZtFt+hYikDI4MriOeOBi7wD2w/1toOA3qDFM6TcGgyYDfl8CF+YAMdUZA7aFgmss3ZTnZEBekKyhE3vvf1Qra2FCCT7iQk6XCv7UGE7+/rFbwKAeupXM/h2A0Ui5fJmLKVDShoTh06oTbyBGo7ez+9fq1F4MwPz6abianoMs+KNEwD9PmD5nPnxO3cROJhw4hazTY1K+Pc6+eWFapIj4Av4fNv79g8qH7zOlQgS/f8chAQX82Xg5m6pEHbO39CXVKuOT6vvg9e4iYNBmvBfOx++ILAyYUhA8nCgiCUEC9jE2l5ZJLFHW0Yv/AWliYiifTRkuWYXc3eHIc+p4H9zJKJ8q/ZBmeHINj43QnWHzUCppM160+0If0BDKvnSB46I9Y+tjh09IMKeYRaNJ0X5dU4Bzwl20Q/yku2BcVqxWMUHZ8PFGzZpN46BBmfn54/jANq2rV3njP7ZB41qxaxHLThcg1ByM1mZ5HafOn7NhY4rdtJ37HDnLi47EoXx7nXj2xbdQIycRE6XgFhlYr89XqqzyKSOLUiLq42VkoHanQScvK5rM55whws2ZHnxq5LoTlJCfzvElTzPz8KLZ1iyigCfmeKCAIQgF25lEkvTbepF1lL+Z3/Fi86BizlGjdVgZ7L/j2NKhNlU6U/8Q80xUOnp0El1LQbDYUr2+QqRL27SN8wkRcvxuKS7++umLF/2x/+J+tEAl/aWpmYf+Xvgplwb08uJUGM2uD5BMMS5Zlko7+QuSMGeQkJ+Pc51tc+vdHZW7+xvsS0rLotWg/mzJHYOlRApNvT4KJOKYNQJueTuKhQ8Rt2EjWy5eYFimCU/dvsG/fAbWN+DnJjaDoFJotukjdkq6s6iZWcuS1FeeeM/vYI/b2r0lVX6dc3xc5Zy5xGzbgu3cPlmXLGjChIOiHKCAIQgH386kn/HzqKT+2Lku3mr5KxxEM6cFh3UqEet9DvXFKp8k/MlPgwlz4fZlu+0C9cVC9r0GLLLIs83rMWJJ++YVimzb+81PnjCSIevC3LRBE3oes/zmzXQInf93Wh78WFxyKidUK+ZgmLIzwadNIvXARi48r4PnDj1iUKvnW+2RZpt+m6/QNGkIl8zDUAy7q/v6Fv5G1WlLOniV2wwbSb95CZWuLY6cvcezWDVP33DekK6xWnX/OzN8esbRzJVpUKKJ0nEIjKUPDp7PPUsnHgY09c3+aSmZwMEGtWmPfuhVFfvrJgAkFQX9EAUEQCjitVqbP5pucfxLNrn41qFIs91VvoQDa1wfu79etQihSUek0ypJluLcPTkzSnaRQsQs0mAK2efMhIycllRft26NNT8fv4AFMnHLxs6fV6lYm/G9B4a7un3HBwH9ec81s/7JSoSx4lAe3j8Dc1qD/PcKbyTk5xG/bRtTPiwBwGzYMxy6dkdS52z627lIwqcemMtTkILRbCxU6GjKuUUgPDCR2wwaSj58AlQr75l/g1LMnFqVLKx0t38rO0dJuxRXC4tM5OaIuTtZihUteWHjyCYtOP+XI4DqUL2qf6/te9R9A2o0bFD9+DBOX3PdMEAQliQKCIBiBxHQNrZZeIj0rh6ND6+BmK/Y+Gq30eFhWA6ycoO85MHnzkmmjFXEXfhsLLy+DZ0X4Yi545/6pj75kPHzIi05fYVXjE7xXrkR632P4MlN0Jz9E3P37aoXMxP+7xtH3730V3MuCo5/RHv2Xn2Q8fkL4pElkBAZiXfczPCdPxtTLK9f3//kqgXmr1rDZZDpSxc5IbZYbMK3xyQoNJW7zZhL27kNOS8O6Vk2cevbEuk4dsUz/HzyKSKLlkks0L+/Jz19VUjqO0YtPzeLTOWepE+DCym5Vcn1fysVLvOrTB7fRo3Du3duACQVBv0QBQRCMxMPwJNotv0I5Lzu296mBqVp8qDBaT07A9o5QZzg0nKp0mryVFgdnZ8DNdWDpCA0mQ6Vuih5vGb9jBxHTfsBt9Gice/fS38CyDImv/q+nQuR9XY+FuOcga3XXmFrrmmr+rWljGV3PBeGDaTMziVmxgti161Db2eE+fjx2zb94pw+tiWkauiw+ysaM4Tg6OaPuf0H0vnhPOUlJJOzeTdzmLWRHRWFeogROPXpg17IFKjPxpP2v/ueJ+PoeVfm8tNj6YUgzf3vI6gtBHB/2GSXdc7dSTNZoCGrTFjlbg/+RI+L7VyhQRAFBEIzIoT/D+G7nn/So5cvUVqIRj1E7NBj+3Aa9ToD3m7u+GwVtDvyxGU7/ABkJUO1bqD9eV0RQmCzLhA0bTvLp0/hu3YJlRQNvLclK061W+GtvhYi7uv8v/8Pe5z+9Ff7StNG5uOit8A5Sr18nYvIUsl68wL5NG9zGjsHE8d2+32RZpt/mm3z1fDT1TO6j6nMaPCsYKHHhIWdlkfTbb8Ru2Ejmo0eYuLri2K0bjl91euPxmYVJVraWlksukZiu4cSIz7CzEI13DSEqKYPP5p6laVmPd1rtEbd5C5EzZlB0+XJsPzdMs19BMBRRQBAEI/Pj0QesuxTMz50q0qZS7pfYCgVMRhKsqKXbwtDvIphZKZ3IcF5dh19HQ/ifUKw2NJuj+3Ccj+QkJRHcrj1otfgd2I/aPo9XAMgyJL3++2qFyHsQ8xTkHN01pVtAm+VidcJb5CQlETV3Hgl79mBatCge06ZiU7v2e4214XIwr36dz2TTLdBsLnzSV89pCzdZlkm9coW4detJvXIFlZUVDh074tT9G0yLiAaCd14l0Hb5ZTpV82Fmu/JKxzFKUw/fZ8vVl5weURdfl9ytLMqOj+d5k6ZYli+P99o1YhuOUOCIAoIgGBlNjpYua68RGJrA/gG1KVNEPI0xWkHnYHNrqDEQms5UOo3+JUfCqalwZzvYFoHGP0K59vn2KXr63bu86NwF23p18Vq8OH+8KdRkQMxj3baX87N0Jzx02qrb5iD8l6QTJ4j88SeyY2Nx6tkD18GDUVlavtdYd14lMGXlVvaaTkFdqjHSV9vz7feuMch49IjY9etJ+vU3AOyaNcO5d69C33Bxxq+65fXb+3xCreKiSZ8+hSWkU3/uOdpX8WJmu9yvLIr44Qfid+3G/9BBzAMCDJhQEAzjTQUEsYFaEAogU7WKZZ0rY29pSr+tN0lIy1I6kmAo/vWgWh+4uhxeXFI6jf7kaODKUlhSBe7u0fV6GHwDynfI1x/ALMuXx23kCJJPniJ+23al4+iYWoDnx1B3NHQ/ojtCcm0DuLtX6WT5iiYykleDBxM29DvUri747t6N++jR7108SEzXMGrbZZaYLUVl64bUelm+/t41BhalS+M1Zw4BJ0/g1LUrKadPE9ymLSG9epNy+TJKPBTLD4Y3LImvsxXj9t0lLStb6ThGZcnppwAM/rxEru/JePyE+J27cPz6a1E8EIySKCAIQgHlamvOiq5ViEjMYNiuP9FqC+cbp0Kh0TRdJ/6DA3Wd/Au652dhRW04MQGK1YRB13SNIs1tlE6WK07du2NTrx5Rs2eTfv++0nH+rlgt6HdBV1DY1xt+G6cr1hRislZL/M6dBDVvQerFS7iNHoXf7t1Ylnv/HjKyLDN2byADU1dQlEhU7dfqTk0R8oSppyfu48YScO4sriNHkPn0Ka96f0tw23YkHj6MrClc3/OWZmpmt69ASFwa8088UTqO0QiOSWXPrVA6f+KDl0PuCo2yLBM5YwZqW1tcBw8ycEJBUIYoIAhCAVbZx5EpLcty7nE0P/+nSi4YITNraLMCEkLg5CSl07y/hBDY1RW2tIGcLPh6F3TZo2v8V4BIkoTnzBmonZ0JGz6CnJR8VtSx9dCtRKgxEK6tgI0tIDlC6VSKyAwK4mW3b4iYOg2LcuXwP3wI5969kUxMPmjcTVdeYPVwN23VF5HqjgXf9+ufIHwYtZ0dLn36UPz0KTynT0fO1vB6zFieNW5C7IaN5KSkKh0xz3zi70zXGj6svxzMHyHxSscxCj+feoKpWmJg/dy/RiWfOkXatWu4fDcUtYODAdMJgnJEAUEQCrgun/jQsUpRFp9+yqkHkUrHEQylWE2oOQhurodnp5VO82406XBuFiytpsv++SQYeBVKNVU62XszcXTEa/48NGFhREyenP+WTqtNdT0z2q+DiEBY+Sm8uKx0qjwjZ2URvXw5wa3bkPnsGZ4zZuCzYT1mxYp98NiBoQls//UMM8w3IvvUgs9G6yGx8CFUZmY4tG+H/+HDeK9aiZm3N1GzZ/Osfn2i5s9HExmldMQ8MbZpaTztLBizN5DM7Byl4xRojyOSOXznNT1q+eFma5Gre7SZmUTNmYt5iRI4fvmlgRMKgnJEAUEQCjhJkvixTTnKe9kzfNefBMcUnicuhc7nk8ClFBweAukJb79eabIMD4/CsupwbiaUaqbrc/DZKN2+/QLOqkoVXIcOJenX30jYs0fpOP+sfAfocwbMbWFTS/h9me7vxYil//knwe3bE7N4CbaNGlH8l6M4tGurl4aXSRkahm+7zhKzJZiZWyK1XwsqtR5SC/ogqVTY1K1Lsc2b8N2zB+s6tYldt55nDRvyevwEMp8a90o9WwtTZrQrz7OoFJaeeaZ0nAJtwcnH2JiZ0L+uf67vidu0Gc2rV7iP//6DVzkJQn4mCgiCYAQsTNWs6FoZE7VE/y23SM0UTZSMkqkFtF2hW45+7Hul07xZ9BPY2g52dQEzG92S+o4bwb6o0sn0yrnPt1jXqkXk9BlkPM6ne4/dPoK+Z3UFnOPjYW8v4+il8f/JSUkl4qfpvPi6MznJKRRdsRyvBfMxcdFPV3pZlhm3L5CuKesoJQejarMc7MUxuvmVZflyFF24kOLHj+H45Zck/fYbQS1bEdKvH6nXrue/VUN6Uq+UG+0qe7Hi3HMevE5SOk6BdDc0keP3I+n9qR8OVma5ukcTGUXMypXYNGyAdc2aBk4oCMoSBQRBMBJFHa1Y/HUlnkYlM3ZfoNG+OSr0vKroTiy4sx0e/ap0mv+WkQQnJsKKmhB6C5rOhn4Xwe8zpZMZhKRSUWTObFR2toQNH442LU3pSP/Mwl53tGPDqfDgoO6UhhjjeRqbfO4cQS1bEr9tG45duuB/9Ci29evrdY4tV1+Scf9XeqqPQfV+UPoLvY4vGIaZtzcekyYScOY0rt8NJePefUK6d+dFR11RQc42voL75BZlcLAyY8y+O2TnaJWOU+DMO/EYRytTetfxy/U90QsXgkaD+5gxBkwmCPmDKCAIghH5tIQro5uU5mhgOOsuBSsdRzCUumPBvRwc+Q7S4pROoyPLcGcXLK2qO57x469hyC2o0R/Uxr2U08TFBa+5c8kKDibix5+UjvPvJElXfOp2AFKjYXV9eHBY6VQfJDsmhrARIwntPwC1jTXFtm/DY+IE1DbWep3nXlgia45eZpHFamSP8tDoB72OLxieiaMjLgMGEHD6FB7TpqFNSSFs+AieN21G3Jat+bf49x4crMz4sXVZ7oUlsfpikNJxCpQbL+I4/ySa/nWLY2thmqt70u/eJfHgQZx6dMfMx8fACQVBeaKAIAhGpn9df5qV82Dmb4/4/Xms0nEEQzAxg7YrIT0efhmpdBoIvwPrm8KBvrotCn1OQ+ulYOOqdLI8Y12jBi4DBpB44AAJBw8qHefN/Ovpjnp0LQm7u8HJKZBT8J7CJv7yC0HNW5B88iQuQ4fgt28fVpUq6X2epAwNQ7bdYJHZMmzU2UgdNhhFD4/CSmVhgWOnL/H/9ReKLl2CiasrkdOn86z+50QtWkR2rHG8bjYr70mzch78fOopz6ONb8uSIciyzNzjj3G1Neebmr65vifyp+moXV1w7tffsAEFIZ8QBQRBMDKSJDG348f4OlsxePsfhCemKx1JMASP8lBvLNzfD/f2K5MhLQ6ODodVdSH2GbReBr1P6bZZFEIugwZiVa0aET/8SGZQPn/qZ18Uev4GVXvB5Z91R2umRCudKley4+MJGzGC1yNHYepbDL+DB3AdOBDJLHd7ld+FLMt8v+8urZJ2Ulm+j/TFPHApofd5hLwnqVTYNmyI747tFNu+HctqVYlduYpn9T8nfPIUMoML/iq+aa3LYmmqZszeQHK0Ylvj21x6FsP14DgG1w/A0ix3zVGTjh4l/c4d3IaP0PvKJ0HIr0QBQRCMkI25Cau6VSUzW0v/rX+I45yMVe3hUKSybhVCSh4eU6bNgRtrYUlluLUJPumv265QqSuoCu/LiqRWU2TePFTm5oQNH4E2I0PpSG9mYg4tFkLr5RB6A1Z9Bq9uKJ3qjVIuXCC4VWuSTp7CddgwfLdtw7x47s9of1dbr4UQde8s35nsg/JfQsXOBptLUI5V5Up4L12K/6+/YN+2LYkHDxL0RXNeDR5M2h+3lY733txsLZjcogy3Xsaz+fcXSsfJ12RZZt7xx3g5WPJVde9c3aNNSyNq3nwsypXDvk1rAycUhPyj8L7TEwQjF+Bmw7yOH3PnVQJTDz9QOo5gCGoT3VaGrFQ4Mixvjud7+TusrqsrWriXg/6XoNkssHQw/NwFgKm7G0XmzCbz8WMiZ81SOk7uVOoCvU+A2hQ2NNMVh/JZE1ZtairhU6byqm8/1A4O+O3ehUv/fgY9Ku1eWCKLj1xnpdUKJMdi0GKBro+EYLTM/fzwnDaVgLNncBnQn/QbN3nZuTMvvvqapJMnkXMKXjG+XWUv6pZ0Zc6xx7yKM54+D/p26mEUd0ITGdogAHOT3K0+iF27luzISNzHj0cqxMVzofAR3+2CYMSalvNgQL3i7Lgewq4bIUrHEQzBtRQ0mASPf4HAXYabJzkC9veFDU0hLV53JGP3I+BexnBzFlA2n36Kc59vSdi5i6TfflM6Tu54fgx9z+n6I/wyEg4OgKz88WEj7dYtgtq0JWH3bpx698J37x4sPvrIoHMmZ2gYvO0Wc81W4yQnIHVYD+a2Bp1TyD9MnJ1xHTqUgLNncJ84Udesc8hQgr5oTvzOXfl/ddFfSJLEjHblUUnw/f674oSmf6DVysw/8RhfZyvaV87dUcNZoWHErluPXYsWWFXWf+8VQcjPRAFBEIzcqMalqBPgwqRD97nzKkHpOIIh1BgI3jXg1zGQGKbfsbOz4PIiWFIF7h+AT0fB4OtQtq14GvsGrkOHYlmxIuGTJpMVUkCKd1ZO0Hk31Pse7uyEdY0hTrleDtqsLKLmzeNl124gyxTbshn30aNRmZsbdF5Zlvl+/13qJh2mnnwdqeFU8Kps0DmF/EllZYVT1y4UP/YbXgsXoLK1JWLqVJ593oDo5cvJjo9XOmKueDlYMu6Lj7j0LIbdN18pHSff+eVuOI8ikhneqCQm6tx9NIqaNw9UKtxG5YNGxoKQx0QBQRCMnFolsfjrSrjamDNg6y1iUzKVjiTom0oNbZaDVgOHh+hv+fmzU7CiFpycDL6fwqBrutUOZqJR1NtIpqZ4zZ8HarWuH0JWltKRckelgnrjdIWExBBYXQ+eHM/zGBkPH/KifQdi167DoWNH/A4exKpq1TyZe9u1EJ7fvcok020Q0EhXoBMKNcnEBLtmzfDdsxufzZuwLF+emMVLePZ5AyJ+/ImsV/n/Q3mX6j5U93Pip18ey8CE5gAAIABJREFUEplUcFZQGFp2jpaFJ59Qyt2WlhWK5OqetBs3SD52DOdve2Pq4WHghIKQ/4gCgiAUAk7WZqzqVoXY1CyG7rxNdo5W6UiCvjkX151N//w03Nr4YWPFv4AdnWFre5C10GUvdN4JTv76SFpomHp5UWTGdDLu39c9rSpISjaGvufBwQe2fwlnZ+iaZxqYnJ1NzKrVBH/ZieyEeLxXrcTzh2l51t38/utE5h79g3XWy1FbO0KbFYW6Majwd5IkYV29Ot6rVuJ/5DB2zZoRv3s3z5s0JXTYcNLv3lU64r9SqSRmt69AVraWCQfuia0M/7H/dhhBMakMb1QSlertq+rknBwiZszEpIgnzr165UFCQch/xKuiIBQS5bzs+alNOS4/i2XuicdKxxEMoWpv8PsMTkzUFQHeVVYanJkOS6tD0DloOBUG/g4lGuk3ZyFi26ABjt90I37zFpJPnVI6zrtx8oPeJ+HjznB+tq6QkBZnsOmyXrzgZZeuRC9ciG3DBvgfPoxN3boGm+//l5KZzeDtt/nRbDOe2aFI7VaDjWuezS8ULOYlSlBkxnQCTp3CuXdvUi9f5kXHL3nZ7RuSz51D1ua/Qr2fizWjGpfi1MNIjgSGKx1HcVnZWhadekqFovY0Keueq3sS9u0j8+FD3XYqS0sDJxSE/EkUEAShEOlY1ZuuNXxYdT6IX++KNw9GR6WC1ssACQ4Ogty+gZVluH8QllWHC3OgTCsYchPqDNcd9Sd8ELdRo7AoW5bX4yegCdNzjwpDM7XUbY9psRCCL+hO4Hj9p16nkGWZuO3bCWrbjswXLygyfx5FFy7ExNFRr/O8LcP4/XcpH3+SVtozSJ+O0DWUFIS3MHV3w23kCALOnsVt3FiyQkMJ7T+AoFatSNi3P99tX+pVx4+PvR2Yevh+od/SuOtGCGEJ6YxsXAopFz19cpKTif55EZZVq2DbtGkeJBSE/EkUEAShkJncoiyVfBwYvecOTyOTlY4j6JuDDzSdAS8vwfXVb78+6hFsbg17uoOFPfT8DdqvBbvc7QUV3k5lZobXwgWQk0PYyFHIGo3Skd6NJEHVXtDzmG4bw7rGcHurXobWRETw6ts+RP7wI1ZVquB/+BD2zZvrZex3seP6K24H3maexQYoWl3XSFIQ3oHaxhrnHj0IOHGcInPnIJmYEj5hAs8bNCRm9RpykpKUjgjo+iLN7VCB5AwN044U3iOeMzQ5LDnzjGq+jnxWwiVX98QsX0FOfDwe48fnquAgCMZKLwUESZLWS5IUJUnSPX2MJwiC4ZiZqFjRpQqWZmr6bblFUkYB+zAjvF2lblCiMZyaCjHP/vmajEQ4Nh5W1obwO/DFPN2e92K18jRqYWHm44PnTz+S/uefRC9erHSc91O0CvS7AD6fwKFBcOQ7yH6/J5iyLJN45AhBrVqT9scfeEydgvea1Zi6524ZsT49eJ3E9CN32Gi7ElNTE10BTW2a5zkE4yCZmmLfsiV+B/bjvW4t5iVKEL1gAc/q1Sdy5iw0r18rHZGS7rYMrl+Cw3dec+pBpNJxFLHl95dEJWcyKperDzKDgonbsgWHDu2xKCOOLxYKN32tQNgIiLU8glBAeNhbsKxzZV7GpTFi159oRFNF4yJJ0HKxbvvBwQF/b36n1cKf22FJVbi6HCp1hSF/QPU+oDZRLnMhYNesGQ6dOhG7Zi0pFy8qHef9WLtA1wO67S23NsL6ppDwbh3os+PjCRs2nNejx2BevDj+Bw/g+NVXijzR0/U9+INxZnsonvUYqdUScCyW5zkE4yNJEja1a+Ozfh1+Bw9g07ABcdu28axRY8JGjyHj4UNF8w2oV5zSHrZMOHiXxPTC9SAhJTObFeef82kJFz7xd87VPVGzZ6OysMD1u+8MnE4Q8j+9FBBkWb4AGK6zkiAIeveJvzNTWpbh1MMoBm//g8xsw3dYF/KQnSd8MRdCr8OVJbp/9/o2rG+sKyo4+kLfs9ByEVjn7g2U8OHcvx+HecmSvB4zFk1klNJx3o/aRNdgs9NWiHkKqz6D52dzdWvy2bMEtWxF8pkzuI4cQbGtWzArpswHdlmWmXDgLt5xV+imPaTbplGmtSJZBONmUbo0XnPmEHDyBE7dupFy+jTBbdsR0qsXKZcuK3IigpmJijkdKhCdnMnMX5UtZuS1DZeCiUvNYmTjUrm6PuXiRVLOn8dlwABMXHK33UEQjJmkr19akiT5AkdlWS73L1/vC/QF8PHxqfLy5Uu9zCsIwofZeDmYqUceULekKyu76rY2CEZClmF3N3hyHMq0gbt7wNpVd9xjhU7ieDqFZAYFEdyhI5Zly+KzcQOSugD/zMU8g11dIeYxfD4Rag//x++rnJRUombPImHPXsxLlaLInNlYlMrdm3dD2Xk9hPn7L3LediJWjh7Q54yuaaQgGFhOUhLxu3YRv3kL2dHRmJcujXOvntg1a4ZkmrfbZ2b+9pBV54PY9u0n1A4w/g/HiWka6sw5Qw1/Z9Z8U/Wt18saDUGt20BODv5HDiOZmeVBSkFQniRJt2RZ/scfkjx79yjL8mpZlqvKslzV1VUciyQI+UWP2n7MaV+BC0+j6bHhOimZ2UpHEvRFkqD5QjC3hfv7oeYgGHILKn4tigcKMvf3x3PKZNJu3CBm+Qql43wYlwD49hSUbQunf9AVEzIS/3ZJ2o0bBLduTcK+/Tj36YPvnt2KFw8ehicx9fBd1tuvwVJOhw7rRfFAyDNqOztc+vSh+OlTeE6fjpyt4fWYsTxr3ITYDRvJSUnNsyzDG5bEz8WacfsDScsy/tf/1Refk5KZzYhGJXN1ffyOHWQFBeE2bqwoHgjCf4h3kIIg8GU1bxZ9VYmbL+PpsvYaiWmFaz+kUbNx1X3AG3wDmkwHCzulEwmAfevW2LdtS8zy5aRevap0nA9jbgPt10HT2fD0OKyuB5H30WZmEjl7Di+/6Q5qNcW2bsVt5AhUCr8JT83MZtD2Pxhk9ivlM28jNZsFbh8pmkkonFRmZji0b4f/4cN4r1qJmbc3UbNn86x+faKXLcuTrQ0Wpmpmt6/Aq7h05h5/bPD5lBSTksmGyy9oUaEIH3m+/bUwOy6O6CVLsa5TB5t69QwfUBAKCFFAEAQBgFYfF2FFl8o8fJ3EV2uuElPIz4c2Kk7+uj9CvuIxaSJmfn6EjR5Ndmys0nE+jCRBjf7Q/ShkpZI+uwnBzRsRt2EDDl91wv/AfqwqV1I6JbIsM/HgPRxi/2SwvEO3tadyd6VjCYWcpFJhU7cuxTZvwnfPHqxrfELMkqVEzZqdJ0WE6n5OfFOzGBuvvODWS+Ntabb87HMyNDkMb1giV9dHL16MNi0N93FjxbGNgvAX+jrGcQfwO1BKkqRQSZJ662NcQRDyVuOyHqztXpXgmBQ6rfqdiMQMpSMJgtFSWVnhtXAh2qRkXo8Zi6wt+KehyF7ViDHpw4tjtmhjI/DuVwPPCd+jsrZWOhoAe26Gcvr2EzbYrkKy89I1ERUfDIR8xLJ8ObwWL8axWzfiNm0iZvnyPJl3TNPSFLG3ZMzeQDI0xtdUOTwxna3XXtK+clH8XW3een3G48ck7N6DY+fOmAcE5EFCQSg49HUKw9eyLHvKsmwqy3JRWZbX6WNcQRDy3mclXdnc6xMikzLpuOoKr+LSlI4kCEbLolRJ3CeMJ/XyZWLXrFU6zgfJDArmRecuRK9cj13TZvhPbIVN4n7Y1BKSwpWOx6OIJCYdustqx83YZUXq+h5YOigdSxD+iyRJuH8/TrfNaclS4jZvNvicNuYmzGxXnufRqSw589Tg8+W1JWeeIcsyQxu8ffWBLMtEzpiJ2s4O18GD8iCdIBQsYguDIAj/pbqfE1u//YSk9Gy+XPU7z6NTlI4kCEbLoWNH7L74gujFi0m7dUvpOO9M1mqJ27KV4Hbt0Lx8idfCBXgtWIC6/Txdb4SIQN1Rjy8uK5YxNTObQdv+oJvZeWqkX0T6fCJ4V1MsjyC8jaRS4fnjD9g2akTkjJkk7Ntv8Dk/K+lKhypFWXk+iHthiW+/oYAIiU1j941XfF3dB28nq7den3zyJGnXruH63VDU9vZ5kFAQChZRQBAE4R9V9HZgZ98aaHK0dFr1Ow/Dk5SOJAhGSZIkPH6YhqmXF2EjR5EdH690pFzThIcT0rs3kdOnY/VJdfyOHMauWbP/u6B8B93xiBZ2upUIvy/THS+ah2RZZtLBe6hiH/O9tBH860HtYXmaQRDeh2RiQpH587CuXZvwSZNIOn7C4HNOal4GJ2szxuwNRJNT8LdVAfx8+glqlcSg+m/fiqDNzCRqzlzMS5TAoWPHPEgnCAWPKCAIgvCvPvK0Y1e/mpioVHy1+ip3XiUoHUkQjJLaxgavhQvIiY0l/PvxedI47UPIskzioUMEtWpN+p1APH6YhvfKlZi6uf33xW4fQZ+zUKoZHB8Pe3tCZt6tatpzK5Rfbgezw2EVagtbaLtaHGMqFBgqMzOKLlmM5ccfEzZqFCkXLxl0PnsrU35sXY4H4UmsvhBk0LnywrOoZA7eDqN7LV/c7Szeen3cxk1oQkNxH/89kolJHiQUhIJHvIIKgvBGxV1t2NO/JnaWJnRZe40bL4y3Q7MgKMmybFncxowh5dw54jZtUjrOv8qOiyNs6FBejx2HecmS+B86iOOXX765S7mFHXTaCg2nwYNDsOZziH5i8KxPIpOZfOgeS5324JL2HNquBFt3g88rCPqksrLCe9VKzAMCCB0yxOBbnZqW86B5eU8WnXrKs6hkg85laAtPPsXSVE3/usXfeq0mMoqYVauwbdQQ65o18yCdIBRMooAgCMJbeTtZsadfLdztzOm27hoXn0YrHUkQjJJj1y7YNGxA1PwFpAcGKh3nvySfOUNQy1aknDuP2+jRFNu8CTNv79zdLElQZxh0OwhpMboiwoPDBsualpXNwG1/0Mr0Jo3SfoFaQyCgocHmEwRDUtvZ4bN2DaYeHrzq15+MBw8MOt/UVmWxMlczem8gOdr8vSLq39wLS+SXu+H0ruOHk7XZW6+PXrAANBrcxozJg3SCUHCJAoIgCLniYW/Brn418XW2pvfGm5x8EKl0JEEwOpIkUWT6dExdXQkbMZKcpPzReyQnJYXX4ycQOnAQJm5u+O7bi3PvXkhq9bsP5l8X+l0A15KwuxucnAw52XrPPPnQfTKig5lhshqKVIbPJ+t9DkHISybOzvhsWI/KzpaQ3t+SGWS4LQautuZMaVmG2yEJbLzywmDzGNKCk0+wtzSl96f+b702PTCQxEOHcOrRI/dFUUEopEQBQRCEXHOxMWdn3xp8VMSO/ltvcfjOa6UjCYLRUdvb47VgPpqICMInTVa8H0LqtesEt2pN4sGDOPfvh9+unViULPlhg9oXhZ6/QdXecHkRbGkDKfpb2bTn5isO3HrJLpd1mCDrjmw0efsTSEHI70w9PSm2fj2o1YT06o0mLMxgc7Wp6EX9Uq7MO/6YkNiCdaTzrZfxnHkURd/P/LG3NH3jtbJWS8T06ahdXXDu1y+PEgpCwSUKCIIgvBMHKzO29q5OlWKOfLfzNrtvvFI6kiAYHcuKFXEbPozk48dJ2LlTkQzajAwiZ84ipHt3JFNTfLdvw23YMCQzPX0QNzGHFgugzQoIvaE76vHVjQ8e9mlkMpMP3Weuyy94JQdCy5/ByU8PgQUhfzDz9cVn3Vq0aWm87NWL7GjDbCuUJInpbcujVkmM2x+oeDHzXcw/8RgXGzN61vZ967VJR4+ScScQtxEjUdtYGz6cIBRwooAgCMI7s7UwZVPP6tQJcGHMvkA2FdDljYKQnzn17Il13c+InDmLjIcP83Tu9Lv3CG7fgbhNm3Ds0gW/A/uxrFjRMJNV7Ay9T4LaFDY0g+tr3vuox//pe1DX9AFtU3ZBpa66oyQFwchYlCqFz+pVZEfHENL7W3ISDHNKUhEHS77/ojRXnseys4A8MLjyLIYrz2MZWC8AK7M3n6SgTU0lat58LMqXx751qzxKKAgFmyggCILwXizN1KztXpVGZdyZcvg+K849VzqSIBgVSaWiyKxZqB0cCBs+gpyUVIPPKWs0RC9dxouvvkKbkoL3urV4TJqIysrKsBN7VoB+56F4ffh1FBwcAFnvvmR6yqH7xEW/ZpH5CiSXEtBsjgHCCkL+YFmxIt5Ll5AVHExIv35oUw3zO+Lraj7U8Hdixi8PCU9MN8gc+iLLMvNOPMbT3oLOn/i89fqYtWvJjorSHdsojncVhFwRPymCILw3cxM1y7tUpnXFIsw+9oj5Jx4XqCWOgpDfmTg64jV/HlkhIURMm2bQn6/M58958XVnYpYuxa75F/gfOYxN7doGm++/WDrC17ug3ni4sxPWNYK43DeJ23crlL23QtjjvhnzrERd3wMzsRxZMG7WtWrhtXABGffu82rQYLSZmXqfQ6WSmN2+AhqtlokH7uXr1/mzj6P4IySBIZ+XwML0zU1es0LDiFu3HruWLbGqVCmPEgpCwScKCIIgfBBTtYoFX1bkq2reLDnzjJ9+eZiv31wIQkFjVa0arkMGk3TkCIn79+t9fFmrJW7zZoLbtUcTGorXokV4zZmD2s5O73O9lUoF9cZClz2QGAqr6sHjY2+97VlUMhMP3mOq63n8E65Ak+ngUd7weQUhH7Bt2JAiM6aTdvUqYSNGIms0ep+jmLM1oxqX4vSjqHzbQFmrlZl/4gk+TlZ0rFr0rddHzZ0LajVuI0fkQTpBMB6igCAIwgdTqyRmtitPz9q+rLsUzPgD99AW0HOjBSE/cu7bF6uaNYj48Scynz7V27iasDBCevYicsZMrGvVwv/IYeyaNNbb+O+tRCPdlgbHYrCjE5ydAdqcf7w0PSuHQdtuU9n0Bd+kboTSLaDat3mbVxAUZt+6Ne6TJpJy+jSvJ0xA1mr1PkfP2n5U9HZg6uH7xKTof6XDhzp2P4L7r5MY1rAEpuo3f8RJvX6d5OPHce7zLaYeHnmUUBCMgyggCIKgF5IkMblFGQbVL86O6yGM3HOH7Bz9v4ERhMJIUqvxmjMHlbU1ocOHo03/sH3IsiyTsP8AQa1ak3HvHp7Tf6Lo8mWYuLrqKbEeOPpC7xNQsQucnw3bOkJa3H9dNvXwfcIiI1lrtQzJxg1aLQFJyvu8gqAwpy5dcB02jKTDR4j86Se9rwZUqyTmdqhAamYOUw/f1+vYHypHK7Pg5BMC3GxoXdHrjdfKOTlEzpiJSRFPnHv1yqOEgmA8RAFBEAS9kSSJ0U1KM7pJKQ7cDmPQ9j/IzP7np4aCILwbE1dXvObOIet5EBHTp7/3ONmxsYQOHkL4+PFYlCmD36FDOLRvj5QfP3SbWkLrZdDiZ3hxEVbVhde3//fLB26HsutmCLuL7sUyNRTarwUrJwUDC4KynPv1xfnb3sRv30H0z4v0Pn4Jd1uGfB7A0cBwTtyP0Pv47+vQn2E8i0phRKOSqFVv/l2WsHcfmY8e4T5mDCoLizxKKAjGQxQQBEHQu0H1A5jcogzH70fSd/MtMjSiiCAI+mBdqxbO/fqSuHcfiUeOvPP9SSdPEtSyFakXL+I2diw+mzZiVvTNT+sUJ0lQtSf0PAayFtY1gT+2EJ6YzoQD9xjt/gdlYo5B3XFQrJbSaQVBUZIk4TpyJA5ffknsqlXErl2r9zn61yvOR552TDx4j8R0/fdbeFeaHC0/n3pK2SJ2NC375u0IOUlJRP/8M1ZVq2LbpEkeJRQE4yIKCIIgGESvOn7MaleeC0+j6bHhOimZ2UpHEgSj4Dp4MJZVqhAxZSqZwcG5uicnOZnXY8cRNmQoph4e+O3fh3PPHgXr2LKiVXR9EXxqwOHBRGzth29OMAPSVkCxOvDZKKUTCkK+IEkSHlMmY/fFF0TNm0/8zl16Hd9UrWJuhwrEpmYx/ZcHeh37fey5GUpIXBojG5dE9ZbVBzHLlpOTkKA7tjE/rroShAKgAL1zEAShoPmqug8/d6rIjRfxdFt3jcQ05Z9UCEJBJ5mY4DV/HpKZGWEjRr712LbU338nqFVrEo8exWXgQHx37cQ8ICCP0uqZtQt0O0BmzWFUij7EEdPxqEwsoN1qUL35yDZBKEwktZois2dhU7cuEdOmkXj0F72OX87Lnr6f+bP7ZigXn0brdex3kaHJYcmZp1T2caB+Kbc3XpsZFEzctm04dOiARZkyeZRQEIyPKCAIgmBQrSt6sbxLZe6HJfH1mqvE5sPOzYJQ0Jh6eOA5ayaZDx8SNXvOP16jTU8nYvoMQnr2QmVhge/OHbgOHYJkaprHafVMpWaDxTf0zRpOtl0xaLsK7PP5NgxBUIBkaorXop+xqlaN12PHknzmrF7H/65BCfxdrRm37y6pCq0y3HYthPDEDEY1KfXWFQWRs2ehsrDAddh3eZROEIyTKCAIgmBwTcp6sKZ7VYJiUui0+iqRSRlKRxKEAs+2Xj2cevYkfvt2ko6f+NvX0gMDCW7XnvgtW3D8pht++/dhWb68Qkn1Kytby4bLwaT6N8V8xJ9QMh8cOykI+ZTKwoKiy5djUaYMYcOGkXr1mt7GtjBVM6d9BV4npjP3+GO9jZtbqZnZrDj3jFrFnalV3OWN16ZcuEDq+Qu4DBqEibNzHiUUBOMkCgiCIOSJuiVd2dSzOuEJ6XRc+Tuv4tKUjiQIBZ7b8GFYVKhA+MSJZIWGIms0RC9ezIuvO6PNyMBn4wY8xo9HZWmpdFS9OXznNZFJmfT51F/pKIJQIKhtrPFevQqzYj6EDhxIemCg3sau6utE95q+bPr9BTdf/Pcxq4a08coLYlKyGNWk1BuvkzUaImfOwszXF6cunfMonSAYL1FAEAQhz3zi78y2PjVISMui06rfCYpOUTqSIBRokpkZXgsWABA29DtedPqKmOUrsG/ZEv/Dh7CuUUPhhPolyzJrLgRR2sOWuiVdlY4jCAWGiaMj3mvXoXZ2JqRPXzKePNHb2KOblMLLwZIx+wLz7NSlxHQNq84/p0FpNyr7OL7x2vjt28kKDsZt3FgkM7M8yScIxkwUEARByFMVvR3Y2bcmmdlavlx1lUcRSUpHEoQCzayoF57TfyLjwQM0EREUXbqEIrNmora1VTqa3p17Es3jyGT6fOovOqgLwjsydXfDZ8N6VObmhPTuTVZIiF7GtTY3YWa78gRFp7Lo9FO9jPk26y4GkZSRzYjGJd94XXZcHNFLl2H96afY1K2bJ9kEwdiJAoIgCHmuTBE7dvWriVoFX62+SmBogtKRBKFAs2vcGJ/Nm/A/egTbhg2VjmMwq88H4WFnQcuPiygdRRAKJLOiRfFZvw402YT07IUmIkIv435awpUvqxZl9YUg7oUl6mXMfxObksm6S8E0L+9J2SL2b7w2etFitGlpuI8bK4qOgqAnooAgCIIiAtxs2NOvFjbmJnRec40bebx3UhCMjXX16pg4OSkdw2Duhibye1Asver4YmYi3r4IwvsyDwjAe+1achISCOnVm+w4/bz+TmheBmdrM0bvDUSTo9XLmP9k1YUg0jU5DG9U4o3XZTx6RMKePTh26Yx58eIGyyMIhY14BRYEQTE+zlbs6V8TN1tzvll3nUtPY5SOJAhCPrXqwnNszU34urqP0lEEocCzLFcW75Ur0ISF8erbPuQkJ3/wmPaWpvzUphwPw5NYee65HlL+t8ikDDZdeUGbSl4EuP37Ni1ZlomcMRO1nR2ugwYZJIsgFFaigCAIgqI87S3Z1a8mxZyt6LXpBqceRCodSRCEfOZVXBq/3g2n8yc+2FqYKh1HEIyCVbVqFF28iIwnT3g1YADa9PQPHrNxWQ9aVPBk8ZmnPIn88KLE/2/Z2WfkaGWGNXhz74PkEydJu34d12HfobZ/8zYHQRDejSggCIKgOFdbc3b2rcFHHrb033qLo4GvlY4kCEI+su5SMCpJokdtX6WjCIJRsalbF6+5c0i/9QehQ79Dzsr64DGntSqLjbkJY/YGkqOV9ZBS51VcGjuuh/BlNW98nK3+9TptZiZRc+ZgXrIkDh066G1+QRB0RAFBEIR8wcHKjK3ffkJlH0eG7rjNnpuvlI4kCEI+kJCWxa4br2hVsQie9pZKxxEEo2PXrBkeP0wj9eJFwsaMRc75sKMYnW3MmdqqLH++SmDD5WA9pYTFp58iSRJDPg9443VxGzaiCQvDffz3SCYmeptfEAQdUUAQBCHfsLUwZVOv6tQOcGH03kC2/P5C6UiCIChs69WXpGty6PuZv9JRBMFoOXbsiNvYsSQfO0b4lCnI8oetHGj1cREalHZj3onHvIhJ/eB8QdEp7PsjlG41ir2xkKiJjCRm9WpsGzXCukaND55XEIT/JgoIgiDkK5ZmatZ2r0qjMu5MOnSfVecN04hJEIT8L0OTw8YrL6lb0pXSHnZKxxEEo+bcswcuAweQuHcfUbPnfFARQZIkprctj6lKxbj9gWg/cCvDwlNPsTBVM6Dem09TiF6wALKzcRsz+oPmEwTh34kCgiAI+Y65iZrlXSrT8uMizPztEQtOPvngpyGCIBQ8B26HEZOSST+x+kAQ8oTLkCE4du1K3MaNxKxY8UFjedhbML75R1wNimPHjZD3HudheBJH7rymZ21fXGzM//W69D//JPHQYZx69MDM2/u95xME4c3ExiBBEPIlU7WKnztVxNJUxeLTT0nLzGZC84+QJEnpaIIg5AGtVmbNxSDKedlRs7iz0nEEoVCQJAn38d+jTUkhZvES1DY2OH3zzXuP91U1b47cec3MXx9Rv5QbRRzevY/JgpNPsLUwoe+n/776QNZqiZg5ExNXV5z79n3vvIIgvJ1YgSAIQr6lVknMaleBHrV8WXspmAkH733wMkhBEAqGUw8jCYpOpe9nxUXhUBDykKRS4fnTj9g2akTkjJkk7D/w/mNJutfxHK3MhAN333k14Z+vEjj5IJK+n/pjb/WtGMIqAAAgAElEQVTvR7gmHTlCxp1AXEeOQG1j/d55BUF4O1FAEAQhX1OpJKa0LMOAesXZfi2EUXvukJ2jVTqWIAgGtuZiEF4OlnxRzkPpKIJQ6EgmJhSZPw/rWrUInziRpOMn3nssH2crRjX5f+zdfVyN9/8H8Nd1utONpJRUKA2pToXcU3KTISmLmJm0zb42zW5s7qa1NmZmNmPf7zaj9t3P0saQmxkZ0tgUnZS7kKQi5SaVjjqn6/eHOV/RvepKXs/Hw4Nzrs/nc72uk+h6X5/rc3XH/rN52KrIrlPfz/echamhLmYMtquyTXlxMa6t+BytXFzQxte33jmJqHZYQCCiZk8QBMx71gFzvbvh16RshEQloVTFIgJRS3U88yYSMm7ipcF20NbijypEUpDp6sJmzWrou7oie+5cFB2Kr/dYQQNt0auTCT7cfgp5hXdr1efv9Os4dC4fszztYaRX9V3X+WvXQpWXB8uFCyDI+O8FUWPjdxkRPTFmD+uKxT6O+C31Kl79MRHKssd7VjURNU/fHUxHG30dBPbhQmhEUpIZGKDjt99A75lnkBUSgjvHj9drHC2ZgOUBLrhzV42wmJM1thdFESv2nEV7Yz1MG9C5ynalWVm4sT4Cxr7joO/mVq9sRFQ3LCAQ0RPlpcF2+GSCHAfS8jAjIgHFd1VSRyKiBnQxvxi/n7qKF/p3gmE1Vx2JqGloGRuj0/droWNpicszX4Xy1Kl6jfOMRWvMGdEVO1OuYHfq1Wrbxp3LR0LGTcwe1hWtdLSqbHdt+WeAlhYs3nmnXpmIqO5YQCCiJ86Uvp3wxSQ3HM24gWnr/kZBSZnUkYiogXx/KB06MhmmD7SVOgoR/UPbzAydItZDZtwamS+/grvp6fUaZ6ZHFzh2MMbibakouFP5/92iKOLzPWdh01Yfge5Vz0Iq/vsoCvfsQbuZr0Cnfft65SGiumMBgYieSH49rfH1872Qkl2A59f+hRvFpVJHIqLHlF90F5uOZWFCL2tYtG4ldRwieoBOhw7otG4dIAjIDH4JZdl1WxARuPeI5uUBLrhRXIqPdlY+k2HPqVycyCrAnOFdoatd+amKqFYjd+lS6FhZwXTGjDrnIKL6YwGBiJ5YzzpbYu2L7jh/rQiB3x5B7m2l1JGI6DH898gl3FWV4+UhXaSOQkSV0LOzQ6f161B+5w4uBQdDlZdX5zGcrdvgX55dsOlYFg6mVeyvLhexck8aupgbwr+ndZVj3PplE+6ePQuL996DrBWLjURNiQUEInqiDe1ugR+C+yLnVgkmfXsEWTfvSB2JiOqhpFSNH49kYEQPCzxjYSR1HCKqQqvu3dHx22+gystH5ksvQ11QUOcxQoZ1hb25IRb+moKiB9Yy2nEiB2dzC/HWiG5VPoFFXVCAvC+/hEGfPmg9yrvex0FE9cMCAhE98fp3McOPL/fDzeJSTPrmCC7mF0sdiYjqaNOxy7h5pwwzPeyljkJENTDo2RMd16xG6cWLuDzzVZQX1+3/3VY6Wlge4IqcghIs330GAKBSl+OLvWlwsGyNsfIOVfbN//e/oS4oQPuFCyAIwmMdBxHVHQsIRNQi9OrUFlEz+0OpKsfEb47g7NVCqSMRUS2py0V8H38Rbh1N0Me2rdRxiKgWDAcOhPUXK1GSmorLs2ej/O7dOvXv3bktggba4r9HLuHoxRvYfDwLGdfv4B3v7pDJKi8M3E1Px40NP8Fk4kS06tGjIQ6DiOqIBQQiajGcrNrg51f7QyYAk787gpSsuk+rJKKm9/vJq7h0/Q5e9ejCK4pET5DWI0bAaukS3DnyF7LffgdiWd2eivTuqO7oaKqPeZtP4Kt95+Ha0QQjelhU2T532TLI9PVh/uacx41ORPXEAgIRtSjPWLTGL/8aAANdbTy/9i8kZtyQOhIRVUMURXwblw5bMwN4O1lKHYeI6qjN+PFo//77KNq3DzmLFkEsL691XwNdbSyb4IKL+cXIvlWCud7dqiwiFh08iOK4Q2j3+mvQNjVtqPhEVEcsIBBRi9PZzBC//GsAzFvrYdq6o/jzfL7UkYioCkcv3kDy5Vt4aUgXaFUxbZmImjfTF6bC/M05uB2zHbkfL4EoirXuO+iZdnhj2DMI6G2Dwc+0q7SNWFqK3E+WQdfWFqbPP99QsYmoHlhAIKIWycpEH9GvDkAnUwPMiEzAH2dypY5ERJX4Li4dpoa6mNjbRuooRPQYzF59FaYvBePmTz8h78tVder7tnd3rJjoWuXsgxs//YTSjAy0XzAfgq5uQ8QlonpiAYGIWizz1nrYOLM/HCxbY+Z/j2HniStSRyKiB5y/Voh9Z67hxQGd0UpHS+o4RPQYBEGAxdy5MJk0Cde//RbXv/++QcZVXb+O/K//DUOPITDy9GyQMYmo/rSlDkBE1JjaGuri/17uh5ciExASdRwlZa4IaOIrnaIoQlUuQqUWoSov/+f3in9Wl5ejTC1CXS6iTF0OdXnVfe61qdjnXttyTR91eTnKyv83ngAB2loCtGQCtGX3ftfRklV4rS0ToP3Ie7J/2lZ8ra31T/sHXmvJBOjIZNDSqjjmw/viInl039q4i9DTlmFa/85SRyGiBiAIAiw/CEV5URGurfgcMqPWaDs58LHGzFv1FcpLStB+/vwGSklEj4MFBCJq8Yxb6eCH4L6Y+d9jmPtLMpIyb8KolTbUlZ7I/+8E/v5JeoUTec2f/9mmfujkvZI/l9f+VtAGpaN17wRf+5/7yu8fn6pcukwAIBNwL1eFgobsnwLGo8WLqooV94/twYLF/QKGjkxAYJ9OcLQylu5AqVrXbiuxJSkbk/rYwMxIT+o4RNRABC0tWH26DOXFxbj64YeQGRmhjc/Yeo2lPH0at375BaYvToNely4NnJSI6oMFBCJ6KhjoauP76e545+dkbEy4/M/JZsWr45qr5A+csD54ZV1bJkMrnf9dqa/weyUntv9rIzzSVuuhfpX10Xogg3Z1f37g6v79sWpajK68XKxQUHh4xoO6/NGCiqb9A8UUtbriOKoHZkSoKyu4lD86Y0LTXi2i7MF9PzTr4v7Yd1XqBwo8leUXUagsQ+zpa9j7tgcMdPlfXXMUeTgDZeXleHkwTwqIWhpBRwfWq77E5VdmImf+fMgMDdDay6tOY4iiiNyln0DLxATtXnutkZISUV3xpyoiemq00tHC11N7SR2jWZDJBOhqigwt797zxIwbCPjmCL6MPYeFY3pIHYceUnRXhf/76xKedbKEbTtDqeMQUSOQtWoFm//8G5kzgpE95010XLsWhv361rp/4e97cCchAZZhYdBq06YRkxJRXXARRSIianHcbU0xuU9HrIu/iFM5t6WOQw+JTriM20oVZnpw9gFRS6ZlZISO330LnU4dkTVrFkpOnKhVv3KlEteWL4de9+4wmRjQyCmJqC5YQCAiohZp/mgHmOjrYNHWFJRLuegDVVCmLsf6+Ivoa2uKnp3aSh2HiBqZdtu26LRuPbTMzHD5lZlQpqXV2OdGZCTKcnLQfsECCFotb5Yc0ZOMBQQiImqRTAx0sWhsDyRl3sJPRzOljkP/2JVyBdm3Sjj7gOgpotPeAp0i1kPQ00PmSy+hNLPqf5PLcnOR/+13aO3tDcP+/ZowJRHVBgsIRETUYvn3tMZAezN8uvsMrhUqpY7z1BNFEd/FpcPe3BDDHCykjkNETUjXxgad1q8DylTInBGMstzcSttd+/xzQK2GxXvvNnFCIqoNFhCIiKjFEgQBH/k5425ZOT7ecVrqOE+9wxeu42TObbwypAtkNTwphIhaHr1nnkHHtWuhvnULmcEvQXXjRoXtJQoFbsdsh+mMGdC1sZEoJRFVhwUEIiJq0ezNjTBrqD1iknMQl5YndZyn2rdx6WhnpAe/ntZSRyEiiejLndHxm/+gLCsLl19+BerCQgCAWF6Oq0s/gba5OdrNfEXilERUFRYQiIioxZs11B527QyxeFsqlGVqqeM8lU5fuY24tDzMGGSLVjpcFI3oaWbQpw9svloFZVoaLs+ahfKSEhTExEB54gQs5r4DmSEf70rUXLGAQERELV4rHS0s8XPGpet38PX+81LHeSqtjUuHga4WXujXWeooRNQMGHl6wnr5pyg5dhxZIW8g7/OVaOXqAuNx46SORkTV0JY6ABERUVMY+Ew7+Pe0xjcHL2C8mxWesWgtdaSnRs6tEsQk52DagM5oY6AjdRwiaiaMx4yBuqgIV0M/AADYrFkNQcbrm0TNGQsIRET01Fg0tgf+OHMNi7akYuPM/hAELuTXFCIPZ0AEEDzITuooRNTMtJ00CYKOLtQFt6Dv6ip1HCKqAUt8RET01GhnpIf5ox3w98Ub2HQsS+o4T4XbyjL89Hcmxsg7oKOpgdRxiKgZMvH3g1lQkNQxiKgWWEAgIqKnSqB7R7h3boulu07jRnGp1HFavKi/M1F0V4VXPbpIHYWIiIgeEwsIRET0VJHJBCzxl6NQqcInu05LHadFK1WVI+LPDAy0N4OzdRup4xAREdFjYgGBiIieOt0tW+PlIV3wy7Es/J1+Xeo4LVZMcg6u3lZiJmcfEBERtQgNUkAQBOFZQRDOCoJwXhCE+Q0xJhERUWOaM7wrbNrqY9HWVJSqyqWO0+KIooi1celwsGwNz27mUschIiKiBvDYBQRBELQAfA1gNABHAFMEQXB83HGJiIgak76uFj4a74zz14rwXdwFqeO0OAfS8nA2txCvDOnCp10QERG1EA0xA6EvgPOiKKaLolgKYCOA8Q0wLhERUaPycrDAGLklVv9xHpeuF0sdp0VZG5cOS+NWGOdqJXUUIiIiaiANUUCwBnD5gddZ/7xXgSAIMwVBSBQEITEvL68BdktERPT4PhjnBB0tGd7fmgpRFKWO0yKkZhfg8IXrmDHIFrraXG6JiIiopWiI/9Urm5f4yE9goih+J4qiuyiK7ubmvBeSiIiah/bGrTDXuxsOncvH9hNXpI7TInwblw4jPW1M6ddJ6ihERETUgBqigJAFoOMDr20A5DTAuERERE1i2gBbuNi0Qfj2UygoKZM6zhPt8o072JVyBc/36wTjVjpSxyEiIqIG1BAFhAQAXQVBsBMEQRfAZAAxDTAuERFRk9CSCVjqL8eN4rv47PczUsd5oq2LvwgBwIxBtlJHISIiogb22AUEURRVAGYD+B3AaQA/i6J48nHHJSIiakrO1m0wfaAtNvydiaTMm1LHeSLdulOK6ITL8HWzQoc2+lLHISIiogbWICsbiaK4SxTFbqIo2ouiuKQhxiQiImpq73h3R/vWrbBwSypU6nKp4zxxNvydiZIyNWZ6dJE6ChERETUCLo1MRET0DyM9bYT5OuL0lduI+DND6jhPFGWZGhF/ZsCzmzkcLI2ljkNERESNgAUEIiKiB4xyssRwBwus3JuG7FslUsd5YmxNykZ+0V3OPiAiImrBWEAgIiJ6gCAI+HC8EwDgg21c0qc2ystFfHcoHU5WxhhobyZ1HCIiImokLCAQERE9xKatAd4c0RWxp3Px+8mrUsdp9vaduYb0vGLM9OgCQRCkjkNERESNhAUEIiKiSgQPtoODZWuExZxE0V2V1HGate/iLsDaRB9j5R2kjkJERESNiAUEIiKiSuhoybDEX46rt5X4Ym+a1HGareOZN5GQcRMvDbaDthZ/rCAiImrJ+D89ERFRFXp3bospfTsh4s+LSM0ukDpOs7Q2Lh1t9HUQ2Kej1FGIiIiokbGAQEREVI15oxxgaqiLRVtSoC4XpY7TrGTkF2P3yat4oX8nGOppSx2HiIiIGhkLCERERNVoY6CDxT6OSM4qwIa/L0kdp1n5Pj4dOjIZpg+0lToKERERNQEWEIiIiGrg62qFwc+0w2e7zyL3tlLqOM3C9aK7+CUxC/49rWHRupXUcYiIiKgJNJv5hmVlZcjKyoJSyR/MiKTWqlUr2NjYQEdHR+ooRM2CIAj42M8Z3l/GIXzHKXz9fC+pI0nuv0cu4a6qHK942EkdhYiIiJpIsykgZGVloXXr1rC1teUzpIkkJIoirl+/jqysLNjZ8cSA6D7bdoaY7fUMVu5NQ0Dva/DqbiF1JMmUlKrx3yMZGNHDAs9YtJY6DhERETWRZnMLg1KphJmZGYsHRBITBAFmZmacDURUiVc9u6CLuSEWb01FSala6jiS2XTsMm7eKcNMD3upoxAREVETajYFBAAsHhA1E/xeJKqcnrYWlvjJkXWzBF/9cU7qOJJQl4v4Pv4i3DqaoI9tW6njEBERURNqVgUEIiKi5m6AvRme62WDtXHpOHu1UOo4TW7Pyau4dP0OXvXowmIjERHRU4YFBCIiojpaNLYHjFppY9GWFJSXi1LHaTKiKOLbuHR0NjOAt5Ol1HGIiIioibGA0MIIgoB33nlH83rFihUICwtr8hyhoaGIjY2tUx+FQoFdu3ZpXsfExGDZsmUAgK1bt+LUqVOabUFBQdi0aVPDhCUiqiNTQ10sHN0DiZdu4ufEy1LHaTIJGTehuHwLLw+2g5aMsw+IiIieNiwgtDB6enr49ddfkZ+fL2mO8PBwjBgxok59Hi4g+Pr6Yv78+QAeLSAQEUltorsN+tqa4pPfziC/6K7UcZrEd3EXYGqoi4DeHaWOQkRERBJgAaGF0dbWxsyZM/HFF188su3SpUsYPnw4XFxcMHz4cGRmZgK4dzX/jTfewMCBA9GlS5cKV/Y/++wz9OnTBy4uLvjggw8eGVOtViMoKAjOzs6Qy+Wa/T44QyAhIQEDBw6Eq6sr+vbti8LCR+8ZLi0tRWhoKKKjo+Hm5obo6GhERkZi9uzZOHz4MGJiYvDuu+/Czc0NFy5cqND32LFj8PT0RO/evTFq1ChcuXKl/h8gEVEtCYKAJf7OuFOqwtKdp6WO0+jOXytE7OlrmNa/M/R1taSOQ0RERBJgAaEFev3117FhwwYUFBRUeH/27Nl48cUXceLECUydOhVvvPGGZtuVK1cQHx+PHTt2aK7679mzB+fOncPRo0ehUChw7NgxxMXFVRhToVAgOzsbqampSElJwYwZMypsLy0tRWBgIFatWoXk5GTExsZCX1//kcy6uroIDw9HYGAgFAoFAgMDNdsGDhwIX19ffPbZZ1AoFLC3/99jw8rKyhASEoJNmzbh2LFjCA4OxqJFi+r/4RER1UHX9q0x06MLfk3KxuHz0s78amxr4y5CT1uGFwd0ljoKERERSYQFhBbI2NgYL774Ir766qsK7x85cgTPP/88AGDatGmIj4/XbPPz84NMJoOjoyNyc3MB3Csg7NmzBz179kSvXr1w5swZnDtX8bFlXbp0QXp6OkJCQrB7924YGxtX2H727Fl06NABffr00WTT1tZusGM9e/YsUlNTMXLkSLi5ueHjjz9GVlZWg41PRFSTkGFd0cnUAO9vTcVdlVrqOI3iWqESW5KyMdHdBmZGelLHISIiIok03JkcNStvvvkmevXq9ciMgAc9+PgtPb3//UAoiqLm9wULFuDVV1+tcoy2bdsiOTkZv//+O77++mv8/PPPWL9+fYWxGvMxX6IowsnJCUeOHGm0fRARVaeVjhY+8nPG9PVH8Z8DF/DmiG5SR2pwPxzOQFl5OV4e3EXqKERERCQhzkBooUxNTTFp0iSsW7dO897AgQOxceNGAMCGDRswePDgascYNWoU1q9fj6KiIgBAdnY2rl27BgAYPnw4srOzkZ+fj/Lycjz33HP46KOPcPz48QpjODg4ICcnBwkJCQCAwsJCqFSqSvfXunXrStdHqG5b9+7dkZeXpykglJWV4eTJk9UeFxFRQ/PsZg4flw749/4LSM8rkjpOgyq+q8L//ZWJZ50sYdvOUOo4REREJCEWEFqwd955p8LTGL766itERETAxcUFP/74I1atWlVtf29vbzz//PMYMGAA5HI5AgICUFhYiPLycpw/fx6mpqbIzs7G0KFD4ebmhqCgIHzyyScVxtDV1UV0dDRCQkLg6uqKkSNHQqlUVro/Ly8vnDp1SrOI4oMmT56Mzz77DD179qywiKKuri42bdqEefPmwdXVFW5ubjh8+HBdPyoioscW6uMIPW0Z3t+aqpnJ1RJEJ1xGQUkZXvHg7AMiIqKnnSDFDznu7u5iYmJihfdOnz6NHj16NHkWqrvU1FSsX78eK1eulDoKNSJ+TxLV3Y9HMrB420l8EegK/542Usd5bCp1OTw/OwArk1b45V8DpY5DRERETUAQhGOiKLpXto0zEKjOnJ2dWTwgIqrE8/06w7WjCT7ecRq37pRKHeex7Uy5guxbJZjpYV9zYyIiImrxWECgJvf777/Dzc2twi9/f3+pYxERPTYtmYCl/s64VVKGT3efkTrOYxFFEd/FpcPe3BDDHSykjkNERETNAJ/CQE1u1KhRGDVqlNQxiIgahZNVG8wYaIvv4y/iuV42cLc1lTpSvRy5cB0nc25j2QQ5ZLLGe5oOERERPTk4A4GIiKiBvTWyG6zatMKiLakoU5dLHadevo1LRzsjPfj1tJY6ChERETUTLCAQERE1MEM9bYT5OuFsbiG+P3RR6jh1dubqbRxMy8OMQbZopaMldRwiIiJqJlhAICIiagTeTpbwdmyPVfvScPnGHanj1Ml3cekw0NXC1H6dpI5CREREzQgLCERERI0kzNcJWoKA0G2pkOKxyfVxpaAEMYocTHLvCBMDXanjEBERUTPCAsIDSkpK4OnpCbVaLXWUOrt69SomT54Me3t7ODo6YsyYMUhLS6vXWEZGRpW+LwgCpk2bpnmtUqlgbm4OHx8fAEBMTAyWLVtW7dg5OTkICAioVy4AWLNmDSIiIurdn4ioKVmZ6OOtkd2w/2wefku9KnWcWon4MwMigJcG20kdhYiIiJoZFhAesH79ekyYMAFaWtLd76lSqercRxRF+Pv7Y+jQobhw4QJOnTqFpUuXIjc3t0GzGRoaIjU1FSUlJQCAvXv3wtr6f4tr+fr6Yv78+dWOYWVlhU2bNtU7Q3BwML766qt69yciampBA23h2MEYH24/iUJlmdRxqnVbWYaf/s7EGHkHdDQ1kDoOERERNTPN8jGOH24/iVM5txt0TEcrY3wwzqnaNhs2bMBPP/0EAAgNDUVMTAwAIC8vD97e3pVe+S4uLsakSZOQlZUFtVqNxYsXIzAwEAkJCZgzZw6Ki4uhp6eHffv2QUdHB7NmzUJiYiK0tbWxcuVKeHl5ITIyEjt37oRSqURxcTG2b9+OkJAQpKSkQKVSISwsDOPHj68y9/79+6Gjo4N//etfmvfc3NwA3CsuvPfee/jtt98gCALef/99BAYGoqioCOPHj8fNmzdRVlaGjz/+uNp93Dd69Gjs3LkTAQEBiIqKwpQpU3Do0CEAQGRkJBITE7FmzRoEBQXB2NgYiYmJuHr1KpYvX46AgABkZGTAx8cHqampiIyMRExMDO7cuYMLFy7A398fy5cvBwCsW7cOn376KaysrNC1a1fo6elhzZo1MDAwgK2tLY4ePYq+ffvWmJeISGraWjIsnSCH/7//xOd70hDmW/3/RVLaeDQTRXdVeNWji9RRiIiIqBlqlgUEKZSWliI9PR22trYAgPDwcISHh6OgoABDhgzB7NmzK+23e/duWFlZYefOnQCAgoIClJaWIjAwENHR0ejTpw9u374NfX19rFq1CgCQkpKCM2fOwNvbW3ObwZEjR3DixAmYmppi4cKFGDZsGNavX49bt26hb9++GDFiBAwNDSvNkJqait69e1e67ddff4VCoUBycjLy8/PRp08feHh4wNzcHFu2bIGxsTHy8/PRv39/+Pr6QhCqf9b35MmTER4eDh8fH5w4cQLBwcGaAsLDrly5gvj4eJw5cwa+vr6V3rqgUCiQlJQEPT09dO/eHSEhIdDS0sJHH32E48ePo3Xr1hg2bBhcXV01fdzd3XHo0CEWEIjoieHW0QTT+nfGD0cyMKGXNVxsTKSO9IhSVTnWx2dgoL0ZnK3bSB2HiIiImqFmWUCoaaZAY8jPz4eJScUf6ERRxNSpU/HWW29VeYIul8sxd+5czJs3Dz4+PhgyZAhSUlLQoUMH9OnTBwBgbGwMAIiPj0dISAgAwMHBAZ07d9YUEEaOHAlTU1MAwJ49exATE4MVK1YAAJRKJTIzM9GjR486H1d8fDymTJkCLS0ttG/fHp6enkhISMDo0aOxcOFCxMXFQSaTITs7G7m5ubC0tKx2PBcXF2RkZCAqKgpjxoyptq2fnx9kMhkcHR2rvJ1i+PDhaNPm3g+qjo6OuHTpEvLz8+Hp6an5PCZOnFhhPQcLCwucOXOmLh8DEZHk5o7qjt2pV7FwSwq2vjYI2lrN6y7C7ck5uHpbiWXPyaWOQkRERM1U8/rpRUL6+vpQKpUV3gsLC4ONjQ1mzJhRZb9u3brh2LFjkMvlWLBgAcLDwyGKYqVX8qtbgfvB2QWiKGLz5s1QKBRQKBQ1Fg+cnJxw7NixSrdVtc8NGzYgLy8Px44dg0KhQPv27R85/qr4+vpi7ty5mDJlSrXt9PT0aszxYBstLS2oVKoaVypXKpXQ19evVVYioubCuJUOQsc5IjX7Nv575JLUcSoQRRFrD6Wje/vW8OxmLnUcIiIiaqZYQPhH27ZtoVarNSfRO3bswN69e2tcsC8nJwcGBgZ44YUXMHfuXBw/fhwODg7IyclBQkICAKCwsBAqlQoeHh7YsGEDACAtLQ2ZmZno3r37I2OOGjUKq1ev1pxIJyUlAQCys7MxfPjwR9oPGzYMd+/exdq1azXvJSQk4ODBg/Dw8EB0dDTUajXy8vIQFxeHvn37oqCgABYWFtDR0cH+/ftx6VLtf5gNDg5GaGgo5PLGuUrVt29fHDx4EDdv3oRKpcLmzZsrbE9LS4Ozs3Oj7JuIqDGNlXeAZzdzfL7nLK4UlEgdR+NgWh7OXC3EKx5daryVjYiIiJ5eLCA8wNvbG+s2agcAACAASURBVPHx8QCAzz//HDk5Oejbty/c3NwQGhpaaZ+UlBRNmyVLluD999+Hrq4uoqOjERISAldXV4wcORJKpRKvvfYa1Go15HI5AgMDERkZWeEK/H2LFy9GWVkZXFxc4OzsjMWLFwO4t6aAtvajd50IgoAtW7Zg7969sLe3h5OTE8LCwmBlZQV/f3+4uLjA1dUVw4YNw/Lly2FpaYmpU6ciMTER7u7u2LBhAxwcHGr9OdnY2GDOnDm1bl9X1tbWWLhwIfr164cRI0bA0dFRc5sDAPz5558YMWJEo+2fiKixCIKAj8Y7Q1Uu4sOYU1LH0fguLh2Wxq3g62oldRQiIiJqxoSapos3Bnd3dzExMbHCe6dPn67XPf4NKSkpCStXrsSPP/4oaY6qrFmzBp06dYKvr6/UURpdUVERjIyMoFKp4O/vj+DgYPj7+zf7r1FL0hy+J4laqq/3n8dnv5/FuunuGN6jvaRZUrML4LM6HgtGO+BVT3tJsxAREZH0BEE4Joqie2XbOAPhAT179oSXlxfUarXUUSo1e/bsp6J4ANxbf8LNzQ3Ozs6ws7ODn58fgHuLXX700UcSpyMiejyvDOmCrhZGCN12EndKVZJm+S4uHUZ62pjSr5OkOYiIiKj5a5ZPYZBScHBwpe9fv3690vUH9u3bBzMzs8aO9dS5/wSKh40cObKJkxARNTxdbRmWTpBj4jdHsCr2HBaMkWa2T9bNO9iZcgUvDbaDcSsdSTIQERHRk4MFhFoyMzODQqGQOgYREbUQfWxNEejeEd/HX4RfT2v06GDc5BnWxV+EAGDGINsm3zcRERE9eXgLAxERkUTmj3ZAG30dLNySgvLypl2TqOBOGaITLsPXzQod2vDRuERERFQzFhCIiIgk0tZQF4vG9EBS5i1EJWQ26b7/7+9LuFOqxitDujTpfomIiOjJxQICERGRhCb0ssaALmb49LczyCu82yT7VJapEfFnBjy6mUty6wQRERE9mVhAICIikpAgCPjY3xnKsnJ8vPNUk+xza1I28ovu4lUPzj4gIiKi2mMB4QElJSXw9PRsto9xrI4gCJg2bZrmtUqlgrm5OXx8fKrtp1AosGvXrhrHP3DgQKVjHThwAIIgYN26dZr3kpKSIAiC5kkKoaGhiI2NrXb8mJgYLFu2rMYcVZk8eTLOnTtX7/5ERFKyNzfCv4baY5siB4fO5TXqvsrLRaw9lA4nK2MMtOdThIiIiKj2WEB4wPr16zFhwgRoaWlJlkGlqt/zwA0NDZGamoqSkhIAwN69e2FtbV1jv9oWEKojl8sRHR2teb1x40a4urpqXoeHh2PEiBHVjuHr64v58+fXO8OsWbOwfPnyevcnIpLaa0PtYdfOEIu3pkJZ1niF7D/OXMOFvGLM9OgCQRAabT9ERETU8jTPxzj+Nh+4mtKwY1rKgdHVX+HesGEDfvrpJwD3rprHxMQAAPLy8uDt7Y2IiIhH+hQXF2PSpEnIysqCWq3G4sWLERgYiISEBMyZMwfFxcXQ09PDvn37oKOjg1mzZiExMRHa2tpYuXIlvLy8EBkZiZ07d0KpVKK4uBjbt29HSEgIUlJSoFKpEBYWhvHjx9d4iKNHj8bOnTsREBCAqKgoTJkyBYcOHdLkfHjM0aNHIzQ0FCUlJYiPj8eCBQtgZ2eHN998EyUlJdDX10dERAS6d+9e7X47deqE27dvIzc3FxYWFti9ezfGjBmj2R4UFAQfHx8EBATA1tYW06dPx/bt21FWVoZffvkFDg4OiIyMRGJiItasWYOgoCAYGxsjMTERV69exfLlyxEQEIDy8nLMnj0bBw8ehJ2dHcrLyxEcHIyAgAAMGTIEQUFBUKlU0NZunn+tiYiq00pHCx+Nd8YL6/7Gv/efx9ve1f/bW1/fxaXD2kQfY+UdGmV8IiIiark4A+EfpaWlSE9Ph62tLYB7V80VCgUOHjwIMzMzzJ49u9J+u3fvhpWVFZKTk5Gamopnn30WpaWlCAwMxKpVq5CcnIzY2Fjo6+vj66+/BgCkpKQgKioK06dPh1KpBAAcOXIEP/zwA/744w8sWbIEw4YNQ0JCAvbv3493330XxcXFNR7D5MmTsXHjRiiVSpw4cQL9+vXTbKtszLKyMoSHhyMwMBAKhQKBgYFwcHBAXFwckpKSEB4ejoULF9bq8wsICMAvv/yCw4cPo1evXtDT06uybbt27XD8+HHMmjVLc5vDw65cuYL4+Hjs2LFDMzPh119/RUZGBlJSUvD999/jyJEjmvYymQzPPPMMkpOTa5WXiKg5Gty1HfzcrPCfgxdw/lpRg4+flHkTRzNu4KXBdtDW4o8AREREVDfN81JtDTMFGkN+fj5MTEwqvCeKIqZOnYq33noLvXv3rrSfXC7H3LlzMW/ePPj4+GDIkCFISUlBhw4d0KdPHwCAsfG9Fa7j4+MREhICAHBwcEDnzp2RlpYGABg5ciRMTU0BAHv27EFMTIzm5FqpVCIzMxM9evSo9hhcXFyQkZGBqKioCjMAqhvzYQUFBZg+fTrOnTsHQRBQVlZW7T7vmzRpEgIDA3HmzBlMmTIFhw8frrLthAkTAAC9e/fGr7/+WmkbPz8/yGQyODo6Ijc3F8C9z2/ixImQyWSwtLSEl5dXhT4WFhbIycmp8mtFRPQkWDTWEX+cuYZFW1KwcWb/Br3N4Lu4dBi30kZgn44NNiYRERE9PXj54R/6+vqa2QD3hYWFwcbGBjNmzKiyX7du3XDs2DHI5XIsWLAA4eHhEEWx0h/4RFGschxDQ8MK7TZv3gyFQgGFQlGr4sF9vr6+mDt3LqZMmfLIvmsz5uLFi+Hl5YXU1FRs3779kc+kKpaWltDR0cHevXsxfPjwatven52gpaVV5ZoPD85guP+5Vff5AfeKIvr6+rXKS0TUXJm31sP80T3w98Ub2Hw8u8HGzcgvxu6TV/FC/84w1Gue1w+IiIioeWMB4R9t27aFWq3WnDDv2LEDe/fuxVdffVVtv5ycHBgYGOCFF17A3Llzcfz4cTg4OCAnJwcJCQkAgMLCQqhUKnh4eGDDhg0AgLS0NGRmZla6vsCoUaOwevVqzQlzUlISACA7O7vGk/Pg4GCEhoZCLpfXaszWrVujsLBQ066goECz+GJkZGS1+3pYeHg4Pv3000ZbhHLw4MHYvHkzysvLkZubiwMHDlTYnpaWBicnp0bZNxFRU5rcpyN6d26LpbtO42ZxaYOM+X18OnRkMgQNtG2Q8YiIiOjpwwLCA7y9vREfHw8A+Pzzz5GTk4O+ffvCzc0NoaGhlfZJSUnRtFmyZAnef/996OrqIjo6GiEhIXB1dcXIkSOhVCrx2muvQa1WQy6XIzAwEJGRkZWuFbB48WKUlZXBxcUFzs7OWLx4MYB76wLUtECgjY0N5syZU+sxvby8cOrUKbi5uSE6OhrvvfceFixYgEGDBtX5cZYDBw6En59fnfrUxXPPPQcbGxs4Ozvj1VdfRb9+/dCmTRsAQG5uLvT19dGhAxcFI6Inn0wmYIm/M26XlOGT304/9njXi+7il8Qs+Pe0hoVxqwZISERERE8joaZp4Y3B3d1dTExMrPDe6dOnaz1Nv7EkJSVh5cqV+PHHHyXNUZU1a9agU6dO8PX1lTqKZIqKimBkZITr16+jb9+++PPPP2FpaYkvvvgCxsbGeOmll6SO2GI0h+9JoqfdJ7+dxrcH0/HzqwPQ18603uN8GZuGL2PPIfZtDzxj0boBExIREVFLIwjCMVEU3SvbxpsgH9CzZ094eXlBrVY32jT8x1HVkyCeJj4+Prh16xZKS0uxePFiWFpaAgBMTEwwbdo0idMRETWsOcO7YkfyFSzckoJdbwyBrnbdJw6WlKrx3yOXMKKHBYsHRERE9FhYQHhIcHBwpe9fv3690vUH9u3bBzMzs8aORf94eN2D+6pb6JKI6ElloKuNj/ycEByZiLWH0vG61zN1HmPT8SzcKC7FTA/7RkhIRERETxMWEGrJzMwMCoVC6hhERPSUGebQHqOdLfHVvnPwcemAzmaGNXf6h7pcxPeH0uHa0QR9bNs2YkoiIiJ6GnARRSIiombug3FO0NGSYfG2kzU+0vZBe05exaXrd/CqR5dKHy9MREREVBcsIBARETVzlm1a4R3vbohLy8OOE1dq1UcURXwbl47OZgYY5WTZyAmJiIjoacACAhER0RPgxQG2kFu3QfiOUygoKauxfeKlm1BcvoWXB9tBS8bZB0RERPT4WEAgIiJ6AmjJBCz1l+N60V2s+P1sje2/PZgOU0NdBPTu2ATpiIiI6GnAAsIDSkpK4OnpCbVaLXWUOhMEocJjDFUqFczNzeHj4wMAiImJwbJly6odIycnBwEBAQ2SJzIyEjKZDCdOnNC85+zsjIyMjAYZv66+/PJL3Llzp8Z2Q4cORWJiIgDA1tYW+fn5AICBAwfWel9hYWEQBAHnz5/XvPfFF19AEATN2GPGjMGtW7fqcgh1duDAAc3XvzJ5eXl49tlnGzUDETUsuU0bvDjAFv/39yUoLlf9b8j5a0WIPZ2Laf07Q1+3+T2WmIiIiJ5MLCA8YP369ZgwYQK0tKT7YUulUtWrn6GhIVJTU1FSUgIA2Lt3L6ytrTXbfX19MX/+/GrHsLKywqZNm+q1/8rY2NhgyZIlDTbe46htAaEqhw8frlN7uVyOjRs3al5v2rQJjo6Omte7du2CiYlJvfPcV9+/LwBgbm6ODh064M8//3zsHETUdN7x7gaL1npY+GsKVOryStt8fygdetoyvDigcxOnIyIiopasWT7G8dOjn+LMjTMNOqaDqQPm9Z1XbZsNGzbgp59+AgCEhoYiJiYGwL0rtd7e3oiIiHikT3FxMSZNmoSsrCyo1WosXrwYgYGBSEhIwJw5c1BcXAw9PT3s27cPOjo6mDVrFhITE6GtrY2VK1fCy8sLkZGR2LlzJ5RKJYqLi7F9+3aEhIQgJSUFKpUKYWFhGD9+fI3HOHr0aOzcuRMBAQGIiorClClTcOjQIQD3ZgQkJiZizZo1CAoKgrGxMRITE3H16lUsX74cAQEByMjIgI+PD1JTUxEZGYmYmBjcuXMHFy5cgL+/P5YvXw4AWLduHT799FNYWVmha9eu0NPTw5o1ax7J4+Pjg7i4OJw9exbdu3evsC0qKgpLly6FKIoYO3YsPv30UwCAkZER5syZgx07dkBfXx/btm1D+/btERQUBH19fZw5cwaXLl1CREQEfvjhBxw5cgT9+vVDZGQkAGDPnj344IMPcPfuXdjb2yMiIgLr169HTk4OvLy80K5dO+zfvx+zZs1CQkICSkpKEBAQgA8//LDaz9bIyAhFRUUAgOXLl+PHH3+ETCbD6NGjK53Z4efnh23btuH9999Heno62rRpAx0dHc12W1tbJCYmoqioCKNHj8bgwYNx+PBhWFtbY9u2bdDX18eFCxfw+uuvIy8vDwYGBli7di0cHBwQFBQEU1NTJCUloVevXggMDMSbb76JkpIS6OvrIyIi4pHP++DBg5gzZw6Ae7NV4uLi0Lp1a/j5+WHDhg0YNGhQtcdPRM1H61Y6CBvnhFkbjiPycAZeHtKlwvZrhUr8ejwbE91tYGakJ1FKIiIiaok4A+EfpaWlSE9Ph62tLQAgPDwcCoUCBw8ehJmZGWbPnl1pv927d8PKygrJyclITU3Fs88+i9LSUgQGBmLVqlVITk5GbGws9PX18fXXXwMAUlJSEBUVhenTp0OpVAIAjhw5gh9++AF//PEHlixZgmHDhiEhIQH79+/Hu+++i+Li4hqPYfLkydi4cSOUSiVOnDiBfv36Vdn2ypUriI+Px44dO6qcmaBQKBAdHY2UlBRER0fj8uXLyMnJwUcffYS//voLe/fuxZkzVRd6ZDIZ3nvvPSxdurTC+zk5OZg3bx7++OMPKBQKJCQkYOvWrQDuFWT69++P5ORkeHh4YO3atZp+N2/exB9//IEvvvgC48aNw1tvvYWTJ08iJSUFCoUC+fn5+PjjjxEbG4vjx4/D3d0dK1euxBtvvAErKyvs378f+/fvBwAsWbIEiYmJOHHiBA4ePFjhVovq/Pbbb9i6dSv+/vtvJCcn47333qu0nbGxMTp27IjU1FRERUUhMDCwyjHPnTuH119/HSdPnoSJiQk2b94MAJg5cyZWr16NY8eOYcWKFXjttdc0fdLS0hAbG4vPP/8cDg4OiIuLQ1JSEsLDw7Fw4cJH9rFixQp8/fXXUCgUOHToEPT19QEA7u7umiITET05nnW2xDAHC6zcm4bsWyUVtv1wOANl5eWPFBaIiIiIHtdjzUAQBGEigDAAPQD0FUUxsSFC1TRToDHk5+c/MqVcFEVMnToVb731Fnr37l1pP7lcjrlz52LevHnw8fHBkCFDkJKSgg4dOqBPnz4A7p1MAkB8fDxCQkIAAA4ODujcuTPS0tIAACNHjoSpqSmAe1fRY2JisGLFCgCAUqlEZmYmevToUe0xuLi4ICMjA1FRURgzZky1bf38/CCTyeDo6Ijc3NxK2wwfPhxt2rQBADg6OuLSpUvIz8+Hp6enJuvEiRM1x1CZ559/HkuWLMHFixc17yUkJGDo0KEwNzcHAEydOhVxcXHw8/ODrq6u5r793r17Y+/evZp+48aNgyAIkMvlaN++PeRyOQDAyckJGRkZyMrKwqlTpzRX00tLSzFgwIBKc/3888/47rvvoFKpcOXKFZw6dQouLi7VfmYAEBsbixkzZsDAwAAANJ9DZe4XdH7//Xfs27ev0hksAGBnZwc3NzfNMWdkZKCoqAiHDx/GxIkTNe3u3r2r+fPEiRM1t9oUFBRg+vTpOHfuHARBQFnZo6uzDxo0CG+//TamTp2KCRMmwMbGBgBgYWGBnJycGo+biJoXQRDwoa8TRn5xEGExJ7H2RXcAQPFdFf7vr0yMcrSEXTtDiVMSERFRS/O4tzCkApgA4NsGyCIpfX19zWyA+8LCwmBjY4MZM2ZU2a9bt244duwYdu3ahQULFsDb2xt+fn4QhEcfmSWKYpXjGBoaVmi3efPmR6ah14avry/mzp2LAwcO4Pr161W209P737TWqnI92EZLSwsqlaraY6iMtrY23nnnHc0tCtXtDwB0dHQ0n939fT6cRyaTVcgmk8mgUqmgpaWFkSNHIioqqtpMFy9exIoVK5CQkIC2bdsiKCjoka99VURRrPRrW5lx48bh3Xffhbu7u6aIVJmHP+eSkhKUl5fDxMQECoWi0j4P/n1ZvHgxvLy8sGXLFmRkZGDo0KGPtJ8/fz7Gjh2LXbt2oX///oiNjYWDgwOUSqVmNgIRPVk6mhrgzRHdsOy3M9hz8iq8nSzxc+JlFJSUYaYnZx8QERFRw3usWxhEUTwtimLNz5J6ArRt2xZqtVpzIrljxw7s3bsXX331VbX9cnJyYGBggBdeeAFz587F8ePH4eDggJycHCQkJAAACgsLoVKp4OHhgQ0bNgC4NwU9MzOz0iLBqFGjsHr1as2JdlJSEgAgOzsbw4cPrzZPcHAwQkNDNVfnG1rfvn1x8OBB3Lx5EyqVSjPdvjpBQUGIjY1FXl4eAKBfv344ePAg8vPzoVarERUVBU9Pz8fO1r9/f/z555+apx/cuXNHMzuidevWKCwsBADcvn0bhoaGaNOmDXJzc/Hbb7/Veh/e3t5Yv369ZkHGGzduVNlWX18fn376KRYtWlTnYzE2NoadnR1++eUXAPcKF8nJyZW2LSgo0CyYeX8tiIdduHABcrkc8+bNg7u7u+bWk7S0NDg7O9c5HxE1Dy8NtoODZWuExZxEQUkZ1sVfRB/btujVqa3U0YiIiKgFarI1EARBmCkIQqIgCIn3TySbG29vb8THxwMAPv/8c+Tk5KBv375wc3NDaGhopX1SUlI0bZYsWYL3338furq6iI6ORkhICFxdXTFy5EgolUq89tprUKvVkMvlCAwMRGRkZIWrz/ctXrwYZWVlcHFxgbOzMxYvXgzg3roF2trVTxqxsbHRLJbXGKytrbFw4UL069cPI0aMgKOjo+Y2h6ro6urijTfewLVr1wAAHTp0wCeffAIvLy+4urqiV69etVoksibm5uaIjIzElClT4OLigv79+2tOlGfOnInRo0dr9tmzZ084OTkhODi4TgsIPvvss/D19YW7uzvc3Nw0t5lUZfLkyejVq1e9jmfDhg1Yt24dXF1d4eTkhG3btlXa7r333sOCBQswaNCgKh9B+uWXX8LZ2Rmurq7Q19fH6NGjAQD79+/H2LFj65WPiKSnoyXDEn9n5BQoMeW7v5B1swQzPeyljkVEREQtlFDTlHRBEGIBWFayaZEoitv+aXMAwNzaroHg7u4uJiZWbHr69Oka7/FvbElJSVi5ciV+/PFHSXNUZc2aNejUqRN8fX0lzVFUVAQjIyOoVCr4+/sjODgY/v7+kmai+vHw8MC2bdvQtu2jVyubw/ckEdXOgl9TEHU0E/bmhtj7lidkstrdakVERET0MEEQjomi6F7ZthrXQBBFcUTDR2qeevbsCS8vL6jVas0Cdc1JVU+CaGphYWGIjY2FUqnUrPlAT568vDy8/fbblRYPiOjJMv9ZB5y/VoiZHvYsHhAREVGjqXEGQq0GaSEzEKpz/fr1Stcf2LdvH8zMzCRIRNS4mvv3JBERERERNbzHmoFQw8D+AFYDMAewUxAEhSiKox5nzObKzMysyhXxiYiIiIiIiFq6xyogiKK4BcCWBspCRERERERERM1Ukz2FgYiIiIiIiIieXCwgEBEREREREVGNWEAgIiIiIiIiohqxgPCAkpISeHp6Qq1WSx2lzrKysjB+/Hh07doV9vb2mDNnDkpLSwEAiYmJeOONNwAAkZGR1T4Ocvz48RgwYEC9MgQFBWHTpk2Vblu5ciUcHBwgl8vh6uqKt99+G2VlZfXaz32RkZEwNzeHm5ub5tepU6eqbK9QKLBr167H2ufD+8/JydG8fvnll6vdf3XWrFmDiIiIhopGRERERETU4B5rEcXGcnXpUtw9faZBx9Tr4QDLhQurbbN+/XpMmDABWlpaDbrvulCpVNDWrtuXRRRFTJgwAbNmzcK2bdugVqsxc+ZMLFq0CJ999hnc3d3h7l7pUzgquHXrFo4fPw4jIyNcvHgRdnZ29T2MCr755hvs2bMHf/31F0xMTFBaWoqVK1eipKQEOjo6jzV2YGAg1qxZU6u2CoUCiYmJGDNmzCPb6vO5R0ZGwtnZGVZWVgCA77//vk79HxQcHIxBgwZhxowZ9R6DiIiIiIioMXEGwgM2bNiA8ePHAwBCQ0M1V7Wtra2rPLErLi7G2LFj4erqCmdnZ0RHRwMAEhISMHDgQLi6uqJv374oLCyEUqnEjBkzIJfL0bNnT+zfvx/AvRPRiRMnYty4cfD29kZxcTGCg4PRp08f9OzZE9u2bas29x9//IFWrVppMmppaeGLL77A+vXrcefOHRw4cAA+Pj41Hv/mzZsxbtw4TJ48GRs3btS8HxQUhDfeeAMDBw5Ely5dNLMMRFHE7Nmz4ejoiLFjx+LatWuVjrtkyRL85z//gYmJCQBAV1cX8+fPh7GxMQBg1qxZcHd3h5OTEz744ANNv/nz58PR0REuLi6YO3dujfnv27JlC0aMGAFRFHHlyhV069YNmZmZCA0NRXR0NNzc3BAdHY2wsDDMnDkT3t7eePHFF5GRkYEhQ4agV69e6NWrFw4fPqwZc/ny5ZrZE/Pnz8emTZuQmJiIqVOnws3NDSUlJRg6dCgSExMBAFFRUZDL5XB2dsa8efM04xgZGWHRokVwdXVF//79kZubCwAwMDCAra0tjh49WuvjJCIiIiIialKiKDb5r969e4sPO3Xq1CPvNaW7d++K7du3f+T9W7duiXK5XExMTKy036ZNm8SXX365Qvu7d++KdnZ24tGjR0VRFMWCggKxrKxMXLFihRgUFCSKoiiePn1a7Nixo1hSUiJGRESI1tbW4vXr10VRFMUFCxaIP/74oyiKonjz5k2xa9euYlFRUZXZV61aJb755puPvO/m5iYmJyeL+/fvF8eOHSuKoihGRESIr7/+eqXjDB8+XIyLixPPnj0ryuVyzfvTp08XAwICRLVaLZ48eVK0t7cXRVEUN2/eLI4YMUJUqVRidna22KZNG/GXX36pMObt27dFExOTKrOLoqg5bpVKJXp6eorJycni9evXxW7duonl5eWaz+FhERERYrt27URXV1fNrzt37oiiKIpTp04VV69eLY4dO1b86aefKj32Dz74QOzVq5emT3FxsVhSUiKKoiimpaWJ9/+e7tq1SxwwYIBYXFxcIa+np6eYkJCgGe/+6+zsbLFjx47itWvXxLKyMtHLy0vcsmWLKIqiCECMiYkRRVEU3333XfGjjz7S9P/444/FFStWVPtZNSWpvyeJiIiIiKjpAUgUqziX5wyEf+Tn52uukN8niiKmTp2Kt956C7179660n1wuR2xsLObNm4dDhw6hTZs2OHv2LDp06IA+ffoAAIyNjaGtrY34+HhMmzYNAODg4IDOnTsjLS0NADBy5EiYmpoCAPbs2YNly5bBzc0NQ4cOhVKpRGZmZpXZRVGEIAi1fr8yubm5OH/+PAYPHoxu3bpBW1sbqampmu1+fn6QyWRwdHTUXDWPi4vDlClToKWlBSsrKwwbNqzGDL///jvc3Nxga2urucL/888/o1evXujZsydOnjyJU6dOwdjYGK1atcLLL7+MX3/9FQYGBpXmDgwMhEKh0PzS19cHAKxevRqffPIJ9PT0MGXKlCqP29fXV9OnrKwMr7zyCuRyOSZOnKhZzyA2NhYzZszQZLj/dapKQkIChg4dCnNzc2hra2Pq1KmIi4sDcG/2xf3ZIL1790ZGRoamn4WFRYU1FYiIiIiIiJoTFhD+oa+vD6VSWeG9sLAw2NjYVHtferdu3XDs2DHI5XIsWLAA8xL3ywAADkVJREFU4eHh1Z7QV8XQ0LBCu82bN2tOijMzM9GjR48q+zo5OWmmzt93+/ZtXL58Gfb29lX2e1B0dDRu3rwJOzs72NraIiMjo8JtDHp6epUeR00FCmNjYxgaGuLixYsAgFGjRkGhUMDZ2RmlpaW4ePEiVqxYgX379uHEiRMYO3YslEoltLW1cfToUTz33HPYunUrnn322Vodx33/3979B1lV3nccf3/5uaBCFY2DogGb+APFsoqiJaBbFBVbqaGdNq0T0em0wGhqq7bSVqviaEwjWKSammZqYBSJY2wVR0fBVAtDCb9FS4PabInCEBcUUCQNy9M/7tntdbn748LdvXf3vl8zZ/bw3Oc859n97GGfffY5537wwQf06tWLHTt2cPDgwVbr5X/d586dy4knnsjGjRtZs2ZN80Moi5mIaarfmr59+za31bt3bw4cOND82v79+5snMyRJkiSp0jiBkDn22GNpbGxsnkRYsmQJr776KvPmzWvzuG3btjFw4ECuu+46brvtNtatW8eZZ57Jtm3bWL16NQB79+7lwIEDTJgwgSeffBKALVu2sHXrVs4444xD2rziiit45JFHmn8RXb9+PZD7pXjixImH1J84cSL79u1jwYIFADQ2NnLrrbcybdq0Vv9y39KiRYt4+eWXqa+vp76+nrVr135uAqGQCRMm8PTTT9PY2Mj27dubn+nQ0qxZs5gxYwYff/wxkPsFu+nrvGfPHo466igGDx7Mjh07eOmllwD45JNP2L17N5MnT+bhhx9mw4YNHfo8IPdAxBtuuIGnnnqKs846izlz5gBwzDHHsHfv3laP2717N0OHDqVXr14sXLiw+d04Jk2a1Pw8CYBdu3a12d7YsWN5/fXXaWhooLGxkUWLFnHJJZe02+8tW7ZwzjnndPjzlCRJkqSuVJHvwlAukyZNYvny5Vx22WU89NBDbNu2jQsvvBDILXW/9957Dzlm06ZN3H777fTq1Yu+ffvy2GOP0a9fPxYvXszNN9/MZ599xoABA1i6dCkzZ85k+vTpjBo1ij59+vDEE0987i/7Te68805uueUWzj33XFJKDB8+nCVLlrB9+/aC7xQQETz33HPMnDmT2bNnc/DgQSZPnsz999/foc+7vr6erVu3ctFFFzWXjRgxgkGDBrFq1apWj7v22mt57bXXGDVqFKeffnqrvyTPmDGDffv2MXbsWPr378/RRx/NuHHjqK2tZfDgwdTW1nL22Wdz2mmnMW7cOCA36TJlyhT2799PSom5c+cWbHvx4sUsX768+d+PPvooS5cuZfz48YwfP57Ro0dzwQUXcPXVV1NXV9d8a8isWbMOaWvmzJlMnTqVZ555hrq6uubVCVdeeSUbNmxgzJgx9OvXr/lrO23aNKZPn86AAQNYuXJlcztDhw7lgQceoK6ujpQSkydPbn44Z1tWrFjxuYdISpIkSVIlibaWW3eWMWPGpJZL7jdv3tzmMv2usH79eubMmcPChQvL2o/WzJ8/n1NPPZVrrrmm3F1RiVXi914lXJOSJEmSulZErE0pjSn0misQ8tTW1lJXV0djYyO9e/cud3cOcdNNN5W7C+okDQ0NzJ49u9zdkCRJkqRWOYHQwo033liwfOfOnQWfP7Bs2TKGDBnS2d1SD3f55ZeXuwuSJEmS1KaKmkAo9mn3XWnIkCFFPchP6s7KcWuTJEmSpMpWMe/CUFNTw86dO/3FRSqzlBI7d+6kpqam3F2RJEmSVEEqZgXCsGHDeP/99/nwww/L3RWp6tXU1DBs2LByd0OSJElSBamYCYS+ffsyYsSIcndDkiRJkiQVUDG3MEiSJEmSpMrlBIIkSZIkSWqXEwiSJEmSJKldUY53PYiID4H/6fITH7njgYZyd0KdyoyrgzlXB3OuDubc85lxdTDn6mDO3cMXU0onFHqhLBMI3VVErEkpjSl3P9R5zLg6mHN1MOfqYM49nxlXB3OuDubc/XkLgyRJkiRJapcTCJIkSZIkqV1OIBTn8XJ3QJ3OjKuDOVcHc64O5tzzmXF1MOfqYM7dnM9AkCRJkiRJ7XIFgiRJkiRJapcTCJIkSZIkqV1VM4EQEadExI8iYnNEvB0Rf5qVHxcRr0bEO9nHY/OOmRUR70bETyLiirzyr0XEpoh4MyJejojjWznn+Vm9dyNiXkRE53+m1avYjCNiSFb/k4iY36KtDmVnxl2vVDlHxMCIeDEi/itr55ttnNOcu1gpr+e8Np+PiLfaOKc5d7ES/7/dLyIej4gt2XU9tZVzmnMXKnHGjr8q1GHkfHlErM1yWhsRv5HXlmOwClWqnB2DdXMpparYgKHAedn+McAWYCTwLeCOrPwO4MFsfySwEegPjADeA3oDfYCfA8dn9b4F3N3KOX8MXAwE8BJwVbm/Dj15O4yMjwK+AkwH5h9OdmbcfXMGBgJ12X4/4N/NuXK2Ul7P2etfBZ4C3mrjnObcjXMG7gHuy/Z7Nf2cNueekTGOvyp6O4yca4GTsv1zgA+Kzc+cu2/OOAbr1lvVrEBIKW1PKa3L9vcCm4GTgSnA97Nq3wd+O9ufAjydUvpFSumnwLvAheS+eQM4KpsBGwRsa3m+iBgKDEoprUy57/4FeW2rExSbcUrp05TScmB/fjsdzc6My6NUOaeU9qWUfpTt/y+wDhjW8nzmXB6lyhkgIo4G/hy4r7XzmXN5lDJn4EbggazewZRSQ8sK5tz1Spix468Kdhg5r08pNeX3NlATEf0dg1W2UuXsGKx7q5oJhHwRMZzcjNgq4MSU0nbIXRTAF7JqJwM/yzvsfeDklNIvgRnAJnI/uEYC3ytwmpOzYz53fMk+CbWpgxm3pqPZmXGZHWHO+e38CvBbwLICL5tzmZUg59nAQ8C+NuqYc5kdSc7ZNQwwOyLWRcQzEXFigarmXEZHkrHjr+7jMHKeCqxPKf0Cx2DdxhHmnN+OY7BupuomELK/RD0L3JJS2tNW1QJlKSL6kvsBVgucBLwJzOro8UV2V4ehiIxbbaJAWaHszLiMSpBzUzt9gEXAvJTSfxeqUqDMnLvIkeYcEaOBL6WUnmuvaoEyc+4iJbie+5D769WKlNJ5wErg24VOVaDMnLtACa5lx1/dQLE5R8TZwIPAnzQVFajmGKzClCDnpnLHYN1QVU0gZD98ngWeTCn9MCvekS2PaVom8/Os/H3glLzDh5Gb8R4NkFJ6L1tK8wPg1yOid0RsyLZ7s+OHFThenajIjFtTMDszrhwlyrnJ48A7KaWHs2PNuUKUKOeLgfMjoh5YDpweEf9mzpWjRDnvJLfCpGmi6BngPHOuDCXK2PFXhSs254gYRu6a/XpK6b2s2DFYhStRzk0cg3VDVTOBkN0v9z1gc0ppTt5LzwPXZ/vXA/+aV/772f1YI4Avk3uIxwfAyIg4Iat3edZmY0ppdLbdlS3f2RsRF2Xn/npe2+oEh5FxQa1lZ8aVoVQ5Z23dBwwGbmkqM+fKUMLr+bGU0kkppeHkHsy2JaV0qTlXhhLmnIAXgEuzoonAf5pz+ZXw/2zHXxWs2JyzZesvArNSSiuaKjsGq2ylyjl7zTFYd5Uq4EmOXbGRGzgmckveNmTbZGAIuXtu3sk+Hpd3zF+Te/eFn5D3xE9yTwbenLX1AjCklXOOAd7K2pgPRLm/Dj15O8yM64FdwCfkZjlHFpOdGXffnMnNYqfsWm5q54/MuTK2Ul7Pea8Pp+13YTDnbpwz8EXgjaytZcCp5lz+rcQZO/6q0K3YnIG/AT7Nq7sB+EIx+Zlz980Zx2DdeossGEmSJEmSpFZVzS0MkiRJkiTp8DmBIEmSJEmS2uUEgiRJkiRJapcTCJIkSZIkqV1OIEiSJEmSpHY5gSBJkiRJktrlBIIkST1ERHwjIjZHxEcRcUcJ230iIn6nVO0VaH9MRMwr8pj6iDi+s/okSZIO1afcHZAkSSUzE7gqpfTTcnekoyKiT0ppDbCm3H2RJEltcwWCJEk9QER8BzgNeD4i/iwi5mflvxsRb0XExoh4IyvrHRHfjohNEfFmRNycld8VEauz+o9HRHTw3PUR8WBE/DjbvpSVnxARz2Ztro6IcVn53Vn7rwALIuLSiFiSvXZcRPxL1q//iIhzs/IhEfFKRKyPiH8EOtQ3SZJUOk4gSJLUA6SUpgPbgDrgo7yX7gKuSCn9GnBNVvbHwAigNqV0LvBkVj4/pXRBSukcYADwm0V0YU9K6UJgPvBwVvb3wNyU0gXAVOCf8uqfD0xJKf1Bi3buAdZn/forYEFW/rfA8pRSLfA8cGoRfZMkSSXgLQySJPVsK4AnIuIHwA+zssuA76SUDgCklHZl5XUR8RfAQOA44G3ghQ6eZ1Hex7l55xmZt5BhUEQck+0/n1L6rEA7XyE32UBK6bVs5cFgYALw1az8xYj4qMCxkiSpEzmBIElSD5ZSmh4RY4GrgQ0RMZrc8v+UXy8iaoBHgTEppZ9FxN1ATTGnKrDfC7i45URBNqHwaSvtFLo1IbX4KEmSysBbGCRJ6sEi4ldTSqtSSncBDcApwCvA9Ijok9U5jv+fLGiIiKOBYt914ffyPq7M9l8Bbsrry+gOtPMG8IdZ/UuBhpTSnhblVwHHFtk/SZJ0hFyBIElSz/Z3EfFlcn/ZXwZsBN4CTgfejIhfAt9NKc2PiO8Cm4B6YHWR5+kfEavI/XHia1nZN4B/iIg3yY053gCmt9PO3cA/Z8fsA67Pyu8BFkXEOuB1YGuR/ZMkSUcoUnI1oCRJOnwRUU/u1oeGcvdFkiR1Hm9hkCRJkiRJ7fIWBkmS1CER8Ry5t3/M95cppeFl6I4kSepi3sIgSZIkSZLa5S0MkiRJkiSpXU4gSJIkSZKkdjmBIEmSJEmS2uUEgiRJkiRJatf/AS8wj3v1KtooAAAAAElFTkSuQmCC", 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